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。

Transcript

1. σʔλͷྗΛۀ຿ͷຯํʹʂ ஌͓͖͍ͬͯͨσʔλར׆༻ͷ஌ࣝͱࣄྫ Ұൠࣾஂ๏ਓϦϯΫσʔλ ୅දཧࣄ 
   σδλϧி σʔλεϖγϟϦετ 
   ଞ Լࢁ ࣿ୅ࢠ 2022೥11݄7೔ʢ݄ʣ13:30 - 15:30 ߕ෎ࢢσʔλར׆༻ݚम
2. Enterprise Public Sector Civic Tech 2 2022-11-07 Sayoko Shimoyama, LinkData
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
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
5. ࣭໰ɾίϝϯτ༻πʔϧɿsli.do nຊݚमͰ͸ɺsli.doͱ͍͏αʔϏεΛ࢖ͬͯɺ ࣭͝໰ɾ͝ҙݟɾ͝ײ૝Λࣗ༝ʹॻ͖ࠐΜͰ ௖͚·͢ɻ nಗ໊ɾχοΫωʔϜ΋OKͰ͢ʂ  ϒϥ΢βͰ sli.do ͱೖྗ͠ ͯτοϓϖʔδʹΞΫηε  ίʔυ
   kdk1107 Λೖྗ 63-·ͨ͸23ίʔυͰ௚઀ΞΫηε͢Δ ৔߹͸ͪ͜Βˠ https://app.sli.do/event/wJtC8g8XMVQnGS e3P369Uk Sayoko Shimoyama, LinkData 5 2022-11-07
6. 2022-11-07 Sayoko Shimoyama, LinkData 6 DX σδλϧ τϥϯε ϑΥʔϝʔ γϣϯ ʢมֵʣ
7. 2022-11-07 Sayoko Shimoyama, LinkData 7 DX σδλϧ τϥϯε ϑΥʔϝʔ γϣϯ ʢมֵʣ !"#$%&'(")*
8. 2022-11-07 Sayoko Shimoyama, LinkData 8 D X !"#$%&'()
9. 2022-11-07 Sayoko Shimoyama, LinkData 9 D X %&'()*+))
10. 2022-11-07 Sayoko Shimoyama, LinkData 10 X ,'-+))
11. 2022-11-07 Sayoko Shimoyama, LinkData 11 X ͍͔ʹɺτϥϯεϑΥʔϝʔγϣϯʢมֵʣΛਐΊΔ͔ D σδλϧͷྗ΋࢖͏ ͦΕҎ֎ͷ৭ʑͳྗ΋࢖͏
12. 2022-11-07 Sayoko Shimoyama, LinkData 12 X ͍͔ʹɺτϥϯεϑΥʔϝʔγϣϯʢมֵʣΛਐΊΔ͔ D σδλϧͷྗ΋࢖͏ σʔλͷྗ΋࢖͏ Data
13.  ͳͥɺߦ੓ʹ͓͍ͯ σʔλΛ࢖͏ඞཁ͕ ͋Δͷ͔  4BZPLP
    4IJNPZBNB
    -JOL%BUB 
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…
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
16. σδλϧॲཧΛ͢ΔͨΊʹ͸ɺ ৘ใΛίϯϐϡʔλ͕ॲཧͰ͖Δ σʔλͱͯ͠ѻ͏ඞཁ͕͋Δ 2022-11-07 SAYOKO SHIMOYAMA, LINKDATA 16
17.  ҧ͍Λฉ͔ΕͨΒઆ໌Ͱ͖·͔͢ʁ σʔλ ৘ใ 4":0,0
    4)*.0:"."
    -*/,%"5" 
18. σʔλͱ͸ʁ *40ٴͼ+*4ن֨ʹΑΔఆٛ "
    SFJOUFSQSFUBCMF
    SFQSFTFOUBUJPO
    PG
    JOGPSNBUJPO
    JO
    B
    GPSNBMJ[FE
    NBOOFS
    TVJUBCMF
    GPS
    DPNNVOJDBUJPO
    JOUFSQSFUBUJPO
    PS
    QSPDFTTJOHz *40*&$
     IUUQTXXXJTPPSHPCQVJJTPTUEJTPJFDFEFO ೔ຊ޻ۀن֨ʮ9
    ৘ใॲཧ༻ޠجຊ༻ޠʯIUUQLJLBLVSVJDPNY9IUNM  4":0,0
    4)*.0:"."
    -*/,%"5"  ৘ใͷදݱͰ͋ͬͯɺ ఻ୡɺղऍ·ͨ͸ॲཧʹద͢ΔΑ͏ʹܗࣜԽ͞Εɺ ࠶౓৘ใͱͯ͠ղऍͰ͖Δ΋ͷ
19. ৘ใͱ͸ʁ *40ٴͼ+*4ن֨ʹΑΔఆٛ ,OPXMFEHF
    DPODFSOJOH
    PCKFDUT
    TVDI
    BT
    GBDUT
    FWFOUT
    UIJOHT
    QSPDFTTFT
    PS
    JEFBT
    JODMVEJOH
    DPODFQUT
    UIBU
    XJUIJO
    B
    DFSUBJO
    DPOUFYU
    IBT
    B
    QBSUJDVMBS
    NFBOJOH *40*&$
     IUUQTXXXJTPPSHPCQVJJTPTUEJTPJFDFEFO ೔ຊ޻ۀن֨ʮ9
    ৘ใॲཧ༻ޠجຊ༻ޠʯIUUQLJLBLVSVJDPNY9IUNM  4":0,0
    4)*.0:"."
    -*/,%"5"  ࣄ࣮ɼࣄ৅ɼࣄ෺ɼաఔɼண૝ͳͲͷ ର৅෺ʹؔͯ͠஌Γಘͨ͜ͱͰ͋ͬͯɼ ֓೦ΛؚΈɼҰఆͷจ຺தͰಛఆͷҙຯΛ΋ͭ΋ͷɻ
20. 2022-11-07 σʔλ͸ɺ৘ใΛܗࣜԽͨ͠΋ͷ σʔλ ৘ใ ࠶౓৘ใͱͯ͠ղऍͰ͖Δ΋ͷ Sayoko Shimoyama, LinkData 20
21. 2022-11-07 ਺ࣈ 40 Sayoko Shimoyama, LinkData 21
22. 2022-11-07 ৘ใ ߕ෎ࢢ໾ॴͰ 2022೥1݄23೔ʹ։࠵͞Εͨ σʔλ෼ੳϫʔΫγϣοϓͷ ࢀՃొ࿥ऀ਺͸ ਓͰ͢ɻ Sayoko Shimoyama, LinkData 22
23. 2022-11-07 σʔλ ϫʔΫγϣοϓ ։࠵೔ ϫʔΫγϣοϓ ։࠵৔ॴ ࢀՃొ࿥ऀ ਺  ߕ෎ࢢ໾ॴ  Sayoko Shimoyama, LinkData 23
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
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
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
27. ϙΠϯτɿ %ɾ*ɾ,ɾ8ͷͭͳ͕ΓΛҙࣝ͢Δ 8JTEPN ʢ஌ܙʣ ,OPXMFEHF ʢ஌ࣝʣ *OGPSNBUJPO ʢ৘ใʣ %BUB ʢσʔλʣ  4BZPLP
    4IJNPZBNB
    -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
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 ࣍ճ͔Βఆһ ʙ͘Β͍ ଟΊʹਃࠐΛड͚෇͚ͯ΋ େৎ෉ͦ͏
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
30. 2022-11-07 Sayoko Shimoyama, LinkData 30 ౰ͨΓલͷ͜ͱΛ σʔλͰ֬ೝͯ͠΋ ҙຯ͕ͳ͍ͷͰ͸ʁ üࣗ෼ʹͱͬͯ౰ͨΓલ Ͱ΋ଞਓ͕ಉ͡ೝࣝͱ͸ ݶΒͳ͍ ü౰વͱࢥ͍ͬͯΔ͜ͱ͕ ࢥ͍ࠐΈʹΑΔצҧ͍ͷ Մೳੑ΋͋Δ
31. ࢮ๢ࣄނʹૺ͏֬཰͸Ͳͷ͘Β͍ʁ ඈߦػࣄނ ࣗಈंࣄނ 2022-11-07 Sayoko Shimoyama, LinkData 31
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"WJBUJPO
    4BGFUZ
    /FUXPSL ໿ ສ݅ʹճ ى͜Δ֬཰ ໿ ສ݅ʹճ ى͜Δ֬཰ ඈߦػͷ ໿ ഒ
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΍͍͢
34. ೝ஌όΠΞε 
    ແҙࣝͳࢥߟ ͷภΓɾޡΓ ೝ஌όΠΞεʢDPHOJUJWF
    CJBTʣͱ͸ɺ ਓ͕نൣ΍߹ཧੑ͔Β֎Εͨ൑அΛͯ͠ ͠·͏࣌ͷయܕతͳύλʔϯͷ૯শ 2022-11-07 SAYOKO SHIMOYAMA, LINKDATA 34
35. ೝ஌όΠΞεͷྫᶃɿ ΞϯΧϦϯάޮՌ 2022-11-07 Sayoko Shimoyama, LinkData 35
36. ೝ஌όΠΞεͷྫᶄɿ αϯΫίετʢຒ຅අ༻ʣ 2022-11-07 Sayoko Shimoyama, LinkData 36
37. ೝ஌όΠΞε͸ආ͚ΒΕͳ͍ ࣗ෼΋ɺଞਓ΋ɺೝࣝ΍൑அʹ͸ ৗʹೝ஌όΠΞε͕ ͔͔͍ͬͯΔՄೳੑ͕͋Δ ͱ͍͏લఏͰ͍Δඞཁ͕͋Δ 2022-11-07 Sayoko Shimoyama, LinkData 37
38. ೝ஌όΠΞεରࡦ Ͳ͏͢Ε͹όΠΞε͕͔͔͍ͬͯΔ͜ͱʹؾ෇͖ɺ ਖ਼͍͠൑அʹۙ෇͘͜ͱ͕ग़དྷΔͷ͔ʁ 2022-11-07 Sayoko Shimoyama, LinkData 38 ओ؍తͳ৘ใ͚ͩͰͳ͘ɺ٬؍తͳ৘ใΛ࢖͏
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
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$PEF
    GPS
    +BQBO
    σʔλΞΧσϛʔʹ͓͚Δ๭࣏ࣗମͷνʔϜͷ౰೔ൃදࢿྉ
41. ױ ऀ ͷ ੜ ଘ ཰ ٬؍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
42. σʔλʹ ج͔ͮͳ͍ࢪࡦ͸ ຽؒྍ๏ͱಉ͡ σʔλΛ׆༻ͤͣʹɺ ܦݧ΍צ΍׳ྫͷΈͰࢪࡦΛਐΊΔͷ͸ɺ ຽؒྍ๏ͰපؾΛ࣏ͦ͏ͱ͢ΔΑ͏ͳ΋ͷ 2022-11-07 Sayoko Shimoyama, LinkData 42
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/
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.
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
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
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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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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76. ۝୩মͷը૾ Φʔϓϯσʔλ ʢೳඒࢢʣ ੴ઒ݝೳඒࢢͰ͸۝୩ম ͷը૾ΛΦʔϓϯσʔλ ͱͯ͠ެ։ IUUQVMUSBBSUKQ T 4BZPLP
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93. ແටੑ ਆ࿩͔Β ୤٫ nෳࡶ͔ͭࠔ೉ͳࣾձ՝୊ ʹద࣌త֬ʹରԠͰ͖Δ ߦ੓΁ͷస׵͕ඞཁ ग़యɿσδλϧி &#1.ਪਐҕһձʢୈ ճʣ
    ྩ࿨೥݄೔ IUUQTXXXEJHJUBMHPKQDPVODJMTBDC FDGBDCGDFEGE   4BZPLP
    4IJNPZBNB
    -JOL%BUB
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   4BZPLP
    4IJNPZBNB
    -JOL%BUB
95. σʔλ෼ੳʹΑΔ੓ࡦ൓өͷྲྀΕ ԾઆΛ ཱͯΔ σʔλΛ ूΊΔ ෼ੳ ධՁ ੓ࡦཱҊ ࢦඪ࡞੒ ՝୊ ৽͍͠՝୊ͷݕ౼ Ծઆͷؒҧ͍Λૣظʹൃݟ ੓ࡦͷਫ਼౓Λ্͛Δ ਺஋໨ඪɺޮՌࢦඪ Λ࡞੒͢Δ  4BZPLP
    4IJNPZBNB
    -JOL%BUB  ग़యݩɿ૯຿ল ஍ํެڞஂମʹ͓͚Δσʔλར׆༻ΨΠυϒοΫ 7FS
     ผఴࢿྉɽσʔλΞΧσϛʔʢσʔλ෼ੳฤʣͷڭࡐɾࢿྉ౳
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    #:
    
    +1
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  4BZPLP
    4IJNPZBNB
    -JOL%BUB 
97. ࣄྫɿ ࢢຽϞχλϦϯά σʔλΛ׆༻ͨ͠ γΣΞαΠΫϧ ಋೖʢલڮࢢʣ nϨϯλαΠΫϧͷ૸ߦ σʔλͱΞϯέʔτௐࠪ ͷ෼ੳ݁Ռ͔Βɺར༻ χʔζΛ೺Ѳ nϨϯλαΠΫϧͷճస཰ ͱར༻ऀΛ૿Ճͤ͞Δ͜ ͱʹ੒ޭ 4BZPLP
    4IJNPZBNB
    -JOL%BUB   ग़యɿ౷ܭσʔλར׆༻ηϯλʔ ྩ࿨ 
    ೥౓ ౷ܭσʔλར׆༻ࣄྫू https://www.stat.go.jp/dstart/case/download.html
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 4BZPLP
    4IJNPZBNB
    -JOL%BUB   ग़యɿ౷ܭσʔλར׆༻ηϯλʔ ྩ࿨ 
    ೥౓ ౷ܭσʔλར׆༻ࣄྫू https://www.stat.go.jp/dstart/case/download. html
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͸ 
    ࣌ʙ
    ࣌Ͱ͕͋ͬͨɺϞχλʔ σʔλʹΑΔͱӦۀ࣌ؒ֎ͷར༻ ͕ˋ͋ͬͨɻ ૸ߦσʔλ͔Βɺ ଟཱͪ͘دΒΕΔ৔ॴ͕ಛఆͰ͖ ͨɻ 4BZPLP
    4IJNPZBNB
    -JOL%BUB   ग़యɿ౷ܭσʔλར׆༻ηϯλʔ ྩ࿨ 
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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 4BZPLP
     4IJNPZBNB
     -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཰
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
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
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
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
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
106. σʔλ෼ੳʹΑΔ੓ࡦ൓өͷྲྀΕͱ ۩ମతͳखॱʢTUFQʣ ԾઆΛ ཱͯΔ σʔλΛ ूΊΔ ෼ੳ ධՁ ੓ࡦཱҊ ࢦඪ࡞੒ ՝୊  4BZPLP
     4IJNPZBNB
     -JOL%BUB  ᶃԾઆઃఆɾ ݱঢ়෼ੳ ᶄର৅ σʔλ ֬ೝ ᶅ෼ੳ ख๏ݕ౼ ᶆσʔλ ෼ੳ ᶇ෼ੳ ݁Ռͷ ධՁ ᶈ ࢪࡦݕ౼ ᶉ ޮՌࢦඪ ઃఆ TUFQ
107. ᶃԾઆઃఆɾ ݱঢ়෼ੳ ᶄର৅ σʔλ ֬ೝ ᶅ෼ੳ ख๏ݕ౼ ᶆσʔλ ෼ੳ ᶇ෼ੳ ݁Ռͷ ධՁ ᶈ ࢪࡦݕ౼ ᶉ ޮ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  4BZPLP
     4IJNPZBNB
     -JOL%BUB  ୯७ͳ΋ͷ͸ ࣗ෼Ͱ෼ੳ ແ͍σʔλ͸ ࠓޙͲ͏͢Δͷ͔ݕ౼ ෼ੳ݁Ռͱ ӨڹൣғΛ֬ೝ ࢪࡦͷબ୒ ޮՌࢦඪ
108. σʔλ෼ੳʹΑΔ੓ࡦ൓өͷྲྀΕʢ࠶ܝʣ ԾઆΛ ཱͯΔ σʔλΛ ूΊΔ ෼ੳ ධՁ ੓ࡦཱҊ ࢦඪ࡞੒ ՝୊ ৽͍͠՝୊ͷݕ౼ Ծઆͷؒҧ͍Λૣظʹൃݟ ੓ࡦͷਫ਼౓Λ্͛Δ ਺஋໨ඪɺ ޮՌࢦඪ Λ࡞੒͢Δ  4BZPLP
     4IJNPZBNB
     -JOL%BUB  ग़యݩɿ૯຿ল ஍ํެڞஂମʹ͓͚Δσʔλར׆༻ΨΠυϒοΫ 7FS
      ผఴࢿྉɽσʔλΞΧσϛʔʢσʔλ෼ੳฤʣͷڭࡐɾࢿྉ౳
     $$
     #:
     
     +1 ॏཁ
109. ੓ࡦ͸վળ͢ΔલఏͰઃܭ͢Δ 1MBO ܭը %P ࣮ߦ $IFDL ධՁ "DUJPO վળ  4BZPLP
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     -JOL%BUB  1MBOɿܭըΛ͍͘Β ஸೡʹߦ͍ɺ %Pɿ࣮ߦ ͔ͨ͠Βͱ͍ͬͯ ׬ᘳͳ੓ࡦͱ͍͏ͷ͸ ͋Γಘͳ͍ $IFDLɿධՁ͸໨ඪ͕ ୡ੒Ͱ͖ͨͰ͖ͳ͍ ΛܾΊΔͨΊͷ΋ͷͰ ͸ͳ͘ɺվળͷ͖͔ͬ ͚ʹ͢Δ΋ͷ "DUJPOɿվળͷ ػձ͸ଟ͚Ε͹ ଟ͍΄Ͳྑ͍
110. ʮΞ΢τϓοτʯͱʮΞ΢τΧϜʯͷ ྆ํͰϞχλϦϯά͢Δ Πϯϓοτ ʢ౤ࢿʣ Ξ΢τϓοτ ʢ׆ಈࢦඪʣ Ξ΢τΧϜ ʢ੒Ռࢦඪʣ  4BZPLP
     4IJNPZBNB
     -JOL%BUB  ౤ࢿɿͲͷ͘Β͍ ਓɾϞϊɾΧωΛ ࢖͔ͬͨ ࣄۀ࣮ࢪɿࣄۀ͕ ద੾ʹ࣮ࢪͰ͖ͯ ͍Δ͔ΛଌΔ ੒ՌɿࣄۀΛ࣮ࢪ ͨ݁͠Ռɺ੒Ռ͕ ڍ͕͔ͬͨΛଌΔ ྫʣݟकΓୂ݁੒ ʢਓ਺ɾ༧ࢉʣ ύτϩʔϧ८ճ ݅਺ ൜ࡑൃੜ݅਺ ʢ͕ݮগ͔ͨ͠ʣ
111. ޮՌࢦඪɿఆੑతޮՌΛͲ͏ଌΔʁ ΞϯέʔτͰฉ͘ ͱ͍͏ํ๏͕Α͘औΒΕΔ ࢦඪͷͭʹ͢Δͷ͸0, Ξϯέʔτ݁ՌͷΈͰଌΔͱ ٬؍ੑʹ͚ܽΔ৔߹͕͋Δ  4BZPLP
     4IJNPZBNB
     -JOL%BUB  ॅΈ΍͢͞ ·ͪͷ ʹ͗Θ͍ ࢠҭͯͷ ͠΍͢͞ உঁฏ౳ ࿝ޙͷ҆৺
112.  4BZPLP
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     -JOL%BUB  ϙΠϯτɿ ఆੑతޮՌ͸ ఆྔతޮՌʹ ෼ղͯ͠ ࢦඪԽ͢Δ ྫɿॅΈΑ͞ϥϯΩϯά ʢ౦༸ܦࡁʣ
113.  4BZPLP
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114. ٬؍తͳࢦඪʹ ͳ͍ͬͯͳ͍͜ ͱͰ໰୊ʹͳͬ ͨέʔε IUUQTXXXBTBIJDPNBSUJDMFT "41#(1#(65/#:IUNM  4BZPLP
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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  4BZPLP
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116. σʔλ͕ެ։͞Ε͍ͯΔ͜ͱͰ ୭Ͱ΋ݕূՄೳʹͳΔ  4BZPLP
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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
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
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
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
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
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
123. 
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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":0,0
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125. ओཁͳදܗࣜσʔλͷछྨ &YDFMܗࣜ ϑΝΠϧ֦ுࢠɿYMT
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126. ೥݄೔ ౷ܭදʹ͓͚Δ ػց൑ಡՄೳͳ σʔλͷදهํ๏ ʢϧʔϧ੔උʣ 2022-11-07 SAYOKO SHIMOYAMA, LINKDATA 126 ֤෎লʹ͓͍ͯ΋σʔλ ͷػց൑ಡੑ޲্ͷରԠ ͕ਐΊΒΕ͍ͯΔ
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  4BZPLP
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128. දهϧʔϧͷྫᶃ ηϧσʔλͱ͢Δ  4BZPLP
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129. දهϧʔϧͷྫᶄ ηϧͷ݁߹Λͤͣɺ֤ηϧʹೖྗ͢Δ  4BZPLP
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130. දهϧʔϧͷྫᶅ ମࡋΛ੔͑Δ໨తͰεϖʔε΍վߦ౳Λ༻͍ͳ͍  4BZPLP
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131. දهϧʔϧͷྫᶆ ΦϒδΣΫτΛ࢖༻ͤͣɺ֤ηϧʹ஋ΛೖΕΔ ΦϒδΣΫτ͸ػց൑ผʹద͞ͳ͍ͨΊɺηϧʹ஋ΛೖΕΔඞཁ͕͋Δ  4BZPLP
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132. දهϧʔϧͷྫᶇ γʔτ಺ʹσʔλΛ෼அͯ͠഑ஔ͠ͳ͍ ҹ࡮༻ͷϨΠΞ΢ τʹ߹Θͤͯ σʔλ͕ંΓฦ͞ ΕͨΓ͍ͯ͠Δͱɺ σʔλͱͯ͠࢖͍ ͍ͨ࣌ʹ౎౓Ճ޻ ͕ඞཁʹͳΔ  4BZPLP
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133. ػց൑ಡੑ ͷߴ͍ σʔλ࡞੒ ͷݪଇ  4BZPLP
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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 ࿈ܞ͠΍͍͢σʔλΛ࡞Δ ͨΊͷٕज़υΩϡϝϯτ& πʔϧΛఏڙ 134 https://www.digital.go.jp/policies/data_strategy_government_interoperability_framework/ 2022-11-07 Sayoko Shimoyama, LinkData
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138. ࣾձڭҭௐࠪ ϋϯυϒοΫ nʮࣾձڭҭௐࠪʯͱ୊͞Εͯ ͍Δ͕ɺΞϯέʔτௐࠪશൠʹ ࢖͑Δߟ͑ํ΍UJQT͕Θ͔Γ΍ ͘͢ղઆ͞Ε͍ͯΔ nಛʹʮୈᶚ෦ ௐࠪථͷ࡞Γ ํʯ͸ΞϯέʔτΛઃܭ͢Δํ ඞݟʂ n1%'ͰແྉͰμ΢ϯϩʔυՄೳ https://www.nier.go.jp/jissen/chos a/handbook1-23.htm SAYOKO SHIMOYAMA, LINKDATA 2022-11-07 138 ޮՌతͳΞϯέʔτௐࠪͷख๏ Λֶͼ͍ͨํ΁
139. OpenPhoto ΦʔϓϯϑΥτ nࣸਅͷΦʔϓϯσʔλԽΛ αϙʔτ͢ΔϑΥτΫϥ΢υ αʔϏε n࣏ࣗମ͸5#·ͰແঈͰར༻ Մೳ nશࠃஂମͰར༻࣮੷ ʢࣨའࢢɺԣ඿ࢢɺ඿দࢢɺ FUDʣ IUUQTPQFOQIPUPKQ 4BZPLP
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