オープンデータ・ビッグデータを利用したスマートシティ

全国市町村国際文化研修所（JIAM）における研修「Society5.0時代への対応～スマートシティの実現に向けて～」における講義資料です。

Transcript

1. Φʔϓϯσʔλɾ ϏοάσʔλΛ ར༻ͨ͠ εϚʔτγςΟ Լࢁ ࣿ୅ࢠ Ұࣾ ϦϯΫσʔλ ୅දཧࣄ ೥݄೔ ݄ 4PDJFUZ࣌୅΁ͷରԠ ʙεϚʔτγςΟͷ࣮ݱʹ޲͚ ͯʙ
2. ໨࣍ 0. ߨࢣࣗݾ঺հɾεϚʔτγςΟͷؔΘΓ 1. ͳͥɺߦ੓ʹ͓͍ͯσʔλΛ࢖͏ඞཁ͕͋Δͷ͔ 2. ΦʔϓϯσʔλͰߦ੓ΛΞοϓσʔτ͢ΔͨΊͷ6ͭͷϙΠϯτ 3. ࢀߟਤॻɾࢿྉɾαΠτ౳ 2022-05-30 Sayoko Shimoyama, LinkData 2
3. Enterprise Public Sector Civic Tech 3 2022-05-30 Sayoko Shimoyama, LinkData
4. εϚʔτγςΟͱͷؔΘΓɿ World Data Viz Challenge (2016ʙ) 2022-05-30 Sayoko Shimoyama, LinkData 4 ਆށͱόϧηϩφͷࠃࡍ࿈ܞʹΑΔσʔλՄࢹԽϫʔΫγϣοϓʹൃදऀͱͯ͠ࢀՃ https://www.wdvc.riue.or.jp/
5. 2022-05-30 Sayoko Shimoyama, LinkData 5 Japanese major cities are sometimes badly congested. This picture shows the train platform in the rush hours in Tokyo. （2018年の発表作品のご紹介） https://speakerdeck.com/shishamous/hun-za-zhuang-kuang-wozhi-gan-de- niba-wo-ke-neng-nisurutamefalseren-liu-sensinguzai-xian-shou-fa-falsekai-fa- development-of-a-reproduction-method-of-a-stream-of-people-for-intuitively- recognize-a-state-of-congestion
6. 2022-05-30 Sayoko Shimoyama, LinkData 6 寿司詰め Sushi-Zume (n) jam-packed; packed in like sushi (like sardines) （2018年の発表作品のご紹介） https://speakerdeck.com/shishamous/hun-za-zhuang-kuang-wozhi-gan-de- niba-wo-ke-neng-nisurutamefalseren-liu-sensinguzai-xian-shou-fa-falsekai-fa- development-of-a-reproduction-method-of-a-stream-of-people-for-intuitively- recognize-a-state-of-congestion
7. ࡳຈӺલ௨஍Լาߦۭؒ ʹ͓͚Δ࣮ূ 2022-05-30 Sayoko Shimoyama, LinkData 7 By 663highland, CC BY 2.5 ๺ւಓ ࡳຈࢢ （2018年の発表作品のご紹介） https://speakerdeck.com/shishamous/hun-za-zhuang-kuang-wozhi-gan-de- niba-wo-ke-neng-nisurutamefalseren-liu-sensinguzai-xian-shou-fa-falsekai-fa- development-of-a-reproduction-method-of-a-stream-of-people-for-intuitively- recognize-a-state-of-congestion
8. ࠃ಺࠷௕ͷ஍Լาߦۭؒ ʢ520mʣ 2022-05-30 Sayoko Shimoyama, LinkData 8 520m 札幌駅 ⼤通公園 （2018年の発表作品のご紹介） https://speakerdeck.com/shishamous/hun-za-zhuang-kuang-wozhi-gan-de- niba-wo-ke-neng-nisurutamefalseren-liu-sensinguzai-xian-shou-fa-falsekai-fa- development-of-a-reproduction-method-of-a-stream-of-people-for-intuitively- recognize-a-state-of-congestion
9. ܭଌ༻ηϯαʔΛ 5Օॴʹઃஔ 2022-05-30 Sayoko Shimoyama, LinkData 9 + + + + + 札幌駅 ⼤通公園 （2018年の発表作品のご紹介） https://speakerdeck.com/shishamous/hun-za-zhuang-kuang-wozhi-gan-de- niba-wo-ke-neng-nisurutamefalseren-liu-sensinguzai-xian-shou-fa-falsekai-fa- development-of-a-reproduction-method-of-a-stream-of-people-for-intuitively- recognize-a-state-of-congestion
10. 2022-05-30 Sayoko Shimoyama, LinkData 10 （2018年の発表作品のご紹介） https://speakerdeck.com/shishamous/hun-za-zhuang-kuang-wozhi-gan-de- niba-wo-ke-neng-nisurutamefalseren-liu-sensinguzai-xian-shou-fa-falsekai-fa- development-of-a-reproduction-method-of-a-stream-of-people-for-intuitively- recognize-a-state-of-congestion ηϯαʔΛ ఱҪʹྻͷ ϥΠϯঢ়ʹઃஔ ௨ߦਓ਺ ͚ͩͰͳ͘ Ҡಈํ޲΋ ܭଌՄೳʹ
11. 2022-05-30 Sayoko Shimoyama, LinkData 11 ݄ͷ֤೔ͷ࣌ؒ ͷ௨ߦਓ਺ͷਪҠ ʢ෼ؒ߹ܭ஋ʣ
12. 2022-05-30 Sayoko Shimoyama, LinkData 12 n ϐʔΫ͸೔ʹճ • ேɿ࣌୆ • ໷ɿʙ࣌୆ n ஍఺ʹΑͬͯϐʔΫ ࣌ؒͷ௨ߦऀͷଟ͍ ํ޲͕ҟͳ͍ͬͯΔ ݄ͷ֤೔ͷ࣌ؒ ͷྦྷܭ௨ߦਓ਺ͷਪҠ ʢ෼ؒ߹ܭ஋ʣ
13. ΑΓ௚ײతʹࠞࡶ౓Λ ೺Ѳ͢Δʹ͸ʁ 2022-05-30 Sayoko Shimoyama, LinkData 13 ʁ Sushi-Zume Not Sushi-Zume （2018年の発表作品のご紹介） https://speakerdeck.com/shishamous/hun-za-zhuang-kuang-wozhi-gan-de- niba-wo-ke-neng-nisurutamefalseren-liu-sensinguzai-xian-shou-fa-falsekai-fa- development-of-a-reproduction-method-of-a-stream-of-people-for-intuitively- recognize-a-state-of-congestion άϥϑͰՄࢹԽͨͩ͠ ͚Ͱ͸ࠞࡶ౓Λ௚ײత ʹ೺ѲͰ͖ͳ͍
14. 3DϞσϧΛ࢖ͬͯਓྲྀΛ࠶ݱ ௨ৗϞʔυ ण࢘٧ΊϞʔυʢࠞࡶ࣌ʣ 2022-05-30 Sayoko Shimoyama, LinkData 14 （2018年の発表作品のご紹介） https://speakerdeck.com/shishamous/hun-za-zhuang-kuang-wozhi-gan-de- niba-wo-ke-neng-nisurutamefalseren-liu-sensinguzai-xian-shou-fa-falsekai-fa- development-of-a-reproduction-method-of-a-stream-of-people-for-intuitively- recognize-a-state-of-congestion σϞಈըɿhttps://youtu.be/HU8lyP7BZbg
15. Sayoko Shimoyama, LinkData 15 σʔλͷՁ஋͸ ૊Έ߹Θͤ࣍ୈͰ ແݶʹҾ͖ग़ͤΔ ૊Έ߹ΘͤͷνϟϯεΛ૿΍͢ ͨΊʹ͸ɺσʔλ͸ΦʔϓϯͰɺ ͙͢ʹ࢖͑Δঢ়ଶʹͳ͍ͬͯΔ ඞཁ͕͋Δ 2022-05-30
16. ࣄલʹ௖͍͍࣭ͯͨ໰ʢ֓ཁʣ Q1ɿΦʔϓϯσʔλ͸Ͳ͏ͯ͠΋੒Ռ͕ݟ͑ʹ͘͘ɺʮ΍Β͞Εײʯ͕ग़ͯ͠·͏ɻ શிతͳऔΓ૊Έʹ͢Δʹ͸Ͳ͏͢Ε͹ྑ͍͔ʁ →AɿΦʔϓϯσʔλ୯ମͰਐΊΑ͏ͱ͠ͳ͍͜ͱ͕ॏཁͰ͢ Q: খن໛࣏ࣗମͰεϚʔτγςΟΛ໨ࢦͨ͢Ίʹඞཁͳσʔλ͸ʁ →Aɿ஍ҬॅຽͱҰॹʹ໨ࢦ͢·ͪͷ࢟ΛܾΊΔͨΊͷࢦඪσʔλ͕ඞཁͰ͢ QɿΦʔϓϯσʔλͷ޷ࣄྫ΍ɺਪਐ͢ΔͨΊʹͲΜͳࠔ೉Λ৐Γӽ͔͑ͨ஌Γ͍ͨ →Aɿޙ൒Ͱ͍͔ͭ͘۩ମతͳࣄྫΛ͝঺հ͠·͢ 2022-05-30 Sayoko Shimoyama, LinkData 16
17. ໨࣍ 0. ߨࢣࣗݾ঺հɾεϚʔτγςΟͷؔΘΓ 1. ͳͥɺߦ੓ʹ͓͍ͯσʔλΛ࢖͏ඞཁ͕͋Δͷ͔ 2. ΦʔϓϯσʔλͰߦ੓ΛΞοϓσʔτ͢ΔͨΊͷ6ͭͷϙΠϯτ 3. ࢀߟਤॻɾࢿྉɾαΠτ౳ 2022-05-30 Sayoko Shimoyama, LinkData 17
18. ͳͥɺߦ੓ʹ͓͍ͯ σʔλΛ࢖͏ඞཁ͕ ͋Δͷ͔  4BZPLP
    4IJNPZBNB
    -JOL%BUB 
19. ߦ੓ʹ͓͍ͯ σʔλΛ࢖͏ ۀ຿ͱ͸ʁ nσδλϧલఏͷ࣌୅ɺ৘ใ͸શͯσʔλͱͯ͠ѻΘΕΔ n͜ͷઌσʔλͱແԑͰ͍ΒΕΔ՝͸ແ͍ nσʔλ = ৘γε෦໳ʹ೚ͤΕ͹ྑ͍ͱ͍͏Θ͚Ͱ͸ͳ͍ 2022-05-30 Sayoko Shimoyama, LinkData 19 ౴͑ɿશͯͷ՝ͷۀ຿ ౷ܭ ICT ࡒ੓ ੫຿ etc…
20. 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 20 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 2022-05-30 Sayoko Shimoyama, LinkData
21. σδλϧॲཧΛ͢ΔͨΊʹ͸ɺ ৘ใΛίϯϐϡʔλ͕ॲཧͰ͖Δ σʔλͱͯ͠ѻ͏ඞཁ͕͋Δ 2022-05-30 SAYOKO SHIMOYAMA, LINKDATA 21
22.  ҧ͍Λฉ͔ΕͨΒઆ໌Ͱ͖·͔͢ʁ σʔλ ৘ใ 4":0,0
    4)*.0:"."
    -*/,%"5" 
23. 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
24. ৘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
25. 2022-05-30 σʔλ͸ɺ৘ใΛܗࣜԽͨ͠΋ͷ σʔλ ৘ใ ࠶౓৘ใͱͯ͠ղऍͰ͖Δ΋ͷ Sayoko Shimoyama, LinkData 25
26. ৘ใ⇄σʔλ ૒ํ޲ʹม׵Մೳ 2022-05-30 Sayoko Shimoyama, LinkData 26 ϫʔΫγϣοϓ ։࠵೔ ϫʔΫγϣοϓ ։࠵৔ॴ ࢀՃొ࿥ ऀ਺  શࠃࢢொଜ ࠃࡍจԽݚमॴ  શࠃࢢொଜࠃࡍจԽݚमॴͰ 2022೥1݄23೔ʹ։࠵͞Εͨ σʔλ෼ੳϫʔΫγϣοϓͷ ࢀՃొ࿥ऀ਺͸ ਓͰ͢ɻ
27. σʔλԽ͢Δ͜ͱͰ ଞͷσʔλͱ૊Έ߹ΘͤΒΕΔ 2022-05-30 ৽͍͠ʮ৘ใʯ͕ औΓग़ͤΔ Sayoko Shimoyama, LinkData 27 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
28. σʔλ෼ੳ = σʔλ͔Βݱঢ়೺Ѳ΍ ൑அʹ࢖͏ͨΊͷ৘ใΛҾ͖ग़͢͜ͱ 2022-05-30 Sayoko Shimoyama, LinkData 28 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
29. ͜Ε͔Βͷ ߦ੓৬һʹ͸ σʔλ෼ੳ εΩϧ͕ඞཁ nσδλϧલఏͷ࣌୅ʹ͓͍ͯɺ ߦ੓αʔϏεͷ޲্ͱۀ຿ޮ཰ԽΛ ਐΊΔͨΊʹ͸ɺ ৘ใΛʮσʔλʯͱͯ͠ѻ͏ඞཁ͕͋Δ nσʔλΛͨͩ఻ୡ͢ΔͨΊ͚ͩʹ ࢖͏ͷͰ͸ͳ͘ɺ ৽ͨͳ৘ใΛҾ͖ग़ͨ͢Ίʹ࢖͏ σʔλ෼ੳ 2022-05-30 Sayoko Shimoyama, LinkData 29
30. 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 σʔλͷॲཧ΍෼ੳʹΑͬͯɺ ݱঢ়೺Ѳ΍൑அʹ࢖͑Δʮ৘ใʯ ͕ಘΒΕΔɻ ৘ใΛ஝ੵؔ͠࿈෇͚Δ͜ͱͰɺ ʮ஌ࣝʯͱͯ͠ࣄ৅ͷنଇੑ΍ ܏޲ΛཧղͰ͖ΔΑ͏ʹͳΔɻ ஌ࣝΛ׆༻ͯ͠൑அ͕Ͱ͖Δঢ়ଶ ʹͳΔͱʮ஌ܙʯͱݺ΂Δ΋ͷʹ ͳΔɻ
31. DIKWϞσϧʹ౰ͯ͸Ίͨྫ 8JTEPN ʢ஌ܙʣ ,OPXMFEHF ʢ஌ࣝʣ *OGPSNBUJPO ʢ৘ใʣ %BUB ʢσʔλʣ 2022-05-30 Sayoko Shimoyama, LinkData 31 Ձ஋ աڈ ະདྷ ֤ϫʔΫγϣοϓͷ ొ࿥ऀ਺ͱ౰೔ࢀՃऀ਺ ֤ϫʔΫγϣοϓͷ Ωϟϯηϧ཰ ϫʔΫγϣοϓͷΩϟϯηϧ཰ ͸େମຖճʙ͘Β͍ ࣍ճ͔Βఆһ ʙ͘Β͍ ଟΊʹਃࠐΛड͚෇͚ͯ΋ େৎ෉ͦ͏
32. ஫ҙɿʮ஌ܙʯ͸߃ٱతͳ΋ͷͰ͸ͳ͍ nݱ஍ͰΠϕϯτΛߦͳ͍ͬͯͨ࣌ͱΦϯϥΠϯΠϕϯτͰ͸Ωϟϯηϧ ཰͸มΘΔͷͰ͸ʁ nࢀՃऀ૚͕શવҧ͏Πϕϯτͷ৔߹͸ʁ มԽʹରԠͯ͠ʮ஌ܙʯΛΞοϓσʔτ͢ΔͨΊʹ͸ɺ DIKWΛߦͬͨΓདྷͨΓ͢Δඞཁ͕͋Δ 2022-05-30 Sayoko Shimoyama, LinkData 32
33. ױ ऀ ͷ ੜ ଘ ཰ ٬؍తͳσʔλͳ͠Ͱ͸ ઐ໳ՈͰ͋ͬͯ΋൑அΛؒҧ͏͜ͱ͕͋Δ nEBPMɿEvidence Based Policy Making …ΤϏσϯεʢՊֶతࠜ ڌʣʹج͍ͮͨ੓ࡦཱҊ nEBPM͸ҩֶʢEvidence Based Medicineʣ͔Β೿ੜ ͨ͠ߟ͑ํ • 1989೥ɺ౰࣌Ұൠతʹ࢖༻͞Εͯ ͍ͨෆ੔຺ͷༀͷޮՌΛσʔλΛ औͬͯݕূͨ͠ͱ͜Ζɺ෰༻ʹ Αͬͯࢮ๢཰͕ߴ·Δ͜ͱ͕൑໌ 2022-05-30 Sayoko Shimoyama, LinkData 33 ౰࣌Ұൠతͳෆ੔຺ͷༀ ϓϥηϘʢِༀʣ ܦݧత஌ࣝͷΈͰ൑அ͢Δ͜ͱͷ ةݥੑ
34. σʔλʹ ج͔ͮͳ͍ࢪࡦ͸ ຽؒྍ๏ͱಉ͡ σʔλΛ׆༻ͤͣʹɺ ܦݧ΍צ΍׳ྫͷΈͰࢪࡦΛਐΊΔͷ͸ɺ ຽؒྍ๏ͰපؾΛ࣏ͦ͏ͱ͢ΔΑ͏ͳ΋ͷ 2022-05-30 Sayoko Shimoyama, LinkData 34
35. 2022-05-30 Sayoko Shimoyama, LinkData 35 出典元︓ http://www.bcnecologia.net/en/statutes όϧηϩφ౎ࢢੜଶֶிɿ σʔλαΠΤϯεΛۦ࢖ͯ͠౎ࢢͷ ϚωδϝϯτΛߦ͏ࢢͷઐ໳ػؔ l౎ࢢΛ਍அ͢Δz ͱ͍͏දݱ͕Α͘ग़ͯ͘Δ
36. ౎ࢢΛ਍அ͢Δ 2022-05-30 Sayoko Shimoyama, LinkData 36 ਍அɿ ਍࡯΍ݕࠪΛߦ͍ɺಘΒΕͨॾ৘ใΛ༻͍ͯɺ ױऀͷ݈߁ঢ়ଶ΍පؾͷঢ়ଶΛ൑அ͢Δ͜ͱ ౎ࢢͷ਍அɿ ౎ࢢͷঢ়ଶΛௐࠪ͠؍ଌ͢Δ͜ͱͰɺ౎ࢢػೳ͕ ྑ޷ͳঢ়ଶ͔ɺ՝୊͕͋Δঢ়ଶ͔Λ൑அ͢Δ͜ͱ 画像出典元︓ http://www.bcnecologia.net/en/projects/urban-plan-llevant-sector-figueres
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39. ੓ࡦ͸վળ͢ΔલఏͰઃܭ͢Δ 1MBO ܭը %P ࣮ߦ $IFDL ධՁ "DUJPO վળ 2022-05-30 Sayoko Shimoyama, LinkData 39 1MBOɿܭըΛ͍͘Β ஸೡʹߦ͍ɺ %Pɿ࣮ߦ ͔ͨ͠Βͱ͍ͬͯ ׬ᘳͳ੓ࡦͱ͍͏ͷ͸ ͋Γಘͳ͍ $IFDLɿධՁ͸໨ඪ͕ ୡ੒Ͱ͖ͨͰ͖ͳ͍ ΛܾΊΔͨΊͷ΋ͷͰ ͸ͳ͘ɺվળͷ͖͔ͬ ͚ʹ͢Δ΋ͷ "DUJPOɿվળͷ ػձ͸ଟ͚Ε͹ ଟ͍΄Ͳྑ͍
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44. SDGsͰ΋άϩʔόϧͳ໨ඪୡ੒ͷͨΊʹ ࢦඪ͕࢖ΘΕ͍ͯΔ 2022-05-30 Sayoko Shimoyama, LinkData 44
45. SDGsͰ΋άϩʔόϧͳ໨ඪୡ੒ͷͨΊʹ ࢦඪ͕࢖ΘΕ͍ͯΔ 17 goals 169 taegets 232 indicators 2022-05-30 Sayoko Shimoyama, LinkData 45
46. ࢀߟɿ Sustainable Development Report ʹΑΔ μογϡϘʔυ Cambridge University Press, CC BY 4.0 https://dashboards.sdgindex.org/pr ofiles/japan Sayoko Shimoyama, LinkData 2022-05-30 46 ໨ඪʹର͢Δୡ੒ঢ়گ Λ৭෼͚Ͱදࣔ
47. ࢀߟɿ Sustainable Development Report ʹΑΔ μογϡϘʔυ Cambridge University Press, CC BY 4.0 https://dashboards.sdgindex.org/pr ofiles/japan Sayoko Shimoyama, LinkData 2022-05-30 47 ࠃձʹ͓͍ͯঁੑ͕ ઎ΊΔٞ੮ͷׂ߹ ໨ඪ஋ ݱঢ়஋
48. ݱঢ়Λ೺Ѳ͠ɺ ໨ࢦ࢟͢Λఆٛ ͢ΔͨΊͷ Well-Beingࢦඪ ࢢຽͷ޾෱ײΛߴΊΔ·ͪͮ͘Γ ͷࢦඪ ʢҰൠࣾஂ๏ਓεϚʔτ γςΟɾΠϯεςΟςϡʔτઐ຿ ཧࣄೆӢַ඙ࢯʣ https://www.digital.go.jp/news/9ed3 3277-5315-4dcf-9551- d49d1acaaae1/ Sayoko Shimoyama, LinkData 2022-05-30 48
49. 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) 49 2022-05-30 SAYOKO SHIMOYAMA, LINKDATA
50. 2022-05-30 Sayoko Shimoyama, LinkData 50 ग़యɿσδλϧަ௨ࣾձͷ͋Γ͔ͨʹؔ͢Δݚڀձʢୈ3ճʣ ࢿྉ5 ʮWell Beingͷࢹ఺͔Βߟ͑ΔϞϏϦςΟ Liveable Well Being City Indicatorͷ׆༻ʯʢೆӢ༷ ͝ൃදࢿྉʣ https://www.digital.go.jp/councils/e617a8c6-f884-4fad-b27f-cc1cbba04982/
51. 2022-05-30 Sayoko Shimoyama, LinkData 51 ग़యɿσδλϧަ௨ࣾձͷ͋Γ͔ͨʹؔ͢Δݚڀձʢୈ3ճʣ ࢿྉ5 ʮWell Beingͷࢹ఺͔Βߟ͑ΔϞϏϦςΟ Liveable Well Being City Indicatorͷ׆༻ʯʢೆӢ༷ ͝ൃදࢿྉʣ https://www.digital.go.jp/councils/e617a8c6-f884-4fad-b27f-cc1cbba04982/
52. 2022-05-30 Sayoko Shimoyama, LinkData 52 ग़యɿσδλϧަ௨ࣾձͷ͋Γ͔ͨʹؔ͢Δݚڀձʢୈ3ճʣ ࢿྉ5 ʮWell Beingͷࢹ఺͔Βߟ͑ΔϞϏϦςΟ Liveable Well Being City Indicatorͷ׆༻ʯʢೆӢ༷ ͝ൃදࢿྉʣ https://www.digital.go.jp/councils/e617a8c6-f884-4fad-b27f-cc1cbba04982/
53. 2022-05-30 Sayoko Shimoyama, LinkData 53 ग़యɿσδλϧަ௨ࣾձͷ͋Γ͔ͨʹؔ͢Δݚڀձʢୈ3ճʣ ࢿྉ5 ʮWell Beingͷࢹ఺͔Βߟ͑ΔϞϏϦςΟ Liveable Well Being City Indicatorͷ׆༻ʯʢೆӢ༷ ͝ൃදࢿྉʣ https://www.digital.go.jp/councils/e617a8c6-f884-4fad-b27f-cc1cbba04982/
54. 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 2022-05-30 54
55. ࢢຽࢀՃܕͷ஍Ҭಠࣗࢦඪ࡞Γ ʢࠇ෦ࢢɿ5GOALS for ࠇ෦ʣ ग़యɿࠇ෦ࢢࣾձ෱ࢱڠٞձ খࣲಙ໌ࢯʮ5GOALS for ࠇ෦ʯ https://5goalsforkurobe.com/index.html 2022-05-30 Sayoko Shimoyama, LinkData 55
56. ࣾڠ + ༗ࢤͷࢢຽͷखͰ ࢦඪઃܭ→σʔλऩू→BIπʔϧͰՄࢹԽ 2022-05-30 Sayoko Shimoyama, LinkData 56 https://5goalsforkurobe.com/index.html
57. σʔλͰࠜڌΛࣔ͢͜ͱͰ߹ҙܗ੒ΛਐΊͨྫɿ εʔύʔϒϩοΫߏ૝ʢόϧηϩφࢢʣ nόϧηϩφͰ͸ࣗಈंͷަ௨ ྔ͕ଟ͘ɺԚછ෺࣭΍CO2ɺ ૽ԻͳͲʹΑΔެ֐͕՝୊ ʢWHOͷج४஋௒աঢ়ଶʣ nʮࢢຽத৺౎ࢢʯΛίϯηϓ τʹ͔͔͛ɺஈ֊తʹं͕௨ ΕΔಓΛ੍ݶ͢ΔܭըΛ࣮ࢪ ʢ2015೥ʙʣ 2022-05-30 Sayoko Shimoyama, LinkData 57 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.
58. 2022-05-30 Sayoko Shimoyama, LinkData 58 ग़యɿAjuntament de Barcelona, SUPERBLOCK BARCELONA: Towards the city we want, 2021 https://ajuntament.barcelona.cat/superilles/sites/default/files/20210202_Superblock_Barcelona_web.pdf
59. σʔλͰࠜڌΛࣔ͢͜ͱͰ߹ҙܗ੒ΛਐΊͨྫɿ εʔύʔϒϩοΫߏ૝ʢόϧηϩφࢢʣ nަ௨ྔ΍؀ڥʹؔ͢Δηϯγϯά σʔλΛ༻͍ͨ෼ੳΛ࣮ࢪ nܭը͕ਐΜͩ৔߹ʹͲͷ͘Β͍ ໰୊͕վળ͢Δͷ͔ɺ۩ମతͳ ਺஋Ͱࣔ͢͜ͱͰ߹ҙܗ੒Λਪਐ 2022-05-30 Sayoko Shimoyama, LinkData 59 ަ௨ྔ͕21%ݮ 94%ͷࢢຽ͕ةݥͳϨϕϧͷཻࢠ ঢ়෺࣭ʹࡽ͞ΕΔ͜ͱ͸ͳ͘ͳΔ 73.5%ͷࢢຽ͸ʮ65σγϕϧҎ্ ͷ૽ԻʯΛܦݧͤͣʹ͢Ή σʔλग़యɿ IUUQTDJUJFTPGUIFGVUVSFFVTVQFS CMPDLTCBSDFMPOBBOTXFSUPDBS DFOUSJDDJUZ
60. ߹ҙܗ੒ͷͨΊʹσʔλΛ࢖͏ σʔλΛ࢖Θͳͯ͘΋ ࣄۀ͸ਐΊΒΕΔ nࣗ෼ҰਓͰ͋Ε͹ࣗ෼ ͕ೲಘͯ͠ਐΊΒΕΕ͹ ԿͰ΋ྑ͍ nτοϓ͕શݖݶΛ࣋ͭ ܗͷνʔϜ΍૊৫Ͱ͋Ε ͹ɺ௽ͷҰ੠ͰԿͰ΋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 2022-05-30 Sayoko Shimoyama, LinkData 60
61. 
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62. ΦʔϓϯσʔλͰߦ੓ΛΞοϓσʔτ ͢ΔͨΊͷͭͷϙΠϯτ 
    ͦͷσʔλ͸ ͋ͳͨͷࢲ෺ Ͱ͸ͳ͍ 
    ͦͷσʔλͷՁ஋ ΛܾΊΔͷ͸ ͋ͳͨͰ͸ͳ͍ 
    ߦ੓͚ͩͰ શ෦ରԠ ͠Α͏ͱ͠ͳ͍ 
    ΦʔϓϯσʔλͰ ແବͳରԠίετΛ ݮΒ͢ 
    Φʔϓϯσʔλ ͚ͩΛ ਐΊΑ͏ͱ͠ͳ͍ 
    ໫Ͱ͸ͳ͘ ถ Λఏڙ͠Α͏ 2022-05-30 Sayoko Shimoyama, LinkData 62
63. ͦͷσʔλ͸ ͋ͳͨͷࢲ෺ Ͱ͸ͳ͍ 2022-05-30 Sayoko Shimoyama, LinkData 63 1
64. “Open By Default” ೥ (ʮΦʔϓϯσʔλݑষʯʹΑΔࠃࡍతͳ߹ҙ ʮ੫ۚΛ࢖ͬͯ࡞ΒΕͨσʔλ͸શͯ ެڞࡒͱͯ͠ެ։͢Δ΂͖Ͱ͋Δʯ ͱ͍͏ߟ͑ํΛݪଇͱͯ͠࠾༻ 2022-05-30 Sayoko Shimoyama, LinkData 64
65. “Φʔϓϯσʔλ” ͱ͸ɺ ݩʑօ͞Μͷ΋ͷͩͬͨσʔλΛ ฦ͢͜ͱͩͱߟ͍͑ͯ·͢ɻ - Miquel Mateu, Open Data Manager of Barcelona City 2022-05-30 14-18 June 2016, World Data Viz Challenge 2016, Barcelona Sayoko Shimoyama, LinkData 
66. Φʔϓϯσʔλͷఆٛ ࠃɺ஍ํެڞஂମٴͼࣄۀऀ͕อ༗͢Δ׭ຽσʔλͷ͏ͪɺࠃຽ୭΋͕Πϯλʔωοτ౳Λ௨ͯ͡༰қ ʹར༻ʢՃ޻ɺฤूɺ࠶഑෍౳ʣͰ͖ΔΑ͏ɺ࣍ͷ͍ͣΕͷ߲໨ʹ΋֘౰͢ΔܗͰެ։͞ΕͨσʔλΛ Φʔϓϯσʔλͱఆٛ͢Δ ʲग़యʳʮΦʔϓϯσʔλجຊࢦ਑ʯฏ੒29೥5݄30೔ ߴ౓৘ใ௨৴ωοτϫʔΫࣾձਪਐઓུຊ෦ɾ׭ຽσʔλ׆༻ਪਐઓུձܾٞఆ 1. Ӧར໨తɺඇӦར໨తΛ໰Θͣ ೋ࣍ར༻Մೳͳϧʔϧ͕ద༻͞Εͨ΋ͷ 2. ػց൑ಡʹదͨ͠΋ͷ 3. ແঈͰར༻Ͱ͖Δ΋ͷ 2022-05-30 Sayoko Shimoyama, LinkData 66
67. Webʹެ։ ͍ͯ͠Δσʔλ ≠ Φʔϓϯ σʔλ nߦ੓ػؔͷWebαΠτʹ ܝࡌ͞Ε͍ͯΔίϯςϯπ ͸ஶ࡞ݖͷର৅Ͱ͋Γɺ جຊతʹແஅͰෳ੡ɾస༻ Ͱ͖ͳ͍ nΦʔϓϯσʔλͱͯ͠ެ։ ͢Δࡍ͸ɺࣗ༝ʹ࢖͑Δ σʔλͰ͋ΔࢫΛ໌ࣔ͢Δ ඞཁ͕͋Δ Sayoko Shimoyama, LinkData 2022-05-30 67 Copyright © 2000ʙ Tokyo Metropolitan Government. All Rights Reserved.
68. ΫϦΤΠςΟϒɾίϞϯζɾϥΠηϯε ʢCCϥΠηϯεʣ lʮ͜ͷ৚݅ΛकΕ͹ࢲͷ࡞඼Λࣗ༝ʹ࢖ͬͯߏ͍·ͤΜɻʯͱ͍͏ҙࢥදࣔΛ͢ΔͨΊͷπʔ ϧ l࡞ऀ͸ஶ࡞ݖΛอ࣋ͨ͠··࡞඼Λࣗ༝ʹྲྀ௨ͤ͞Δ͜ͱ͕Ͱ͖Δ 2022-05-30 Sayoko Shimoyama, LinkData 68 http://creativecommons.jp/, CC-BY 2.1
69. ΦʔϓϯσʔλͰར༻͞ΕΔ ୅දతͳCCϥΠηϯε ໊শ ϚʔΫ ֓ཁ ίϞϯζূ $$
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    #:4" ݪ࡞ऀͷΫϨδοτʢࢯ໊ɺ࡞඼λΠτϧͳͲʣ Λදࣔ͠ɺվมͨ͠৔߹ʹ͸ݩͷ࡞඼ͱಉ͡$$ ϥΠηϯεʢ͜ͷϥΠηϯεʣͰެ։͢Δ͜ͱΛ ओͳ৚݅ʹɺӦར໨తͰͷೋ࣍ར༻΋ڐՄ͞ΕΔ $$ϥΠηϯεɻ IUUQDSFBUJWFDPNN POTPSHMJDFOTFTCZ TBKQ $$ ࡞඼ʹ͍ͭͯੈքશ஍Ҭʹ͓͍ͯஶ࡞ݖ๏্ೝΊ ΒΕΔɺͦͷऀ͕࣋ͭ͢΂ͯͷݖརʢͦͷ࡞඼ʹ ؔ͢Δݖར΍ྡ઀͢ΔݖརΛؚΉɻʣΛɺ๏ྩ্ ೝΊΒΕΔ࠷େݶͷൣғͰ์غ͢Δ֬໿ɻ IUUQDSFBUJWFDPNN POTPSHQVCMJDEPNBJ O[FSPEFFEKB 2022-05-30 Sayoko Shimoyama, LinkData 69 http://creativecommons.jp/, CC-BY 2.1
70. ৘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":0,0
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71. 2016೥ɿ׭ຽσʔλ׆༻ਪਐجຊ๏ࢪߦ →ࠃٴͼ࣏ࣗମ͸ΦʔϓϯσʔλʹऔΓ૊Ή͜ͱ͕ٛ຿෇͚ΒΕͨ 2022-05-30 4BZPLP
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72. 2020೥12݄ɿ੓෎σʔλઓུʹ͓͍ͯʮ٤ ۓʹऔΓ૊Ή͜ͱʯʹҐஔ෇͚ΒΕͨ Sayoko Shimoyama, LinkData  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׆ಈʹར׆༻͞ΕΔΑ͏ɺΦʔϓϯσʔλͷऔ૊Λ ڧԽ͢Δඞཁ͕͋Δɻ 2022-05-30
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79. ۝୩মͷը૾ Φʔϓϯσʔλ ʢೳඒࢢʣ ੴ઒ݝೳඒࢢͰ͸۝୩ম ͷը૾ΛΦʔϓϯσʔλ ͱͯ͠ެ։ IUUQVMUSBBSUKQ T 4BZPLP
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81. ۝୩ম Φʔϓϯσʔλ Λ࢖ͬͨॅ୐ ஫จॅ୐ͷ૷০ʹར༻ ʢ͓٬༷͕๬ΜͰར༻ʣ ݱࡏ4౩ ը૾ɿCC BY 4.0 ʮγϏοΫςοΫί ϛϡχςΟͱγϏοΫςοΫϏδωε - CIVIC TECH FORUM 2018 ొஃࢿྉ - ʯ෱ౡ ݈Ұ࿠ࢯ 2022-05-30 Sayoko Shimoyama, LinkData 81 ৽ͨͳՁ஋ΛੜΉࣄྫ
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84. Φʔϓϯσʔλͷҙٛ  ࠃຽࢀՃɾ׭ຽڠಇͷਪਐΛ௨ͨ͡ ॾ՝୊ͷղܾɺܦࡁ׆ੑԽ  ߦ੓ͷߴ౓Խɾޮ཰Խ  ಁ໌ੑɾ৴པͷ޲্ ʲग़యʳʮΦʔϓϯσʔλجຊࢦ਑ʯฏ੒೥݄೔ ߴ౓৘ใ௨৴ωοτϫʔΫࣾձਪਐઓུຊ෦ɾ׭ຽσʔλ׆༻ਪਐઓུձܾٞఆ  4BZPLP
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106. Φʔϓϯσʔλ ͚ͩΛ ਐΊΑ͏ͱ͠ͳ͍ 5 2022-05-30 Sayoko Shimoyama, LinkData 106
107. Φʔϓϯσʔλͷҙٛ 1. ࠃຽࢀՃɾ׭ຽڠಇͷਪਐΛ௨ͨ͡ ॾ՝୊ͷղܾɺܦࡁ׆ੑԽ 2. ߦ੓ͷߴ౓Խɾޮ཰Խ 3. ಁ໌ੑɾ৴པͷ޲্ ʲग़యʳʮΦʔϓϯσʔλجຊࢦ਑ʯฏ੒29೥5݄30೔ ߴ౓৘ใ௨৴ωοτϫʔΫࣾձਪਐઓུຊ෦ɾ׭ຽσʔλ׆༻ਪਐઓུձܾٞఆ 2022-05-30 4BZPLP
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114. ໫Ͱ͸ͳ͘ ถΛఏڙ͠Α͏ 6 2022-05-30 Sayoko Shimoyama, LinkData 114
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118. ࣏ࣗମͱγϏοΫςοΫͷڞ૑ʹΑΓ ࣮ݱͨ͠৽ܕίϩφײછ঱ରࡦαΠτ  4BZPLP
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     -JOL%BUB   ౎ಓ෎ݝ ʹల։ ࢢ۠ொଜ ˍւ֎
119. ΦʔϓϯσʔλԽະରԠͷݝͰ͸ ຖ೔ͷσʔλߋ৽ʹ՝୊ ౦ژ౎ެࣜ $07*% ରࡦαΠτͷ ιʔείʔυ $PEF
     GPS
     ʓʓ ʓʓݝ൛ $07*% ରࡦαΠτ ʓʓݝ Φʔϓϯ σʔλ ˚˚ݝ൛ $07*% ରࡦαΠτ $PEF
     GPS
     ˚˚ ˚˚ݝ 8FCαΠτ͔Βͷ εΫϨΠϐϯά΍ɺ 1%'͔Βख࡞ۀͰίϐϖ ߋ৽ͷෛՙେ  4BZPLP
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120. ೥݄೔࣌఺ɺ ΦʔϓϯσʔλԽରԠ౎ಓ෎ݝ͸൒਺௒  4BZPLP
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121. Φʔϓϯσʔλͷ༗ແʹΑͬͯ ରࡦαΠτߋ৽଎౓ʹେ͖ͳҧ͍͕ੜ͍ͯͨ͡ ʢ೥݄೔࣌఺ʣ  4BZPLP
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     -JOL%BUB  ߋ৽ఀࢭঢ়ଶͷ αΠτ΍ɺ ด࠯͞Εͨ αΠτ΋
122. 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  4BZPLP
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123. 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 ࢴ ࢴΛεΩϟϯ͚ͨͩ͠ͷ ը૾σʔλ &YDFM΍DTWͳͲදܗࣜͷσʔλ ྫʣ਺஋σʔλͷ৔߹  4BZPLP
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124. ೥݄೔ ౷ܭදʹ͓͚Δ ػց൑ಡՄೳͳ σʔλͷදهํ๏ ʢϧʔϧ੔උʣ ֤෎লʹ͓͍ͯ΋σʔλ ͷػց൑ಡੑ޲্ͷରԠ ͕ਐΊΒΕ͍ͯΔ  4BZPLP
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125. 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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     -JOL%BUB  ग़యɿ ౷ܭදʹ͓͚Δػց൑ಡՄೳͳ σʔλ࡞੒ʹؔ͢Δදهํ๏ ʢ೥݄೔ɺ૯຿লʣ IUUQTXXXTPVNVHPKQN BJO@DPOUFOUQEG
126. දهϧʔϧͷྫᶃ ηϧσʔλͱ͢Δ  4BZPLP
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127. දهϧʔϧͷྫᶄ ηϧͷ݁߹Λͤͣɺ֤ηϧʹೖྗ͢Δ  4BZPLP
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     -JOL%BUB  nηϧ݁߹͞Ε͍ͯ Δͱɺฒ΂ସ͕͑Ͱ ͖ͳ͍ʢΤϥʔͱͳ ΔʣɺάϥϑԽ͕Ͱ ͖ͳ͍ɺൣғબ୒͠ ʹ͍͘ɺίϐʔϖʔ ετͰ͖ͳ͍౳ͷ໰ ୊͕ൃੜ͢Δ nߦ΍ྻ͚ͩऔΓ ग़ͯ͠΋ɺͪΌΜͱ ҙຯ͕௨͡Δܗʹ͢ Δ͜ͱ͕ϙΠϯτ
128. දهϧʔϧͷྫᶅ ମࡋΛ੔͑Δ໨తͰεϖʔε΍վߦ౳Λ༻͍ͳ͍  4BZPLP
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129. ػց൑ಡੑ ͷߴ͍ σʔλ࡞੒ ͷݪଇ  4BZPLP
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     -JOL%BUB  ݟͨ໨Λ੔͑ΔͨΊͷ ༨ܭͳ࡞ۀ͸͠ͳͯ͘0,ʂ ػցʹͱͬͯͷಡΈ΍͢͞ Λ༏ઌ ਓʹͱͬͯͷಡΈ΍͢͞͸ɺ σʔλΛ࡞ͬͨޙͰରԠ
130. εϚʔτγςΟʹ͸ػց൑ಡੑ
     ૬ޓӡ༻ੑͷߴ͍σʔλ͕ඞཁ ૬ޓӡ༻ੑͷ֬อ 
     ͋ΒΏΔ෼໺ͷσʔλ͕ͭͳ͕͍ͬͯͯɺ ඞཁʹͳͬͨΒ͙͢࢖͑Δঢ়ଶʹͳ͍ͬͯΔ͜ͱ  4BZPLP
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131. ྫʣ͜Ͳ΋ʹؔ͢Δσʔλͷ࿈ܞ ࢧԉ͕ඞཁͳ͜Ͳ΋Λൃݟ͢Δʹ͸༷ʑͳ૊৫ɾ෼໺ͷσʔλ͕ඞཁ ग़యɿ͜Ͳ΋ʹؔ͢Δ֤छσʔλͷ࿈ܞʹΑΔࢧԉ࣮ূࣄۀʹ͍ͭͯʢྩ࿨೥݄ σδλϧிʣ  4BZPLP
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132. ̍ɽ҆৺ͯ͠σʔλ΍αʔϏεΛ࢖༻Ͱ͖Δτϥετʢ৴པੑʣͷ֬อ ̎ɽݟ͚ͭ΍͘͢ɺͭͳ͛΍͍͢σʔλ࿈ܞͷ࢓૊Έ ̏ɽଟ༷Ͱɺ඼࣭͕֬อ͞Εɺे෼ͳྔͷσʔλͷڙڅ σʔλͷ૬ޓӡ༻ੑΛ֬อ͢Δʹ͸ ग़యɿ੓෎૬ޓӡ༻ੑϑϨʔϜϫʔΫʢ(*'ʣʢྩ࿨೥݄ σδλϧிʣ IUUQTXXXEJHJUBMHPKQQPMJDJFTEBUB@TUSBUFHZ@HPWFSONFOU@JOUFSPQFSBCJMJUZ@GSBNFXPSL  4BZPLP
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133. ੓෎૬ޓӡ༻ੑ ϑϨʔϜϫʔΫ ʢ(*'ʣ ૬ޓӡ༻ੑͷߴ͍σʔλ ͷઃܭΛαϙʔτ͢Δ ͨΊͷٕज़υΩϡϝϯτ ͕ެ։͞Ε͍ͯΔ ग़యɿ੓෎૬ޓӡ༻ੑϑϨʔϜϫʔΫʢ(*'ʣʢྩ࿨೥݄ σδλϧிʣ IUUQTXXXEJHJUBMHPKQQPMJDJFTEBUB@TUSBUFHZ@HPWFSONFOU@JOUFSPQFSBCJMJUZ@GSBNFXPSL  4BZPLP
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134. ΦʔϓϯσʔλͰߦ੓ΛΞοϓσʔτ ͢ΔͨΊͷͭͷϙΠϯτ 
     ͦͷσʔλ͸ ͋ͳͨͷࢲ෺ Ͱ͸ͳ͍ 
     ͦͷσʔλͷՁ஋ ΛܾΊΔͷ͸ ͋ͳͨͰ͸ͳ͍ 
     ߦ੓͚ͩͰ શ෦ରԠ ͠Α͏ͱ͠ͳ͍ 
     ΦʔϓϯσʔλͰ ແବͳରԠίετΛ ݮΒ͢ 
     Φʔϓϯσʔλ ͚ͩΛ ਐΊΑ͏ͱ͠ͳ͍ 
     ໫Ͱ͸ͳ͘ ถ Λఏڙ͠Α͏  4BZPLP
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135. ࢀߟਤॻɾࢿྉɾαΠτ౳  4BZPLP
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136. σʔλΛར׆༻ͨ͠੓ࡦཱҊϓϩηεΛֶͼ͍ͨํ΁ σʔλ׆༻Ͱ஍ҬͷϛϥΠΛม͑Δʂ ՝୊ղܾͷ4UFQ  4BZPLP
     4IJNPZBNB
     -JOL%BUB  nҎ্ͷ࣏ࣗମ͕डߨͨ͠ σʔλར׆༻ݚम lσʔλΞΧσϛʔz ͷ ΤοηϯεΛ࡭ʹू໿ n೥݄ൃച IUUQTTIPQHZPTFJKQQSPEVDUT EFUBJM
137. ਓʹʮ఻͑ΔʯͨΊͷσʔλՄࢹԽͷجૅΛԡ͍͑ͨ͞ํ΁ άϥϑΛͭ͘ΔલʹಡΉຊ IUUQTXXXBNB[PODPKQEQSFGDN@TX@S@UX@EQ@6@Y@+H;O%C1/1"9/  4BZPLP
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138. ޮՌతͳΞϯέʔτௐࠪͷख๏Λֶͼ͍ͨํ΁ ࣾձڭҭௐࠪϋϯυϒοΫ  4BZPLP
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     -JOL%BUB  nʮࣾձڭҭௐࠪʯͱ୊͞Ε͍ͯΔ͕ɺ ࣮ࡍ͸Ξϯέʔτௐࠪશൠʹ࢖͑Δߟ͑ํ΍ UJQT͕ղઆ͞Ε͍ͯΔ nಛʹʮୈᶚ෦ ௐࠪථͷ࡞Γํʯ͸ ΞϯέʔτΛઃܭ͢Δํඞݟʂ n1%'ͰແྉͰμ΢ϯϩʔυՄೳ IUUQTXXXOJFSHPKQKJTTFODIPTBIBOECPPLIUN
139. εϞʔϧελʔτͰΦʔϓϯσʔλΛ࢝Ί͍ͨํ΁ 0QFO1IPUPʢΦʔϓϯϑΥτʣ nࣸਅͷΦʔϓϯσʔλԽΛαϙʔτ ͢ΔϑΥτΫϥ΢υαʔϏε n࣏ࣗମ͸5#·ͰແঈͰར༻Մೳ nશࠃ࣏ࣗମͰಋೖ࣮੷ ʢࣨའࢢɺԣ඿ࢢɺੜۨࢢɺFUDʣ IUUQTPQFOQIPUPKQ  4BZPLP
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140. ݸਓ৘ใͷऔΓѻ͍ʹෆ҆Λ͓࣋ͪͷํ΁ ݸਓ৘ใΛؚΉσʔλ׆༻ݕ౼ͷͨΊͷϫʔΫγʔτ  4BZPLP
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     -JOL%BUB  n૯຿লʮ஍ํެڞஂମʹ͓͚Δσʔλ ར׆༻ΨΠυϒοΫʯͷ෇࿥ͱͯ͠ެ։ ͞Ε͍ͯΔ nݸਓ৘ใΛؚΉσʔλ׆༻Λݕ౼͢Δࡍ ʹɺ֬ೝ͢΂͖ࣄ߲ͱखॱΛ੔ཧ͢ΔͨΊ ͷ࣮ફతͳϫʔΫγʔτ nઍ༿ࢢͱඣ࿏ࢢͰͷ࣮ূͷࡍͷݕ౼ྫ͕ ܝࡌ͞Ε͍ͯΔ IUUQXXXTPVNVHPKQNFOV@TFJTBLV JDUTFJTBLVJDUSJZPVCJHEBUBIUNM
141. શࠃͷ࣏ࣗମ৬һͷํʑͱ৘ใަ׵͍ͨ͠ํ΁ ࣏ࣗମ৬һઐ༻ΦϯϥΠϯίϛϡχςΟબ  σδλϧվֵڞ૑ϓϥοτϑΥʔϜ ࣏ࣗମ৬һº੓෎ػؔ৬һͷର࿩ͷ৔ͱͯ͠೥͔Βӡ༻͞Ε͍ͯΔ4MBDLεϖʔεɻ IUUQTXXXEJHJUBMHPKQOFXT1#,/Z  ΦϯϥΠϯࢢ໾ॴ  ໊Ҏ্ͷ஍ํެ຿һɾࠃՈެ຿һ͕ू·ΔΦϯϥΠϯϓϥοτϑΥʔϜɻ IUUQTXXXPOMJOFTIJZBLVTIPKQ  *$5ʬެڞؔ܎ऀݶఆʭ ࠃ΍஍ํ࣏ࣗମͷ৘ใܥͷ৬һΛத৺ͱ໊ͨ͠Ҏ্͕ࢀՃ͢Δ'BDFCPPLάϧʔϓɻ IUUQTXXXGBDFCPPLDPNHSPVQT  4BZPLP
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142. Ұൠࣾஂ๏ਓϦϯΫσʔλ ୅දཧࣄ Լࢁ ࣿ୅ࢠ Email: support@linkdata.org ຊࢿྉʹؔ͢Δ࣭͝໰ɾ͝ҙݟ΍ɺ σʔλ׆༻ݚमɾϫʔΫγϣοϓ։࠵ͷ͝૬ஊͳͲ͸ ͪ͜Β΁͓د͍ͤͩ͘͞ɻ  4BZPLP
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