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

Φʔϓϯσʔλɾ
ϏοάσʔλΛ
ར༻ͨ͠
εϚʔτγςΟ
Լࢁ ࣿ୅ࢠ
Ұࣾ
ϦϯΫσʔλ ୅දཧࣄ
೥݄೔ ݄

4PDJFUZ࣌୅΁ͷରԠ
ʙεϚʔτγςΟͷ࣮ݱʹ޲͚
ͯʙ

View Slide

໨࣍
0. ߨࢣࣗݾ঺հɾεϚʔτγςΟͷؔΘΓ
1. ͳͥɺߦ੓ʹ͓͍ͯσʔλΛ࢖͏ඞཁ͕͋Δͷ͔
2. ΦʔϓϯσʔλͰߦ੓ΛΞοϓσʔτ͢ΔͨΊͷ6ͭͷϙΠϯτ
3. ࢀߟਤॻɾࢿྉɾαΠτ౳
2022-05-30 Sayoko Shimoyama, LinkData 2

View Slide

Enterprise
Public
Sector
Civic
Tech
3
2022-05-30 Sayoko Shimoyama, LinkData

View Slide

εϚʔτγςΟͱͷؔΘΓɿ
World Data Viz Challenge (2016ʙ)
ਆށͱόϧηϩφͷࠃࡍ࿈ܞʹΑΔσʔλՄࢹԽϫʔΫγϣοϓʹൃදऀͱͯ͠ࢀՃ
https://www.wdvc.riue.or.jp/

View Slide

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

View Slide

寿司詰め
Sushi-Zume
(n) jam-packed; packed in like sushi (like sardines)

View Slide

ࡳຈӺલ௨஍Լาߦۭؒ
ʹ͓͚Δ࣮ূ
By 663highland, CC BY 2.5
๺ւಓ
ࡳຈࢢ

View Slide

ࠃ಺࠷௕ͷ஍Լาߦۭؒ
ʢ520mʣ
520m
札幌駅⼤通公園

View Slide

ܭଌ༻ηϯαʔΛ
5Օॴʹઃஔ
+ + + +
+
札幌駅⼤通公園

View Slide

ηϯαʔΛ
ఱҪʹྻͷ
ϥΠϯঢ়ʹઃஔ
௨ߦਓ਺
͚ͩͰͳ͘
Ҡಈํ޲΋
ܭଌՄೳʹ

View Slide

݄ͷ֤೔ͷ࣌ؒ
ͷ௨ߦਓ਺ͷਪҠ
ʢ෼ؒ߹ܭ஋ʣ

View Slide

n ϐʔΫ͸೔ʹճ
• ேɿ࣌୆
• ໷ɿʙ࣌୆
n ஍఺ʹΑͬͯϐʔΫ
࣌ؒͷ௨ߦऀͷଟ͍
ํ޲͕ҟͳ͍ͬͯΔ
݄ͷ֤೔ͷ࣌ؒ
ͷྦྷܭ௨ߦਓ਺ͷਪҠ
ʢ෼ؒ߹ܭ஋ʣ

View Slide

ΑΓ௚ײతʹࠞࡶ౓Λ
೺Ѳ͢Δʹ͸ʁ
ʁ
Sushi-Zume
Not Sushi-Zume
άϥϑͰՄࢹԽͨͩ͠
͚Ͱ͸ࠞࡶ౓Λ௚ײత
ʹ೺ѲͰ͖ͳ͍

View Slide

3DϞσϧΛ࢖ͬͯਓྲྀΛ࠶ݱ
௨ৗϞʔυ ण࢘٧ΊϞʔυʢࠞࡶ࣌ʣ
σϞಈըɿhttps://youtu.be/HU8lyP7BZbg

View Slide

Sayoko Shimoyama, LinkData 15
σʔλͷՁ஋͸
૊Έ߹Θͤ࣍ୈͰ
ແݶʹҾ͖ग़ͤΔ
૊Έ߹ΘͤͷνϟϯεΛ૿΍͢
ͨΊʹ͸ɺσʔλ͸ΦʔϓϯͰɺ
͙͢ʹ࢖͑Δঢ়ଶʹͳ͍ͬͯΔ
ඞཁ͕͋Δ
2022-05-30

View Slide

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·͢

View Slide

໨࣍
0. ߨࢣࣗݾ঺հɾεϚʔτγςΟͷؔΘΓ
1. ͳͥɺߦ੓ʹ͓͍ͯσʔλΛ࢖͏ඞཁ͕͋Δͷ͔
2. ΦʔϓϯσʔλͰߦ੓ΛΞοϓσʔτ͢ΔͨΊͷ6ͭͷϙΠϯτ
3. ࢀߟਤॻɾࢿྉɾαΠτ౳

View Slide

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

View Slide

ߦ੓ʹ͓͍ͯ
σʔλΛ࢖͏
ۀ຿ͱ͸ʁ nσδλϧલఏͷ࣌୅ɺ৘ใ͸શͯσʔλͱͯ͠ѻΘΕΔ
n͜ͷઌσʔλͱແԑͰ͍ΒΕΔ՝͸ແ͍
nσʔλ = ৘γε෦໳ʹ೚ͤΕ͹ྑ͍ͱ͍͏Θ͚Ͱ͸ͳ͍
౴͑ɿશͯͷ՝ͷۀ຿
౷ܭ
ICT
ࡒ੓
੫຿
etc…

View Slide

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

View Slide

σδλϧॲཧΛ͢ΔͨΊʹ͸ɺ
৘ใΛίϯϐϡʔλ͕ॲཧͰ͖Δ
σʔλͱͯ͠ѻ͏ඞཁ͕͋Δ
2022-05-30 SAYOKO SHIMOYAMA, LINKDATA 21

View Slide

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

View Slide

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

View Slide

৘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

View Slide

2022-05-30
σʔλ͸ɺ৘ใΛܗࣜԽͨ͠΋ͷ
σʔλ ৘ใ
࠶౓৘ใͱͯ͠ղऍͰ͖Δ΋ͷ

View Slide

৘ใ⇄σʔλ
૒ํ޲ʹม׵Մೳ
ϫʔΫγϣοϓ
։࠵೔
ϫʔΫγϣοϓ
։࠵৔ॴ
ࢀՃొ࿥
ऀ਺
શࠃࢢொଜ
ࠃࡍจԽݚमॴ

શࠃࢢொଜࠃࡍจԽݚमॴͰ
2022೥1݄23೔ʹ։࠵͞Εͨ
σʔλ෼ੳϫʔΫγϣοϓͷ
ࢀՃొ࿥ऀ਺͸
ਓͰ͢ɻ

View Slide

σʔλԽ͢Δ͜ͱͰ
ଞͷσʔλͱ૊Έ߹ΘͤΒΕΔ
2022-05-30
৽͍͠ʮ৘ใʯ͕
औΓग़ͤΔ
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

View Slide

σʔλ෼ੳ = σʔλ͔Βݱঢ়೺Ѳ΍
൑அʹ࢖͏ͨΊͷ৘ใΛҾ͖ग़͢͜ͱ
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

View Slide

͜Ε͔Βͷ
ߦ੓৬һʹ͸
σʔλ෼ੳ
εΩϧ͕ඞཁ
nσδλϧલఏͷ࣌୅ʹ͓͍ͯɺ
ߦ੓αʔϏεͷ޲্ͱۀ຿ޮ཰ԽΛ
ਐΊΔͨΊʹ͸ɺ
৘ใΛʮσʔλʯͱͯ͠ѻ͏ඞཁ͕͋Δ
nσʔλΛͨͩ఻ୡ͢ΔͨΊ͚ͩʹ
࢖͏ͷͰ͸ͳ͘ɺ
৽ͨͳ৘ใΛҾ͖ग़ͨ͢Ίʹ࢖͏
σʔλ෼ੳ

View Slide

ϙΠϯτɿ
%ɾ*ɾ,ɾ8ͷͭͳ͕ΓΛҙࣝ͢Δ
8JTEPN
ʢ஌ܙʣ
,OPXMFEHF
ʢ஌ࣝʣ
*OGPSNBUJPO
ʢ৘ใʣ
%BUB
ʢσʔλʣ
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

View Slide

DIKWϞσϧʹ౰ͯ͸Ίͨྫ
8JTEPN
ʢ஌ܙʣ
,OPXMFEHF
ʢ஌ࣝʣ
*OGPSNBUJPO
ʢ৘ใʣ
%BUB
ʢσʔλʣ
Ձ஋
աڈ
ະདྷ
֤ϫʔΫγϣοϓͷ
ొ࿥ऀ਺ͱ౰೔ࢀՃऀ਺
֤ϫʔΫγϣοϓͷ
Ωϟϯηϧ཰
ϫʔΫγϣοϓͷΩϟϯηϧ཰
͸େମຖճʙ͘Β͍
࣍ճ͔Βఆһʙ͘Β͍
ଟΊʹਃࠐΛड͚෇͚ͯ΋
େৎ෉ͦ͏

View Slide

஫ҙɿʮ஌ܙʯ͸߃ٱతͳ΋ͷͰ͸ͳ͍
nݱ஍ͰΠϕϯτΛߦͳ͍ͬͯͨ࣌ͱΦϯϥΠϯΠϕϯτͰ͸Ωϟϯηϧ
཰͸มΘΔͷͰ͸ʁ
nࢀՃऀ૚͕શવҧ͏Πϕϯτͷ৔߹͸ʁ
มԽʹରԠͯ͠ʮ஌ܙʯΛΞοϓσʔτ͢ΔͨΊʹ͸ɺ
DIKWΛߦͬͨΓདྷͨΓ͢Δඞཁ͕͋Δ

View Slide

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൑໌
౰࣌Ұൠతͳෆ੔຺ͷༀ
ϓϥηϘʢِༀʣ
ܦݧత஌ࣝͷΈͰ൑அ͢Δ͜ͱͷ
ةݥੑ

View Slide

σʔλʹ
ج͔ͮͳ͍ࢪࡦ͸
ຽؒྍ๏ͱಉ͡
σʔλΛ׆༻ͤͣʹɺ
ܦݧ΍צ΍׳ྫͷΈͰࢪࡦΛਐΊΔͷ͸ɺ
ຽؒྍ๏ͰපؾΛ࣏ͦ͏ͱ͢ΔΑ͏ͳ΋ͷ

View Slide

出典元︓ http://www.bcnecologia.net/en/statutes
όϧηϩφ౎ࢢੜଶֶிɿ
σʔλαΠΤϯεΛۦ࢖ͯ͠౎ࢢͷ
ϚωδϝϯτΛߦ͏ࢢͷઐ໳ػؔ
l౎ࢢΛ਍அ͢Δz
ͱ͍͏දݱ͕Α͘ग़ͯ͘Δ

View Slide

౎ࢢΛ਍அ͢Δ
਍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

View Slide

ΞδϟΠϧ
ܕ੓ࡦܗ੒
n༧ଌෆՄೳͳมԽ΍՝୊
ʹεϐʔσΟʔʹରԠ
Ͱ͖Δߦ੓͕ඞཁ
ग़యɿ಺ֳ׭๪ߦ੓վֵਪਐຊ෦ɿΞδϟ
Πϧܕ੓ࡦܗ੒ɾධՁͷࡏΓํʹؔ͢Δ
ϫʔΩϯάάϧʔϓʢୈ̍ճʣʢ೥
݄೔ʣ
IUUQTXXXLBOUFJHPKQKQTJOHJHTLBJ
HJBHJMF@TFJTBLV@XHEBJHJKJTJEBJIUNM

ߦ੓ͷແටੑ
͔Β୤٫

View Slide

มԽʹૉૣ͘
ରԠ͢Δʹ͸
σʔλ͕ඞਢ
n1%$"αΠΫϧͷ$IFDLͷࡍɺ
໨ඪୡ੒ະୡͰධՁ͢Δ͚ͩ
Ͱ͸ҙຯ͕ແ͍
nσʔλͰϞχλϦϯά͠ͳ͕
Βվળ఺Λૣظʹൃݟ͠ɺ
يಓमਖ਼Ͱ͖ΔΑ͏ʹ͢Δ
ग़యɿ಺ֳ׭๪ߦ੓վֵਪਐຊ෦ɿΞδϟ
Πϧܕ੓ࡦܗ੒ɾධՁͷࡏΓํʹؔ͢Δ
ϫʔΩϯάάϧʔϓʢୈ̍ճʣʢ೥
݄೔ʣ
IUUQTXXXLBOUFJHPKQKQTJOHJHTLBJ
HJBHJMF@TFJTBLV@XHEBJHJKJTJEBJIUNM


View Slide

੓ࡦ͸վળ͢ΔલఏͰઃܭ͢Δ
1MBO
ܭը
%P
࣮ߦ
$IFDL
ධՁ
"DUJPO
վળ
1MBOɿܭըΛ͍͘Β
ஸೡʹߦ͍ɺ %Pɿ࣮ߦ
͔ͨ͠Βͱ͍ͬͯ
׬ᘳͳ੓ࡦͱ͍͏ͷ͸
͋Γಘͳ͍
$IFDLɿධՁ͸໨ඪ͕
ୡ੒Ͱ͖ͨͰ͖ͳ͍
ΛܾΊΔͨΊͷ΋ͷͰ
͸ͳ͘ɺվળͷ͖͔ͬ
͚ʹ͢Δ΋ͷ
"DUJPOɿվળͷ
ػձ͸ଟ͚Ε͹
ଟ͍΄Ͳྑ͍

View Slide

ʮΞ΢τϓοτʯͱʮΞ΢τΧϜʯͷ
྆ํͰϞχλϦϯά͢Δ
2022-05-30 4BZPLP4IJNPZBNB -JOL%BUB
౤ࢿɿͲͷ͘Β͍
ਓɾϞϊɾΧωΛ
࢖͔ͬͨ
ࣄۀ࣮ࢪɿࣄۀ͕
ద੾ʹ࣮ࢪͰ͖ͯ
͍Δ͔ΛଌΔ
੒ՌɿࣄۀΛ࣮ࢪ
ͨ݁͠Ռɺ੒Ռ͕
ڍ͕͔ͬͨΛଌΔ
ྫʣݟकΓୂ݁੒
ʢਓ਺ɾ༧ࢉʣ
ύτϩʔϧ८ճ
݅਺
൜ࡑൃੜ݅਺
ʢ͕ݮগ͔ͨ͠ʣ
Πϯϓοτ
౤ࢿ

Ξ΢τϓοτ
ߦಈࢦඪ

Ξ΢τΧϜ
ޮՌࢦඪ

View Slide

ޮՌࢦඪɿఆੑతޮՌΛͲ͏ଌΔʁ
ΞϯέʔτͰฉ͘
ͱ͍͏ํ๏͕Α͘औΒΕΔ
ࢦඪͷͭʹ͢Δͷ͸0,
Ξϯέʔτ݁ՌͷΈͰଌΔͱ
٬؍ੑʹ͚ܽΔ৔߹͕͋Δ
ॅΈ΍͢͞
·ͪͷ
ʹ͗Θ͍
ࢠҭͯͷ
͠΍͢͞ உঁฏ౳
࿝ޙͷ҆৺

View Slide

ϙΠϯτɿ
ఆੑతޮՌ͸
ఆྔతޮՌʹ
෼ղͯ͠
ࢦඪԽ͢Δ
ྫɿॅΈΑ͞ϥϯΩϯά
ʢ౦༸ܦࡁʣ

View Slide

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

View Slide

SDGsͰ΋άϩʔόϧͳ໨ඪୡ੒ͷͨΊʹ
ࢦඪ͕࢖ΘΕ͍ͯΔ

View Slide

SDGsͰ΋άϩʔόϧͳ໨ඪୡ੒ͷͨΊʹ
ࢦඪ͕࢖ΘΕ͍ͯΔ
17 goals
169 taegets
232 indicators

View Slide

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

View Slide

ࢀߟɿ
Sustainable
Development
Report
ʹΑΔ
μογϡϘʔυ
Cambridge University Press,
CC BY 4.0
https://dashboards.sdgindex.org/pr
ofiles/japan
ࠃձʹ͓͍ͯঁੑ͕
઎ΊΔٞ੮ͷׂ߹
໨ඪ஋
ݱঢ়஋

View Slide

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/

View Slide

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

View Slide

ग़యɿσδλϧަ௨ࣾձͷ͋Γ͔ͨʹؔ͢Δݚڀձʢୈ3ճʣ
ࢿྉ5 ʮWell Beingͷࢹ఺͔Βߟ͑ΔϞϏϦςΟ Liveable Well Being City Indicatorͷ׆༻ʯʢೆӢ༷ ͝ൃදࢿྉʣ
https://www.digital.go.jp/councils/e617a8c6-f884-4fad-b27f-cc1cbba04982/

View Slide


View Slide

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/

View Slide

ࢢຽࢀՃܕͷ஍Ҭಠࣗࢦඪ࡞Γ
ʢࠇ෦ࢢɿ5GOALS for ࠇ෦ʣ
ग़యɿࠇ෦ࢢࣾձ෱ࢱڠٞձ খࣲಙ໌ࢯʮ5GOALS for ࠇ෦ʯ
https://5goalsforkurobe.com/index.html

View Slide

ࣾڠ + ༗ࢤͷࢢຽͷखͰ
ࢦඪઃܭ→σʔλऩू→BIπʔϧͰՄࢹԽ
https://5goalsforkurobe.com/index.html

View Slide

σʔλͰࠜڌΛࣔ͢͜ͱͰ߹ҙܗ੒ΛਐΊͨྫɿ
εʔύʔϒϩοΫߏ૝ʢόϧηϩφࢢʣ
nόϧηϩφͰ͸ࣗಈंͷަ௨
ྔ͕ଟ͘ɺԚછ෺࣭΍CO2ɺ
૽ԻͳͲʹΑΔެ֐͕՝୊
ʢWHOͷج४஋௒աঢ়ଶʣ
nʮࢢຽத৺౎ࢢʯΛίϯηϓ
τʹ͔͔͛ɺஈ֊తʹं͕௨
ΕΔಓΛ੍ݶ͢ΔܭըΛ࣮ࢪ
ʢ2015೥ʙʣ
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.

View Slide

ग़యɿAjuntament de Barcelona, SUPERBLOCK BARCELONA: Towards the city we want, 2021
https://ajuntament.barcelona.cat/superilles/sites/default/files/20210202_Superblock_Barcelona_web.pdf

View Slide

σʔλͰࠜڌΛࣔ͢͜ͱͰ߹ҙܗ੒ΛਐΊͨྫɿ
εʔύʔϒϩοΫߏ૝ʢόϧηϩφࢢʣ
nަ௨ྔ΍؀ڥʹؔ͢Δηϯγϯά
σʔλΛ༻͍ͨ෼ੳΛ࣮ࢪ
nܭը͕ਐΜͩ৔߹ʹͲͷ͘Β͍
໰୊͕վળ͢Δͷ͔ɺ۩ମతͳ
਺஋Ͱࣔ͢͜ͱͰ߹ҙܗ੒Λਪਐ
ަ௨ྔ͕21%ݮ
94%ͷࢢຽ͕ةݥͳϨϕϧͷཻࢠ
ঢ়෺࣭ʹࡽ͞ΕΔ͜ͱ͸ͳ͘ͳΔ
73.5%ͷࢢຽ͸ʮ65σγϕϧҎ্
ͷ૽ԻʯΛܦݧͤͣʹ͢Ή
σʔλग़యɿ
IUUQTDJUJFTPGUIFGVUVSFFVTVQFS
CMPDLTCBSDFMPOBBOTXFSUPDBS
DFOUSJDDJUZ

View Slide

߹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

View Slide

ΦʔϓϯσʔλͰ
ߦ੓ΛΞοϓσʔτ
͢ΔͨΊͷͭͷϙΠϯτ

View Slide

ΦʔϓϯσʔλͰߦ੓ΛΞοϓσʔτ
ͦͷσʔλ͸
͋ͳͨͷࢲ෺
Ͱ͸ͳ͍
ͦͷσʔλͷՁ஋
ΛܾΊΔͷ͸
͋ͳͨͰ͸ͳ͍
ߦ੓͚ͩͰ
શ෦ରԠ
͠Α͏ͱ͠ͳ͍
ΦʔϓϯσʔλͰ
ແବͳରԠίετΛ
ݮΒ͢
Φʔϓϯσʔλ
͚ͩΛ
ਐΊΑ͏ͱ͠ͳ͍
໫Ͱ͸ͳ͘
ถ
Λఏڙ͠Α͏

View Slide

ͦͷσʔλ͸
͋ͳͨͷࢲ෺
Ͱ͸ͳ͍
1

View Slide

“Open By Default”
೥ (ʮΦʔϓϯσʔλݑষʯʹΑΔࠃࡍతͳ߹ҙ
ʮ੫ۚΛ࢖ͬͯ࡞ΒΕͨσʔλ͸શͯ
ެڞࡒͱͯ͠ެ։͢Δ΂͖Ͱ͋Δʯ
ͱ͍͏ߟ͑ํΛݪଇͱͯ͠࠾༻

View Slide

“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

View Slide

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

View Slide

Webʹެ։
͍ͯ͠Δσʔλ
≠ Φʔϓϯ
σʔλ
nߦ੓ػؔͷWebαΠτʹ
ܝࡌ͞Ε͍ͯΔίϯςϯπ
͸ஶ࡞ݖͷର৅Ͱ͋Γɺ
جຊతʹແஅͰෳ੡ɾస༻
Ͱ͖ͳ͍
nΦʔϓϯσʔλͱͯ͠ެ։
͢Δࡍ͸ɺࣗ༝ʹ࢖͑Δ
σʔλͰ͋ΔࢫΛ໌ࣔ͢Δ
ඞཁ͕͋Δ
Copyright © 2000ʙ
Tokyo Metropolitan
Government.
All Rights Reserved.

View Slide

ΫϦΤΠςΟϒɾίϞϯζɾϥΠηϯε
ʢCCϥΠηϯεʣ
lʮ͜ͷ৚݅ΛकΕ͹ࢲͷ࡞඼Λࣗ༝ʹ࢖ͬͯߏ͍·ͤΜɻʯͱ͍͏ҙࢥදࣔΛ͢ΔͨΊͷπʔ
ϧ
l࡞ऀ͸ஶ࡞ݖΛอ࣋ͨ͠··࡞඼Λࣗ༝ʹྲྀ௨ͤ͞Δ͜ͱ͕Ͱ͖Δ
http://creativecommons.jp/, CC-BY 2.1

View Slide

ΦʔϓϯσʔλͰར༻͞ΕΔ
୅දతͳCCϥΠηϯε
໊শ ϚʔΫ ֓ཁ ίϞϯζূ
$$#:
ݪ࡞ऀͷΫϨδοτʢࢯ໊ɺ࡞඼λΠτϧͳͲʣ
Λදࣔ͢Δ͜ͱΛओͳ৚݅ͱ͠ɺվม͸΋ͪΖΜɺ
Ӧར໨తͰͷೋ࣍ར༻΋ڐՄ͞ΕΔ࠷΋ࣗ༝౓ͷ
ߴ͍$$ϥΠηϯεɻ
IUUQDSFBUJWFDPNN
POTPSHMJDFOTFTCZ
KQ
$$#:4"
ݪ࡞ऀͷΫϨδοτʢࢯ໊ɺ࡞඼λΠτϧͳͲʣ
Λදࣔ͠ɺվมͨ͠৔߹ʹ͸ݩͷ࡞඼ͱಉ͡$$
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
http://creativecommons.jp/, CC-BY 2.1

View Slide

৘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":0,04)*.0:"." -*/,%"5"
߲໨ Φʔϓϯσʔλ ৘ใެ։੍౓
໨త ެతػ͕ؔอ༗͢ΔσʔλΛɺػց൑ಡʹద͠
ͨܗࣜͰΠϯλʔωοτ্Ͱެ։͠ɺ
ࠃຽ
ࢀՃɾ׭ຽڠಇͷਪਐΛ௨ͨ͡ॾ՝୊ͷղܾɺ
ܦࡁͷ׆ੑԽɺ
ߦ੓ͷߴ౓Խɾޮ཰Խɺ

ಁ໌ੑɾ৴པੑͷ޲্ΛਤΔɻ
ߦ੓ͷಁ໌ԽΛਤΔͨΊʹ৚ྫʹج͍ͮͯॅຽ
͔Βͷެ։੥ٻͷखଓ͖ʹΑΓɺߦ੓จॻͷࣸ
͠Λ੥ٻऀʹఏڙ͢Δɻ
ର৅ ஍ํެڞஂମ͕อ༗͢Δೋ࣍ར༻͕ೝΊΒΕΔ
৘ใʢσʔλʣ
ʢ֤஍ํެڞஂମͷ৘ใެ։৚ྫʹجͮ͘ඇ։
ࣔ৘ใΛআ͘ʣߦ੓จॻ
ೋ࣍ར༻ $$ϥΠηϯεͳͲΛ࠾༻͓ͯ͠Γɺ঎༻ར༻
ΛؚΊೋ࣍ར༻Մೳɻ
஍ํެڞஂମʹΑΓѻ͍͕ҟͳΔʢ঎༻ར༻Λ
ؚΊೋ࣍ར༻ʹ੍ݶΛઃ͚͍ͯΔ৔߹͕͋Δʣɻ
ഔମ $47΍&YDFMͳͲػց൑ಡՄೳͳσʔλͰఏڙ
͞ΕΔɻ
"1*Λར༻͢Δ͜ͱͰࣗಈΞΫηεʢΞϓϦ౳
͔Βͷ௚઀ΞΫηεʣʹରԠ͍ͯ͠Δ৔߹΋͋
Δɻ
௨ৗ͸ߦ੓จॻͷ͕ࣸ͠௨ৗ͸ࢴഔମͰఏڙ͞
ΕΔ͕ɺΦϯϥΠϯ΍$%30.౳ʹΑΓిࢠ
σʔλͰఏڙ͞ΕΔ৔߹΋͋Δɻ
ిࢠσʔλͷ৔߹Ͱ͋ͬͯ΋ɺσʔλܗࣜ͸จ
ॻઐ༻ιϑτͰ࡞੒͞Εͨ··ͷ΋ͷ͕ଟ͘ɺ
Ұൠతʹػց൑ಡੑ͸௿͍ɻ
࣌ؒ ϗʔϜϖʔδ΍ϙʔλϧαΠτ͔Βμ΢ϯϩʔ
υ͢ΔͨΊɺ΄ͱΜͲ͕͔͔࣌ؒΒͳ͍ɻ
։ܾࣔఆ͸։ࣔ੥ٻ͔ΒҰఆظؒʢ೔ͳ
ͲʣΛཁ͢ΔͨΊɺ৘ใͷೖखʹ࣌ؒΛཁ͢Δɻ
අ༻ ར༻ऀͷෛ୲ͳ͠ɻ ίϐʔ୅౳ͷ࣮අʹ͍ͭͯ͸ਃ੥ऀ͕ෛ୲͢Δ
஍ํެڞஂମ͕ଟ͘ɺίϐʔ౳Λ൐Θͳ͍Ӿཡ
ͷΈͰ͋ͬͯ΋අ༻Λ௃ऩ͢Δ஍ํެڞஂମ΋
͋Δɻ
खଓ͖ ϗʔϜϖʔδ΍ϙʔλϧαΠτͳͲΠϯλʔ
ωοτ্ʹެ։͞Ε͍ͯΔͨΊɺखଓ͖͸ෆཁɻ
Ͳ͔͜ΒͰ΋ɺ୭Ͱ΋ࣗ༝ʹར༻͢Δ͜ͱ͕Մ
ೳɻ
։ࣔͷ੥ٻͷ΄͔ɺ։ࣔͷํ๏΍৚ྫͰఆΊΒ
Ε͍ͯΔࣄ߲Λਃ͠ग़ΔͳͲͷखଓ͖͕ඞཁɻ
Ұ෦ͷ஍ํެڞஂମͰ͸ɺ֘౰஍Ҭͷॅຽ౳ʹ
ਃ੥Λݶఆ͍ͯ͠Δͱ͜Ζ͕͋Δɻ

View Slide

2016೥ɿ׭ຽσʔλ׆༻ਪਐجຊ๏ࢪߦ
→ࠃٴͼ࣏ࣗମ͸ΦʔϓϯσʔλʹऔΓ૊Ή͜ͱ͕ٛ຿෇͚ΒΕͨ
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

2020೥12݄ɿ੓෎σʔλઓུʹ͓͍ͯʮ٤
ۓʹऔΓ૊Ή͜ͱʯʹҐஔ෇͚ΒΕͨ
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

View Slide

ͦͷσʔλ͸
͋ͳͨͷࢲ෺
Ͱ͸ͳ͍
ͦͷσʔλͷՁ஋
ΛܾΊΔͷ͸
͋ͳͨͰ͸ͳ͍
ߦ੓͚ͩͰ
શ෦ରԠ
͠Α͏ͱ͠ͳ͍
ΦʔϓϯσʔλͰ
ݮΒ͢
Φʔϓϯσʔλ
͚ͩΛ
ਐΊΑ͏ͱ͠ͳ͍
໫Ͱ͸ͳ͘
ถ
Λఏڙ͠Α͏

View Slide

ͦͷσʔλͷ
Ձ஋ΛܾΊΔͷ͸
͋ͳͨͰ͸ͳ͍
2

View Slide

σʔλͷ૊Έ߹Θͤ͸৽ͨͳՁ஋ΛੜΉ
nαϯϑϥϯγείࢢͰ͸ɺҿ৯ళʹର࣮ͯ͠ࢪͨ͠อ݈Ӵੜݕࠪ
ͷ݁ՌΛσʔλͱͯ͠ެ։͍ͯ͠Δ
n:FMQ͸ͦΕΛαʔϏεʹऔΓࠐΈɺ l)FBMUI 4DPSFzͱͯ͠
఺ຬ఺ͷείΞʹม׵͠ɺ֤ҿ৯ళͷϨϏϡʔϖʔδʹදࣔ

View Slide

ӴੜείΞɿ
఺

View Slide

:FMQ͸ϢʔβʔʹΑΓ҆৺ɾ҆શΛಧ͚ΒΕΔ
αʔϏεΛఏڙՄೳʹ
௚ۙͷอ݈Ӵੜ
ݕࠪʹ͓͍ͯҧ൓
͕߲͋ͬͨ໨
:FMQͰ͸Ӵੜ؅ཧͷධՁͱͯ͠ l)FBMUI4DPSFzΛදࣔ

View Slide

αϯϑϥϯγείࢢ º :FMQ͔Βݟ͑Δ
σʔλ͕΋ͨΒࣾ͢ձมֵ
2022-05-30
΋͠αϯϑϥϯγείࢢ͕
Ӵੜௐࠪ݁ՌΛαΠτͰެද͍ͯ͠Δ
͚ͩͩͬͨΒʁ
Ұ෦ͷਓ͔͠ݟʹདྷͳ͍
΋͠:FMQ͕
ಠࣗʹҿ৯ళΛධՁ͢Δ
είΞΛ෇͚͍ͯͨΒʁ
ެฏੑ͕୲อ͞Εͳ͍
ڧΈɿҿ৯ళʹؔ͢Δ৘ใ͕๛෋Ͱɺ
ଟ͘ͷϢʔβ͕ू·Δ৔Λ͍࣋ͬͯΔ
ڧΈɿࢢຽͷ҆શΛकΔͨΊʹ࣮ࢪͨ͠ௐࠪ
݁Ռͱͯ͠ɺެฏͳσʔλΛఏڙͰ͖Δ
σʔλ͕ڞ༗͞ΕΔ͜ͱͰ
ʮ૊৫Λ௒͑ͯಘҙ෼໺Λ෼୲Ͱ͖Δࣾձʯ͕࣮ݱ

View Slide

۝୩মͷը૾
Φʔϓϯσʔλ
ʢೳඒࢢʣ
ੴ઒ݝೳඒࢢͰ͸۝୩ম
ͷը૾ΛΦʔϓϯσʔλ
ͱͯ͠ެ։
IUUQVMUSBBSUKQ T
৽ͨͳՁ஋ΛੜΉࣄྫ

View Slide

۝୩ম
Φʔϓϯσʔλ
Λ࢖ͬͨࢴࡼ
اըɾൢചɿגࣜձࣾϤγλ
σβΠϯϓϥϯχϯά
੡඼֓ཁɿ
௚ܘ18cm 6ຕೖΓ
550ԁ(੫ࠐ)
2019೥౓Φʔϓϯσʔλɾ
Ϗοάσʔλʹؔ͢Δ༏Εͨ
औΓ૊Έͷදজɿ࠷༏ल৆

View Slide

۝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

View Slide

ͦͷσʔλ͸
͋ͳͨͷࢲ෺
Ͱ͸ͳ͍
ͦͷσʔλͷՁ஋
ΛܾΊΔͷ͸
͋ͳͨͰ͸ͳ͍
ߦ੓͚ͩͰ
શ෦ରԠ
͠Α͏ͱ͠ͳ͍
ΦʔϓϯσʔλͰ
ݮΒ͢
Φʔϓϯσʔλ
͚ͩΛ
ਐΊΑ͏ͱ͠ͳ͍
໫Ͱ͸ͳ͘
ถ
Λఏڙ͠Α͏

View Slide

ߦ੓͚ͩͰ
શ෦ରԠ
͠Α͏ͱ͠ͳ͍
ʢ֎ͷਓͷྗΛ͏·͘आΓΔʣ
3

View Slide

Φʔϓϯσʔλͷҙٛ
ࠃຽࢀՃɾ׭ຽڠಇͷਪਐΛ௨ͨ͡
ॾ՝୊ͷղܾɺܦࡁ׆ੑԽ
ߦ੓ͷߴ౓Խɾޮ཰Խ
ಁ໌ੑɾ৴པͷ޲্
ʲग़యʳʮΦʔϓϯσʔλجຊࢦ਑ʯฏ੒೥݄೔

View Slide

ͳͥ׭ຽڠಇ͕ඞཁͳͷ͔ʁ
͜Ε·Ͱ͸ߦ੓͕ެڞαʔϏεӡӦͷओମͩͬͨ
ߦ੓ ॅຽ
੫ۚ
ެڞαʔϏε

View Slide

ͳͥ׭ຽڠಇ͕ඞཁͳͷ͔ʁ
੫ऩ͕ݮΔͱɺ͜Ε·Ͱ௨ΓͷެڞαʔϏε͸
ҡ࣋Ͱ͖ͳ͘ͳΔ
ߦ੓ ॅຽ
੫ۚ
ެڞαʔϏε

View Slide

׭ຽڠಇʹΑͬͯ஍ҬΛ࣋ଓՄೳʹ͢Δ
ߦ੓ ॅຽ
ެڞαʔϏε اۀɾݚڀػؔɾ
γϏοΫςοΫ
ߦ੓͕ಘҙͳ෦෼ɺ
ߦ੓ʹ͔͠Ͱ͖ͳ͍
෦෼ʹूத͢Δ
ຽ͕ؒಘҙͳͱ͜Ζ͸
ຽؒʹ೚ͤΔ
੫ۚ

View Slide

ΦʔϓϯσʔλʹΑͬͯɺ
૊৫Λ௒͑ͯಘҙ෼໺Λ෼୲Ͱ͖Δࣾձ ͕࣮ݱ͢Δ
ߦ੓ ॅຽ
੫ۚ
ެڞαʔϏε اۀɾݚڀػؔɾ
γϏοΫςοΫ
ߦ੓ͷ࣋ͭ৘ใΛ
ʮσʔλʯͱ͍͏
ڞ༗ʹదͨ͠ܗͰ
ຽؒʹ։์͢Δ
OPEN
DATA

View Slide

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

View Slide

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

View Slide

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

View Slide

;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

׭ຽڠಇͷࣄྫᶄ

View Slide

׭ຽڠಇͷࣄྫᶄɿ;BJN Θͨ͠ͷڅ෇ۚ
Φʔϓϯσʔλͷࣗಈऔಘͷ࢓૊ΈʹΑͬͯ
࠷৽৘ใͷ഑৴͕Մೳʹ
ʢϓϨεϦϦʔεهࣄΑΓʣ
ࠓޙ͸ΑΓଟ͘ͷ࣏ࣗମ
ͷެࣜ৘ใͱ࿈ܞ͠ɺͻͱΓ
ͻͱΓͷʮ஌Βͳ͔ͬͨʯ
ʮΘ͔Βͳ͔ͬͨʯΛͳ͘͢
ϓϥοτϑΥʔϜͱͯ͠
վमɾվળͯ͠·͍Γ·͢ɻ
IUUQT[BJNDPKQOFXTBSDIJWFT


View Slide

࣭໰ʹ౴͑Δ͚ͩͰࣗ
෼ʹ੍͋ͬͨ౓͕Θ͔
Δʮ$JWJDIBUʯ
n/ߴىۀ෦ͷߴ໦ढ़ี͞Μ
ͱଜాܓޜ͞Μ͕։ൃ
n࣭໰ʹ౴͍͚͑ͯͩ͘Ͱສ
छྨΛӽ͑Δத͔ΒϢʔβʔ
ʹͽͬͨΓͳ੍౓Λνϟοτ
ͰఏҊ
n୳͠ํ͕Θ͔Βͳ͍ɺࣗ෼
͕ର৅ऀͳͷ͔Θ͔Βͳ͍ɺ
ਃ੥ํ๏͕೉͍͠ͳͲͷ೰Έ
Λղܾ
ग़యɿ/ߴϓϨεϦ
Ϧʔε
https://nnn.ed.jp/news/blog/
archives/11586.html
׭ຽڠಇͷࣄྫᶅ

View Slide

ͦͷσʔλ͸
͋ͳͨͷࢲ෺
Ͱ͸ͳ͍
ͦͷσʔλͷՁ஋
ΛܾΊΔͷ͸
͋ͳͨͰ͸ͳ͍
ߦ੓͚ͩͰ
શ෦ରԠ
͠Α͏ͱ͠ͳ͍
ΦʔϓϯσʔλͰ
ݮΒ͢
Φʔϓϯσʔλ
͚ͩΛ
ਐΊΑ͏ͱ͠ͳ͍
໫Ͱ͸ͳ͘
ถ
Λఏڙ͠Α͏

View Slide

ΦʔϓϯσʔλͰ
ແବͳରԠίετ
ΛݮΒ͢
4

View Slide

1. ࠃຽࢀՃɾ׭ຽڠಇͷਪਐΛ௨ͨ͡
2. ߦ੓ͷߴ౓Խɾޮ཰Խ
3. ಁ໌ੑɾ৴པͷ޲্

View Slide

ࣄྫɿ৘ใެ։੥ٻͷܰݮʢ੩Ԭࢢʣ
n৘ใެ։੥ٻ݅਺ͷଟ͔ͬͨ
৯඼ӴੜڐՄʹؔ͢ΔσʔλΛ
Φʔϓϯσʔλͱͯ͠ެ։
n৘ใެ։੥ٻͷ݅਺͕ݮΓɺ
ۀ຿ෛ୲ͷܰݮʹ੒ޭ
೥ؒ
݅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

ࣄྫɿࢢຽ͔Βͷۤ৘ͷܰݮʢࡸߐࢢʣ
ࡸߐࢢͷόε͸߱ઇ
ʹΑΔ஗Ε౳͕͋Γɺ
ۤ৘͕ଟ͔ͬͨ
ٸͳόεͷ஗ΕͳͲʹ
΋ରԠ͠΍͘͢ͳΓɺ
ࢢຽ͔Βͷۤ৘͕ݮগ
όεͷҐஔ৘ใΛ
ΦʔϓϯσʔλԽɺ
ϦΞϧλΠϜ഑৴
ࢢຽ͕όεͷҐ
ஔ͕Θ͔Δ஍ਤ
ΞϓϦΛ࡞੒
૸ߦதͷόεͷ
ݱࡏ஍͕දࣔ͞ΕΔ
$$#:੓෎$*0ϙʔλϧʮΦʔϓϯσʔλʯΑΓʮࡸߐόεϞχλʔʯ IUUQTDJPHPKQPQFOEBUB

View Slide

ඪ४తͳόε৘ใ
ϑΥʔϚοτʹΑΔ
ެڞަ௨Φʔϓϯ
σʔλ
ࠃ౔ަ௨ল͕੔උͨ͠
ʮඪ४తͳόε৘ใϑΥʔ
Ϛοτʢ(5'4+1ʣʯͰ
όεࣄۀऀ͕Φʔϓϯσʔλ
Λެ։͢Δ͜ͱͰɺ෯޿͍
׆༻͕Մೳʹ
ग़యɿʮ (5'4+1ඪ४తͳόε৘ใϑΥʔϚοτʹΑΔ
ެڞަ௨Φʔϓϯσʔλ࠷৽ঢ়گʯҏ౻ণؽࢯʢ౦ژେֶ ੜ࢈ٕज़ݚڀॴʣ
IUUQTXXXSPTFO[VDPNOFUNJFSVCVTGPSNBU@QPTUFS@QEG

View Slide

483ࣄۀऀ
͕όε৘ใΛ
Φʔϓϯσʔλ
ͱͯ͠ඪ४ܗࣜ
Ͱެ։த
ग़యɿ (5'4+1ඪ४తͳόε৘ใ
ϑΥʔϚοτ ೥݄ݱࡏ
IUUQTXXXHUGTKQ

View Slide

׭ຽڠಇͷਐΊํͷҧ͍
แׅ࿈ܞڠఆܕͷ
׭ຽڠಇ
Φʔϓϯσʔλܕͷ
׭ຽڠಇ
ۚમతίετ େ খ
ίϛϡχέʔγϣϯ
ίετ
େ খ
࣮૷εϐʔυ ஗͍ ଎͍
ίϯτϩʔϧ ͋Δఔ౓ޮ͘ ޮ͔ͤͮΒ͍
࣋ଓੑ ߴ ௿
్தͰҠߦ͢Δέʔε΋

View Slide

໾ॴ಺෦ͷແବͳίϛϡχέʔγϣ
ϯίετͷ௿ݮʹ΋ͭͳ͕Δ
nσʔλͷॴࡏ͕෼͔Βͣ৭ʑͳ՝ʹ໰͍߹ΘͤˠΦʔϓϯσʔλͱͯ͠
ެ։͞Ε͍ͯΔ΋ͷΛऔಘͨ͠ํ͕ૣ͍
n௚઀σʔλͷఏڙΛґཔ͠ʹ͍ؔ͘܎ੑͷ՝ˠΦʔϓϯσʔλͱͯ͠ެ
։͞Ε͍ͯΔ΋ͷΛऔಘͨ͠ํ͕ૣ͍
nٞһ͞Μ͔Βͷ࣭໰ˠΦʔϓϯσʔλͰ։ࣔ͢Δ͜ͱͰจॻΑΓ΋٬؍
ੑΛ֬อͰ͖Δ

View Slide

ͦͷσʔλ͸
͋ͳͨͷࢲ෺
Ͱ͸ͳ͍
ͦͷσʔλͷՁ஋
ΛܾΊΔͷ͸
͋ͳͨͰ͸ͳ͍
ߦ੓͚ͩͰ
શ෦ରԠ
͠Α͏ͱ͠ͳ͍
ΦʔϓϯσʔλͰ
ݮΒ͢
Φʔϓϯσʔλ
͚ͩΛ
ਐΊΑ͏ͱ͠ͳ͍
໫Ͱ͸ͳ͘
ถ
Λఏڙ͠Α͏

View Slide

Φʔϓϯσʔλ
͚ͩΛ
ਐΊΑ͏ͱ͠ͳ͍
5

View Slide

1. ࠃຽࢀՃɾ׭ຽڠಇͷਪਐΛ௨ͨ͡
2. ߦ੓ͷߴ౓Խɾޮ཰Խ
3. ಁ໌ੑɾ৴པͷ޲্
ΦʔϓϯσʔλԽ
͢Δ࡞ۀͷ෼ɺ
࢓ࣄ͕૿͑ΔͷͰ͸ʜʁ

View Slide

ͦ΋ͦ΋
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

View Slide

޿ใۀ຿ͷ%9ʢਆށࢢʣ
nैདྷ͸ாථͰ޿ใࢴͷೖߘΛ؅ཧ͍ͯͨ͠
nۀ຿ϑϩʔΛݟ௚͠ɺΠϕϯτ৘ใΛ8FCϑΥʔϜʹೖྗ͢
Δ͚ͩͰɺ"1*ʹม׵͞Εɺೖߘ·ͰͷϫʔΫϑϩʔʹࣗಈ
࿈ܞ͢Δܗʹมߋ
nΠϕϯτ৘ใൃ৴αΠτʮ,0#&5PEBZʯΛ৽ઃ͠ɺ޿ใࢴ
ʹܝࡌ͖͠Εͳ͔ͬͨΠϕϯτ৘ใ΋ݕࡧՄೳʹ
nΠϕϯτ৘ใͷ"1*͸Φʔϓϯσʔλͱͯ͠ެ։

*API (Application Programming Interface)ɿ
ਓΛհͣ͞γεςϜಉ࢜Ͱ௚઀σʔλΛ΍ΓऔΓ͢Δͷʹ࠷దԽ͞Εͨ
σʔλܗࣜ
ग़యɿhttps://datashelf.jp/results/kobe
%9ͱΦʔϓϯσʔλͷࣄྫ

View Slide

؀ڥল
σʔλ
Ϛωδϝϯτ
ϙϦγʔ
σʔλϚωδϝϯτ
ͷ࣮ࢪͷҰ؀ͱͯ͠
ΦʔϓϯσʔλΛ
Ґஔ෇͚ͯਪਐ

ग़యɿhttps://www.env.go.jp/press/109431.html
σʔλϚωδϝϯτͱ
Φʔϓϯσʔλͷࣄྫ

View Slide

運⽤
設計・開発
利活⽤
戦略
⾏政における成果
（価値）の最⼤化
データ品質の維持・向上
継続的・組織的
に取り組む
σʔλϚωδϝϯτɿ
σʔλΛద੾ʹҡ࣋ɾ؅ཧ͢ΔͨΊͷऔΓ૊Έ
nۀ຿ʹ͓͍ͯσʔλΛ࠷େݶʹ
׆͔ͤΔঢ়ଶΛ࡞ΔͨΊͷऔΓ૊Έ
nͦͷঢ়ଶΛܧଓతʹҡ࣋͠ɺΑΓ
εςοϓΞοϓ͢Δ͜ͱΛ໨ࢦ͢
n໨ඪʹ޲͔ͬͯ׆ಈ͕ਐΊΒΕΔ
Α͏ʹɺ૊৫શମͷऔΓ૊Έͱͯ͠
Ґஔ෇͚Δ͜ͱ͕ॏཁ

View Slide

σʔλ
Ϛωδϝϯτ
࣮ફ
ΨΠυϒοΫ
n۩ମతͳ࡞ۀΛ࣮ࢪ͢Δ
ͨΊͷ֤छςϯϓϨʔτ
ʢௐࠪථαϯϓϧʣ΍
࡞੒ྫΛఏڙ
n੓෎૬ޓӡ༻ੑϑϨʔϜ
ϫʔΫʢ(*'ʣͷʮ࣮ફΨ
ΠυϒοΫʯͷ͏ͪͷͭ

ग़యɿ https://www.digital.go.jp/policies/data_strategy_government_interoperability_framework/
σʔλϚωδϝϯτΛ
ਐΊΔͨΊͷ͓໾ཱͪࢿྉ
①導⼊編 ②運⽤編
データマネジメント実施計画の
策定⼿順をガイド
データマネジメントの４つの
重点テーマ別に⼿順をガイド

View Slide

ͦͷσʔλ͸
͋ͳͨͷࢲ෺
Ͱ͸ͳ͍
ͦͷσʔλͷՁ஋
ΛܾΊΔͷ͸
͋ͳͨͰ͸ͳ͍
ߦ੓͚ͩͰ
શ෦ରԠ
͠Α͏ͱ͠ͳ͍
ΦʔϓϯσʔλͰ
ݮΒ͢
Φʔϓϯσʔλ
͚ͩΛ
ਐΊΑ͏ͱ͠ͳ͍
໫Ͱ͸ͳ͘
ถ
Λఏڙ͠Α͏

View Slide

໫Ͱ͸ͳ͘
ถΛఏڙ͠Α͏
6

View Slide

ΦʔϓϯσʔλΛѻ͏ΤϯδχΞ͕
ࠔ͍ͬͯΔʮ໫ถ໰୊ʯ
ݩͷσʔλʢ=ถʣͰ͸ͳ͘ɺ
ಛఆͷ໨తͷͨΊʹՃ޻͞Εͯ͠·ͬͨঢ়ଶͷσʔλʢ=໫ʣ͸
ඇৗʹѻ͍ͮΒ͍

View Slide

౦ژ౎
৽ܕίϩφ
΢Πϧεײછ঱
ରࡦαΠτ
IUUQTTUPQDPWJENFUS
PUPLZPMHKQ
౦ژ౎Ͱ։ൃ͞Εͨରࡦ
αΠτΛ͖͔͚ͬʹɺ
શࠃ֤஍ͷγϏοΫςοΫ
ஂମɾاۀɾݸਓʹΑͬͯ
֤஍Ҭ൛ͷରࡦαΠτ͕
্ཱ͕ͪͬͨ

View Slide

೥্݄०ɺ$07*%ରࡦαΠ
τΛ։ൃ͠ΦʔϓϯιʔεԽ
౦ژ౎
$PEFGPS
+BQBO
౦ژ౎ެࣜ
$07*%
ରࡦαΠτ
ҕୗ
σʔλఏڙ ։ൃ
֎෦ͷ
ΤϯδχΞ
ืू
։ൃڠྗ
Φʔϓϯιʔε
Φʔϓϯιʔεͱ͸
n ϓϩάϥϜͷιʔείʔυΛɺஅΓ
ͳ͠ʹࣗ༝ʹ࢖ͬͯྑ͍ͱ͍͏৚݅
Ͱ޿͘ެ։͢Δ͜ͱ
n ެ։͢Δ͜ͱͰɺ୭΋͕த਎Λ֬ೝ
͢Δ͜ͱ͕Ͱ͖ɺίϐʔͯࣗ͠෼ͷ
໨తʹ࠶ར༻͢Δ͜ͱ͕Ͱ͖Δ

View Slide

࣏ࣗମͱγϏοΫςοΫͷڞ૑ʹΑΓ
࣮ݱͨ͠৽ܕίϩφײછ঱ରࡦαΠτ

౎ಓ෎ݝ
ʹల։
ࢢ۠ொଜ
ˍւ֎

View Slide

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

View Slide

೥݄೔࣌఺ɺ
ΦʔϓϯσʔλԽରԠ౎ಓ෎ݝ͸൒਺௒

View Slide

Φʔϓϯσʔλͷ༗ແʹΑͬͯ
ରࡦαΠτߋ৽଎౓ʹେ͖ͳҧ͍͕ੜ͍ͯͨ͡
ʢ೥݄೔࣌఺ʣ
ߋ৽ఀࢭঢ়ଶͷ
αΠτ΍ɺ
ด࠯͞Εͨ
αΠτ΋

View Slide

Φʔϓϯσʔλͷఆٛ
ࠃɺ஍ํެڞஂମٴͼࣄۀऀ͕อ༗͢Δ׭ຽσʔλͷ͏ͪɺࠃຽ୭΋͕Πϯλʔωοτ౳Λ௨ͯ͡༰қ
ʹར༻ʢՃ޻ɺฤूɺ࠶഑෍౳ʣͰ͖ΔΑ͏ɺ࣍ͷ͍ͣΕͷ߲໨ʹ΋֘౰͢ΔܗͰެ։͞ΕͨσʔλΛ
Φʔϓϯσʔλͱఆٛ͢Δ
ʲग़యʳʮΦʔϓϯσʔλجຊࢦ਑ʯฏ੒೥݄೔
Ӧར໨తɺඇӦར໨తΛ໰Θͣ
ೋ࣍ར༻Մೳͳϧʔϧ͕ద༻͞Εͨ΋ͷ
ػց൑ಡʹదͨ͠΋ͷ
ແঈͰར༻Ͱ͖Δ΋ͷ

View Slide

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৔߹

View Slide

೥݄೔
౷ܭදʹ͓͚Δ
ػց൑ಡՄೳͳ
σʔλͷදهํ๏
ʢϧʔϧ੔උʣ
֤෎লʹ͓͍ͯ΋σʔλ
ͷػց൑ಡੑ޲্ͷରԠ
͕ਐΊΒΕ͍ͯΔ

View Slide

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
ग़యɿ
౷ܭදʹ͓͚Δػց൑ಡՄೳͳ
σʔλ࡞੒ʹؔ͢Δදهํ๏
ʢ೥݄೔ɺ૯຿লʣ
IUUQTXXXTPVNVHPKQN
BJO@DPOUFOUQEG

View Slide

දهϧʔϧͷྫᶃ
ηϧσʔλͱ͢Δ

View Slide

දهϧʔϧͷྫᶄ
ηϧͷ݁߹Λͤͣɺ֤ηϧʹೖྗ͢Δ
nηϧ݁߹͞Ε͍ͯ
Δͱɺฒ΂ସ͕͑Ͱ
͖ͳ͍ʢΤϥʔͱͳ
ΔʣɺάϥϑԽ͕Ͱ
͖ͳ͍ɺൣғબ୒͠
ʹ͍͘ɺίϐʔϖʔ
ετͰ͖ͳ͍౳ͷ໰
୊͕ൃੜ͢Δ
nߦ΍ྻ͚ͩऔΓ
ग़ͯ͠΋ɺͪΌΜͱ
ҙຯ͕௨͡Δܗʹ͢
Δ͜ͱ͕ϙΠϯτ

View Slide

දهϧʔϧͷྫᶅ
ମࡋΛ੔͑Δ໨తͰεϖʔε΍վߦ౳Λ༻͍ͳ͍

View Slide

ػց൑ಡੑ
ͷߴ͍
σʔλ࡞੒
ͷݪଇ
ݟͨ໨Λ੔͑ΔͨΊͷ
༨ܭͳ࡞ۀ͸͠ͳͯ͘0,ʂ
ػցʹͱͬͯͷಡΈ΍͢͞
Λ༏ઌ
ਓʹͱͬͯͷಡΈ΍͢͞͸ɺ
σʔλΛ࡞ͬͨޙͰରԠ

View Slide

εϚʔτγςΟʹ͸ػց൑ಡੑ
૬ޓӡ༻ੑͷߴ͍σʔλ͕ඞཁ
૬ޓӡ༻ੑͷ֬อ ͋ΒΏΔ෼໺ͷσʔλ͕ͭͳ͕͍ͬͯͯɺ
ඞཁʹͳͬͨΒ͙͢࢖͑Δঢ়ଶʹͳ͍ͬͯΔ͜ͱ

View Slide

ྫʣ͜Ͳ΋ʹؔ͢Δσʔλͷ࿈ܞ
ࢧԉ͕ඞཁͳ͜Ͳ΋Λൃݟ͢Δʹ͸༷ʑͳ૊৫ɾ෼໺ͷσʔλ͕ඞཁ
ग़యɿ͜Ͳ΋ʹؔ͢Δ֤छσʔλͷ࿈ܞʹΑΔࢧԉ࣮ূࣄۀʹ͍ͭͯʢྩ࿨೥݄ σδλϧிʣ

View Slide

̍ɽ҆৺ͯ͠σʔλ΍αʔϏεΛ࢖༻Ͱ͖Δτϥετʢ৴པੑʣͷ֬อ
̎ɽݟ͚ͭ΍͘͢ɺͭͳ͛΍͍͢σʔλ࿈ܞͷ࢓૊Έ
̏ɽଟ༷Ͱɺ඼࣭͕֬อ͞Εɺे෼ͳྔͷσʔλͷڙڅ
σʔλͷ૬ޓӡ༻ੑΛ֬อ͢Δʹ͸
ग़యɿ੓෎૬ޓӡ༻ੑϑϨʔϜϫʔΫʢ(*'ʣʢྩ࿨೥݄ σδλϧிʣ
IUUQTXXXEJHJUBMHPKQQPMJDJFTEBUB@TUSBUFHZ@HPWFSONFOU@JOUFSPQFSBCJMJUZ@GSBNFXPSL

View Slide

੓෎૬ޓӡ༻ੑ
ϑϨʔϜϫʔΫ
ʢ(*'ʣ
૬ޓӡ༻ੑͷߴ͍σʔλ
ͷઃܭΛαϙʔτ͢Δ
ͨΊͷٕज़υΩϡϝϯτ
͕ެ։͞Ε͍ͯΔ
ग़యɿ੓෎૬ޓӡ༻ੑϑϨʔϜϫʔΫʢ(*'ʣʢྩ࿨೥݄ σδλϧிʣ
IUUQTXXXEJHJUBMHPKQQPMJDJFTEBUB@TUSBUFHZ@HPWFSONFOU@JOUFSPQFSBCJMJUZ@GSBNFXPSL

View Slide

ͦͷσʔλ͸
͋ͳͨͷࢲ෺
Ͱ͸ͳ͍
ͦͷσʔλͷՁ஋
ΛܾΊΔͷ͸
͋ͳͨͰ͸ͳ͍
ߦ੓͚ͩͰ
શ෦ରԠ
͠Α͏ͱ͠ͳ͍
ΦʔϓϯσʔλͰ
ݮΒ͢
Φʔϓϯσʔλ
͚ͩΛ
ਐΊΑ͏ͱ͠ͳ͍
໫Ͱ͸ͳ͘
ถ
Λఏڙ͠Α͏

View Slide

ࢀߟਤॻɾࢿྉɾαΠτ౳

View Slide

σʔλΛར׆༻ͨ͠੓ࡦཱҊϓϩηεΛֶͼ͍ͨํ΁
σʔλ׆༻Ͱ஍ҬͷϛϥΠΛม͑Δʂ
՝୊ղܾͷ4UFQ
nҎ্ͷ࣏ࣗମ͕डߨͨ͠
σʔλར׆༻ݚम
lσʔλΞΧσϛʔz ͷ
ΤοηϯεΛ࡭ʹू໿
n೥݄ൃച
IUUQTTIPQHZPTFJKQQSPEVDUT
EFUBJM

View Slide

ਓʹʮ఻͑ΔʯͨΊͷσʔλՄࢹԽͷجૅΛԡ͍͑ͨ͞ํ΁
άϥϑΛͭ͘ΔલʹಡΉຊ
IUUQTXXXBNB[PODPKQEQSFGDN@TX@S@UX@EQ@6@Y@+H;O%C1/1"9/

View Slide

ޮՌతͳΞϯέʔτௐࠪͷख๏Λֶͼ͍ͨํ΁
ࣾձڭҭௐࠪϋϯυϒοΫ
nʮࣾձڭҭௐࠪʯͱ୊͞Ε͍ͯΔ͕ɺ
࣮ࡍ͸Ξϯέʔτௐࠪશൠʹ࢖͑Δߟ͑ํ΍
UJQT͕ղઆ͞Ε͍ͯΔ
nಛʹʮୈᶚ෦ ௐࠪථͷ࡞Γํʯ͸
ΞϯέʔτΛઃܭ͢Δํඞݟʂ
n1%'ͰແྉͰμ΢ϯϩʔυՄೳ
IUUQTXXXOJFSHPKQKJTTFODIPTBIBOECPPLIUN

View Slide

εϞʔϧελʔτͰΦʔϓϯσʔλΛ࢝Ί͍ͨํ΁
0QFO1IPUPʢΦʔϓϯϑΥτʣ
nࣸਅͷΦʔϓϯσʔλԽΛαϙʔτ
͢ΔϑΥτΫϥ΢υαʔϏε
n࣏ࣗମ͸5#·ͰແঈͰར༻Մೳ
nશࠃ࣏ࣗମͰಋೖ࣮੷
ʢࣨའࢢɺԣ඿ࢢɺੜۨࢢɺFUDʣ
IUUQTPQFOQIPUPKQ

View Slide

ݸਓ৘ใͷऔΓѻ͍ʹෆ҆Λ͓࣋ͪͷํ΁
ݸਓ৘ใΛؚΉσʔλ׆༻ݕ౼ͷͨΊͷϫʔΫγʔτ
n૯຿লʮ஍ํެڞஂମʹ͓͚Δσʔλ
ར׆༻ΨΠυϒοΫʯͷ෇࿥ͱͯ͠ެ։
͞Ε͍ͯΔ
nݸਓ৘ใΛؚΉσʔλ׆༻Λݕ౼͢Δࡍ
ʹɺ֬ೝ͢΂͖ࣄ߲ͱखॱΛ੔ཧ͢ΔͨΊ
ͷ࣮ફతͳϫʔΫγʔτ
nઍ༿ࢢͱඣ࿏ࢢͰͷ࣮ূͷࡍͷݕ౼ྫ͕
ܝࡌ͞Ε͍ͯΔ
IUUQXXXTPVNVHPKQNFOV@TFJTBLV
JDUTFJTBLVJDUSJZPVCJHEBUBIUNM

View Slide

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

View Slide

Ұൠࣾஂ๏ਓϦϯΫσʔλ
୅දཧࣄ Լࢁ ࣿ୅ࢠ
Email: [email protected]
ຊࢿྉʹؔ͢Δ࣭͝໰ɾ͝ҙݟ΍ɺ
σʔλ׆༻ݚमɾϫʔΫγϣοϓ։࠵ͷ͝૬ஊͳͲ͸
ͪ͜Β΁͓د͍ͤͩ͘͞ɻ

View Slide

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

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

Sayoko Shimoyama

More Decks by Sayoko Shimoyama

Other Decks in Technology

Featured

Transcript