cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.8352777
title: UBGG-3m: Fine-grained urban blue-green-gray landscape dataset for 36 Chinese cities based on deep learning network

description: The UBGG dataset provides easily access and leverage to researchers and analysts, which is stored in the following Zenodo repository (https://doi.org/10.5281/zenodo.8352777). The UBGG dataset consists of two main components:



UBGG-3m: the fine-grained UBGG map product of 36 metropolises in China. The UBGG-3m dataset captures the intricate urban landscape features with remarkable precision, providing a detailed representation at an impressive 3-meter resolution. Fig. 1 in User Guides shows the classification results for 36 Chinese metropolises. Researchers can delve into the nuances of the UBGG continuum, gaining invaluable insights into the interplay between the blue, green, and gray elements of urban environments in each metropolis.




UBGGset: the large-volume sample dataset to support the UBGG deep learning research. Complementing the UBGG-3m dataset, UBGGset serves as a large-volume sample dataset specifically tailored to support and foster UBGG research endeavors (Fig. 2). The UBGGset consists of 14,627 sample images (without data augmentation), with dimensions of 256 pixels in length and width, covering an urban area of approximately 2,272 km2. The UBGGset was constructed with co-registered pairs of 3 m Planet images and fine-annotated urban landscapes labeled on 1 m Google Earth image. This dataset encompasses 15 typical cities, offering researchers a rich and diverse resource to drive exploration, analysis, and innovation in the field of urban landscape studies.


 

Citation format for paper and dataset:

[1] Zhiyu Xu, Shuqing Zhao. Fine-grained urban blue-green-gray landscape dataset for 36 Chinese cities based on deep learning network. Sci Data 11, 266 (2024). https://doi.org/10.1038/s41597-023-02844-2

[2] Zhiyu Xu, Shuqing Zhao, Fine-grained urban landscape mapping reveals broad-scale homogeneity in urban environments,Science Bulletin, (2024). https://doi.org/10.1016/j.scib.2024.03.060

[3] Zhiyu Xu, Shuqing Zhao. UBGG-3m: Fine-grained urban blue-green-gray landscape dataset for 36 Chinese cities based on deep learning network (v1.0) [Data set]. (2023). Zenodo. https://doi.org/10.5281/zenodo.8352777
DOI: 10.15468/dl.res9da
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Taraxacum magnoligulatum Soest"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0119245-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.8053332
title: UBGG-3m: Fine-grained urban blue-green-gray landscape dataset for 36 Chinese cities based on deep learning network

description: The UBGG dataset provides easily access and leverage to researchers and analysts, which is stored in the following Zenodo repository (https://doi.org/10.5281/zenodo.8352777). The UBGG dataset consists of two main components:



UBGG-3m: the fine-grained UBGG map product of 36 metropolises in China. The UBGG-3m dataset captures the intricate urban landscape features with remarkable precision, providing a detailed representation at an impressive 3-meter resolution. Fig. 1 in User Guides shows the classification results for 36 Chinese metropolises. Researchers can delve into the nuances of the UBGG continuum, gaining invaluable insights into the interplay between the blue, green, and gray elements of urban environments in each metropolis.




UBGGset: the large-volume sample dataset to support the UBGG deep learning research. Complementing the UBGG-3m dataset, UBGGset serves as a large-volume sample dataset specifically tailored to support and foster UBGG research endeavors (Fig. 2). The UBGGset consists of 14,627 sample images (without data augmentation), with dimensions of 256 pixels in length and width, covering an urban area of approximately 2,272 km2. The UBGGset was constructed with co-registered pairs of 3 m Planet images and fine-annotated urban landscapes labeled on 1 m Google Earth image. This dataset encompasses 15 typical cities, offering researchers a rich and diverse resource to drive exploration, analysis, and innovation in the field of urban landscape studies.


 

Citation format for paper and dataset:

[1] Zhiyu Xu, Shuqing Zhao. Fine-grained urban blue-green-gray landscape dataset for 36 Chinese cities based on deep learning network. Sci Data 11, 266 (2024). https://doi.org/10.1038/s41597-023-02844-2

[2] Zhiyu Xu, Shuqing Zhao, Fine-grained urban landscape mapping reveals broad-scale homogeneity in urban environments,Science Bulletin, (2024). https://doi.org/10.1016/j.scib.2024.03.060

[3] Zhiyu Xu, Shuqing Zhao. UBGG-3m: Fine-grained urban blue-green-gray landscape dataset for 36 Chinese cities based on deep learning network (v1.0) [Data set]. (2023). Zenodo. https://doi.org/10.5281/zenodo.8352777
DOI: 10.5281/zenodo.10939659
title: Philoxenite 3D models: North-western part of area N1 sector 8

description: The documentation has been created as part of the National Science Centre grant (UMO-2017/25/B/H3/01841).
DOI: 10.5281/zenodo.10939660
title: Philoxenite 3D models: North-western part of area N1 sector 8

description: The documentation has been created as part of the National Science Centre grant (UMO-2017/25/B/H3/01841).
DOI: 10.5281/zenodo.10939866
title: Transcriptomic profiles of resected 50 pancreatic adenocarcinoma samples

description: An aggregated retrospective database with standardized clinicopathological variables was created for patients resected in Erasme and Pitié Salpêtrière hospitals. RNA was extracted from the scrapped sections with the ALLPrep FFPE tissue kit© following the manufacturer’s instructions for semi-automated RNA extraction via Qiacube instrument (Qiagen, Venlo, The Netherlands). RNA samples were run on an Agilent 2100 bioanalyzer using the RNA 6000 Pico LabChip kit (Agilent, Diegem, Belgium). The bioanalyzer electropherograms were analyzed by Agilent 2100 Expert Software to determine the RNA quantity and quality. RNA samples with DV200 >30% were selected and 100 ng of RNA was used for the library preparation. NGS libraries were prepared using the QuantSeq Library Prep Kit for Illumina (Lexogen) as per manufacturer recommendations’. The libraries were sequenced on NovaSeq using NovaSeq 6000 S2 Reagent Kit with 100 bp single reads.
DOI: 10.5281/zenodo.10939867
title: Transcriptomic profiles of resected 50 pancreatic adenocarcinoma samples

description: An aggregated retrospective database with standardized clinicopathological variables was created for patients resected in Erasme and Pitié Salpêtrière hospitals. RNA was extracted from the scrapped sections with the ALLPrep FFPE tissue kit© following the manufacturer’s instructions for semi-automated RNA extraction via Qiacube instrument (Qiagen, Venlo, The Netherlands). RNA samples were run on an Agilent 2100 bioanalyzer using the RNA 6000 Pico LabChip kit (Agilent, Diegem, Belgium). The bioanalyzer electropherograms were analyzed by Agilent 2100 Expert Software to determine the RNA quantity and quality. RNA samples with DV200 >30% were selected and 100 ng of RNA was used for the library preparation. NGS libraries were prepared using the QuantSeq Library Prep Kit for Illumina (Lexogen) as per manufacturer recommendations’. The libraries were sequenced on NovaSeq using NovaSeq 6000 S2 Reagent Kit with 100 bp single reads.
DOI: 10.15468/dl.mw6zmd
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tanacetopsis popovii Kamelin & S.Kovalevsk."
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0119247-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vag7s6
title: Occurrence Download

description: A dataset containing 10096 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Terminalia superba Engl. & Diels"
 ]
}

 The dataset includes 10096 records from 147 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0119244-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z7h4sr
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tapeinosperma ligulifolium A.C.Sm."
 ]
}

 The dataset includes 3 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0119246-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.aghdzb
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dianthus monspessulanus Wulfen, 1805",
 "HasCoordinate is true",
 "Country is Iceland",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000",
 "CoordinateUncertaintyInMeters is less than 10000"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0119249-240321170329656/datasets/export for details.
DOI: 10.15468/dl.3ce9w9
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Syzygium macgregorii (C.B.Rob.) Merr."
 ]
}

 The dataset includes 37 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0119248-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b9ewm7
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Taraxacum magnopyramidophorum Soest"
 ]
}

 The dataset includes 22 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0119252-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.62x22t
title: Occurrence Download

description: A dataset listing the 211 species recorded in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "DatasetKey is EOD – eBird Observation Dataset",
 "Geometry POLYGON((88.34171 22.50546,88.3709 22.50546,88.3709 22.52447,88.34171 22.52447,88.34171 22.50546))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 2014-2024"
 ]
}

 The dataset's 211 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0119149-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2zdcxv
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tapeinosperma mackeei M.Schmid"
 ]
}

 The dataset includes 13 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0119254-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z6svpf
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tanacetopsis santoana (Krasch., Popov & Vved.) Kovalevsk."
 ]
}

 The dataset includes 22 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0119253-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uuevka
title: Occurrence Download

description: A dataset containing 34 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tarenna confusa (Blume) Valeton"
 ]
}

 The dataset includes 34 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0119251-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f2yfvt
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Dianthus pinifolius Sm.",
 "HasCoordinate is true",
 "Country is Iceland",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000",
 "CoordinateUncertaintyInMeters is less than 10000"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0119256-240321170329656/datasets/export for details.
DOI: 10.15468/dl.h6mhxu
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Terminalia supitiana Koord."
 ]
}

 The dataset includes 14 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0119258-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bg8cps
title: Occurrence Download

description: A dataset containing 12278 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Mosquitoes (Diptera: Culicidae) Distribution in Thailand"
 ]
}

 The dataset includes 12278 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0119257-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zjn3f2
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Taraxacum mailleferi Soest"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0119260-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ragv9b
title: Occurrence Download

description: A dataset containing 305 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Syzygium macranthum Brongn. & Gris"
 ]
}

 The dataset includes 305 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0119259-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2as44y
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tanacetopsis setacea (Regel & Schmalh.) Kovalevsk."
 ]
}

 The dataset includes 9 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0119261-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.guu2v6
title: Occurrence Download

description: A dataset containing 96474258 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON((-79.64172 -70.09627,-9.18233 -70.09627,-9.18233 10.99957,-79.64172 10.99957,-79.64172 -70.09627))"
 ]
}

 The dataset includes 96474258 records from 8797 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0119161-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zmjoc0
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is Indonesia",
 "Country is Malaysia",
 "Country is Papua New Guinea",
 "Country is Australia"
 ]
 },
 "HasCoordinate is true",
 "TaxonKey is Bulbophyllum hamatipes J.J.Sm.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0021345-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jza5jm
title: Occurrence Download

description: A dataset containing 2140 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is United States of America",
 "Country is Canada"
 ]
 },
 "TaxonKey is Chrysemys picta bellii (Gray, 1831)",
 "Year 1980-2021"
 ]
}

 The dataset includes 2140 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0291954-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9uccw9
title: Occurrence Download

description: A dataset containing 902 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sorghastrum nutans (L.) Nash",
 "HasGeospatialIssue is false",
 "Geometry POLYGON((-138.85 9.60,-138.85 53.04,-55.32 53.04,-55.32 9.60,-138.85 9.60))"
 ]
}

 The dataset includes 902 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010510-160118175350007/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5n7r4m
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Brazil",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Aldama goyazii E.E.Schill. & Panero"
 ]
}

 The dataset includes 2 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041126-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.oxjtcg
title: Occurrence Download

description: A dataset containing 565 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pseudomyrmex oculatus (Smith, 1855)"
 ]
}

 The dataset includes 565 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009369-190320150433242/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9zdyeg
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Zariquieyon inflatus Manning & Holthuis, 1989"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0134777-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f7frcb
title: Occurrence Download

description: A dataset containing 14446 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Anolis carolinensis Voigt, 1832"
 ]
}

 The dataset includes 14446 records from 89 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010511-160118175350007/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nzn5dm
title: Occurrence Download

description: A dataset listing the 31908 species recorded in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is Dominican Republic",
 "Country is Haiti"
 ]
 },
 "OccurrenceStatus is Present"
 ]
}

 The dataset's 31908 records were derived from 876 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0291952-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.56mygk
title: Occurrence Download

description: A dataset containing 4157 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "Year 1960-2020",
 "TaxonKey is Detarium microcarpum Guill. & Perr."
 ]
}

 The dataset includes 4157 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024940-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ued7n2
title: Occurrence Download

description: A dataset containing 1253 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Spodoptera littoralis (Boisduval, 1833)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1253 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0082677-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m0rhcx
title: Occurrence Download

description: A dataset containing 36 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Chilo partellus Swinhoe, 1885",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 36 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010511-190320150433242/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kw6597
title: Occurrence Download

description: A dataset containing 1303 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Meteorium deppei (Hornsch. ex Müll.Hal.) Mitt."
 ]
}

 The dataset includes 1303 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0088316-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q9wuib
title: Occurrence Download

description: A dataset containing 9467 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Observation",
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Material sample",
 "BasisOfRecord is Literature Occurrence",
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Living Specimen"
 ]
 },
 "Year 2000-2018",
 "Geometry POLYGON((-143.78906 63.86004,-75.58594 -6.3153,46.05469 7.71099,55.89844 67.33986,30.58594 76.01609,-119.17969 81.30832,-143.78906 63.86004))",
 "HasCoordinate is true",
 "TaxonKey is Planorbis planorbis (Linnaeus, 1758)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 9467 records from 116 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004397-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.