オープンデータで変わる社会と未来

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

Transcript

1. ΦʔϓϯσʔλͰ มΘΔ ࣾձͱະདྷ Լࢁ ࣿ୅ࢠ Ұൠࣾஂ๏ਓϦϯΫσʔλ ୅දཧࣄ Φʔϓϯσʔλ͔Βߟ͑Δ2020೥୅ͷϏδωεͱࣾձ 2020.2.12 (Wed.) QIPUP
   ෋ࢁݝ ڸʹͳͬͨ೔ຊւ
   ˜[PPTBO
   $$
   #:
2. Enterprise Public Sector Civic Tech Sayoko Shimoyama 2020/2/12 Sayoko Shimoyama, LinkData 2
3. Background: ෼ࢠੜ෺ֶˠόΠΦΠϯϑΥϚςΟΫε Integrated Database ஝ੵɾڞ༗͞Εͨσʔλʹ ΞΫηεͰ͖Δ͜ͱͰݚڀ͕Մೳ
4. σʔλ͸ ڞ༗͞Εͳ͍ͱʜ
5. 2020/2/12 Sayoko Shimoyama, LinkData 5 Ձ஋͸ຒ΋Εͨ··
6. Φʔϓϯσʔλͱ͸ɺ σʔλͰදݱ͞Ε͍ͯΔ Ϟϊɾίτͷ Ձ஋ΛߴΊΔखஈ
7. ࠓճͷߨԋ ஫໨ϙΠϯτ 2020/2/12 Sayoko Shimoyama, LinkData 3 $ #! -0/&. $,* 4 +1$   " $ (%  $,*') 
8. 2020/2/12 ҧ͍Λฉ͔ΕͨΒઆ໌Ͱ͖·͔͢ʁ σʔλ ৘ใ Sayoko Shimoyama, LinkData 8
9. ʮσʔλʯͱ͸ʁ ISOٴͼJISن֨ʹΑΔఆٛ "A reinterpretable representation of information in a formalized manner suitable for communication, interpretation, or processing.” ৘ใͷදݱͰ͋ͬͯɺ ఻ୡɺղऍ·ͨ͸ॲཧʹద͢ΔΑ͏ʹܗࣜԽ͞Εɺ ࠶౓৘ใͱͯ͠ղऍͰ͖Δ΋ͷ ISO/IEC 2382-1:1993 https://www.iso.org/obp/ui/#iso:std:iso-iec:2382:-1:ed-3:en ೔ຊ޻ۀن֨ʮX0001 ৘ใॲཧ༻ޠ-جຊ༻ޠʯhttp://kikakurui.com/x0/X0001-1994-01.html 2020/2/12 Sayoko Shimoyama, LinkData 9
10. ʮ৘ใʯͱ͸ʁ ISOٴͼJISن֨ʹΑΔఆٛ "Knowledge concerning objects, such as facts, events, things, processes, or ideas, including concepts, that within a certain context has a particular meaning. ࣄ࣮ɼࣄ৅ɼࣄ෺ɼաఔɼண૝ͳͲͷ ର৅෺ʹؔͯ͠஌Γಘͨ͜ͱͰ͋ͬͯɼ ֓೦ΛؚΈɼҰఆͷจ຺தͰಛఆͷҙຯΛ΋ͭ΋ͷɻ ISO/IEC 2382-1:1993 https://www.iso.org/obp/ui/#iso:std:iso-iec:2382:-1:ed-3:en ೔ຊ޻ۀن֨ʮX0001 ৘ใॲཧ༻ޠ-جຊ༻ޠʯhttp://kikakurui.com/x0/X0001-1994-01.html 2020/2/12 Sayoko Shimoyama, LinkData 10
11. 2020/2/12 σʔλ͸ɺ৘ใΛܗࣜԽͨ͠΋ͷ σʔλ ৘ใ ࠶౓৘ใͱͯ͠ղऍͰ͖Δ΋ͷ Sayoko Shimoyama, LinkData 11
12. 2020/2/12 ਺ࣈ 40 Sayoko Shimoyama, LinkData 12 2020 2 12
13. 2020/2/12 ৘ใ 2020೥2݄12೔ʹ։࠵͞Εͨ ஌తࢿ࢈ܦӦηϛφʔͷ ࢀՃొ࿥ऀ਺͸ ਓͰ͢ɻ Sayoko Shimoyama, LinkData 13
14. 2020/2/12 σʔλ ηϛφʔ։࠵೔ ࢀՃొ࿥ऀ਺   Sayoko Shimoyama, LinkData 14
15. ৘ใ⇄σʔλ ૒ํ޲ʹม׵Մೳ 2020/2/12 Sayoko Shimoyama, LinkData 15 ηϛφʔ։࠵೔ ࢀՃొ࿥ऀ਺   2020೥2݄12೔ʹ։࠵͞Εͨ ஌తࢿ࢈ܦӦηϛφʔͷ ࢀՃొ࿥ऀ਺͸ ਓͰ͢ɻ
16. σʔλԽ͢Δ͜ͱͰ ଞͷσʔλͱ૊Έ߹ΘͤΒΕΔ 2020/2/12 ৽͍͠ʮ৘ใʯ͕ औΓग़ͤΔ Sayoko Shimoyama, LinkData 16 30 35 40 24 29 34 0 5 10 15 20 25 30 35 40 45    ϫʔΫγϣοϓผ ࢀՃऀ਺ͷൺֱ ౰೔ࢀՃऀ਺ ࢀՃొ࿥ऀ਺ n ࢀՃऀ͸ճΛॏͶΔ ͝ͱʹ૿Ճ n Ωϟϯηϧ཰͸େମ 15ʙ20% ˞σʔλ͸μϛʔͰ͢
17. σʔλͷ૊Έ߹Θͤ͸৽ͨͳՁ஋ΛੜΉ nαϯϑϥϯγείࢢͰ͸ɺҿ৯ళʹ ର࣮ͯ͠ࢪͨ͠อ݈Ӵੜݕࠪͷ݁Ռ Λσʔλͱͯ͠ެ։͍ͯ͠Δ n:FMQ͸ͦΕΛαʔϏεʹऔΓࠐΈɺ l)FBMUI 4DPSFz
    ͱͯ͠఺ຬ఺ ͷείΞԽ֤ͯ͠ҿ৯ళͷ ϨϏϡʔϖʔδʹදࣔ  n ੈք࠷େڃͷϩʔΧϧϏδωεͷϨϏϡʔαΠτ n ೔ຊͰ͍͏ͱ͜Ζͷʮ৯΂ϩάʯతͳαʔϏε 4":0,0
    4)*.0:"."
    -*/,%"5" 
18.  4":0,0
    4)*.0:"."
    -*/,%"5"  σʔλͷ૊Έ߹Θͤ͸৽ͨͳՁ஋ΛੜΉ ӴੜείΞɿ ఺
19.  4":0,0
    4)*.0:"."
    -*/,%"5"  :FMQ͸ϢʔβʔʹΑΓ҆৺ɾ҆શΛಧ͚ΒΕΔ αʔϏεΛఏڙՄೳʹ ௚ۙͷอ݈Ӵੜ ݕࠪʹ͓͍ͯҧ൓ ͕߲͋ͬͨ໨ σʔλͷ૊Έ߹Θͤ͸৽ͨͳՁ஋ΛੜΉ
20. αϯϑϥϯγείࢢ º :FMQ
    ͔Βݟ͑Δ 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":0,0
    4)*.0:"."
    -*/,%"5" 
21. ߦ੓ͷσʔλ͸୭ʹͰ΋࢖͑ΔΑ͏ʹ ެ։͞Ε͍ͯΔඞཁ͕͋Δ nӴੜௐࠪ͸ࢢͷ੫ۚΛ࢖ͬͯӡ༻͞Ε͍ͯΔͷͰɺ ೲ੫ऀ͸౳ͦ͘͠ͷσʔλΛ࢖͏ݖརΛ͍࣋ͬͯΔ n୭Ͱ΋ࣗ༝ʹ࢖͑ΔσʔλͰ͋Δඞཁ͕͋Δ ΋͠αϯϑϥϯγείࢢ͕ :FMQ͚ͩʹӴੜௐࠪ݁ՌσʔλΛ ౉͍ͯͨ͠Βʁ ෆެฏʹର͠ඇ೉͕ूத Φʔϓϯσʔλ  4":0,0
    4)*.0:"."
    -*/,%"5" 
22. Φʔϓϯσʔλͷఆٛ ࠃɺ஍ํެڞஂମٴͼࣄۀऀ͕อ༗͢Δ׭ຽσʔλͷ͏ͪɺࠃຽ୭΋͕Πϯλʔωοτ౳Λ௨ͯ͡༰қ ʹར༻ʢՃ޻ɺฤूɺ࠶഑෍౳ʣͰ͖ΔΑ͏ɺ࣍ͷ͍ͣΕͷ߲໨ʹ΋֘౰͢ΔܗͰެ։͞ΕͨσʔλΛ Φʔϓϯσʔλͱఆٛ͢Δ ʲग़యʳʮΦʔϓϯσʔλجຊࢦ਑ʯฏ੒೥݄೔ ߴ౓৘ใ௨৴ωοτϫʔΫࣾձਪਐઓུຊ෦ɾ׭ຽσʔλ׆༻ਪਐઓུձܾٞఆ  Ӧར໨తɺඇӦར໨తΛ໰Θͣ ೋ࣍ར༻Մೳͳϧʔϧ͕ద༻͞Εͨ΋ͷ  ػց൑ಡʹదͨ͠΋ͷ  ແঈͰར༻Ͱ͖Δ΋ͷ  4":0,0
    4)*.0:"."
    -*/,%"5" 
23. l0QFO
    #Z
    %FGBVMUz ೥ (ʮΦʔϓϯσʔλݑষʯʹΑΔࠃࡍతͳ߹ҙ ʮ੫ۚΛ࢖ͬͯ࡞ΒΕͨ σʔλ͸શͯެڞࡒͱͯ͠ ެ։͢Δ΂͖Ͱ͋Δʯ ͱ͍͏ߟ͑ํΛ ݪଇͱͯ͠࠾༻ 2020/2/12 4":0,0
    4)*.0:"."
    -*/,%"5" 
24. “Φʔϓϯσʔλ” ͱ͸ɺ ݩʑօ͞Μͷ΋ͷͩͬͨσʔλΛ ฦ͢͜ͱͩͱߟ͍͑ͯ·͢ɻ - Miquel Mateu, Open Data Manager of Barcelona City  14-18 June 2016, World Data Viz Challenge 2016, Barcelona 4":0,0
    4)*.0:"."
    -*/,%"5" 
25. ೥ɿ׭ຽσʔλ׆༻ਪਐجຊ๏ࢪߦ ˠࠃٴͼ࣏ࣗମ͸ΦʔϓϯσʔλʹऔΓ૊Ή͜ͱ͕ٛ຿෇͚ΒΕͨ  4":0,0
    4)*.0:"."
    -*/,%"5" 
26. Φʔϓϯσʔλͷҙٛ  ࠃຽࢀՃɾ׭ຽڠಇͷਪਐΛ௨ͨ͡ ॾ՝୊ͷղܾɺܦࡁ׆ੑԽ  ߦ੓ͷߴ౓Խɾޮ཰Խ  ಁ໌ੑɾ৴པͷ޲্ ʲग़యʳʮΦʔϓϯσʔλجຊࢦ਑ʯฏ੒೥݄೔ ߴ౓৘ใ௨৴ωοτϫʔΫࣾձਪਐઓུຊ෦ɾ׭ຽσʔλ׆༻ਪਐઓུձܾٞఆ  4":0,0
    4)*.0:"."
    -*/,%"5" 
27. Φʔϓϯσʔλͷҙٛ  ࠃຽࢀՃɾ׭ຽڠಇͷਪਐΛ௨ͨ͡ ॾ՝୊ͷղܾɺܦࡁ׆ੑԽ  ߦ੓ͷߴ౓Խɾޮ཰Խ  ಁ໌ੑɾ৴པͷ޲্ ʲग़యʳʮΦʔϓϯσʔλجຊࢦ਑ʯฏ੒೥݄೔ ߴ౓৘ใ௨৴ωοτϫʔΫࣾձਪਐઓུຊ෦ɾ׭ຽσʔλ׆༻ਪਐઓུձܾٞఆ  4":0,0
    4)*.0:"."
    -*/,%"5" 
28. ͳͥ׭ຽڠಇ͕ඞཁͳͷ͔ʁ ͜Ε·Ͱ͸ߦ੓͕ެڞαʔϏεӡӦͷओମͩͬͨ 2020/2/12 4":0,0
    4)*.0:"."
    -*/,%"5"  ߦ੓ ॅຽ ੫ۚ ެڞαʔϏε
29. ͳͥ׭ຽڠಇ͕ඞཁͳͷ͔ʁ ੫ऩ͕ݮΔͱɺ͜Ε·Ͱ௨ΓͷެڞαʔϏε͸ ҡ࣋Ͱ͖ͳ͘ͳΔ 2020/2/12 4":0,0
    4)*.0:"."
    -*/,%"5"  ߦ੓ ॅຽ ੫ۚ ެڞαʔϏε
30. ׭ຽڠಇʹΑͬͯ஍ҬΛ࣋ଓՄೳʹ͢Δ  4":0,0
    4)*.0:"."
    -*/,%"5"  ߦ੓ ॅຽ ੫ۚ ެڞαʔϏε اۀɾݚڀػؔ ߦ੓͕ಘҙͳ෦෼ɺ ߦ੓ʹ͔͠Ͱ͖ͳ͍ ෦෼ʹूத͢Δ ຽ͕ؒಘҙͳͱ͜Ζ͸ ຽؒʹ೚ͤΔ
31. ΦʔϓϯσʔλʹΑͬͯɺ ૊৫Λ௒͑ͯಘҙ෼໺Λ෼୲Ͱ͖Δࣾձ ͕࣮ݱ͢Δ  4":0,0
    4)*.0:"."
    -*/,%"5"  ߦ੓ ॅຽ ੫ۚ ެڞαʔϏε اۀɾݚڀػؔ ߦ੓ͷ࣋ͭ৘ใΛ ʮσʔλʯͱ͍͏ ڞ༗ʹదͨ͠ܗͰ ຽؒʹ։์͢Δ OPEN DATA
32. ୆࿷੓෎͕ϚεΫͷ ϦΞϧλΠϜࡏݿঢ়گ ΛΦʔϓϯσʔλԽ ˠ਺೔ͰҎ্ͷ ΞϓϦ͕ຽ͔ؒΒ஀ੜ n৽ܕίϩφ΢ΟϧεʹΑΔ ϚεΫෆ଍͕ਂࠁͳ୆࿷ʹ͓ ͍ͯɺ੓෎ͷதԝ݈߁อݥி ͕ඵ͝ͱͷϚεΫࡏݿঢ় گΛΦʔϓϯσʔλͰఏڙ nॠ࣌ʹγϏοΫςοΫ ίϛϡχςΟ΍اۀ͕ଟ͘ͷ ΞϓϦΛ։ൃ 4":0,0
    4)*.0:"."
    -*/,%"5"   ग़యɿޱ᠚ࢦೆʢ༝ ↪⃟ྣ ࿨ ༶حӬʣ https://mask.chel.in ׭ຽڠಇͷࣄྫᶃ
33. ;BJN
    Θͨ͠ͷڅ෇ۚ n೔ຊ࠷େͷΦϯϥΠϯՈܭ ฽ʮ;BJNʯͷΦϓγϣϯ αʔϏε nॅΜͰ͍Δ஍Ҭ΍Ո଒ߏ੒ɺ Ոܭ฽ͷه࿥͔Βʮ΋Β͑Δ Մೳੑ͕͋Δڅ෇ۚ΍ख౰ɾ ߇আʯΛׂΓग़͢ػೳΛఏڙ nࠃɾ࣏ࣗମͷެ։͍ͯ͠Δ څ෇ۚ৘ใΛऔΓࠐΜͰ͍Δ 4BZPLP
    4IJNPZBNB
    -JOL%BUB   ׭ຽڠಇͷࣄྫᶄ
34. ׭ຽڠಇͷࣄྫᶄɿ;BJN Θͨ͠ͷڅ෇ۚ Φʔϓϯσʔλͷࣗಈऔಘͷ࢓૊ΈʹΑͬͯ ࠷৽৘ใͷ഑৴͕Մೳʹ ʢϓϨεϦϦʔεهࣄΑΓʣ ࠓޙ͸ΑΓଟ͘ͷ࣏ࣗମ ͷެࣜ৘ใͱ࿈ܞ͠ɺͻͱΓ ͻͱΓͷʮ஌Βͳ͔ͬͨʯ ʮΘ͔Βͳ͔ͬͨʯΛͳ͘͢ ϓϥοτϑΥʔϜͱͯ͠ վमɾվળͯ͠·͍Γ·͢ɻ IUUQT[BJNDPKQOFXTBSDIJWFT   4BZPLP
    4IJNPZBNB
    -JOL%BUB 
35. $PBJEP
     n౗Ε͍ͯΔਓΛൃݟͨ͠ਓ ͕ʮ$PBJEPʯΛૢ࡞ ͢Δͱɺ൪௨ใͱಉ࣌ ʹɺࣄલొ࿥͞Εͨपลͷ ٹ໋஌ࣝอ༗ऀ͓Αͼ"&% ઃஔઌʹ404ૹ৴Λߦ͏ ۓٸ௨ใڞ༗ΞϓϦ n࣏ࣗମ͕ެ։͍ͯ͠Δ "&%ͷҐஔ৘ใ΍ઃஔࢪઃ ౳ͷΦʔϓϯσʔλΛ࢖༻ 4BZPLP
    4IJNPZBNB
    -JOL%BUB   https://cio.go.jp/opendata100 ׭ຽڠಇͷࣄྫᶅ
36. ׭ຽڠಇͷࣄྫᶅɿ$PBJEP
     ஍Ҭڞॿͷ404ͱ"&%ϚοϓͰେ੾ͳਓͷ໋ΛकΔ  4BZPLP
    4IJNPZBNB
    -JOL%BUB  https://cio.go.jp/opendata100
37. Φʔϓϯσʔλͷҙٛ  ࠃຽࢀՃɾ׭ຽڠಇͷਪਐΛ௨ͨ͡ ॾ՝୊ͷղܾɺܦࡁ׆ੑԽ  ߦ੓ͷߴ౓Խɾޮ཰Խ  ಁ໌ੑɾ৴པͷ޲্ ʲग़యʳʮΦʔϓϯσʔλجຊࢦ਑ʯฏ੒೥݄೔ ߴ౓৘ใ௨৴ωοτϫʔΫࣾձਪਐઓུຊ෦ɾ׭ຽσʔλ׆༻ਪਐઓུձܾٞఆ  4BZPLP
    4IJNPZBNB
    -JOL%BUB  ΦʔϓϯσʔλͰ Ϗδωεʜʁ
38. Φʔϓϯσʔλ׆༻Ϗδωε ͭͷ੒ޭύλʔϯ ෼ࢄ͍ͯͨ͠৘ใΛ ౷߹ͯ͠ఏڙ Θ͔Γ΍͘͢ࢦඪԽ ߴ౓ͳ෼ੳ΍༧ଌ ίϯςϯπͱͯ͠׆༻  4BZPLP
    4IJNPZBNB
    -JOL%BUB 
39. 
    ෼ࢄ͍ͯͨ͠ ৘ใΛ౷߹ͯ͠ ఏڙ ෼ࢄͯ͠ଘࡏ͍ͯͯ͠୳͠ʹ͔ͬͨ͘৘ใΛɺ ෳ਺ͷΦʔϓϯσʔλΛ౷߹͢Δ͜ͱͰɺ ඞཁͳਓʹಧ͚ΒΕΔΑ͏ʹ͢Δ 2020/2/12 SAYOKO SHIMOYAMA, LINKDATA 3
40. ҭͳͼ ʙσʔληοτΛ౷ ߹ɺࢠҭͯ৘ใ഑৴Λ ύʔιφϥΠζʙ n࣏ࣗମʹ͸ࢠҭͯʹؔ͢Δ ଟछଟ༷ͳσʔλ͕͋Δ n͔͠͠σʔλ͸෦໳͝ͱʹ ؅ཧ͞Ε͓ͯΓɺ౷߹తʹ ѻ͍͑ͯͳ͔ͬͨ nͦͷͨΊɺॅຽ޲͚ͷ৘ใ ఏڙ΋ඇޮ཰ʹͳ͍ͬͯͨ 4BZPLP
    4IJNPZBNB
    -JOL%BUB   ඞཁͳਓʹ ඞཁͳ৘ใ͕ ಧ͔ͳ͍   
      Issue https://datashelf.jp/ 
    ෼ࢄˠ౷߹ ࣄྫᶃ
41. ҭͳͼ ʙσʔληοτΛ౷ ߹ɺࢠҭͯ৘ใ഑৴Λ ύʔιφϥΠζʙ nࢠҭͯؔ࿈ͷσʔλΛ σʔλ؅ཧج൫ɿ %BUBTIFMGͰ౷߹͠ɺ ΦʔϓϯσʔλԽ nࢠҭͯੈଳʹ޲͚ͯ ύʔιφϥΠζͨ͠৘ใ ഑৴ΛՄೳʹ 4BZPLP
    4IJNPZBNB
    -JOL%BUB   ډॅΤϦΞɺࢠڙͷ೥ྸ ͳͲʹԠͯ͡ɺύʔιφ ϥΠζ͞Εͨ৘ใ͕ಧ͘ Solution https://datashelf.jp/ 
    ෼ࢄˠ౷߹ ࣄྫᶃ
42. 4$6&- σʔλϕʔε ʙҩༀհޢ෼໺ͷ Ϗδωεࢧԉʙ nࠃ΍࣏ࣗମ͕ެ։͍ͯ͠Δҩྍػ ؔɾༀہɾհޢࢪઃͷσʔλΛ౷ ߹ɾߏ଄Խͯ͠σʔλϕʔεͱ͠ ͯఏڙ͢ΔαʔϏε n৽ن։ۀࢪઃ΍Ӧۀ೔ɾ਍ྍՊ໨ ౳ͷৄࡉ৘ใΛೖखͰ͖ΔͨΊɺ ੡ༀձࣾ΍ҩྍػثϝʔΧʔͷӦ ۀࢧԉ΍ɺܦӦ෼ੳ౳Ͱ׆༻͞Ε ͍ͯΔ nެ։ݩʹΑͬͯόϥόϥͷϑΥʔ Ϛοτͩͬͨσʔλ͕౷߹͞Εͯ ͍ΔͨΊɺ஍ҬؒͰͷൺֱɾ෼ੳ ΋Մೳ 4BZPLP
    4IJNPZBNB
    -JOL%BUB   http://mecompany.me/service 
    ෼ࢄˠ౷߹ ࣄྫᶄ
43. Θ͔Γ΍͘͢ ࢦඪԽ ෳࡶͳ਺஋Λྻڍ͢ΔͷͰ͸ͳ͘ɺ Θ͔Γ΍͘͢ࢦඪԽ͢Δ͜ͱͰɺ ௚ײతͳཧղΛॿ͚Δ 2020/2/12 SAYOKO SHIMOYAMA, LINKDATA 43
44. ࣄྫɿ0QPXFSʢถࠃʣ n֤Ոఉʹ޲͚ͯύʔιφϥΠζͨ͠ܗͰిྗ࢖༻܏޲ͷ௨஌Λߦ͏αʔϏε nؾ৅৘ใ΍ػثͷిྗফඅྔͷΦʔϓϯσʔλ αʔυύʔςΟʔ͔ΒఏڙΛ ड͚ͨσʔλΛಠࣗΞϧΰϦζϜͰղੳ nถࠃͰ0QPXFSͷαʔϏεΛಋೖͨ͠ిྗձࣾ͸ɺฏۉͯ͠ސ٬ͷిྗ࢖༻ྔΛʙˋఔ౓࡟ݮ͢Δ͜ ͱʹ੒ޭ n೥ɺ೔ຊʹ͓͍ͯ΋࣮ূ։࢝  4BZPLP
    4IJNPZBNB
    -JOL%BUB  https://www.oracle.com/jp/corporate/features /pr/moe-nudge-project-oracle-utilities/
45. ࣄྫɿՖค͘Μʢ೔ຊʣ ՖคඈࢄྔͷΦʔϓϯσʔλͱ5XJUUFS౤ߘ৘ใΛ૊Έ߹Θͤͯ෼ੳ͠ɺಠࣗࢦඪɿ ,51ʢΧϑϯ πϥΠ ϙΠϯτʣΛࢉग़  4BZPLP
    4IJNPZBNB
    -JOL%BUB  ①  #
     KTP  ②  %"    $! https://cio.go.jp/opendata100
46. 
    ߴ౓ͳ෼ੳ΍ ༧ଌ ͋Δݱ৅Λ؍ଌ͢ΔͨΊʹඞཁͳෳ਺ͷσʔλ Λऩूɾ෼ੳ͠ɺҰఆͷ๏ଇੑΛಋ͖ग़͢͜ͱ ʹΑΓɺকདྷ༧ଌΛՄೳʹ͢Δ 2020/2/12 SAYOKO SHIMOYAMA, LINKDATA 46
47. PredPolʢถࠃͷ൜ࡑൃੜ༧ଌγες Ϝʣ nPredPol ͸ΧϦϑΥϧχΞେֶͷ ݚڀάϧʔϓ͕։ൃͨ͠൜ࡑ༧ଌ γεςϜ nաڈͷ๲େͳ൜ࡑ৘ใͷσʔλ ϕʔεΛ΋ͱʹɺকདྷʮ͍ͭɺͲ ͜Ͱʯ൜ࡑ͕ى͖Δͷ͔ɺػցֶ शΛϕʔεʹ༧ଌ nϩαϯθϧεࢢܯͷϓϩͷ൜ࡑ෼ ੳ׭ͱPredPolͷ༧ଌΛൺֱͨ͠ͱ ͜Ζɺ ൜ࡑ෼ੳ׭ʹൺ΂̎ഒҎ্PredPol ͷํ͕ਖ਼֬ʹ༧ଌͰ͖ͨ 2020/2/12 Sayoko Shimoyama, LinkData 47 https://www.predpol.com/
48. ෆಈ࢈Ձ֨ଌఆʮGEEOʯ http://geeo.otani.co/ nಠࣗ։ൃͨ͠ΞϧΰϦζϜΛ༻͍ͯɺෆಈ࢈ͷۭؒ৘ใΛ΋ͱʹ௞ྉͷਪఆ΍ෆಈ࢈Ձ஋Λࢉग़ n࿏ઢՁɺࠃ੎ௐࠪɺॅ୐ɾ౔஍౷ܭௐࠪ౳ͷΦʔϓϯσʔλΛར༻ nجຊػೳ͸ແྉɺෆಈ࢈ٴͼۚ༥ۀքͷϓϩϑΣογϣφϧ޲͚αʔϏε “GEEO Pro” ͸༗ঈ 48 2020/2/12 Sayoko Shimoyama, LinkData
49. 
    ίϯςϯπ ͱͯ͠׆༻ ը૾ͳͲͷΦʔϓϯσʔλ͸ͦͷ··ίϯςϯπͱ ͯ͠׆༻͢Δ͜ͱ΋Ͱ͖ΔͨΊɺ૊Έ߹Θͤͷ ΞΠσΟΞ࣍ୈͰϏδωεͷ෯Λ޿͛ΒΕΔ 2020/2/12 SAYOKO SHIMOYAMA, LINKDATA 49
50. ۝୩ম Φʔϓϯσʔλ Λ࢖ͬͨࢴࡼ ੴ઒ݝೳඒࢢͰ͸۝୩মͷ ը૾͕Φʔϓϯσʔλͱͯ͠ ެ։͞Ε͍ͯΔ اըɾൢചɿגࣜձࣾϤγλ σβΠϯϓϥϯχϯά ੡඼֓ཁɿ ௚ܘ18cm 6ຕೖΓ 550ԁ(੫ࠐ) Sayoko Shimoyama, LinkData 2020/2/12 50
51. ۝୩ম ΦʔϓϯσʔλΛ ࢖ͬͨॅ୐ ஫จॅ୐ͷ૷০ʹར༻ ʢ͓٬༷͕๬ΜͰར༻ʣ ݱࡏ4౩ CC BY 4.0 ʮγϏοΫςοΫί ϛϡχςΟͱγϏοΫςοΫϏδ ωε - CIVIC TECH FORUM 2018 ొஃࢿྉ - ʯ෱ౡ ݈Ұ࿠ࢯ 2020/2/12 Sayoko Shimoyama, LinkData 51
52. ೄจΦʔϓϯ ιʔε ϓϩδΣΫτͷ 3DϞσϧͷ׆༻ ೄจΦʔϓϯιʔεϓϩδΣΫ τɿ https://jomon- supporters.jp/open-source/ Րԍ౔ث3Dσʔλɿ https://hub.vroid.com/characters/ 6836844532334023059/models/ 5368911348220154711 Րԍ౔ثʹͳͬͯΈͨʢಈ ըʣɿ https://twitter.com/Koka_safflowe r/status/1088740584204816384 Sayoko Shimoyama, LinkData 2020/2/12 52
53. FIND/47 ೔ຊ֤஍ͷඒ͍ࣸ͠ਅΛऩू͠ Φʔϓϯσʔλͱͯ͠ެ։͢Δ ϑΥτΞʔΧΠϒ Πϯό΢ϯυधཁΛߴΊΔ໨త Ͱܦࡁ࢈ۀলࣄۀʹΑΓߏங͞ Εͨ ࣸਅͷ౤ߘ΋Մೳ https://find47.jp/ 2020/2/12 Sayoko Shimoyama, LinkData 53 ˞ຊࢿྉͷදࢴͰ΋ར༻͍ͯ͠·͢
54. Φʔϓϯσʔλ׆༻Ϗδωε 4ͭͷ੒ޭύλʔϯ ෼ࢄ͍ͯͨ͠৘ใΛ ౷߹ͯ͠ఏڙ Θ͔Γ΍͘͢ࢦඪԽ ߴ౓ͳ෼ੳ΍༧ଌ ίϯςϯπͱͯ͠׆༻ 2020/2/12 Sayoko Shimoyama, LinkData 54
55. Φʔϓϯσʔλͷҙٛ 1. ࠃຽࢀՃɾ׭ຽڠಇͷਪਐΛ௨ͨ͡ ॾ՝୊ͷղܾɺܦࡁ׆ੑԽ 2. ߦ੓ͷߴ౓Խɾޮ཰Խ 3. ಁ໌ੑɾ৴པͷ޲্ ʲग़యʳʮΦʔϓϯσʔλجຊࢦ਑ʯฏ੒29೥5݄30೔ ߴ౓৘ใ௨৴ωοτϫʔΫࣾձਪਐઓུຊ෦ɾ׭ຽσʔλ׆༻ਪਐઓུձܾٞఆ 2020/2/12 Sayoko Shimoyama, LinkData 55
56. Φʔϓϯσʔλͷҙٛ  ࠃຽࢀՃɾ׭ຽڠಇͷਪਐΛ௨ͨ͡ ॾ՝୊ͷղܾɺܦࡁ׆ੑԽ  ߦ੓ͷߴ౓Խɾޮ཰Խ  ಁ໌ੑɾ৴པͷ޲্ ʲग़యʳʮΦʔϓϯσʔλجຊࢦ਑ʯฏ੒೥݄೔ ߴ౓৘ใ௨৴ωοτϫʔΫࣾձਪਐઓུຊ෦ɾ׭ຽσʔλ׆༻ਪਐઓུձܾٞఆ  4BZPLP
    4IJNPZBNB
    -JOL%BUB  ΦʔϓϯσʔλԽ ͢Δ࡞ۀͷ෼ɺ ࢓ࣄ͕૿͑ΔͷͰ͸ʜʁ
57. ࣄྫɿ ৘ใެ։੥ٻͷܰݮʢ੩Ԭࢢʣ ੩ԬࢢͰ͸ɺ৘ใެ։੥ٻ݅਺ͷଟ͔ͬͨ৯඼ӴੜڐՄʹؔ͢ΔσʔλΛΦʔϓϯσʔλͱͯ͠ ެ։͢Δ͜ͱʹΑΓɺۀ຿ෛ୲ͷܰݮʹ੒ޭ  4BZPLP
    4IJNPZBNB
    -JOL%BUB  ৯඼ӴੜӦۀؔ܎ڐՄʹ܎Δ৘ใެ։੥ٻ݅਺ʢ੩Ԭࢢʣ ग़యɿ7-&%ʮୈճσʔλӡ༻ݕ౼෼Պձʢ೥݄೔ʣʯ੩ԬࢢϓϨθϯࢿྉΛ΋ͱʹ࡞੒ ೥ؒ ݅ݮ ˣ ໿ ࣌ؒ ۀ຿࣌ؒ࡟ݮ ʁ ʢ౴͑͸ύωϧσΟεΧογϣϯʹͯʣ
58. Φʔϓϯσʔλͷҙٛ  ࠃຽࢀՃɾ׭ຽڠಇͷਪਐΛ௨ͨ͡ ॾ՝୊ͷղܾɺܦࡁ׆ੑԽ  ߦ੓ͷߴ౓Խɾޮ཰Խ  ಁ໌ੑɾ৴པͷ޲্ ʲग़యʳʮΦʔϓϯσʔλجຊࢦ਑ʯฏ੒೥݄೔ ߴ౓৘ใ௨৴ωοτϫʔΫࣾձਪਐઓུຊ෦ɾ׭ຽσʔλ׆༻ਪਐઓུձܾٞఆ  4BZPLP
    4IJNPZBNB
    -JOL%BUB 
59. ಁ໌ੑɾ৴པͷ޲্͸ ׭ຽڠಇΛਐΊΔͨΊʹඞཁ n׭ຽڠಇΛਐΊΔͨΊʹ͸ɺߦ੓ͱຽ͕ؒ ର౳ͳཱ৔Ͱ࿩ͤΔ͜ͱ͕ॏཁ nߦ੓ͱຽؒͷʮ৘ใͷඇରশੑʯΛ ղফ͢Δඞཁ͕͋Δ n٬؍తͳσʔλΛڞ༗ͯ͠ɺಉ͡΋ͷΛ ݟͳ͕Β࿩͕Ͱ͖Δঢ়گΛ໨ࢦ͍ͨ͠  4BZPLP
    4IJNPZBNB
    -JOL%BUB 
60. Φʔϓϯσʔλ͸ ૊৫಺ͰσʔλΛద੾ʹ؅ཧ Ͱ͖͍ͯΔ͔Λࣔ͢໾ׂ΋͋Δ nͦ΋ͦ΋૊৫಺ͰσʔλΛ ͖ͪΜͱ؅ཧͰ͖͍ͯͳ͔ͬͨΒ ެ։͸౰વͰ͖ͳ͍ nෆਖ਼ͷ཈ࢭྗʹ΋ͳΔ͜ͱ͕ ظ଴Ͱ͖Δ  4BZPLP
    4IJNPZBNB
    -JOL%BUB 
61.  4":0,0
    4)*.0:"."
    -*/,%"5"  https://public.tableau.com/profile/sayoko.shimoyama.linkdata#!/vizhome/5946/sheet0
62.  4":0,0
    4)*.0:"."
    -*/,%"5"  https://public.tableau.com/profile/sayoko.shimoyama.linkdata#!/vizhome/5946/sheet0
63. χʔζΛ௚઀ ఻͑Α͏ʂ Φʔϓϯσʔλ ׭ຽϥ΢ϯυ ςʔϒϧ ຽؒاۀ౳σʔλ׆༻Λر๬ ͢ΔऀͱɺσʔλΛอ༗͢Δ ෎লி౳͕௚઀ର࿩͢Δ৔Λ ઃ͚Δ͜ͱʹΑΓɺຽؒχʔ ζʹଈͨ͠Φʔϓϯσʔλͷ औ૊΍ຽؒσʔλͱͷ૊Έ߹ ΘͤΛؚΊͨ׆༻Λଅਐ͢Δ ͜ͱͰɺσʔλͷՁ஋޲্ͱ ଟ༷ͳαʔϏεͷग़ݱʹߩݙ ͢Δ͜ͱΛ໨ࢦ͢औΓ૊Έ 4":0,0
    4)*.0:"."
    -*/,%"5"  
64. Φʔϓϯσʔλ͸ ࠃ΍࣏ࣗମ͚͕ͩ ߦ͏΋ͷͰ͸ͳ͍ ຽؒاۀɾຽؒஂମʹΑΔ Φʔϓϯσʔλ΋ਐΜͰ͍Δ Open Data 2020/2/12 SAYOKO SHIMOYAMA, LINKDATA 7
65. Χφμ (PMEDPSQࣾɿ ΦʔϓϯσʔλͰ ౗࢈ͷةػΛճආ ͠େखاۀʹ੒௕ ೥ɿΧφμͷۚ࠾۷ۀऀ (PMEDPSQࣾ౗࢈ͷةػ ࣗࣾͷۃൿͰ͋Δ஍࣭σʔλΛ ެ։͠ɺ຺͕ۚ߭Ͳ͜ʹ͋Δ͔ ෼ੳΛެื͢Δʮΰʔϧυίʔ ϓɾνϟϨϯδʯΛ։࠵ ஍ֶ࣭ऀɺ਺ֶऀ౳ͷ෯޿͍ઐ ໳Ո͔Βͷ෼ੳ݁ՌΛಘΒΕɺ ˋ͕༗๬ͳ຺ۚͩͬͨ ݁Ռɺಉࣾ͸ԯυϧͷେखا ۀʹ੒௕ 4":0,0
    4)*.0:"."
    -*/,%"5"   "GGmap" by KGattens - Own work. Licensed under CC BY-SA 3.0 via Wikimedia Commons - http://commons.wikimedia.org/wiki/File:GGmap.jpg#/media/File:GGmap.jpg
66. ඪ४తͳόε৘ใ ϑΥʔϚοτʹΑΔ ެڞަ௨Φʔϓϯ σʔλ ࠃ౔ަ௨ল͕੔උͨ͠ ʮඪ४తͳόε৘ใϑΥʔ Ϛοτʢ(5'4+1ʣʯͰ όεࣄۀऀ͕Φʔϓϯσʔλ Λެ։͢Δ͜ͱͰɺ෯޿͍ ׆༻͕Մೳʹ 4":0,0
    4)*.0:"."
    -*/,%"5"   ग़యɿʮ (5'4+1
    ඪ४తͳόε৘ใϑΥʔϚοτʹΑΔ ެڞަ௨Φʔϓϯσʔλ࠷৽ঢ়گʯҏ౻ণؽࢯʢ౦ژେֶ ੜ࢈ٕज़ݚڀॴʣ IUUQTXXXSPTFO[VDPNOFUNJFSVCVTGPSNBU@QPTUFS@QEG
67. ࣄۀऀ ͕όε৘ใΛ Φʔϓϯσʔλ ͱͯ͠ඪ४ܗࣜ Ͱެ։த 4":0,0
    4)*.0:"."
    -*/,%"5"   ग़యɿʮ (5'4+1
    ඪ४తͳόε৘ใϑΥʔϚοτʹΑΔ ެڞަ௨Φʔϓϯσʔλ࠷৽ঢ়گʯҏ౻ণؽࢯʢ౦ژେֶ ੜ࢈ٕज़ݚڀॴʣ IUUQTXXXSPTFO[VDPNOFUNJFSVCVTGPSNBU@QPTUFS@QEG
68. ࠓ೔͔Β͙͢Ͱ͖Δ Φʔϓϯσʔλ׆༻ํ๏ n8FCͰΞΫηεͯ͠؆୯ͳૢ࡞Ͱ ͙͢ʹ࢖͑Δศརͳπʔϧ͕͍ͭ͘ ͔͋Γ·͢ n·ͣ͸؆୯ͳπʔϧͰσʔλΛ ࢖͏ײ֮Λ௫ΊΔͱɺ੎͍͕͖ͭ· ͢ nʮ٬؍తͳσʔλʯΛ࢖ͬͯɺ ࣗ෼ͷ͍Δ૊৫΍ۀքͷஔ͔Εͯ ͍Δঢ়گΛ೺ѲͰ͖Δͱ৭ʑͱ ศརͰ͢  4":0,0
    4)*.0:"."
    -*/,%"5"  σʔλΛ࢖ͬͨ ϏδωεϞσϧ ͸͙͢ʹ͸ߟ͑ ΒΕͳ͍ ࣗ෼ͰσʔλΛ μ΢ϯϩʔυ͠ ͖ͯͯ࢖͏ͷ͸ ೉ͦ͠͏ ͜͜·Ͱͷ࿩Ͱɺ ͱࢥͬͨํͷͨΊʹɻ
69. Φεεϝπʔϧɿ 3&4"4ʢϦʔαεʣ IUUQTSFTBTHPKQ n஍Ҭܦࡁ෼ੳγεςϜ
    3FHJPOBM
    &DPOPNZ BOE
    4PDJFUZ "OBMZ[JOH 4ZTUFN n಺ֳ׭๪·ͪɾͻͱɾ͠͝ͱ૑ੜຊ෦͕ߏங n஍Ҭܦࡁʹؔ͢Δ༷ʑͳσʔλʢ࢈ۀͷߏ଄ɺਓޱ ಈଶɺࣄۀॴ৘ใͳͲʣΛɺ஍ਤ΍άϥϑͰ؆୯ʹ ՄࢹԽͯ͠ݟΔ͜ͱ͕Ͱ͖ΔγεςϜ n஍ํ૑ੜͷ࣮ݱʹ޲͚ͯɺ٬؍తͳσʔλʹج͖ͮɺ ࣗΒͷ஍Ҭͷݱঢ়ͱ՝୊Λ೺Ѳ͠ɺͦͷಛੑʹଈ͠ ͨ஍Ҭ՝୊Λநग़Ͱ͖ΔΑ͏ʹ͢Δ໨తͰ࡞ΒΕͨ  4":0,0
    4)*.0:"."
    -*/,%"5" 
70. ਺஋Λ࢖͏ͱղऍͷᴥᴪΛݮΒͤΔ ྫʣ͋Δࢢʹ͓͚Δٹٸୂһ๊͕͍͑ͯͨ՝୊    
     
    2020/2/12 Sayoko Shimoyama, LinkData 70
71. ਺஋Λ࢖͏ͱղऍͷᴥᴪΛݮΒͤΔ ࢢ಺ͷ֤ୂͷୂһ1ਓ͋ͨΓͷ ग़ಈ݅਺※ Λࢉग़ͯ͠ൺֱ ※࢖༻σʔλɿফ๷೥ใͷ೥ؒٹٸग़ಈ݅਺×֤ୂͷ഑ଐਓ਺ ࠷େͰ 7.75ഒ ͷࠩ 2020/2/12 Sayoko Shimoyama, LinkData 71 n ਺ࣈ͸ݴ༿ΑΓ΋ղऍͷ෯͕ڱ͍ n ղऍͷᴥᴪ͕ݴ༿ʹൺ΂ͯ ى͜Γʹ͍͘ ग़యݩɿ$PEF
    GPS
    +BQBO
    σʔλΞΧσϛʔʹ͓͚Δ๭࣏ࣗମͷνʔϜͷ౰೔ൃදࢿྉ
72. σʔλͰࠜڌΛࣔ͢͜ͱͰ߹ҙܗ੒ΛਐΊͨྫɿ εʔύʔϒϩοΫߏ૝ʢόϧηϩφࢢʣ nόϧηϩφͰ͸ࣗಈंͷަ௨ྔ͕ଟ͘ɺԚછ෺࣭΍CO2ɺ ૽ԻͳͲʹΑΔެ֐͕՝୊ nʮࢢຽத৺౎ࢢʯΛίϯηϓτʹ͔͔͛ɺஈ֊తʹं͕௨ΕΔಓΛ ੍ݶ͢ΔܭըΛ࣮ࢪ nަ௨ྔ΍؀ڥʹؔ͢ΔηϯγϯάσʔλΛ༻͍ͯ෼ੳΛߦ͍ɺ ܭը͕ਐΜͩ৔߹ʹͲͷ͘Β͍໰୊͕վળ͢Δͷ͔ɺ ۩ମతͳ਺஋Ͱࣔ͢͜ͱͰ߹ҙܗ੒Λਪਐ • ަ௨ྔ͕21%ݮ • 94%ͷࢢຽ͕ةݥͳϨϕϧͷཻࢠঢ়෺࣭ʹࡽ͞ΕΔ͜ͱ͸ͳ͘ͳΔ • 73.5%ͷࢢຽ͸ʮ65σγϕϧҎ্ͷ૽ԻʯΛܦݧͤͣʹ͢Ή 2020/2/12 Sayoko Shimoyama, LinkData 72 https://citiesofthefuture.eu/superblocks-barcelona-answer-to-car-centric-city/
73. ٬؍తͳσʔλΛ༻͍ͨࢦඪ͸ άϩʔόϧͳ໨ඪୡ੒Λޙԡ͠Ͱ͖Δ 17 goals 169 taegets 232 indicators 2020/2/12 Sayoko Shimoyama, LinkData 73
74. https://dashboards.sdgindex.org/#/JPN 2020/2/12 Sayoko Shimoyama, LinkData 74
75. GLOBAL COUNTRY interpret 2020/2/12 Sayoko Shimoyama, LinkData 75
76. ஍Ҭʹ͓͍ͯ ૊৫Λ௒͑ͨ ໾ׂ෼୲Λ ਐΊΔͨΊʹ ͋ͳͨͷ૊৫Ͱ͸ ͲͷΑ͏ʹ໨ඪΛ ղऍ͠·͔͢ʁ ͲͷσʔλΛ࢖ͬ ͯଌΓ·͔͢ʁ 2020/2/12 Sayoko Shimoyama, LinkData 76
77. Ұൠࣾஂ๏ਓϦϯΫσʔλ ୅දཧࣄ Լࢁ ࣿ୅ࢠ Email: support@linkdata.org ຊࢿྉʹؔ͢Δ࣭͝໰ɾ͝ҙݟ΍ɺ σʔλ׆༻ݚमɾϫʔΫγϣοϓ։࠵ͷ͝૬ஊͳͲ͸ ͪ͜Β΁͓د͍ͤͩ͘͞ɻ  4":0,0
    4)*.0:"."
    -*/,%"5"