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情報の拡散力を高めるためのオープンデータ

 情報の拡散力を高めるためのオープンデータ

2021年2月18日(木)開催の「北海道オープンデータセミナー」における講演資料です。
CC BY 4.0 Sayoko Shimoyama, LinkData

Sayoko Shimoyama

February 18, 2021
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  1. ৘ใͷ֦ࢄྗΛ
    ߴΊΔͨΊͷ
    Φʔϓϯσʔλ
    Լ ࢁ ࣿ ୅ ࢠ
    Ұࣾ
    ϦϯΫσʔλ ୅දཧࣄ
    5)6

    ๺ւಓΦʔϓϯσʔληϛφʔ

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  2. Enterprise
    Public
    Sector
    Civic
    Tech
    2
    2021/2/18 Sayoko Shimoyama, LinkData

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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. 2021/2/18 Sayoko Shimoyama, LinkData 5
    Ձ஋͸ຒ΋Εͨ··

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  6. ͋ΒΏΔ৘ใ͕
    ΠϯλʔωοτͰ
    ڞ༗͞ΕΔ࣌୅
    Πϯλʔωοτ্ʹ
    ৘ใ͕ແ͚Ε͹
    ଘࡏ͠ͳ͍΋ಉવ

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  7. 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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  8. 4":0,04)*.0:"." -*/,%"5"
    σʔλͷ૊Έ߹Θͤ͸৽ͨͳՁ஋ΛੜΉ
    ӴੜείΞɿ

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  9. 4":0,04)*.0:"." -*/,%"5"
    :FMQ͸ϢʔβʔʹΑΓ҆৺ɾ҆શΛಧ͚ΒΕΔ
    αʔϏεΛఏڙՄೳʹ
    ௚ۙͷอ݈Ӵੜ
    ݕࠪʹ͓͍ͯҧ൓
    ͕߲͋ͬͨ໨
    σʔλͷ૊Έ߹Θͤ͸৽ͨͳՁ஋ΛੜΉ

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  10. 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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  11. 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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  12. 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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  13. Φʔϓϯσʔλͱ͸ʮσʔλͷҰൠ։์ʯ
    ྫʣମҭؗͷҰൠ։์
    lࢢຽͷͨΊʹ։์͢Δ
    lͩΕͰ΋ແྉͰࣗ༝ʹ࢖͑Δ
    lʮ঎ചਓ͓அΓʯͱ͔͸͠ͳ͍
    lͨͩ͠ɺ๏཯Ͱې͡ΒΕ͍ͯΔ͜ͱ͸
    ౰વڐՄ͞Εͳ͍
    4BZPLP4IJNPZBNB -JOL%BUB

    OPEN
    DATA

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

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  15. “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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  16. ೥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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  17. ೥݄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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  18. 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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  19. 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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  20. ͳͥ׭ຽڠಇ͕ඞཁͳͷ͔ʁ
    ͜Ε·Ͱ͸ߦ੓͕ެڞαʔϏεӡӦͷओମͩͬͨ
    4":0,04)*.0:"." -*/,%"5"
    ߦ੓ ॅຽ
    ੫ۚ
    ެڞαʔϏε

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

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  22. ׭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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  23. 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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  24. ;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

    ׭ຽڠಇͷࣄྫᶃ

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  25. ׭ຽڠಇͷࣄྫᶃɿ;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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  26. ୆࿷੓෎͕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
    ׭ຽڠಇͷࣄྫᶄ

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  27. ৽ܕίϩφ΢Πϧε
    ײછ঱ରࡦαΠτ
    ● ౦ژ౎͕Φʔϓϯιʔ
    εͱͯ͠ެ։ޙɺશ౎
    ಓ෎ݝʹల։
    ● σʔλΛΘ͔Γ΍͘͢
    ՄࢹԽͯ͠ݟͤΔσβ
    Πϯʹఆධ
    ● ໿ਓͷΤϯδχΞ
    ͕։ൃʹڠྗ
    IUUQTTUPQDPWJENFUS
    PUPLZPMHKQ
    ׭ຽڠಇͷࣄྫᶅ

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  28. Φʔϓϯσʔλͱ͸ɺ
    ૊৫Λӽ͑ͨ࿈ܞͰ
    ৘ใΛΑΓଟ͘ͷਓͷݩ΁
    ಧ͚ΔͨΊͷखஈ
    4BZPLP4IJNPZBNB -JOL%BUB

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  29. ࣏ࣗମͷࣸਅ
    Φʔϓϯσʔλͷ
    ࢧԉͷऔΓ૊Έɿ
    OpenPhoto
    nࣸਅͷΦʔϓϯσʔλԽΛ
    αϙʔτ͢ΔϑΥτΫϥ΢υ
    αʔϏε
    n࣏ࣗମ͸ແঈͰར༻Մೳ
    nhttps://openphoto.jp/
    2021/2/18 Sayoko Shimoyama, LinkData 29

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  30. ࣄྫᶃɿ೔ਐࢢɾඌுѴࢢٴͼΞΫτΠϯσΟ ג
    ʹΑΔࢠҭͯࢧԉ৘ใൃ৴
    n ೔ਐࢢͱඌுѴࢢ͕0QFO1IPUPʹެ։ͨ͠ެԂͷࣸਅΛɺΞΫτΠϯσΟגࣜձ͕ࣾӡӦ͢Δ
    ʮࢠͲ΋ͱ͓Ͱ͔͚৘ใαΠτɿ͍͜ʔΑʯʹͯ׆༻
    n ຽؒاۀෳ਺͕ࣾதܧ͢ΔܗͰɺΤϯυϢʔβʹ৘ใΛಧ͚Δͱ͍͏Φʔϓϯσʔλ׆༻Ϟσϧ

    ඌுѴࢢ ඌுѴࢢ
    0QFO1IPUP
    ͍͜ʔΑ
    ʢΞΫτΠϯσΟʣ
    ೔ਐࢢ ೔ਐࢢ
    0QFO1IPUP

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  31. ΦʔϓϯσʔλԽର৅ͱͯ͠ͷ
    ࣸਅσʔλͷՁ஋ͱϝϦοτ
    n ࣸਅ͸࿝एஉঁ୭Ͱ΋
    ݟͯ৘ใΛಘͨΓָ͠Μ
    ͩΓͰ͖Δίϯςϯπ
    nར༻༻్͕ଟ͘ɺՁ஋
    ͷߴ͍σʔλͱݴ͑Δ
    nޓ׵ੑͷߴ͍ϑΝΠϧ
    ܗ͕ࣜଟ͘ྲྀ௨͍ͯ͠Δ
    ෋ࢁݝ ڸʹͳͬͨ೔ຊւ ˜[PPTBO$$#:
    4":0,04)*.0:"." -*/,%"5"

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  32. ࣄྫɿ஍Ҭͷັ
    ྗΛΑΓଟ͘ͷ
    ਓʹ఻͑Δ
    FIND/47
    ೔ຊ֤஍ͷඒ͍ࣸ͠ਅΛऩू͠
    Φʔϓϯσʔλͱͯ͠ެ։͢Δ
    ϑΥτΞʔΧΠϒ
    Πϯό΢ϯυधཁΛߴΊΔ໨త
    Ͱܦࡁ࢈ۀলࣄۀʹΑΓߏங͞
    Εͨ
    ࣸਅͷ౤ߘ΋Մೳ
    https://find47.jp/
    2021/2/18 Sayoko Shimoyama, LinkData 32

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  33. ۝୩ম
    Φʔϓϯσʔλ
    Λ࢖ͬͨࢴࡼ
    ੴ઒ݝೳඒࢢͰ͸۝୩মͷ
    ը૾͕Φʔϓϯσʔλͱͯ͠
    ެ։͞Ε͍ͯΔ
    اըɾൢചɿגࣜձࣾϤγλ
    σβΠϯϓϥϯχϯά
    ੡඼֓ཁɿ
    ௚ܘ18cm 6ຕೖΓ
    550ԁ(੫ࠐ)
    Sayoko Shimoyama, LinkData 2021/2/18 33

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  34. ۝୩ম
    ΦʔϓϯσʔλΛ
    ࢖ͬͨॅ୐
    ஫จॅ୐ͷ૷০ʹར༻
    ʢ͓٬༷͕๬ΜͰར༻ʣ
    ݱࡏ4౩
    ը૾ɿCC BY 4.0 ʮγϏοΫςοΫί
    ϛϡχςΟͱγϏοΫςοΫϏδωε -
    CIVIC TECH FORUM 2018 ొஃࢿྉ -
    ʯ෱ౡ ݈Ұ࿠ࢯ
    2021/2/18 Sayoko Shimoyama, LinkData 34

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  35. ࣄྫɿաڈͷهԱΛະདྷ΁఻͑Δ
    n਒ࡂࣸਅΞʔΧΠϒϚοϓ
    lࡕਆɾ୶࿏େ਒ࡂ౰࣌ͷࣸਅͱݱࡏͷࣸਅΛ
    ൺֱͯ͠ӾཡͰ͖ΔΞʔΧΠϒϚοϓ
    lਆށࢢͱࢢຽͷڠྗʹΑͬͯ࡞੒͞Εͨ
    lhttp://shinsai-ar.kobe-shashinkan.jp/
    2021/2/18 Sayoko Shimoyama, LinkData

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  36. ΑΓଟ͘ͷਓʹಧ͖ɺ
    ΑΓଟ͘ͷਓʹ
    ஌ͬͯ΋Β͑ΔΑ͏ʹ
    2021/2/18 Sayoko Shimoyama, LinkData 36

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  37. Φʔϓϯσʔλ͔Β࢝ΊΑ͏
    2021/2/18 Sayoko Shimoyama, LinkData 37

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  38. 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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