cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.3540576
title: Standardized map of habitat types and regionally important biotopes in Flanders

description: The  habitatmap_stdized.gpkg file is a processed version of the Natura 2000 habitat map of Flanders (De Saeger et al., 2018). It contains all polygons with Natura 2000 habitat types or regional important biotopes (RIB). This file is used as basis for designing monitoring schemes in Flanders.   


In the original habitat map, every polygon can consist of maximum 5 different vegetation types. This information is stored in the columns  HAB1, HAB2,..., HAB5 of the attribute table. The fraction of each vegetation type within the polygons is stored in the columns PHAB1, PHAB2, ..., PHAB5.


The habitatmap_stdized.gpkg file is a GeoPackage that contains:



	
habitatmap_polygons: a spatial layer with every habitat map polygon that contains a Natura 2000 habitat or RIB type.
	
habitatmap_types: a table with information on the habitat and RIB types (HAB1, HAB2,..., HAB5) that occur within each polygon of habitatmap_polygons.



The processing of the habitatmap_types table included following adjustment:



	
For some polygons the vegetation type is uncertain, and the vegetation code in the raw habitatmap data source consists of 2 or 3 possible types, separated with a ','. The different possible vegetation types are split up and one row is created for each of them. The variable certain will be FALSE if the original vegetation code consists of 2 or 3 possible vegetation types, and TRUE if only one vegetation type is provided.



The R-code for creating the habitatmap_stdized data source can be found in the GitHub repository 'n2khab-preprocessing' at commit 5f738b3f.


A reading function to return the data source in a standardized way into the R environment is provided by the R-package n2khab.
DOI: 10.15468/dl.u532tj
title: Occurrence Download

description: A dataset containing 16748 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Striga Lour."
 ]
}

 The dataset includes 16748 records from 269 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007764-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13865531
title: Standardized map of habitat types and regionally important biotopes in Flanders

description: The  habitatmap_stdized.gpkg file is a processed version of the Natura 2000 habitat map of Flanders (De Saeger et al., 2023; see also De Saeger et al. 2017). It contains all polygons with Natura 2000 habitat types or regional important biotopes (RIB). This file is used as a basis for designing monitoring schemes in Flanders.   

In the original habitat map, every polygon can consist of maximum 5 different types (habitat (sub)types and regionally important biotopes). This information is stored in the columns  HAB1, HAB2,..., HAB5 of the attribute table. The fraction of each type within the polygons is stored in the columns PHAB1, PHAB2, ..., PHAB5.

The habitatmap_stdized.gpkg file is a GeoPackage that contains:



habitatmap_polygons: a spatial layer with every habitat map polygon that contains a Natura 2000 habitat or RIB type.

habitatmap_types: a table with information on the habitat and RIB types (HAB1, HAB2,..., HAB5) that occur within each polygon of habitatmap_polygons.


The processing of the habitatmap_types table included following adjustments:



For some polygons the type is uncertain, and the type code in the raw habitatmap data source consists of 2 or 3 possible types, separated with a ','. The different possible types are split up and one row is created for each of them, with phab for each new row simply set to the original value of phab. The variable certain will be FALSE if the original type code consists of 2 or 3 possible types, and TRUE if only one type is provided.

Some polygons contain both a standing water habitat type and rbbmr:



3130_rbbmr,

3140_rbbmr,

3150_rbbmr, and

3160_rbbmr.



Since habitatmap_stdized_2020_v1, the two types 31xx and rbbmr are split up and one row is created for each of them, with phab for each new row simply set to the original value of phab. The variable certain in this case will be TRUE for both types.

After those steps, a given polygon could contain the same type with the same value for certain repeated several times, e.g. when 31xx_rbbmr is present with phab = yy% and 31xx is present with phab = zz%. In that case the rows with the same polygon_id, type and certain were gathered into one row and the respective phab values were added up.


The R-code for creating the habitatmap_stdized data source can be found in the GitHub repository 'n2khab-preprocessing' at commit abf596e.

A reading function to return the data source in a standardized way into the R environment is provided by the R-package n2khab.

Attributes of habitatmap_polygons:



polygon_id

description_orig: polygon description based on the original type codes in the raw habitatmap 


Attributes of habitatmap_types:



polygon_id

type: the interpreted habitat or RIB type

certain: TRUE when type is certain and FALSE when type is uncertain

code_orig: original type code in raw habitatmap

phab: proportion of polygon covered by type, as a percentage.


Since version habitatmap_stdized_2020_v1, rows are unique only by the combination of the polygon_id, type and certain columns.
DOI: 10.5281/zenodo.3355192
title: Standardized map of habitat types and regionally important biotopes in Flanders

description: The  habitatmap_stdized.gpkg file is a processed version of the Natura 2000 habitat map of Flanders (De Saeger et al., 2023; see also De Saeger et al. 2017). It contains all polygons with Natura 2000 habitat types or regional important biotopes (RIB). This file is used as a basis for designing monitoring schemes in Flanders.   

In the original habitat map, every polygon can consist of maximum 5 different types (habitat (sub)types and regionally important biotopes). This information is stored in the columns  HAB1, HAB2,..., HAB5 of the attribute table. The fraction of each type within the polygons is stored in the columns PHAB1, PHAB2, ..., PHAB5.

The habitatmap_stdized.gpkg file is a GeoPackage that contains:



habitatmap_polygons: a spatial layer with every habitat map polygon that contains a Natura 2000 habitat or RIB type.

habitatmap_types: a table with information on the habitat and RIB types (HAB1, HAB2,..., HAB5) that occur within each polygon of habitatmap_polygons.


The processing of the habitatmap_types table included following adjustments:



For some polygons the type is uncertain, and the type code in the raw habitatmap data source consists of 2 or 3 possible types, separated with a ','. The different possible types are split up and one row is created for each of them, with phab for each new row simply set to the original value of phab. The variable certain will be FALSE if the original type code consists of 2 or 3 possible types, and TRUE if only one type is provided.

Some polygons contain both a standing water habitat type and rbbmr:



3130_rbbmr,

3140_rbbmr,

3150_rbbmr, and

3160_rbbmr.



Since habitatmap_stdized_2020_v1, the two types 31xx and rbbmr are split up and one row is created for each of them, with phab for each new row simply set to the original value of phab. The variable certain in this case will be TRUE for both types.

After those steps, a given polygon could contain the same type with the same value for certain repeated several times, e.g. when 31xx_rbbmr is present with phab = yy% and 31xx is present with phab = zz%. In that case the rows with the same polygon_id, type and certain were gathered into one row and the respective phab values were added up.


The R-code for creating the habitatmap_stdized data source can be found in the GitHub repository 'n2khab-preprocessing' at commit abf596e.

A reading function to return the data source in a standardized way into the R environment is provided by the R-package n2khab.

Attributes of habitatmap_polygons:



polygon_id

description_orig: polygon description based on the original type codes in the raw habitatmap 


Attributes of habitatmap_types:



polygon_id

type: the interpreted habitat or RIB type

certain: TRUE when type is certain and FALSE when type is uncertain

code_orig: original type code in raw habitatmap

phab: proportion of polygon covered by type, as a percentage.


Since version habitatmap_stdized_2020_v1, rows are unique only by the combination of the polygon_id, type and certain columns.
DOI: 10.5281/zenodo.3355193
title: Standardized Natura 2000 habitat map of Flanders

description: The  habitatmap_stdized.gpkg file is a processed version of the Natura 2000 habitat map of Flanders (De Saeger et al., 2018). This file is used as basis for designing monitoring schemes in Flanders.   


In the original habitat map, every polygon can consist of maximum 5 different vegetation types. This information is stored in the columns  HAB1, HAB2,..., HAB5 of the attribute table. The fraction of each vegetation type within the polygons is stored in the columns PHAB1, PHAB2, ..., PHAB5. The different parts of the polygons are called 'patches'.


The processed habitatmap_stdized.gpkg file is a GeoPackage that contains:



	
habitatmap_polygons: a spatial layer with every habitat map polygon that contains a Natura 2000 habitat or regional important biotope (RIB) type.
	
habitatmap_patches: a table in which every row corresponds with one patch.



The processing of the habitatmap_patches table included following steps:



	
A new variable was created to provide the patch number (1 to 5): patch_id.
	
For some patches the vegetation type is uncertain, and the vegetation code in the raw habitatmap data source consists of 2 or 3 possible types, separated with a ','. The different possible vegetation types are split up and one row is created for each of them. The variable certain will be FALSE if a patch consists of 2 or 3 possible vegetation types, and TRUE if only one vegetation type is provided.



The R-code for creating the habitatmap_stdized data source can be found in the GitHub repository 'n2khab-preprocessing' at commit ecadaf54d4.


A reading function to return the data source in a standardized way into the R environment is provided by the R-package n2khab.
DOI: 10.15468/dl.3hbmru
title: Occurrence Download

description: A dataset listing the 71 species recorded in GBIF matching the query:
{
 "and" : [
 "GadmGid is COL.16_2",
 "TaxonKey is Hymenoptera"
 ]
}

 The dataset's 71 records were derived from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007763-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.warpga
title: Occurrence Download

description: A dataset containing 16748 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Striga Lour."
 ]
}

 The dataset includes 16748 records from 269 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007765-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mdkru6
title: Occurrence Download

description: A dataset containing 79 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Czechia",
 "OccurrenceStatus is Present",
 "TaxonKey is Pedicularis sudetica Willd."
 ]
}

 The dataset includes 79 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007766-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15111342
title: Dataset of Animal Models of Neuroblastoma - Project: Neuroblastoma : mechanotherapeutic strategies based on 3D model and patient derived tumor with vitronectin rich microenvironment

description: Resultados tabulares, genéticos y de análisis de imagen digital obtenidos con modelos animales de  high-risk neuroblastoma, en el proyecto Neuroblastoma : mechanotherapeutic strategies based on 3D model and patient derived tumor with vitronectin rich microenvironment (PI20/1107) Financiado por el ISCIII. IP: Rosa Noguera Salvá
DOI: 10.5281/zenodo.15111343
title: Dataset of Animal Models of Neuroblastoma - Project: Neuroblastoma : mechanotherapeutic strategies based on 3D model and patient derived tumor with vitronectin rich microenvironment

description: Resultados tabulares, genéticos y de análisis de imagen digital obtenidos con modelos animales de  high-risk neuroblastoma, en el proyecto Neuroblastoma : mechanotherapeutic strategies based on 3D model and patient derived tumor with vitronectin rich microenvironment (PI20/1107) Financiado por el ISCIII. IP: Rosa Noguera Salvá
DOI: 10.17605/osf.io/2wsev
title: Data Repository

description: Data collected for "Providing an Eyewitness Testimony as an Individual who Stammers: Examining Accuracy/Completeness and Subjective Experiences."
DOI: 10.5281/zenodo.3540580
title: Map of standing water habitat types and regionally important biotopes in Flanders

description: This map is a combination of the standardized habitat map of Flanders and the watersurface map of Flanders. It contains standing water Natura 2000 habitat types (2190_a and 31xx) and regionally important biotopes (rbbah) in Flanders.


The polygons with 2190_a habitat (dune slack ponds) are generated by selecting all watersurface polygons that overlap with dune habitat polygons (21xx) of the standardized habitat map.


For each of the other aquatic habitat types (31xx and rbbah) we select the watersurface polygons that overlap with the selected habitat type polygons of the standardized habitat map. We also select polygons of the standardized habitat map containing standing water types but that do not overlap with polygons of the watersurface map.


The watersurfaces_hab.gpkg file is a GeoPackage that contains:



	
watersurfaces_hab_polygons: a spatial layer with the selected polygons that contain standing water habitat types or regionally important biotopes. 
	
watersurfaces_hab_types: a table with information on standing water habitat types and regionally important biotopes in each watersurface polygon.



The R-code for creating the watersurfaces_hab data source can be found in the GitHub repository 'n2khab-preprocessing' at commit f12a51e.


A reading function to return the data source in a standardized way into the R environment is provided by the R-package n2khab.
DOI: 10.15468/dl.u4bzdv
title: Occurrence Download

description: A dataset containing 9060 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "DatasetKey is Mammal skeletons in the modern Osteological Collections at the University Museum of Bergen"
 ]
}

 The dataset includes 9060 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007767-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14586372
title: Data related to the manuscript "Tracing changes in the extent of urban grasslands through space and time" by Lampinen J, Huovinen M, Pouta P, and Kotze J (2025)

description: This folder contains files and pre-print versions related to the article "Tracing changes in the extent of urban grassland through space and time" by Lampinen J, Huovinen M, Pouta P, and Kotze J, accepted for publication in the journal Urban Forestry & Urban Greening in March 2025.

For descriptions of individual files, see the readme -document.
DOI: 10.5281/zenodo.14586373
title: Data related to the manuscript "Tracing changes in the extent of urban grasslands through space and time" by Lampinen J, Huovinen M, Pouta P, and Kotze J (2025)

description: This folder contains files and pre-print versions related to the article "Tracing changes in the extent of urban grassland through space and time" by Lampinen J, Huovinen M, Pouta P, and Kotze J, accepted for publication in the journal Urban Forestry & Urban Greening in March 2025.

For descriptions of individual files, see the readme -document.
DOI: 10.5281/zenodo.3402716
title: Map of aquatic habitat types and regionally important biotopes in Flanders

description: This map is a combination of the standardized habitat map of Flanders and the watersurface map of Flanders. It contains aquatic Natura 2000 habitat types (2190_a, 31xx and 7220) and regionally important biotopes (rbbah) in Flanders. Habitat 3260 is not included in the map.


The polygons with 2190_a habitat (dune slack ponds) are generated by selecting all watersurface polygons that overlap with dune habitat polygons (21xx) of the standardized habitat map.


For each of the other aquatic habitat types (31xx, 7220 and rbbah) we select the watersurface polygons that overlap with the selected habitat type polygons of the standardized habitat map. We also select polygons of the standardized habitat map containing aquatic habitat but that do not overlap with polygons of the watersurface map.


The watersurfaces_hab.gpkg file is a GeoPackage that contains:



	
watersurfaces_hab_polygons: a spatial layer with the selected polygons that contain aquatic habitat types. 
	
watersurfaces_hab_patches: a table with information on the habitat types in each watersurface polygon.



The R-code for creating the watersurfaces_hab data source can be found in the GitHub repository 'n2khab-preprocessing' at commit df307a4.


A reading function to return the data source in a standardized way into the R environment is provided by the R-package n2khab.
DOI: 10.15468/dl.qzthyj
title: Occurrence Download

description: A dataset containing 627 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((40.55270 -27.80671,102.66814 -27.80671,102.66814 -2.94988,40.55270 -2.94988,40.55270 -27.80671))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Coccinellidae"
 ]
}

 The dataset includes 627 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007769-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.3374646
title: Processed Natura 2000 watersurface Natura 2000 habitat map of Flanders

description: This map is a combination of the processed habitat map of Flanders and the watersurface map of Flanders. It contains all aquatic standing water Natura 2000 habitat types and regional important biotopes in Flanders.


The polygons with 2190_a habitat (dune slack ponds) are generated by selecting all watersurface polygons that overlap with dune habitat polygons (21xx) of the processed habitat map.


For each of the other standing water habitat types (31xx, 7220 and rbbah) we select the watersurface polygons that ovelap with the selected habitat type polygons of the processed habitat map. We also select polygons of the processed habitat map containing standing water habitat but not overlapping with any watersurface polygon of the watersurface map.


The processed watersurfaces_hab.gpkg file is a GeoPackage that contains:



	
watersurfaces_hab_polygons: a spatial layer with the selected polygons that containstanding water habitat types. 
	
watersurfaces_hab_patches: a table with information on the habitat types in each watersurface polygon.



The R-code for creating the watersurfaces_hab data source can be found in the GitHub repository 'n2khab-preprocessing' at commit 1d732e2.
DOI: 10.5281/zenodo.13865765
title: Map of standing water habitat types and regionally important biotopes in Flanders

description: This map is a combination of the standardized habitat map of Flanders (version habitatmap_stdized_2023_v1) and the watersurface map of Flanders (version watersurfaces_v1.2). It contains standing water Natura 2000 habitat types (2190_a and 31xx) and regionally important biotopes (rbbah) in Flanders.

The polygons with 2190_a habitat (dune slack ponds) are generated by selecting all watersurface polygons that overlap with dune habitat polygons (21xx) of the standardized habitat map.

For each of the other aquatic habitat types (31xx and rbbah) we select the watersurface polygons that overlap with the selected habitat type polygons of the standardized habitat map. We also select polygons of the standardized habitat map containing standing water types but that do not overlap with polygons of the watersurface map.

The watersurfaces_hab.gpkg file is a GeoPackage that contains:



watersurfaces_hab_polygons: a spatial layer with the selected polygons that contain standing water habitat types or regionally important biotopes. 

watersurfaces_hab_types: a table with information on standing water habitat types and regionally important biotopes in each watersurface polygon.


The R-code for creating the watersurfaces_hab data source can be found in the GitHub repository 'n2khab-preprocessing' at commit abf596e.

A reading function to return the data source in a standardized way into the R environment is provided by the R-package n2khab.
DOI: 10.5281/zenodo.14621825
title: Map of standing water habitat types and regionally important biotopes in Flanders

description: This map is a combination of the standardized habitat map of Flanders (version habitatmap_stdized_2023_v1) and the watersurface map of Flanders (version watersurfaces_2024). It contains standing water Natura 2000 habitat types (2190_a and 31xx) and regionally important biotopes (rbbah) in Flanders.

The polygons with 2190_a habitat (dune slack ponds) are generated by selecting all watersurface polygons that overlap with dune habitat polygons (21xx) of the standardized habitat map.

For each of the other aquatic habitat types (31xx and rbbah) we select the watersurface polygons that overlap with the selected habitat type polygons of the standardized habitat map. We also select polygons of the standardized habitat map containing standing water types but that do not overlap with polygons of the watersurface map.

The watersurfaces_hab.gpkg file is a GeoPackage that contains:



watersurfaces_hab_polygons: a spatial layer with the selected polygons that contain standing water habitat types or regionally important biotopes. 

watersurfaces_hab_types: a table with information on standing water habitat types and regionally important biotopes in each watersurface polygon.


The R-code for creating the watersurfaces_hab data source can be found in the GitHub repository 'n2khab-preprocessing' at commit 58138a8.

A reading function to return the data source in a standardized way into the R environment is provided by the R-package n2khab.