cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.bgs7ee
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Arnebia fimbriopetala Stocks, Arnebia fimbriopetala Stocks, Arnebia fimbriopetala Stocks, Arnebia fimbriopetala Stocks, Arnebia fimbriopetala Stocks, Arnebia fimbriopetala Stocks, 1851, Echioides bungei (Boiss.) Rothm., Lithospermum fimbriopetalum (Stocks) I.M.Johnst., Lithospermum fimbriopetalum (Stocks) I. M. Johnst., Echioides fimbriopetalum (Stocks) Rothm., Echioides fimbriopetalum (Stocks) Rothm., Echioides fimbriopetalum (Stocks) Rothm., Lithospermum fimbriopetalum (Stocks) I.M.Johnst., Lithospermum fimbriopetalum (Stocks) I.M.Johnst., Arnebia bungei Boiss., Arnebia bungei Boiss., Echioides fimbriopetalum (Stocks) Rothm., Lithospermum bungei (Boiss.) I.M.Johnst., Echioides fimbriopetalum (Stocks) Rothm., Lithospermum bungei (Boiss.) I.M.Johnst., Echioides bungei (Boiss.) Rothm., Lithospermum fimbriopetalum (Stocks) I.M.Johnst., Lithospermum bungei (Boiss.) I. M. Johnst., Arnebia bungei Boiss., Lithospermum bungei (Boiss.) I.M.Johnst., Echioides bungei (Boiss.) Rothm., Arnebia bungei Boiss., Echioides bungei (Boiss.) Rothm.)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Living Specimen, Machine Observation, Literature Occurrence)",
 "Geometry POLYGON((-180 -90,180 -90,180 90,-180 90,-180 -90))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019778-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c5rnn3
title: Occurrence Download

description: A dataset containing 105378354 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is iNaturalist Research-grade Observations"
 ]
}

 The dataset includes 105378354 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019746-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ayp88p
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is COL.18_2",
 "TaxonKey is Leptodeira annulata (Linnaeus, 1758)"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019780-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mxn7we
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pseudoeurycea conanti Bogert, 1967"
 ]
}

 The dataset includes 15 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019779-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gmxud4
title: Occurrence Download

description: A dataset containing 4314 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Erythrolamprus reginae (Linnaeus, 1758)"
 ]
}

 The dataset includes 4314 records from 88 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019781-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ahzmwb
title: Occurrence Download

description: A dataset containing 792 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dendropsophus labialis (Peters, 1863)"
 ]
}

 The dataset includes 792 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019782-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.18434/mds2-3064
title: Trojan Detection Software Challenge - rl-lavaworld-jul2023-train
DOI: 10.18112/openneuro.ds005356.v1.4.0
title: MEG: Major Depression Probabilistic Learning Task
DOI: 10.18434/mds2-3065
title: Trojan Detection Software Challenge - nlp-question-answering-aug2023-train
DOI: 10.34740/kaggle/dsv/10690113
title: Printed Digits Dataset
DOI: 10.18434/mds2-3066
title: Trojan Detection Software Challenge - rl-randomized-lavaworld-aug2023-train
DOI: 10.18434/mds2-3163
title: Trojan Detection Software Challenge - cyber-apk-nov2023-train
DOI: 10.18434/mds2-3164
title: Trojan Detection Software Challenge - cyber-network-c2-feb2024-train
DOI: 10.5281/zenodo.11506823
title: Preliminary data and code from work in progress on deep learning for groundwater level prediction - Version 1

description: This repository provides the data and Python code enabling the reproduction of the results presented in the manuscript submitted to J. Hydrol.

The folders are structured as follows:- The folder "00Scripts" contains the Python code in Jupyter notebooks for running the models, analyzing the model results (saved to folder "02Results"), and creating plots and tables (saved to folder "03Plots").- The folder "01Data" contains all the data utilized in the Python code ("00Scripts").- The folder "02Results" contains the output of the model runs.- The folder "03Plots" contains plots and tables created from the model outputs ("02Results").

Please refer to the manuscript for further information.
DOI: 10.5281/zenodo.14834557
title: Machine learning workflows beyond linear models in low-data regimes

description: Input databases used and PDF reports from ROBERT, containing comprehensive information about the workflows.
DOI: 10.5281/zenodo.14834558
title: Machine learning workflows beyond linear models in low-data regimes

description: Input databases used and PDF reports from ROBERT, containing comprehensive information about the workflows.
DOI: 10.15468/dl.gya82n
title: Occurrence Download

description: A dataset containing 223700 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Ecuador",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "PublishingOrg is one of (b3bf3a83-1f68-4541-a03f-330d30d567f5, b554c320-0560-11d8-b851-b8a03c50a862, c49fdf8d-5648-4ae7-b0be-d3d9c67bc755, 493fe050-055d-11d8-b84f-b8a03c50a862, 13fe7a88-3d16-451f-9ee8-66c6275a5e23, 97a3ce10-3e54-11d9-8439-b8a03c50a862, a3a2b5eb-9b4c-485f-b4ce-19cfb7de6772, ada9d123-ddb4-467d-8891-806ea8d94230, 66522820-055c-11d8-b84e-b8a03c50a862)",
 "TaxonKey is Arthropoda"
 ]
}

 The dataset includes 223700 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019749-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sfx7x9
title: Occurrence Download

description: A dataset listing the 29731 species recorded in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Year is greater than or equal to 2015",
 "Year is less than or equal to 2024",
 "CoordinateUncertaintyInMeters is greater than or equal to 0.0",
 "CoordinateUncertaintyInMeters is less than or equal to 500.0",
 "Country is one of (France, Netherlands, United Kingdom of Great Britain and Northern Ireland, Switzerland, Germany, Denmark, Belgium, Sweden, Norway, Spain, Croatia, Slovenia, Slovakia, Bosnia and Herzegovina, Serbia, Romania, Kosovo, Montenegro, Albania, North Macedonia, Bulgaria, Greece, Lithuania, Latvia, Estonia, Poland, Czechia, Hungary, Finland, Portugal, Ireland, Austria, Luxembourg, Andorra, Cyprus, Malta, Liechtenstein, Italy, San Marino, Holy See, Monaco, Gibraltar, Guernsey, Jersey, Isle of Man, Åland Islands)",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is Tracheophyta",
 "HasGeospatialIssue is false",
 {
 "not" : {
 "Issue" : [
 "is one of (Coordinate invalid, Taxon match fuzzy, Taxon match none, Footprint WKT mismatch, Country invalid)"
 ]
 }
 }
 ]
}

 The dataset's 29731 records were derived from 657 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019751-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/rg.2.2.19293.33763
title: The socio-economic profile and the geo-economic attractivity of the region of Antwerp (Belgium): 2000 -2018
DOI: 10.13140/rg.2.2.13090.96963
title: [Recorded Presentation] GT2020-14717 SBES/FGM Simulation of Film-Cooled Surface Heat Transfer and Near-Wall Reaction
DOI: 10.13140/rg.2.2.31397.32486
title: Germany in First World War and Second World War
DOI: 10.15468/dl.59dq7r
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Insecta)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "Geometry POLYGON((-112.5 -7.5,-105 -7.5,-105 0,-112.5 0,-112.5 -7.5))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0041912-251009101135966/datasets/export for details.
DOI: 10.15468/dl.u2xgzs
title: Occurrence Download

description: A dataset containing 33 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Material sample, Living Specimen, Occurrence evidence)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Canarium indicum L."
 ]
}

 The dataset includes 33 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013455-241107131044228/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.27684696.v4
title: <b>Native species diversity provides resistance to invasion by an alien species in natural and manipulated settings</b>

description: Native diversity resist invasion in nature and field
DOI: 10.26060/0vn0-a853
title: FSL New Zealand Soil Classification v1.0
DOI: 10.15468/dl.v3w5s7
title: Occurrence Download

description: A dataset containing 1205089 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Denmark",
 "OccurrenceStatus is Present",
 "CoordinateUncertaintyInMeters is less than 50000",
 "Year is 2008",
 "DecimalLongitude is greater than or equal to 7.0",
 "DecimalLongitude is less than or equal to 15.5",
 "DecimalLatitude is greater than or equal to 54.5",
 "DecimalLatitude is less than or equal to 58.0"
 ]
}

 The dataset includes 1205089 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013445-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14013803
title: WildDESED: An LLM-Powered Dataset for Wild Domestic Environment Sound Event Detection System

description: A new large language model (LLM)-powered dataset namely wild domestic environment sound event detection (WildDESED). It is crafted as an extension to the original DESED dataset to reflect diverse acoustic variability and complex noises in home settings. We leveraged LLMs to generate eight different domestic scenarios based on target sound categories of the DESED dataset. Then we enriched the scenarios with a carefully tailored mixture of noises selected from AudioSet and ensured no overlap with target sound. We consider widely popular convolutional neural recurrent network to study WildDESED dataset, which depicts its challenging nature. We then apply curriculum learning by gradually increasing noise complexity to enhance the model's generalization capabilities across various noise levels.
DOI: 10.5281/zenodo.13357911
title: WildDESED: An LLM-Powered Dataset for Wild Domestic Environment Sound Event Detection System

description: A new large language model (LLM)-powered dataset namely wild domestic environment sound event detection (WildDESED). It is crafted as an extension to the original DESED dataset to reflect diverse acoustic variability and complex noises in home settings. We leveraged LLMs to generate eight different domestic scenarios based on target sound categories of the DESED dataset. Then we enriched the scenarios with a carefully tailored mixture of noises selected from AudioSet and ensured no overlap with target sound. We consider widely popular convolutional neural recurrent network to study WildDESED dataset, which depicts its challenging nature. We then apply curriculum learning by gradually increasing noise complexity to enhance the model's generalization capabilities across various noise levels.
DOI: 10.15468/dl.gqe568
title: Occurrence Download

description: A dataset containing 528768 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Cygnus olor (J.F.Gmelin, 1789)",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "Year is greater than or equal to 1500"
 ]
}

 The dataset includes 528768 records from 141 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013452-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zn8n63
title: Occurrence Download

description: A dataset containing 77 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Material sample)",
 "Continent is South America",
 "Country is Colombia",
 "TaxonKey is Sachatamia ilex (Savage, 1967)"
 ]
}

 The dataset includes 77 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013457-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4qmcuw
title: Occurrence Download

description: A dataset containing 1142692 species occurrences available in GBIF matching the query:
{
 "GadmGid" : [
 "is USA.12.1_1"
 ]
}

 The dataset includes 1142692 records from 402 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013456-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d9gqza
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Begonia littoralis (Begoniaceae), a new species from North Coast of São Paulo State, Brazil"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013459-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wnwrd3
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Begonia littoralis (Begoniaceae), a new species from North Coast of São Paulo State, Brazil"
 ]
}

 The dataset includes 5 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013460-241107131044228/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.27710616
title: Additional file 2

description: This study aims to establish a foundation for the precise prevention and treatment of GD by identifying potential therapeutic targets among plasma proteins. Initially, to systematically screen for proteins related to GD, we utilized protein data from the Fenland study and summary data from the GWAS of GD and autoimmune hyperthyroidism, as released in Version R10 of the FinnGen database. We conducted a two-sample MR analysis to assess the causal effects of plasma proteins on GD.
DOI: 10.6084/m9.figshare.27710616.v1
title: Additional file 2

description: This study aims to establish a foundation for the precise prevention and treatment of GD by identifying potential therapeutic targets among plasma proteins. Initially, to systematically screen for proteins related to GD, we utilized protein data from the Fenland study and summary data from the GWAS of GD and autoimmune hyperthyroidism, as released in Version R10 of the FinnGen database. We conducted a two-sample MR analysis to assess the causal effects of plasma proteins on GD.
DOI: 10.15468/dl.rkrx6u
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Impatiens glandulifera Royle",
 "Year 1970-2021"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013464-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e7kton
title: Occurrence Download

description: A dataset containing 48 species occurrences available in GBIF matching the query:
{
 "and" : [
 "ScientificName is Abies chensiensis Tiegh.",
 "DecimalLatitude is greater than or equal to -90",
 "DecimalLongitude is greater than or equal to -180"
 ]
}

 The dataset includes 48 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023102-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uhzh5n
title: Occurrence Download

description: A dataset containing 11115 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rubus spectabilis Pursh"
 ]
}

 The dataset includes 11115 records from 154 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085964-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dzifai
title: Occurrence Download

description: A dataset containing 1369 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pheugopedius eisenmanni (T.A.Parker & O'Neill, 1985)"
 ]
}

 The dataset includes 1369 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007884-190320150433242/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.b3kzh8
title: Occurrence Download

description: A dataset containing 103 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is China",
 "Country is Nepal",
 "Country is Belgium",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "Country is United States of America"
 ]
 },
 "TaxonKey is Aster farreri W.W.Sm. & Jeffrey"
 ]
}

 The dataset includes 103 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016638-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zrohev
title: Occurrence Download

description: A dataset containing 47485 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Amazilia yucatanensis (S.Cabot, 1845)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 47485 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007598-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4jjkhd
title: Occurrence Download

description: A dataset containing 156 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "DatasetKey is Northeast Area Monitoring and Assessment Program Near Shore Trawl Survey (NEAMAP)",
 "DatasetKey is VIMS Chesapeake Bay Multispecies Monitoring and Assessment Program"
 ]
 },
 "Geometry POLYGON((-75.5744 38.48373,-74.79657 38.52768,-75.39203 39.6373,-75.74139 39.74716,-75.5744 38.48373))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Limulus polyphemus (Linnaeus, 1758)",
 "Year 2011-2019"
 ]
}

 The dataset includes 156 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052582-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e6f5fd
title: Occurrence Download

description: A dataset containing 28745 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aegypius monachus (Linnaeus, 1766)"
 ]
}

 The dataset includes 28745 records from 132 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023105-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xnptee
title: Occurrence Download

description: A dataset containing 120 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Lanius ludovicianus mearnsi Ridgway, 1903"
 ]
}

 The dataset includes 120 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0390493-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h4v6a6
title: Occurrence Download

description: A dataset containing 1389 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Stemonurus Blume"
 ]
}

 The dataset includes 1389 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0052583-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.losyon
title: Occurrence Download

description: A dataset containing 2117 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Diversité des Poissons de Nouvelle-Calédonie, pêche au filet"
 ]
}

 The dataset includes 2117 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023785-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.0cgkbi
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Camellia flava (Pit.) Sealy",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 13 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007598-190320150433242/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.