cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.830049
title: Hui o ka Wai Ola Water Quality Data

description: This dataset is the quarterly report for the Hui o Ka Wai Ola citizen-science based water quality program. Included are physical and chemical data that were collected and analyzed every two or three weeks beginning from June 6, 2016 to December 31, 2025. New results will be posted as available. Please see huiokawaiola.com for more information. 

The goal of the Hui o Ka Wai Ola program is to increase the capacity for monitoring water quality in Maui coastal waters by generating reliable data to assess long-term water-quality conditions and detect temporal trends. These data augment the data produced by the Hawaii Department of Health Clean Water Branch beach monitoring program on Maui.

Please use the most recent version, as it is the latest quality assured data available from the group.
description: Visit huiokawaiola.com for full methods and most recently data and analysis.
DOI: 10.15468/dl.zw7fmz
title: Occurrence Download

description: A dataset containing 2216243 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence)",
 "Country is United States of America",
 "TaxonKey is Hymenoptera"
 ]
}

 The dataset includes 2216243 records from 78 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008452-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6erh7u
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Blicca bjoerkna",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1915",
 "Year is less than or equal to 1919"
 ]
}

 The dataset includes 10 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008517-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nhrjxg
title: Occurrence Download

description: A dataset containing 55 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Shoshonea pulvinata",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 55 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008518-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7802/2995
title: INCITE-DEM Survey
DOI: 10.7802/2968
title: SQP 3.0 data
DOI: 10.15468/dl.fue6pr
title: Occurrence Download

description: A dataset containing 52 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Blicca bjoerkna",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1920",
 "Year is less than or equal to 1924"
 ]
}

 The dataset includes 52 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008521-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fhs7ny
title: Occurrence Download

description: A dataset containing 598 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Siler montanum",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 598 records from 78 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008522-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.naypuk
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Blicca bjoerkna",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1925",
 "Year is less than or equal to 1929"
 ]
}

 The dataset includes 16 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008524-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jaavtw
title: Occurrence Download

description: A dataset containing 2954678 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Acer negundo, Adenostoma fasciculatum, Ambrosia psilostachya, Amsinckia douglasiana, Amsinckia eastwoodiae, Amsinckia intermedia, Amsinckia lycopsoides, Amsinckia menziesii, Amsinckia retrorsa, Amsinckia spectabilis, Amsinckia tessellata, Amsinckia vernicosa, Arctostaphylos crustacea, Arctostaphylos glandulosa, Arctostaphylos glauca, Arctostaphylos pungens, Arctostaphylos tomentosa, Arctostaphylos viridissima, Atriplex argentea, Atriplex confertifolia, Atriplex lentiformis, Atriplex leucophylla, Atriplex watsonii, Baccharis glutinosa, Baccharis pilularis, Baccharis salicifolia, Baccharis salicina, Baccharis sarothroides, Balsamorhiza deltoidea, Cirsium brevistylum, Cirsium occidentale, Cornus sericea, Deinandra fasciculata, Eschscholzia californica, Galium andrewsii, Galium aparine, Galium californicum, Galium hallii, Galium nuttallii, Geranium carolinianum, Helianthus annuus, Hesperocyparis macrocarpa, Hordeum brachyantherum, Hordeum depressum, Hordeum intercedens, Hordeum jubatum, Juniperus californica, Juniperus scopulorum, Madia elegans, Oenanthe sarmentosa, Phacelia brachyloba, Phacelia cicutaria, Phacelia ciliata, Phacelia distans, Phacelia douglasii, Phacelia egena, Phacelia grandiflora, Phacelia hubbyi, Phacelia imbricata, Phacelia longipes, Phacelia minor, Phacelia parryi, Phacelia ramosissima, Phacelia tanacetifolia, Phacelia viscida, Pinus muricata, Pinus radiata, Pinus torreyana, Platanus racemosa, Quercus agrifolia, Quercus dumosa, Ranunculus aquatilis, Sambucus mexicana, Sambucus nigra, Solanum americanum, Solanum douglasii, Solanum parishii, Solanum umbelliferum, Solanum xanti, Sparganium eurycarpum, Symphyotrichum chilense, Symphyotrichum defoliatum, Symphyotrichum greatae, Symphyotrichum subulatum)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 2954678 records from 5705 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008153-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qg8adk
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Schistura rara)",
 "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/0025381-250811113504898/datasets/export for details.
DOI: 10.15468/dl.y74pvu
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Umbyquyra acuminatum (Schmidt & Tesmoingt, 2005)"
 ]
}

 The dataset includes 19 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009983-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vff5xu
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alacia hettacra (Müller, 1906)"
 ]
}

 The dataset includes 21 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001612-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zchcuq
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Scyliorhinus garmani (Fowler, 1934)"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001611-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc2h7r6q
title: CCDC 2301353: Experimental Crystal Structure Determination

description: Related Article: Tamara Teles, Auguste Fernandes, Maria João Ferreira, Leonor Côrte-Real, Fernanda Marques, João D. G. Correia, Luis G. Alves|2025|New J.Chem.|49|5766|doi:10.1039/D4NJ05233A
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: 10.6084/m9.figshare.29994250
title: Dataset of field and experimental studies on the stygobiont shrimp Troglocaris planinensis from the Classical Karst

description: From June 2020 to January 2025, we conducted repeated diurnal and nocturnal surveys of Troglocaris planinensis at 64 springs in the Classic Karst (NE Italy). Each site was characterized for abiotic and biotic parameters. In laboratory assays, specimens from cave and spring populations were tested for behavioral responses to light stimuli and predator cues as potential adaptations to contrasting habitat conditions.In springs, T. planinensis density reached up to 116 shrimps/m², with significantly higher abundances at night and lower densities at sites with pike (top-predator fish in the investigated springs) presence. Laboratory tests showed that predator cues, but not light exposure, influenced shrimp behavior regardless of their cave or spring origin.<br>A key unresolved question is whether stygobionts like T. planinensis can detect and discriminate the contrasting physical and biotic attributes of subterranean versus surface habitats. In particular, responses to predator cues, Landscape of Fear (LOF), Hunters' Horizon (HuHo) and hydrodynamic variation warrant investigation, since drift away from the spring mouth can expose shrimps to markedly unsuitable conditions with low survival probability. Similarly, thermal gradients between springs and adjacent epigean habitats at the ecotonal boundary may drive differentiation among individuals or subpopulations that intermittently exploit this interface.
DOI: 10.6084/m9.figshare.29994250.v1
title: Dataset of field and experimental studies on the stygobiont shrimp Troglocaris planinensis from the Classical Karst

description: From June 2020 to January 2025, we conducted repeated diurnal and nocturnal surveys of Troglocaris planinensis at 64 springs in the Classic Karst (NE Italy). Each site was characterized for abiotic and biotic parameters. In laboratory assays, specimens from cave and spring populations were tested for behavioral responses to light stimuli and predator cues as potential adaptations to contrasting habitat conditions.In springs, T. planinensis density reached up to 116 shrimps/m², with significantly higher abundances at night and lower densities at sites with pike (top-predator fish in the investigated springs) presence. Laboratory tests showed that predator cues, but not light exposure, influenced shrimp behavior regardless of their cave or spring origin.<br>A key unresolved question is whether stygobionts like T. planinensis can detect and discriminate the contrasting physical and biotic attributes of subterranean versus surface habitats. In particular, responses to predator cues, Landscape of Fear (LOF), Hunters' Horizon (HuHo) and hydrodynamic variation warrant investigation, since drift away from the spring mouth can expose shrimps to markedly unsuitable conditions with low survival probability. Similarly, thermal gradients between springs and adjacent epigean habitats at the ecotonal boundary may drive differentiation among individuals or subpopulations that intermittently exploit this interface.
DOI: 10.34740/kaggle/dsv/12884052
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.5281/zenodo.15579650
title: Submitted Galaxy Scores to the Gravitational Wave Treasure Map for event MS250602u Preliminary

description: Attached in a .json file is the ranked galaxy information within the contour region of the EM counterpart search associated with the gravitational wave event MS250602u Preliminary. A reference to these calculations can be found here: https://ui.adsabs.harvard.edu/abs/2017ApJ...848L..33A/abstract
DOI: 10.5281/zenodo.15579651
title: Submitted Galaxy Scores to the Gravitational Wave Treasure Map for event MS250602u Preliminary

description: Attached in a .json file is the ranked galaxy information within the contour region of the EM counterpart search associated with the gravitational wave event MS250602u Preliminary. A reference to these calculations can be found here: https://ui.adsabs.harvard.edu/abs/2017ApJ...848L..33A/abstract
DOI: 10.5281/zenodo.15579628
title: Measurements of Volume Fraction Data for Statistical Analysis in Ultrasonic Frequency Studies

description: This dataset contains 70 measurements of volume fraction data, generated for statistical analysis in the context of ultrasonic frequency impact studies.  These data points are intended to support the reproducibility and transparency of the study.
DOI: 10.5281/zenodo.15579629
title: Measurements of Volume Fraction Data for Statistical Analysis in Ultrasonic Frequency Studies

description: This dataset contains 70 measurements of volume fraction data, generated for statistical analysis in the context of ultrasonic frequency impact studies.  These data points are intended to support the reproducibility and transparency of the study.
DOI: 10.15468/dl.4r7d62
title: Occurrence Download

description: A dataset containing 303 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Peru, Colombia)",
 "TaxonKey is Sabethes Robineau-Desvoidy, 1827"
 ]
}

 The dataset includes 303 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016184-250525065834625/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.24354295
title: scDREAMER

description: The processed data used in the manuscript "scDREAMER: atlas-level integration of single-cell datasets using deep generative model paired with adversarial classifier"<br>
DOI: 10.6084/m9.figshare.24354295.v2
title: scDREAMER

description: The processed data used in the manuscript "scDREAMER: atlas-level integration of single-cell datasets using deep generative model paired with adversarial classifier"<br>
DOI: 10.6084/m9.figshare.24354295.v1
title: scDREAMER

description: The processed data used in the manuscript "scDREAMER: atlas-level integration of single-cell datasets using deep generative model paired with adversarial classifier"<br>
DOI: 10.15468/dl.h2wd37
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0024831-250811113504898/datasets/export for details.
DOI: 10.15468/dl.6s2duk
title: Occurrence Download

description: A dataset containing 238627 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "TaxonKey is Pinus sylvestris L.",
 "Year 1970-2000"
 ]
}

 The dataset includes 238627 records from 431 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011020-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.keg96b
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Holtbyrnia Parr, 1937",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((17.9648 19.8496,8.9648 19.8496,8.9648 10.8496,17.9648 10.8496,17.9648 19.8496))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011030-250525065834625/datasets/export for details.
DOI: 10.15468/dl.cudv6j
title: Occurrence Download

description: A dataset containing 3787 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Ligularia sibirica (L.) Cass."
 ]
}

 The dataset includes 3787 records from 164 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011029-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w8z6hd
title: Occurrence Download

description: A dataset containing 64 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Baccharis ulicina Hook. & Arn.",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 64 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011032-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ueb3x3
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Holtbyrnia Parr, 1937",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((9.2698 2.0276,9.1702 1.8496,17.9648 1.8496,17.9648 10.8496,8.9648 10.8496,8.9648 2.8113,8.9984 2.8234,9.2654 3.2175,9.4253 3.0783,9.2698 2.0276))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011033-250525065834625/datasets/export for details.
DOI: 10.15468/dl.fctd6f
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Holtbyrnia Parr, 1937",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((9.7509 37.8496,8.9648 37.5879,8.9648 28.8496,17.9648 28.8496,17.9648 31.4107,15.9933 31.8399,15.7087 32.5876,15.3783 32.8575,13.447 33.3951,12.448 33.3201,11.5958 33.6971,11.3566 34.2292,11.7126 34.4306,11.838 34.8337,11.4958 36.0284,11.2722 36.2509,11.6203 36.7533,11.5006 37.3226,11.1934 37.5676,10.5795 37.5806,9.7509 37.8496))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011034-250525065834625/datasets/export for details.
DOI: 10.15468/dl.ffqs2p
title: Occurrence Download

description: A dataset containing 139 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Baptisia alba (L.) R.Br.",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 139 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011035-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.52d9wu
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Holtbyrnia Parr, 1937",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((17.9648 28.8496,8.9648 28.8496,8.9648 19.8496,17.9648 19.8496,17.9648 28.8496))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011037-250525065834625/datasets/export for details.
DOI: 10.15468/dl.88aghm
title: Occurrence Download

description: A dataset containing 77 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Bassia laniflora (S.G.Gmel.) A.J.Scott",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 77 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011038-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15061986
title: Dataset for hourly precipitation prediction

description: "Training and Test set for BiLSTM.mat"

A multi-source dataset for hourly precipitation prediction based on the BiLSTM (Bidirectional Long Short-Term Memory) model, including training and test sets.

"PWV_RS_GNSS.mat"

Precipitable Water Vapor (PWV) dataset from radiosonde (RS) and Global Navigation Satellite System (GNSS) observations.
DOI: 10.5281/zenodo.15061987
title: Dataset for hourly precipitation prediction

description: "Training and Test set for BiLSTM.mat"

A multi-source dataset for hourly precipitation prediction based on the BiLSTM (Bidirectional Long Short-Term Memory) model, including training and test sets.

"PWV_RS_GNSS.mat"

Precipitable Water Vapor (PWV) dataset from radiosonde (RS) and Global Navigation Satellite System (GNSS) observations.