cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15425646
title: Detached Structures Database

description: Here, the Global  Detached Structures Database (GDSD) is presented. 

This database compiles 373 detached structures from 10 different countries, with comprehensive coverage of natural and human-made (emerged, low-crested and submerged) types. High-resolution orthophotographs, satellite imagery and multi-date digital elevation models underpin extraction of structural, morphological and hydrodynamical variables. Literature-reported values supplement remotely sensed data to ensure completeness. Created explicitly for machine-learning applications, this dataset supports the development and training of predictive models designed to surpass the capabilities of existing empirical approaches, enabling more accurate classification of detached structures and projection of their morphodynamical impacts on sandy coasts within diverse geographic settings.

The following table and images summerizes the variables and parameters considered. 




Variable
Description


id
Unique identifier for each beach case.


country
The country where the beach is located.


loc_id
A unique local identifier for the beach.


beach_name
The name of the beach.


lat
Latitude of the beach.


lon
Longitude of the beach.


elev_type
Indicates the type of structure: Emerged (E), Low-Crested (LC), and Submerged (S).


orig_type
Indicates the type of origin: man-made (BW), Natural (Reef) or Natural (Island).


is_natural
Boolean indicating if the structure is natural (1 for natural reefs or islands, 0 for man-made breakwaters).


is_tombolo
Boolean indicating the beach response: 1 if a tombolo is formed, 0 if a salient is formed.


D
Stretch of the original shoreline affected by the structure (shadow zone), in meters.


B
Structure/Breakwater total length, in meters.


S
Distance between the structure and the original shoreline, in meters.


Y
Length/Size of the beach response (tombolo or salient), in meters.


X
Distance between the structure and the apex of the spit (X = S-Y), in meters.


h_struct
Structural depth at its base, in meters.


Hs_50
Median of anual (Hs₅₀) significant wave heights, in meters.


Tp (Hs_50)
Characteristic period (Tm (Hs₅₀)) value associated with (Hs₅₀), in seconds.


EMWD
Energy‑weighted mean wave direction, in degrees.


L
Characteristic wavelength, in meters.
DOI: 10.5281/zenodo.15425647
title: Global Detached Structures Database (GDSD)

description: Here, the Global  Detached Structures Database (GDSD) is presented. 

This database compiles 375 detached structures from 10 different countries, with comprehensive coverage of natural and human-made (emerged, low-crested and submerged) types. High-resolution orthophotographs, satellite imagery and multi-date digital elevation models underpin extraction of structural, morphological and hydrodynamical variables. Literature-reported values supplement remotely sensed data to ensure completeness. Created explicitly for machine-learning applications, this dataset supports the development and training of predictive models designed to surpass the capabilities of existing empirical approaches, enabling more accurate classification of detached structures and projection of their morphodynamical impacts on sandy coasts within diverse geographic settings.

The following table and images summerizes the variables and parameters considered. 




Variable
Description


id
Unique identifier for each beach case.


country
The country where the beach is located.


loc_id
A unique local identifier for the beach.


beach_name
The name of the beach.


lat
Latitude of the beach.


lon
Longitude of the beach.


elev_type
Indicates the type of structure: Emerged (E), Low-Crested (LC), and Submerged (S).


orig_type
Indicates the type of origin: man-made (BW), Natural (Reef) or Natural (Island).


is_natural
Boolean indicating if the structure is natural (1 for natural reefs or islands, 0 for man-made breakwaters).


is_tombolo
Boolean indicating the beach response: 1 if a tombolo is formed, 0 if a salient is formed.


D
Distance along the shoreline affected by the structure disruption, in meters.


B
Total length of the structure, in meters.


S
Separation distance between the structure and the shoreline, in meters.


Y
Length of the beach response (tombolo or salient), in meters.


X
Distance between the structure and the end of the spit, in meters.


h_struct
Structural depth at its base, in meters.


Hs
Significant wave height nearshore, in meters.


Tp
Wave period nearshore, in seconds.


Dir
Wave direction nearshore, in degrees.


L
Wavelength nearshore, in meters.
DOI: 10.5281/zenodo.15474100
title: Detached Structures Database

description: Here, the Global  Detached Structures Database (GDSD) is presented. 

This database compiles 373 detached structures from 10 different countries, with comprehensive coverage of natural and human-made (emerged, low-crested and submerged) types. High-resolution orthophotographs, satellite imagery and multi-date digital elevation models underpin extraction of structural, morphological and hydrodynamical variables. Literature-reported values supplement remotely sensed data to ensure completeness. Created explicitly for machine-learning applications, this dataset supports the development and training of predictive models designed to surpass the capabilities of existing empirical approaches, enabling more accurate classification of detached structures and projection of their morphodynamical impacts on sandy coasts within diverse geographic settings.

The following table and images summerizes the variables and parameters considered. 




Variable
Description


id
Unique identifier for each beach case.


country
The country where the beach is located.


loc_id
A unique local identifier for the beach.


beach_name
The name of the beach.


lat
Latitude of the beach.


lon
Longitude of the beach.


elev_type
Indicates the type of structure: Emerged (E), Low-Crested (LC), and Submerged (S).


orig_type
Indicates the type of origin: man-made (BW), Natural (Reef) or Natural (Island).


is_natural
Boolean indicating if the structure is natural (1 for natural reefs or islands, 0 for man-made breakwaters).


is_tombolo
Boolean indicating the beach response: 1 if a tombolo is formed, 0 if a salient is formed.


D
Stretch of the original shoreline affected by the structure (shadow zone), in meters.


B
Structure/Breakwater total length, in meters.


S
Distance between the structure and the original shoreline, in meters.


Y
Length/Size of the beach response (tombolo or salient), in meters.


X
Distance between the structure and the apex of the spit (X = S-Y), in meters.


h_struct
Structural depth at its base, in meters.


Hs_50
Median of anual (Hs₅₀) significant wave heights, in meters.


Tp (Hs_50)
Characteristic period (Tm (Hs₅₀)) value associated with (Hs₅₀), in seconds.


EMWD
Energy‑weighted mean wave direction, in degrees.


L
Characteristic wavelength, in meters.
DOI: 10.48331/scielodata.ncvyle/izfggf
title: Datos de la investigación.tab
DOI: 10.48331/scielodata.ncvyle/uj2fis
title: README.txt
DOI: 10.5281/zenodo.11478839
title: Database of author demographics of scientific publications at EcoHealth Alliance

description: These data are used to support analyses for the manuscript Gendered male and high-income country authors dominate publication at a One Health research organization (currently in review). It is an extension of the Research Outputs Catalog that contains contributor pronoun information.

The data were originally stored in airtable as JSON. When exported to CSVs, arrays and other nested data structures are flattened into comma seperated character strings. It should be possible to reconstruct relationships between tables by joining on given "id" fields.  

The description.csv and metadata.csv provide descriptive and structural metadata respectively.

 

License: Creative Commons Attribution-NonCommercial-Share Alike 4.0 International
DOI: 10.5281/zenodo.11478840
title: Database of author demographics of scientific publications at EcoHealth Alliance

description: These data are used to support analyses for the manuscript Gendered male and high-income country authors dominate publication at a One Health research organization (currently in review). It is an extension of the Research Outputs Catalog that contains contributor pronoun information.

The data were originally stored in airtable as JSON. When exported to CSVs, arrays and other nested data structures are flattened into comma seperated character strings. It should be possible to reconstruct relationships between tables by joining on given "id" fields.  

The description.csv and metadata.csv provide descriptive and structural metadata respectively.

 

License: Creative Commons Attribution-NonCommercial-Share Alike 4.0 International
DOI: 10.5285/ebdf181424c84db4984379594ca55202
title: NCAS Long Term Observations: SNR winds from the NCAS Mobile Radar Wind Profiler unit 1 deployed at the NCAS Capel Dewi Atmospheric Observatory (CDAO), v8.0 (20031008-20031130)

description: Vertical profiles of signal to noise ratio (SNR) and winds measurements from the NCAS Mobile Radar Wind Profiler unit 1 deployed at the NCAS Capel Dewi Atmospheric Observatory (CDAO). These observations were taken as part of the National Centre for Atmospheric Science (NCAS) long term observations between 20031008 and 20031130.

Data products from this deployment include: snr-winds

For further details of this deployment and the associated dataset please see the internal file metadata.

These data conform to the NCAS data standards and are available under the UK Government Open Licence agreement. Acknowledgement of NCAS as the data provider is required whenever and wherever these data are used.
DOI: 10.5281/zenodo.15295188
title: Replication materials for RTide: Automating the tidal response method

description: This repository contains the notebooks used to generate the results and figures presented in RTide: Automating the tidal response method.
DOI: 10.5281/zenodo.15295189
title: Replication materials for RTide: Automating the tidal response method

description: This repository contains the notebooks used to generate the results and figures presented in RTide: Automating the tidal response method.
DOI: 10.15468/dl.t5fjxe
title: Occurrence Download

description: A dataset containing 364409 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Melampyrum pratense"
 ]
}

 The dataset includes 364409 records from 1244 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031111-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8qpznq
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Paralia sulcata",
 "Country is Colombia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 40 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031183-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.egckqn
title: Occurrence Download

description: A dataset containing 66 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Siganus rivulatus",
 "Country is Cyprus",
 "HasCoordinate is true"
 ]
}

 The dataset includes 66 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031187-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pp6agg
title: Occurrence Download

description: A dataset containing 139 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Siganus rivulatus",
 "Country is Egypt",
 "HasCoordinate is true"
 ]
}

 The dataset includes 139 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031188-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.29965277
title: Sesame Dataset

description: The dataset contains images of the sesame crop and its weeds.
DOI: 10.6084/m9.figshare.29965277.v1
title: Sesame Dataset

description: The dataset contains images of the sesame crop and its weeds.
DOI: 10.15468/dl.vt4s93
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Siganus rivulatus",
 "Country is Croatia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031186-250811113504898/datasets/export for details.
DOI: 10.15468/dl.y8g6p8
title: Occurrence Download

description: A dataset containing 43 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Quercus delgadoana"
 ]
}

 The dataset includes 43 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031189-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b3xurt
title: Occurrence Download

description: A dataset containing 11961 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Vegetation data from long term sheep grazing experiment in Setesdal, Norway"
 ]
}

 The dataset includes 11961 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031190-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16895426
title: Carinthia-S dataset

description: The Carinthia-S dataset is an enhanced version of the original publicly available Carinthia dataset (refer to the "Additional details" section), augmented with expert-validated binary segmentation masks for each defect image. It contains Scanning Electron Microscope (SEM) images of defects observed on a single production layer of unstructured semiconductor wafers, along with their corresponding segmentation masks. The dataset comprises 4,591 images, each paired with a segmentation mask, unevenly distributed across six defect classes. The dataset's description is available in the 'carinthia-s_dataset.html' file, and the images themselves can be found in the 'data.zip' file.
DOI: 10.5281/zenodo.16895427
title: Carinthia-S dataset

description: The Carinthia-S dataset is an enhanced version of the original publicly available Carinthia dataset (refer to the "Additional details" section), augmented with expert-validated binary segmentation masks for each defect image. It contains Scanning Electron Microscope (SEM) images of defects observed on a single production layer of unstructured semiconductor wafers, along with their corresponding segmentation masks. The dataset comprises 4,591 images, each paired with a segmentation mask, unevenly distributed across six defect classes. The dataset's description is available in the 'carinthia-s_dataset.html' file, and the images themselves can be found in the 'data.zip' file.
DOI: 10.15468/dl.k4jyfp
title: Occurrence Download

description: A dataset containing 1312 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anisarchus medius",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1312 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031191-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.75upgg
title: Occurrence Download

description: A dataset containing 270657 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is LBBG_JUVENILE - Juvenile lesser black-backed gulls (Larus fuscus, Laridae) and herring gulls (Larus argentatus, Laridae) hatched in Zeebrugge (Belgium)"
 ]
}

 The dataset includes 270657 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031181-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g3wk92
title: Occurrence Download

description: A dataset containing 2182 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hylobates lar"
 ]
}

 The dataset includes 2182 records from 75 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031193-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eefb6v
title: Occurrence Download

description: A dataset containing 1001 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Siganus rivulatus",
 "Country is Greece",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1001 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031195-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cbj27u
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Pasania echinocarpa",
 "TaxonKey is "
 ]
 },
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031194-250811113504898/datasets/export for details.
DOI: 10.15468/dl.rkw75w
title: Occurrence Download

description: A dataset containing 25682 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Siganus rivulatus",
 "Country is Israel",
 "HasCoordinate is true"
 ]
}

 The dataset includes 25682 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031196-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.te3tcr
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Siganus rivulatus",
 "Country is Lebanon",
 "HasCoordinate is true"
 ]
}

 The dataset includes 7 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031197-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7h89g7
title: Occurrence Download

description: A dataset containing 1801214 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is LBBG_ZEEBRUGGE - Lesser black-backed gulls (Larus fuscus, Laridae) breeding at the southern North Sea coast (Belgium and the Netherlands)"
 ]
}

 The dataset includes 1801214 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031182-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rx5fpb
title: Occurrence Download

description: A dataset containing 16036 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((16.782700060688104 48.02537648383287, 16.94854104419331 48.01500311756255, 16.963927681120094 48.127076048601964, 16.797724861023063 48.13747583764857, 16.782700060688104 48.02537648383287))"
 ]
}

 The dataset includes 16036 records from 83 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031198-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rv4d55
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Tatia akroa)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031199-250811113504898/datasets/export for details.
DOI: 10.6084/m9.figshare.29966027
title: Hapmap sequence data of 1,437 short-duration maturing yellow and orange kernel maize inbred lines

description: Understanding the genetic diversity and population structure of maize inbred lines is fundamental for effective hybrid development and strategic heterosis exploitation. The objective of this study was to refine and validate heterotic groups within a diverse collection of extra-early and early maturing tropical yellow and orange maize inbred lines. A total of 1,437 elite tropical yellow and orange maize inbred lines comprising early and extra-early maturing classes was genotyped using a panel of 3,305 DArTtag SNP markers. The results obtained provide a robust framework for parental line selection, heterotic grouping, and hybrid breeding strategies, facilitating the development of extra-early and early superior yellow and orange maize hybrids adapted to tropical environments.
DOI: 10.6084/m9.figshare.29966027.v1
title: Hapmap sequence data of 1,437 short-duration maturing yellow and orange kernel maize inbred lines

description: Understanding the genetic diversity and population structure of maize inbred lines is fundamental for effective hybrid development and strategic heterosis exploitation. The objective of this study was to refine and validate heterotic groups within a diverse collection of extra-early and early maturing tropical yellow and orange maize inbred lines. A total of 1,437 elite tropical yellow and orange maize inbred lines comprising early and extra-early maturing classes was genotyped using a panel of 3,305 DArTtag SNP markers. The results obtained provide a robust framework for parental line selection, heterotic grouping, and hybrid breeding strategies, facilitating the development of extra-early and early superior yellow and orange maize hybrids adapted to tropical environments.