|
View: |
Part 1: Document Description
|
|
Citation |
|
|---|---|
|
Title: |
Mapping Public Urban Green Spaces based on OpenStreetMap and Sentinel-2 imagery using Belief Functions: Data and Source Code |
|
Identification Number: |
doi:10.11588/data/UYSAA5 |
|
Distributor: |
heiDATA |
|
Date of Distribution: |
2020-12-15 |
|
Version: |
1 |
|
Bibliographic Citation: |
Ludwig, Christina; Hecht, Robert; Lautenbach, Sven; Schorcht, Martin; Zipf, Alexander, 2020, "Mapping Public Urban Green Spaces based on OpenStreetMap and Sentinel-2 imagery using Belief Functions: Data and Source Code", https://doi.org/10.11588/data/UYSAA5, heiDATA, V1, UNF:6:+pceldpLQoaQQqPk4/t1VQ== [fileUNF] |
|
Citation |
|
|
Title: |
Mapping Public Urban Green Spaces based on OpenStreetMap and Sentinel-2 imagery using Belief Functions: Data and Source Code |
|
Identification Number: |
doi:10.11588/data/UYSAA5 |
|
Authoring Entity: |
Ludwig, Christina (GIScience Research Group, Institute of Geography, Heidelberg University, Germany) |
|
Hecht, Robert (Leibniz Institute of Ecological Urban and Regional Development, Dresden, Germany) |
|
|
Lautenbach, Sven (Heidelberg Institute for Geoinformation Technology (HeiGIT) gGmbH at Heidelberg University, Heidelberg, Germany) |
|
|
Schorcht, Martin (Leibniz Institute of Ecological Urban and Regional Development, Dresden, Germany) |
|
|
Zipf, Alexander (GIScience Research Group, Institute of Geography, Heidelberg University, Germany) |
|
|
Producer: |
Ludwig, Christina |
|
Distributor: |
heiDATA |
|
Access Authority: |
Ludwig, Christina |
|
Date of Deposit: |
2020-11-30 |
|
Holdings Information: |
https://doi.org/10.11588/data/UYSAA5 |
|
Study Scope |
|
|
Keywords: |
Earth and Environmental Sciences, OpenStreetMap; volunteered geographic information; remote sensing; data fusion; land use; Dempster-Shafer theory; urban areas |
|
Abstract: |
Public urban green spaces are important for the urban quality of life. Still, comprehensive open data sets on urban green spaces are not available for most cities. As open and globally available data sets the potential of Sentinel-2 satellite imagery and OpenStreetMap (OSM) data for urban green space mapping is high but limited due to their respective uncertainties. Sentinel-2 imagery cannot distinguish public from private green spaces and its spatial resolution of 10 meters fails to capture fine-grained urban structures, while in OSM green spaces are not mapped consistently and with the same level of completeness everywhere. To address these limitations we propose to fuse these data sets under explicit consideration of their uncertainties. The Sentinel-2 derived Normalized Difference Vegetation Index was fused with OSM data using the Dempster-Shafer theory to enhance the detection of small vegetated areas. The distinction between public and private green spaces was achieved using a Bayesian hierarchical model and OSM data. The analysis was performed based on land use parcels derived from OSM data and tested for the city of Dresden, Germany. The overall accuracy of the final map of public urban green spaces was 95\%, which was mainly influenced by the uncertainty of the public accessibility model. |
|
Methodology and Processing |
|
|
Sources Statement |
|
|
Data Access |
|
|
Other Study Description Materials |
|
|
Related Publications |
|
|
Citation |
|
|
Title: |
[please enter publication data here] |
|
Bibliographic Citation: |
[please enter publication data here] |
|
File Description--f4387 |
|
|
File: dresden_greenness_osm_tags.tab |
|
|
|
|
Notes: |
UNF:6:R9xKb1PTPBI2boedRR1vdg== |
|
File Description--f4375 |
|
|
File: dresden_green_osm.tab |
|
|
|
|
Notes: |
UNF:6:cZiTl/g97A897T5q1sh4uQ== |
|
File Description--f4418 |
|
|
File: dresden_green_s2.tab |
|
|
|
|
Notes: |
UNF:6:/+p1BClY9nUJkb1wpOgrBw== |
|
File Description--f4451 |
|
|
File: dresden_green_s2_osm.tab |
|
|
|
|
Notes: |
UNF:6:w6Sgi00vnPYNhYgb311z5A== |
|
File Description--f4411 |
|
|
File: dresden_green_vhr.tab |
|
|
|
|
Notes: |
UNF:6:h4M/ti7/k9hpu3mSJfkr5w== |
|
File Description--f4399 |
|
|
File: osm_green_grass.tab |
|
|
|
|
Notes: |
UNF:6:dGWCJJjZy6AdsyRDITuTuw== |
|
File Description--f4419 |
|
|
File: s2_osm_green_grass.tab |
|
|
|
|
Notes: |
UNF:6:Bze9Qu8pR9lmo0KPjlu+aA== |
|
File Description--f4431 |
|
|
File: vhr_green_grass.tab |
|
|
|
|
Notes: |
UNF:6:0ghc/0HLml6GXu5ZVMmWqw== |
|
File Description--f4429 |
|
|
File: dresden_public.tab |
|
|
|
|
Notes: |
UNF:6:/htKma1TbRYBIkQdF4SYXQ== |
|
File Description--f4389 |
|
|
File: test_greenness_osm_tags.tab |
|
|
|
|
Notes: |
UNF:6:pat/UQBuSREmZCe3S1tmzg== |
|
File Description--f4444 |
|
|
File: test_green_osm.tab |
|
|
|
|
Notes: |
UNF:6:v0MsOrr6DF10kX22FkPQ2Q== |
|
File Description--f4406 |
|
|
File: test_green_s2.tab |
|
|
|
|
Notes: |
UNF:6:lVZ05wp+Xbl7Re9qSn4FsQ== |
|
File Description--f4440 |
|
|
File: test_green_vhr.tab |
|
|
|
|
Notes: |
UNF:6:EPIYN87+7qE/2iUtYLUcQg== |
|
List of Variables: |
|
|
Variables |
|
|
f4387 Location: |
Variable Format: character Notes: UNF:6:bYXfpOjKiemwXEDUI4NldQ== |
|
f4387 Location: |
Summary Statistics: StDev 0.3210273766346091; Min. 0.0; Max. 0.99; Mean 0.46793650793650793; Valid 63.0 Variable Format: numeric Notes: UNF:6:HD63yhQGAbFQFwma9YSSHw== |
|
f4387 Location: |
Summary Statistics: Valid 63.0; Max. 1.0; StDev 0.3001551058329738; Min. 0.0; Mean 0.32857142857142857; Variable Format: numeric Notes: UNF:6:c/McqNuk4vo1+S9sYY8hPg== |
|
f4387 Location: |
Summary Statistics: Max. 0.5; Valid 63.0; StDev 0.1133672127909825; Mean 0.2034920634920635; Min. 0.0 Variable Format: numeric Notes: UNF:6:pTuPzp4HhuYkOH/bNLLh3Q== |
|
f4387 Location: |
Summary Statistics: Mean 4154.269841269844; Valid 63.0; StDev 8751.007042890604; Min. 1.0; Max. 53776.0; Variable Format: numeric Notes: UNF:6:vlYeXDCqVA8MCB3m661G0g== |
|
f4375 Location: |
Variable Format: character Notes: UNF:6:zt/dxCc2h/zzeyZlOJ4//w== |
|
f4375 Location: |
Summary Statistics: Mean 0.10132024027604897; StDev 0.20178670920565323; Valid 23473.0; Max. 0.99; Min. 0.0 Variable Format: numeric Notes: UNF:6:c6t3c/wMtqmbLZ4sNCLvOg== |
|
f4375 Location: |
Summary Statistics: Min. 0.0; StDev 0.2644777055119267; Mean 0.7492872662207948; Valid 23473.0; Max. 1.0; Variable Format: numeric Notes: UNF:6:jHRx1/mvWq94jdHHN30wvA== |
|
f4375 Location: |
Summary Statistics: Mean 0.14939249350317566; Min. 0.0; Max. 1.0; Valid 23473.0; StDev 0.15032595477428282; Variable Format: numeric Notes: UNF:6:Bfxi896m/fGlmIe8sgqlFw== |
|
f4418 Location: |
Variable Format: character Notes: UNF:6:zt/dxCc2h/zzeyZlOJ4//w== |
|
f4418 Location: |
Summary Statistics: Min. 0.0; Valid 23473.0; StDev 0.2075001464772323; Mean 0.07774677288799518; Max. 1.0 Variable Format: numeric Notes: UNF:6:AOBsrQPP0p6iUdyvUJ3eXA== |
|
f4418 Location: |
Summary Statistics: Mean 0.18782899501555525; Min. 0.0; Valid 23473.0; StDev 0.33939124383723246; Max. 1.0 Variable Format: numeric Notes: UNF:6:16x8HnFa1IZLixBoIYLADA== |
|
f4418 Location: |
Summary Statistics: StDev 0.3823939122197115; Max. 1.0; Mean 0.7344242320964549; Min. 0.0; Valid 23473.0 Variable Format: numeric Notes: UNF:6:E62uv9PNCUDnv0KiIGxAKA== |
|
f4451 Location: |
Variable Format: character Notes: UNF:6:zt/dxCc2h/zzeyZlOJ4//w== |
|
f4451 Location: |
Summary Statistics: StDev 0.24945214595726173; Max. 1.0; Valid 23473.0; Mean 0.11943801672763583; Min. 0.0 Variable Format: numeric Notes: UNF:6:r7B6KQoVuMTW64QDxfDMdg== |
|
f4451 Location: |
Summary Statistics: Max. 1.0; Min. 0.0; Mean 0.7805580883627168; Valid 23473.0; StDev 0.26632384366102024; Variable Format: numeric Notes: UNF:6:miP7TY8zjwXATD5MM0qAgw== |
|
f4451 Location: |
Summary Statistics: StDev 0.09401607886435874; Valid 23473.0; Min. 0.0; Max. 1.0; Mean 0.10000389490963912 Variable Format: numeric Notes: UNF:6:HlcIuomUXrehCByMbScDOQ== |
|
f4411 Location: |
Variable Format: character Notes: UNF:6:zt/dxCc2h/zzeyZlOJ4//w== |
|
f4411 Location: |
Summary Statistics: StDev 0.22847634815534987; Min. 0.0; Mean 0.12364674306650447; Valid 23473.0; Max. 1.0; Variable Format: numeric Notes: UNF:6:8U91ok7/aQG3aS3RPBh6UQ== |
|
f4411 Location: |
Summary Statistics: Max. 1.0; Min. 0.0; Valid 23473.0; Mean 0.7201985259660054; StDev 0.2794787480403455 Variable Format: numeric Notes: UNF:6:ubJy3k96sDVl1u+minv3hg== |
|
f4411 Location: |
Summary Statistics: Valid 23473.0; Min. 0.0; Mean 0.15615473096749452; Max. 1.0; StDev 0.11989406928652416 Variable Format: numeric Notes: UNF:6:42LL2cYPfjy4E4dkPAJ2AA== |
|
f4399 Location: |
Variable Format: character Notes: UNF:6:98cagSa8lyTgarD8WTxGLg== |
|
f4399 Location: |
Summary Statistics: Min. 0.0; StDev 0.35230370065019384; Mean 0.44634285714285715; Max. 0.97; Valid 525.0 Variable Format: numeric Notes: UNF:6:D2ZiVL8sDdgFHOWki0bq7Q== |
|
f4399 Location: |
Summary Statistics: StDev 0.14255254695770772; Max. 0.87; Min. 0.0; Mean 0.09561904761904763; Valid 525.0 Variable Format: numeric Notes: UNF:6:BvOMqjbyAWyn1+7HljIHGQ== |
|
f4399 Location: |
Summary Statistics: Max. 1.0; Min. 0.02; Mean 0.45803809523809524; StDev 0.38060337602771327; Valid 525.0 Variable Format: numeric Notes: UNF:6:HdMrxCqVmqGCozxjaIIIVw== |
|
f4399 Location: |
Summary Statistics: StDev 0.38060337602771327; Max. 1.0; Min. 0.020000000000000018; Valid 525.0; Mean 0.4580380952380953 Variable Format: numeric Notes: UNF:6:HdMrxCqVmqGCozxjaIIIVw== |
|
f4399 Location: |
Summary Statistics: StDev 0.38060337602771327; Min. 0.019999999999999997; Valid 525.0; Max. 1.0; Mean 0.4580380952380953; Variable Format: numeric Notes: UNF:6:HdMrxCqVmqGCozxjaIIIVw== |
|
f4399 Location: |
Summary Statistics: Min. 0.08499999999999999; StDev 0.18974938895040505; Valid 525.0; Mean 0.6753619047619048; Max. 0.98; Variable Format: numeric Notes: UNF:6:XU+EEx6K/FtA8Q7yiViTOg== |
|
f4399 Location: |
Summary Statistics: Valid 525.0; Max. 0.915; Mean 0.3246380952380952; Min. 0.02; StDev 0.18974938895040508 Variable Format: numeric Notes: UNF:6:01gYOpGb7nc/I52VirMZ9Q== |
|
f4399 Location: |
Variable Format: character Notes: UNF:6:O82wLuCDB6hElkJoRPrwtA== |
|
f4419 Location: |
Variable Format: character Notes: UNF:6:98cagSa8lyTgarD8WTxGLg== |
|
f4419 Location: |
Summary Statistics: Min. 0.0; Mean 0.478527913639641; Max. 1.0; Valid 525.0; StDev 0.36604435325061163; Variable Format: numeric Notes: UNF:6:lz+UDn9JYYwaNsGM3M+dmw== |
|
f4419 Location: |
Summary Statistics: Max. 1.0; Valid 525.0; Mean 0.12436762455920611; StDev 0.20327743537300347; Min. 0.0; Variable Format: numeric Notes: UNF:6:hd7BWqwb98j676BLVPFxsQ== |
|
f4419 Location: |
Summary Statistics: StDev 0.3793225523620895; Valid 525.0; Max. 1.0; Mean 0.39710446180115294; Min. 0.0; Variable Format: numeric Notes: UNF:6:cfPiXv/w5rcJ/oT/AMuMZQ== |
|
f4419 Location: |
Summary Statistics: Valid 525.0; Mean 0.39710446180115294; StDev 0.3793225523620895; Min. 0.0; Max. 1.0 Variable Format: numeric Notes: UNF:6:cfPiXv/w5rcJ/oT/AMuMZQ== |
|
f4419 Location: |
Summary Statistics: Min. 0.0; Mean 0.39710446180115294; Valid 525.0; Max. 1.0; StDev 0.3793225523620895; Variable Format: numeric Notes: UNF:6:cfPiXv/w5rcJ/oT/AMuMZQ== |
|
f4419 Location: |
Summary Statistics: Max. 1.0; Mean 0.6770801445402175; Min. 0.0; Valid 525.0; StDev 0.22734047694288773 Variable Format: numeric Notes: UNF:6:Ji5F+LmsCRq11rKWHoRPNw== |
|
f4419 Location: |
Summary Statistics: Valid 525.0; Mean 0.3229198554597826; Min. 0.0; StDev 0.2273404769428877; Max. 1.0; Variable Format: numeric Notes: UNF:6:7RUV1efGf67Gvsq4GevnIg== |
|
f4419 Location: |
Variable Format: character Notes: UNF:6:Nete9jvARImA/oCyATtahQ== |
|
f4431 Location: |
Variable Format: character Notes: UNF:6:98cagSa8lyTgarD8WTxGLg== |
|
f4431 Location: |
Summary Statistics: Max. 1.0; StDev 0.3214415401883107; Valid 525.0; Mean 0.40495238095238095; Min. 0.0 Variable Format: numeric Notes: UNF:6:lDlLsqA5d1fUlia7HHFV8w== |
|
f4431 Location: |
Summary Statistics: StDev 0.34940052207650707; Valid 525.0; Max. 1.0; Min. 0.0; Mean 0.3999809523809524 Variable Format: numeric Notes: UNF:6:rZmWLNzV+dlPP/iFkaEbeg== |
|
f4431 Location: |
Summary Statistics: Min. 0.0; Max. 0.5; Mean 0.19506666666666667; StDev 0.11980520661393075; Valid 525.0 Variable Format: numeric Notes: UNF:6:9mL6aDvPEBFP10fGXUK3lA== |
|
f4431 Location: |
Summary Statistics: StDev 0.11980520661393074; Mean 0.19506666666666667; Max. 0.5; Min. 0.0; Valid 525.0 Variable Format: numeric Notes: UNF:6:9mL6aDvPEBFP10fGXUK3lA== |
|
f4431 Location: |
Summary Statistics: StDev 0.11980520661393075; Max. 0.5; Valid 525.0; Min. 0.0; Mean 0.19506666666666667 Variable Format: numeric Notes: UNF:6:9mL6aDvPEBFP10fGXUK3lA== |
|
f4431 Location: |
Summary Statistics: Max. 1.0; Min. 0.0; Valid 525.0; Mean 0.5024857142857143; StDev 0.3303246469914603; Variable Format: numeric Notes: UNF:6:1YiBP4Hq1flSqnN9Hvgz2g== |
|
f4431 Location: |
Summary Statistics: Max. 1.0; Mean 0.49751428571428574; StDev 0.33032464699146025; Valid 525.0; Min. 0.0 Variable Format: numeric Notes: UNF:6:n3Bd+SBSb9RzCCYxYde35w== |
|
f4431 Location: |
Variable Format: character Notes: UNF:6:4At+D0aEaObk0p8RO6Xr1g== |
|
f4429 Location: |
Variable Format: character Notes: UNF:6:ZNITriDpDK/+UBYivNMPRQ== |
|
f4429 Location: |
Summary Statistics: Valid 23463.0; StDev 0.17028370072156884; Min. 0.0; Mean 0.319755353318937; Max. 1.0 Variable Format: numeric Notes: UNF:6:K3cMp4c//PrQ1K7RWjZTFw== |
|
f4429 Location: |
Summary Statistics: Max. 0.9900000095367432; Mean 0.5704798988453501; Valid 23463.0; StDev 0.17083497306898943; Min. 0.0 Variable Format: numeric Notes: UNF:6:2GJ0XCk+p9wSj/kXCzNzCw== |
|
f4429 Location: |
Summary Statistics: Valid 23463.0; Max. 0.58; StDev 0.05447297159907726; Mean 0.1097647359672676; Min. 0.0 Variable Format: numeric Notes: UNF:6:8sRAllehe9LArTKVodpIqg== |
|
f4389 Location: |
Variable Format: character Notes: UNF:6:bYXfpOjKiemwXEDUI4NldQ== |
|
f4389 Location: |
Summary Statistics: StDev 0.27886383098545436; Max. 1.0; Valid 24.0; Min. 0.0; Mean 0.36458333333333337; Variable Format: numeric Notes: UNF:6:A/a0uIomn/g8g/LGP9j/CA== |
|
f4389 Location: |
Summary Statistics: Valid 24.0; StDev 0.2882854739537766; Max. 0.93; Mean 0.4004166666666667; Min. 0.0 Variable Format: numeric Notes: UNF:6:dP1fFzlCvtpPnaYQjp8WyQ== |
|
f4389 Location: |
Summary Statistics: Valid 24.0; Max. 0.46; Mean 0.23500000000000001; Min. 0.0; StDev 0.11005927256828872 Variable Format: numeric Notes: UNF:6:ZAzktZfoa1V4tqUmqooVjA== |
|
f4389 Location: |
Summary Statistics: Min. 0.0; StDev 749.5082197204854; Valid 63.0; Mean 255.76190476190487; Max. 4643.0 Variable Format: numeric Notes: UNF:6:LZYadnhREPuinmuxaJhNtQ== |
|
f4444 Location: |
Variable Format: character Notes: UNF:6:/JJIuFDz331wFOLGvV2ESg== |
|
f4444 Location: |
Summary Statistics: StDev 0.1611933148821596; Min. 0.0; Max. 1.0; Valid 1201.0; Mean 0.08134054954204832 Variable Format: numeric Notes: UNF:6:tvU2Una4PMqqqOPWuB/2Dw== |
|
f4444 Location: |
Summary Statistics: Min. 0.0; StDev 0.28138262845635253; Mean 0.7649375520399692; Max. 0.93; Valid 1201.0 Variable Format: numeric Notes: UNF:6:CDg5lXk+XJOVNgwnsfEd2Q== |
|
f4444 Location: |
Summary Statistics: Mean 0.15372189841798467; StDev 0.1977887406512091; Min. 0.0; Valid 1201.0; Max. 1.0 Variable Format: numeric Notes: UNF:6:yccb+yDKM/tJwqtIryBFWg== |
|
f4406 Location: |
Variable Format: character Notes: UNF:6:/JJIuFDz331wFOLGvV2ESg== |
|
f4406 Location: |
Summary Statistics: Valid 1202.0; Min. 0.0; StDev 0.1847509045721749; Mean 0.07244592346089919; Max. 1.0 Variable Format: numeric Notes: UNF:6:MOxoeOfcwrS3F0XlKSwBjQ== |
|
f4406 Location: |
Summary Statistics: Mean 0.3144925124792015; Valid 1202.0; StDev 0.407187649872473; Max. 1.0; Min. 0.0; Variable Format: numeric Notes: UNF:6:Dikpqbh4wJUr6/go3908iQ== |
|
f4406 Location: |
Summary Statistics: Mean 0.6130615640599; Min. 0.0; Valid 1202.0; Max. 1.0; StDev 0.4197328096666091; Variable Format: numeric Notes: UNF:6:OIie8NaQQMAYs98rZkxbJA== |
|
f4440 Location: |
Variable Format: character Notes: UNF:6:/JJIuFDz331wFOLGvV2ESg== |
|
f4440 Location: |
Summary Statistics: Min. 0.0; StDev 0.1931536883276222; Mean 0.09975041597337837; Valid 1202.0; Max. 0.97; Variable Format: numeric Notes: UNF:6:pny+UjqaSP2C75whIJB/QA== |
|
f4440 Location: |
Summary Statistics: Valid 1202.0; StDev 0.26155760969906733; Mean 0.7883361064891847; Max. 1.0; Min. 0.0; Variable Format: numeric Notes: UNF:6:5gkEk2laqU15GNqMc9zRSw== |
|
f4440 Location: |
Summary Statistics: Max. 1.0; Valid 1202.0; Min. 0.0; StDev 0.11892594201847823; Mean 0.11191347753743762 Variable Format: numeric Notes: UNF:6:/qTdxf6AZdr3nz/lYxhjiQ== |
|
Label: |
environment.yml |
|
Notes: |
application/octet-stream |
|
Label: |
environment_all_versions.yml |
|
Notes: |
application/octet-stream |
|
Label: |
environment_versions.yml |
|
Notes: |
application/octet-stream |
|
Label: |
README.md |
|
Notes: |
text/markdown |
|
Label: |
config.json |
|
Notes: |
application/json |
|
Label: |
landusepolygon_samples.geojson |
|
Notes: |
application/octet-stream |
|
Label: |
landuse_polygons.geojson |
|
Notes: |
application/octet-stream |
|
Label: |
dresden_public_green_spaces.geojson |
|
Notes: |
application/octet-stream |
|
Label: |
conflict.geojson |
|
Notes: |
application/octet-stream |
|
Label: |
diff_green_grey.geojson |
|
Notes: |
application/octet-stream |
|
Label: |
dresden_ndvi_s2.tif |
|
Notes: |
image/tiff |
|
Label: |
dresden_sentinel2_scenes.json |
|
Notes: |
application/json |
|
Label: |
ndvi_aerial_samples.txt.gz |
|
Notes: |
application/gzip |
|
Label: |
ndvi_sentinel2_samples.txt.gz |
|
Notes: |
application/gzip |
|
Label: |
ndvi_vhr_samples.txt.gz |
|
Notes: |
application/gzip |
|
Label: |
dresden_context_indicators.geojson |
|
Notes: |
application/octet-stream |
|
Label: |
dresden_public.geojson |
|
Notes: |
application/octet-stream |
|
Label: |
metadata.json |
|
Notes: |
application/json |
|
Label: |
samples.npz |
|
Notes: |
application/octet-stream |
|
Label: |
metadata.json |
|
Notes: |
application/json |
|
Label: |
samples.npz |
|
Notes: |
application/octet-stream |
|
Label: |
metadata.json |
|
Notes: |
application/json |
|
Label: |
samples.npz |
|
Notes: |
application/octet-stream |
|
Label: |
metadata.json |
|
Notes: |
application/json |
|
Label: |
samples.npz |
|
Notes: |
application/octet-stream |
|
Label: |
metadata.json |
|
Notes: |
application/json |
|
Label: |
samples.npz |
|
Notes: |
application/octet-stream |
|
Label: |
metadata.json |
|
Notes: |
application/json |
|
Label: |
samples.npz |
|
Notes: |
application/octet-stream |
|
Label: |
metadata.json |
|
Notes: |
application/json |
|
Label: |
samples.npz |
|
Notes: |
application/octet-stream |
|
Label: |
metadata.json |
|
Notes: |
application/json |
|
Label: |
samples.npz |
|
Notes: |
application/octet-stream |
|
Label: |
metadata.json |
|
Notes: |
application/json |
|
Label: |
samples.npz |
|
Notes: |
application/octet-stream |
|
Label: |
metadata.json |
|
Notes: |
application/json |
|
Label: |
samples.npz |
|
Notes: |
application/octet-stream |
|
Label: |
metadata.json |
|
Notes: |
application/json |
|
Label: |
samples.npz |
|
Notes: |
application/octet-stream |
|
Label: |
metadata.json |
|
Notes: |
application/json |
|
Label: |
samples.npz |
|
Notes: |
application/octet-stream |
|
Label: |
metadata.json |
|
Notes: |
application/json |
|
Label: |
samples.npz |
|
Notes: |
application/octet-stream |
|
Label: |
metadata.json |
|
Notes: |
application/json |
|
Label: |
samples.npz |
|
Notes: |
application/octet-stream |
|
Label: |
metadata.json |
|
Notes: |
application/json |
|
Label: |
samples.npz |
|
Notes: |
application/octet-stream |
|
Label: |
metadata.json |
|
Notes: |
application/json |
|
Label: |
samples.npz |
|
Notes: |
application/octet-stream |
|
Label: |
test_ndvi_s2.tif |
|
Notes: |
image/tiff |
|
Label: |
test_sentinel2_scenes.json |
|
Notes: |
application/json |
|
Label: |
test_context_indicators.geojson |
|
Notes: |
application/octet-stream |
|
Label: |
accuracy_vs_uncertainty.pdf |
|
Notes: |
application/pdf |
|
Label: |
deviation_belief_6.pdf |
|
Notes: |
application/pdf |
|
Label: |
green_bpa.pdf |
|
Notes: |
application/pdf |
|
Label: |
osm_tag_greenness.pdf |
|
Notes: |
application/pdf |
|
Label: |
public_bpa.pdf |
|
Notes: |
application/pdf |
|
Label: |
public_compareplot.pdf |
|
Notes: |
application/pdf |
|
Label: |
public_forestplot_alpha.pdf |
|
Notes: |
application/pdf |
|
Label: |
public_green_belief_detail.pdf |
|
Notes: |
application/pdf |
|
Label: |
public_green_space_map.jpg |
|
Notes: |
image/jpeg |
|
Label: |
01_Greenness_Basic_Probability_Assignment.ipynb |
|
Notes: |
application/x-ipynb+json |
|
Label: |
02_Greenness_Fusion_and_Validation.ipynb |
|
Notes: |
application/x-ipynb+json |
|
Label: |
03_Public_Accessibility_Model.ipynb |
|
Notes: |
application/x-ipynb+json |
|
Label: |
04_Green_Public_Fusion.ipynb |
|
Notes: |
application/x-ipynb+json |
|
Label: |
utils.py |
|
Notes: |
text/x-python |
|
Label: |
main.py |
|
Notes: |
text/x-python |
|
Label: |
__init__.py |
|
Notes: |
text/x-python |
|
Label: |
greenness_imagery.py |
|
Notes: |
text/x-python |
|
Label: |
greenness_osm.py |
|
Notes: |
text/x-python |
|
Label: |
ndvi_s2.py |
|
Notes: |
text/x-python |
|
Label: |
__init__.py |
|
Notes: |
text/x-python |
|
Label: |
clients.py |
|
Notes: |
text/x-python |
|
Label: |
exceptions.py |
|
Notes: |
text/x-python |
|
Label: |
response.py |
|
Notes: |
text/x-python |
|
Label: |
utils.py |
|
Notes: |
text/x-python |
|
Label: |
__init__.py |
|
Notes: |
text/x-python |
|
Label: |
test_client.py |
|
Notes: |
text/x-python |
|
Label: |
test_utils.py |
|
Notes: |
text/x-python |
|
Label: |
__init__.py |
|
Notes: |
text/x-python |
|
Label: |
context_indicators.py |
|
Notes: |
text/x-python |
|
Label: |
__init__.py |
|
Notes: |
text/x-python |
|
Label: |
general.py |
|
Notes: |
text/x-python |
|
Label: |
geom_ops.py |
|
Notes: |
text/x-python |
|
Label: |
project_utils.py |
|
Notes: |
text/x-python |