cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.ff5kgm
title: Occurrence Download

description: A dataset containing 45 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anchusa ovata",
 "Country is Russian Federation",
 "HasCoordinate is true"
 ]
}

 The dataset includes 45 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010516-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ja5cjb
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Rhinogobius ogasawaraensis)",
 "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 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010518-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mrrwza
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Heterodonax bimaculatus",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is one of (Absent)"
 ]
 }
 }
 ]
}

 The dataset includes 8 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010519-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17131318
title: Accelerated Nested Sampling for Future Inference

description: The Nested Sampling chains and HMC posterior samples produced and used in the paper "High-Dimensional Bayesian Model Comparison in Cosmology with GPU-accelerated Nested Sampling and Neural Emulators" , which can be found here: https://arxiv.org/abs/2509.13307

 

The code used to generate this data, as well the plots in this paper, can be found on github: https://github.com/tobyLovick/GPU-Accelerated-Shear-Analysis/
DOI: 10.5281/zenodo.17131319
title: Accelerated Nested Sampling for Future Inference

description: The Nested Sampling chains and HMC posterior samples produced and used in the paper "High-Dimensional Bayesian Model Comparison in Cosmology with GPU-accelerated Nested Sampling and Neural Emulators" , which can be found here: https://arxiv.org/abs/2509.13307

 

The code used to generate this data, as well the plots in this paper, can be found on github: https://github.com/tobyLovick/GPU-Accelerated-Shear-Analysis/
DOI: 10.15468/dl.j3ey5a
title: Occurrence Download

description: A dataset containing 3135 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Sweden",
 "DatasetKey is Swedish Bird Survey: Summer point count routes (Sommarpunktrutterna)",
 "OccurrenceStatus is Present",
 "TaxonKey is Phylloscopus trochilus",
 "Year 1996-2006"
 ]
}

 The dataset includes 3135 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010520-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2zna79
title: Occurrence Download

description: A dataset containing 637 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Brunnera macrophylla",
 "Country is Belgium",
 "HasCoordinate is true"
 ]
}

 The dataset includes 637 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010523-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zp2dz5
title: Occurrence Download

description: A dataset containing 556 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Brunnera macrophylla",
 "Country is Austria",
 "HasCoordinate is true"
 ]
}

 The dataset includes 556 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010522-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cz9hne
title: Occurrence Download

description: A dataset containing 543 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Brunnera macrophylla",
 "Country is Czechia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 543 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010524-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gczqsd
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Heterodonax pacificus",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is one of (Absent)"
 ]
 }
 }
 ]
}

 The dataset includes 37 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010521-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/sdptrh
title: South African National Species Checklist (Catalogue of Life in South Africa, COLSA)

description: The South African National Species Checklist (Catalogue of Life in South Africa, COLSA) is the authoritative checklist of South Africa’s species and biodiversity. In the current version, 99254 accepted names with 37144 synonyms, and South African vernaculars are included in the data package. The current 2025 version is composed of three key datasets, including the South African National Plant Checklist, the South African National Animal Checklist, and the List of Alien Species in South Africa (2025). This consolidated and authoritative list of species is presented in a manner that is tidy and FAIR (findable, accessible, interoperable, reusable) and will be maintained and expanded as additional species lists become available. Nationally, many institutions throughout South Africa have contributed species lists through SANBI’s managed network of Partners. Here, programmes like the Foundational Biodiversity Information Programme and the SANBI-GBIF Node, has supported the generation and mobilisation of biodiversity data, for its use in scientific research, policy and decision-making. Some museums and research institutions including through Natural Science Collections Facility have also contributed data. The species list of alien taxa in South Africa was developed as part of triennial national status reports on biological invasions and has been coordinated by the Invasives Species Programme at SANBI. This checklist was compiled as an outcome of the Research and Innovation Working Group of the G20, under the South African presidency. This checklist formed part of the deliverables under Priority 2 "Biodiversity Information for Sustainable Development" for GBIF to build a Catalogue of Life (a list of all the world’s species) within the G20 framework.
DOI: 10.15468/dl.dcdsju
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Rhodeus atremius)",
 "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 11 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010525-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48436/3my76-zqh44
title: Radio telescope dimensions for geodetic and astrometric VLBI thermal expansion modelling
title: Updated version 2025.09.17

description: Description

The dataset contains the dimensions of structural parts of radio telescopes used for geodetic and astrometric VLBI for the purpose of thermal expansion modelling in geodetic and astrometric VLBI Level-2 data analysis. New version as of 2025-09-17.

Changes



SEJONG axis offset updated

Entries added for site names existing in the gsfc_itrf2020_v2020Apr14.axoeven though they may have been used only for experimental purposes: ALASKANO, HARTDBBC, LEFTKOK, NOTDBBC, NOTOVDIF, NOTOX, NYALDBBC, ONSALAAN, ONSAVDIF, WETTVDIF,  WIDE85_3, YEBESDBC (always entered below common name). N.B.: Axis offsets corrected by taking them over from telescopes with common names.


Context and methodology



The dataset  belongs to publication: Axel Nothnagel (2009) Conventions on thermal expansion modelling of radio telescopes for geodetic and astrometric VLBI; Journal of Geodesy, Vol. 83(3), 787-792, DOI: 10.1007/s00190-008-0284-z, where the general concept of thermal expansion modelling is described.

The data was collected from on-site personnel who measured the dimensions of the structural parts or extracted them from construction drawings.


Technical details



The data is stored in fixed format ASCII, with the data of each telescope in a single line. The format is described in the header of the file. 

No special software is needed to read and use the data.
DOI: 10.5517/ccdc.csd.cc26rv50
title: CCDC 2048702: Experimental Crystal Structure Determination

description: Related Article: Xiao-Yu Ma, Cun-Ling Zhang, Ruo-Xuan Xu, Meng Wang|2022|J.Iran.Chem.Soc.|19|2561|doi:10.1007/s13738-021-02471-x
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5281/zenodo.10890111
title: Data from: Selective social interactions and speed-induced leadership in schooling fish

description: Experimental datasets for the manuscript:

Puy, A., Gimeno, E., Torrents, J., Bartashevich, P., Miguel, M. C., Pastor-Satorras, R., & Romanczuk, P. (2024). Selective social interactions and speed-induced leadership in schooling fish. Proceedings of the National Academy of Sciences, 121(18), e2309733121.

 

The datasets provide trajectories of fish. There are 2 recordings with N=39 fish (60 minutes duration) and 6 recordings with N=8 fish (30 minutes duration). The columns are as follows:



Time [frame]: Time of the trajectory in frames.

X_0 [px]: Position in the x-coordinate in pixels of the trajectory of individual 0.

Y_0 [px]: Position in the y-coordinate in pixels of the trajectory of individual 0.

X_1 [px]: Position in the x-coordinate in pixels of the trajectory of individual 1.

Y_1 [px]: Position in the y-coordinate in pixels of the trajectory of individual 1.

...


Conversion to international units:



50 frames = 1 s.

2745 px= 100 cm.
DOI: 10.5281/zenodo.10890112
title: Data from: Selective social interactions and speed-induced leadership in schooling fish

description: Experimental datasets for the manuscript:

Puy, A., Gimeno, E., Torrents, J., Bartashevich, P., Miguel, M. C., Pastor-Satorras, R., & Romanczuk, P. (2024). Selective social interactions and speed-induced leadership in schooling fish. Proceedings of the National Academy of Sciences, 121(18), e2309733121.

 

The datasets provide trajectories of fish. There are 2 recordings with N=39 fish (60 minutes duration) and 6 recordings with N=8 fish (30 minutes duration). The columns are as follows:



Time [frame]: Time of the trajectory in frames.

X_0 [px]: Position in the x-coordinate in pixels of the trajectory of individual 0.

Y_0 [px]: Position in the y-coordinate in pixels of the trajectory of individual 0.

X_1 [px]: Position in the x-coordinate in pixels of the trajectory of individual 1.

Y_1 [px]: Position in the y-coordinate in pixels of the trajectory of individual 1.

...


Conversion to international units:



50 frames = 1 s.

2745 px= 100 cm.
DOI: 10.15468/dl.tf2qav
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hiatula adamsii",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is one of (Absent)"
 ]
 }
 }
 ]
}

 The dataset includes 3 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010526-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.a8qvpt
title: Occurrence Download

description: A dataset containing 763 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Brunnera macrophylla",
 "Country is Denmark",
 "HasCoordinate is true"
 ]
}

 The dataset includes 763 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010527-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wxj93u
title: Occurrence Download

description: A dataset containing 102 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Brunnera macrophylla",
 "Country is Italy",
 "HasCoordinate is true"
 ]
}

 The dataset includes 102 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010530-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cmcwsa
title: Occurrence Download

description: A dataset containing 18 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Brunnera macrophylla",
 "Country is Estonia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 18 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010528-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yyyst7
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Physochlaina infundibularis",
 "Year 1970-2020"
 ]
}

 The dataset includes 5 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010529-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2aqq5r
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Melanorivulus rubromarginatus)",
 "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/0010531-250914085247600/datasets/export for details.
DOI: 10.15468/dl.fpbku6
title: Occurrence Download

description: A dataset containing 346513 species occurrences available in GBIF matching the query:
{
 "and" : [
 "MediaType is Image",
 "TaxonKey is one of (Lyrurus mlokosiewiczi, Merops persicus, Megaceryle lugubris, Limnodromus scolopaceus, Limnodromus semipalmatus, Limosa lapponica, Lymnocryptes minimus, Lullula arborea, Melanocorypha bimaculata, Melanocorypha mongolica, Melanocorypha yeltoniensis, Locustella fluviatilis, Locustella lanceolata, Loxia pytyopsittacus, Leucosticte tephrocotis, Leucosticte nemoricola, Leucosticte brandti, Leucosticte arctoa, Mareca americana, Melanitta fusca, Melanitta deglandi, Melanitta perspicillata, Melanitta nigra, Melanitta americana, Marmaronetta angustirostris, Milvus milvus, Mergus merganser orientalis, Mergus squamatus, Melanocorypha calandra psammochroa, Locustella luscinioides fusca, Locustella naevia straminea, Luscinia svecica pallidogularis, Loxia curvirostra altaiensis, Loxia curvirostra tianschanica, Leucosticte brandti margaritacea, Leucosticte nemoricola altaica, Luscinia svecica svecica, Merops persicus persicus, Limosa limosa limosa, Lyrurus tetrix viridanus, Lyrurus tetrix mongolicus, Loxia curvirostra curvirostra, Milvus migrans migrans, Mergus merganser merganser, Leucosticte brandti brandti, Leucosticte arctoa arctoa, Melanocorypha calandra calandra, Leptopoecile sophiae sophiae, Locustella davidi, Linaria flavirostris, Locustella tacsanowskia, Linaria cannabina, Loxia leucoptera, Luscinia megarhynchos golzii, Luscinia svecica saturatior, Linaria cannabina cannabina, Linaria flavirostris korejevi, Melanocorypha bimaculata torquata, Linaria flavirostris kirghizorum, Mareca falcata, Leucogeranus leucogeranus)"
 ]
}

 The dataset includes 346513 records from 97 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010436-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5284/1106997
title: Digital Archive from an Archaeological Evaluation at 75 The Avenue, Southampton (SOU1940 and SOU1951) 2021-2022

description: This collection comprises images, spreadsheets GIS data and scanned site records from an archaeological evaluation at 75 The Avenue, Southampton undertaken by Wessex Archaeology between December 2021 and November 2022. Brickearth was recorded at varying depths across the site, which is likely to have impacted the survival of archaeological remains, if present, predating the post medieval period. The results of the test pitting and the absence of significant Pleistocene sequences and Lower to Middle Palaeolithic artefacts, indicate that the Palaeolithic potential of the site is considered to be low.
DOI: 10.15468/dl.ebee6r
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Hiatula chinensis",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is one of (Absent)"
 ]
 }
 }
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010532-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xv4av3
title: Occurrence Download

description: A dataset containing 494 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is South Africa",
 "TaxonKey is Phygelius"
 ]
}

 The dataset includes 494 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010533-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y8rxjy
title: Occurrence Download

description: A dataset containing 43 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Brunnera macrophylla",
 "Country is Norway",
 "HasCoordinate is true"
 ]
}

 The dataset includes 43 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010536-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h9b6qb
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Brunnera macrophylla",
 "Country is Lithuania",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010534-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.du84ej
title: Occurrence Download

description: A dataset containing 1208 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Brunnera macrophylla",
 "Country is Netherlands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1208 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010535-250914085247600/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.30147301
title: Supplementary Material

description: Supplementary Material
DOI: 10.6084/m9.figshare.30147301.v1
title: Supplementary Material

description: Supplementary Material
DOI: 10.6084/m9.figshare.30147289
title: DeepB3Pred_source_code

description: DeepB3Pred###DeepB3Pred uses the following dependencies:MATLAB2018a python 3.10 numpy scipy *pandas scikit-learn catboost= 1.1.1 gc_forset *xgboost-1.5.0 tensorflow=1.15.0 Keras=2.1.6###Guiding principles:**The data contains training dataset and testing dataset. Training dataset TR_BB.fasta includes BBB_pos and BBB_neg training samples. Testing dataset TS_BB includes BBB_pos and BBB_neg testing samples**Feature_Extraction: CPSR is the implementation of component protein sequence representation. mctd is the implementation of composition-transition and distribution, GSFE is the implementation of Graphical and statistical-based feature engineering.** Classifier: DeepB3Pred.py is the implementation of proposed method to predict B3PPs and non-B3PPs.
DOI: 10.6084/m9.figshare.30147289.v1
title: DeepB3Pred_source_code

description: DeepB3Pred###DeepB3Pred uses the following dependencies:MATLAB2018a python 3.10 numpy scipy *pandas scikit-learn catboost= 1.1.1 gc_forset *xgboost-1.5.0 tensorflow=1.15.0 Keras=2.1.6###Guiding principles:**The data contains training dataset and testing dataset. Training dataset TR_BB.fasta includes BBB_pos and BBB_neg training samples. Testing dataset TS_BB includes BBB_pos and BBB_neg testing samples**Feature_Extraction: CPSR is the implementation of component protein sequence representation. mctd is the implementation of composition-transition and distribution, GSFE is the implementation of Graphical and statistical-based feature engineering.** Classifier: DeepB3Pred.py is the implementation of proposed method to predict B3PPs and non-B3PPs.
DOI: 10.15468/dl.bgbwu8
title: Occurrence Download

description: A dataset containing 539 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Campostoma ornatum)",
 "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 539 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010537-250914085247600/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.