cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.c2z6jw
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "OccurrenceStatus is Present",
 "TaxonKey is Anopheles freeborni Aitken, 1939"
 ]
}

 The dataset includes 22 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0270321-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mgxq2k
title: Occurrence Download

description: A dataset containing 923 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 {
 "and" : [
 "TaxonKey is one of (Chiroptera)",
 {
 "or" : [
 "StateProvince ~rio bita",
 "StateProvince ~vichada",
 "StateProvince is vichada",
 "StateProvince is vichada dept.",
 "StateProvince is vichada department",
 "StateProvince ~bita"
 ]
 }
 ]
 }
 ]
}

 The dataset includes 923 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007169-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zvkuli
title: Occurrence Download

description: A dataset containing 14306 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Melampyrum arvense L.",
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 14306 records from 153 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0038471-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wrq8qa
title: Occurrence Download

description: A dataset containing 239178 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Persicaria maculosa Gray"
 ]
}

 The dataset includes 239178 records from 800 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0268548-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6su5sg
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Diplobrachia grenadiensis",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046257-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17889415
title: Dynamic Masking with a Self-Supervised U-Net for End-to-End Chlorophyll-a Concentration Reconstruction in the Bohai and Yellow Sea

description: chlor_a: Level-3 chlorophyll-a concentration data from the Himawari-8 satellite, g/cm³.chlor_a_filtered: Filtered Level-3 chlorophyll-a concentration data from Himawari-8, used as the ground truth label in this training process, g/cm³.chlor_a_pred: Gap-free chlorophyll-a concentration dataset reconstructed using the method proposed in our paper, g/cm³.
DOI: 10.5281/zenodo.17889414
title: Dynamic Masking with a Self-Supervised U-Net for End-to-End Chlorophyll-a Concentration Reconstruction in the Bohai and Yellow Sea

description: chlor_a: Level-3 chlorophyll-a concentration data from the Himawari-8 satellite, g/cm³.chlor_a_filtered: Filtered Level-3 chlorophyll-a concentration data from Himawari-8, used as the ground truth label in this training process, g/cm³.chlor_a_pred: Gap-free chlorophyll-a concentration dataset reconstructed using the method proposed in our paper, g/cm³.
DOI: 10.15468/dl.jdfphs
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Diplobrachia japonica",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 6 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046258-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.d442mz
title: Occurrence Download

description: A dataset containing 3951437 species occurrences available in GBIF matching the query:
{
 "and" : [
 "SpeciesKey is one of (Buteo jamaicensis)",
 "BasisOfRecord is one of (Human Observation, Observation, Occurrence evidence)",
 "Year is greater than or equal to 1951",
 "Year is less than or equal to 2024",
 "Month is greater than or equal to April",
 "Month is less than or equal to July",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 3951437 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046246-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.guee44
title: Occurrence Download

description: A dataset containing 11 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Diplobrachia southwardae",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 11 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046259-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17791820
title: MyBAD: Malaysian Bird Activity Detection Dataset

description: MyBAD (Malaysian Bird Activity Detection) is a large-scale audio dataset for Edge AI bird detection, comprising 28,000 positive (bird-present) and 28,000 negative (bird-absent) 3-second clips sampled at 16 kHz. The dataset represents all available bird sound samples from Xeno-canto recordings in Malaysia and Singapore up to June 2025. Each clip is provided as a .npy (NumPy array) file derived from mel-spectrograms, with five different resolutions: 80×184, 64×184, 48×184, 32×184, and 16×184.

The dataset is designed for automated bird activity detection, biodiversity monitoring, and real-time acoustic sensing on low-power devices, and is fully machine-learning–ready.

Positive samples were primarily extracted from Xeno-canto recordings of Malaysian bird species by selecting the highest-energy 3-second segment from each source recording. Additional samples were drawn from the Macaulay Library to improve representation of common but underrecorded species.Negative samples originate mainly from the BirdCLEF “BAD” competition (BirdVox, Freefield1010, Warblr) and are supplemented with non-bird environmental audio from Xeno-canto, ESC, and FSC datasets. All negative clips were screened to ensure the absence of bird vocalizations.

A future release will include full metadata (source IDs, duration, and license information) to further strengthen the traceability of each sample.

Released under CC BY 4.0, MyBAD provides an open, reproducible resource for developing Edge AI models for tropical bird monitoring and acoustic biodiversity assessment.

Note: This dataset will be formally described in a forthcoming paper introducing the dataset and companion featherweight bird-activity detector.
DOI: 10.15468/dl.432cjw
title: Occurrence Download

description: A dataset containing 1382 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is NSW BioNet Atlas",
 "Geometry POLYGON((150.95992 -33.77749,151.06011 -33.77749,151.06011 -33.73744,150.95992 -33.73744,150.95992 -33.77749))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Poaceae",
 "Year 1981-2025"
 ]
}

 The dataset includes 1382 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046260-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/14101388
title: World Athletics Calendar (worldathletics.org)
DOI: 10.6084/m9.figshare.30855587
title: Water quality physical and chemical indicators and microbial data along with their R language codes

description: Microorganisms in water bodies can transform carbon into a refractory form known as refractory dissolved organic carbon (RDOC), storing it in water for the long term. This process, referred to as the Microbial Carbon Pump (MCP) effect, plays a significant role in mitigating climate change. During summer, subtropical reservoirs often experience thermal stratification, which notably influences microbial activity in the water. This study aims to investigate how thermal stratification affects microbial communities and further regulates the formation of RDOC. By comparing water quality and microbial data between the Thermal Stratification periods and the Mixing period, we analyzed the intrinsic relationship between them. The study found that during the stratification periods, microbial community collaboration strengthened, with key taxa forming close cooperative networks, substantially increasing the storage of persistent carbon in the middle and upper water layers. In contrast, during the Mixing period, weakened microbial interactions led to a decline in carbon production capacity. This research reveals the universal mechanism by which thermal stratification regulates carbon storage in reservoirs, providing important scientific insights for predicting and managing the carbon sequestration capacity of inland waters against the backdrop of global warming.
DOI: 10.6084/m9.figshare.30855587.v1
title: Water quality physical and chemical indicators and microbial data along with their R language codes

description: Microorganisms in water bodies can transform carbon into a refractory form known as refractory dissolved organic carbon (RDOC), storing it in water for the long term. This process, referred to as the Microbial Carbon Pump (MCP) effect, plays a significant role in mitigating climate change. During summer, subtropical reservoirs often experience thermal stratification, which notably influences microbial activity in the water. This study aims to investigate how thermal stratification affects microbial communities and further regulates the formation of RDOC. By comparing water quality and microbial data between the Thermal Stratification periods and the Mixing period, we analyzed the intrinsic relationship between them. The study found that during the stratification periods, microbial community collaboration strengthened, with key taxa forming close cooperative networks, substantially increasing the storage of persistent carbon in the middle and upper water layers. In contrast, during the Mixing period, weakened microbial interactions led to a decline in carbon production capacity. This research reveals the universal mechanism by which thermal stratification regulates carbon storage in reservoirs, providing important scientific insights for predicting and managing the carbon sequestration capacity of inland waters against the backdrop of global warming.
DOI: 10.5281/zenodo.17890258
title: ANATOMIYADAGI AYRIM LOTINCHA TERMINLARNING NOTO'G'RI TALAFFUZ ETILISHI, TIBBIYOT TALABALARIGA NOTO'GRI O'RGATILISHI NATIJASIDA KELIB CHIQADIGAN OQIBATLAR HAMDA ULARNING TIBBIY – LINGIVISTIK TAHLILI
DOI: 10.5281/zenodo.17890259
title: ANATOMIYADAGI AYRIM LOTINCHA TERMINLARNING NOTO'G'RI TALAFFUZ ETILISHI, TIBBIYOT TALABALARIGA NOTO'GRI O'RGATILISHI NATIJASIDA KELIB CHIQADIGAN OQIBATLAR HAMDA ULARNING TIBBIY – LINGIVISTIK TAHLILI
DOI: 10.15468/dl.7yzjny
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sclerolinum javanicum",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046261-251120083545085/datasets/export for details.
DOI: 10.15468/dl.5w85g9
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sclerolinum magdalenae",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 5 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046263-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e4hj8s
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sclerolinum major",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 4 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046264-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4jj23d
title: Occurrence Download

description: A dataset containing 911403 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tracheophyta",
 "DecimalLatitude is greater than or equal to -35.914722",
 "DecimalLatitude is less than or equal to -30.914722",
 "DecimalLongitude is greater than or equal to 115.0",
 "DecimalLongitude is less than or equal to 120.0",
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 911403 records from 172 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046255-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/qjm4-zz88
title: "Digital Phenotyping of Neuromuscular\u2013Cognitive Aging Using Portable Ultrasound and Multidomain "

description: "This dataset contains multidomain clinical and functional measurements collected from 40 community-dwelling older women to investigate neuromuscular\u2013cognitive aging phenotypes. The dataset includes portable ultrasound\u2013derived quadriceps muscle thickness, hand-grip strength, bioimpedance-based adjusted skeletal muscle index (ASMI), Montreal Cognitive Assessment (MoCA) scores, anthropometric variables (age, height, weight, BMI), and lower-extremity function indicators (gait speed, chair-stand time, and SPPB total score). All measurements were obtained using standardized clinical protocols performed by trained examiners.The dataset was originally developed for an explainable unsupervised machine-learning study aimed at identifying latent phenotypes representing distinct combinations of muscle morphology, strength, body composition, and cognitive performance. These data support research in digital phenotyping, geriatric assessment, sarcopenia classification, physical function modeling, and multimodal clustering. The dataset is suitable for PCA, clustering, feature importance analysis, predictive modeling, and validation of digital biomarker frameworks.All data are fully anonymized and contain no personally identifiable information. The study procedures were approved by an Institutional Review Board, and written informed consent was obtained from all participants. This dataset provides a valuable benchmark for researchers developing interpretable machine-learning models, digital health tools, or multimodal assessment systems for aging populations"
DOI: 10.5281/zenodo.17890331
title: TARJIMADA EKVIVALENTLIK MUAMMOLARI VA UNING YECHIMLARI
DOI: 10.5281/zenodo.17890332
title: TARJIMADA EKVIVALENTLIK MUAMMOLARI VA UNING YECHIMLARI
DOI: 10.6084/m9.figshare.30855608
title: Predicting Gold Prices Using Machine Learning

description: Predicting Gold Prices Using Machine Learning
DOI: 10.6084/m9.figshare.30855608.v2
title: Predicting Gold Prices Using Machine Learning

description: Predicting Gold Prices Using Machine Learning
DOI: 10.6084/m9.figshare.30855608.v1
title: Predicting Gold Prices Using Machine Learning

description: Predicting Gold Prices Using Machine Learning
DOI: 10.15468/dl.jjnhj9
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sclerolinum minor",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 7 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046266-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17890390
title: VIEWS ON FORMING PATRIOTISM AMONG INTERNAL AFFAIRS OFFICERS
DOI: 10.5281/zenodo.17890391
title: VIEWS ON FORMING PATRIOTISM AMONG INTERNAL AFFAIRS OFFICERS
DOI: 10.15468/dl.27rreq
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sclerolinum sibogae",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046267-251120083545085/datasets/export for details.
DOI: 10.15468/dl.8kavkd
title: Occurrence Download

description: A dataset containing 555 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((21.17269 -27.78663,34.80208 -27.78663,34.80208 -22.33721,21.17269 -22.33721,21.17269 -27.78663))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Vachellia xanthophloea"
 ]
}

 The dataset includes 555 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046268-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e241127
title: Gender inequality index by zip code

description: Construct Gender Inequality Index from three dimensions - reproducive health, empowerment and the labour market. Methodology following technical notes of UNDP Human Development Reports. County level data using 2019 ACS 5-Year Estimates. Produced by Yi Wang under the supervision of Kelly Shue, Yale University.
DOI: 10.3886/e241127v1
title: Gender inequality index by zip code

description: Construct Gender Inequality Index from three dimensions - reproducive health, empowerment and the labour market. Methodology following technical notes of UNDP Human Development Reports. County level data using 2019 ACS 5-Year Estimates. Produced by Yi Wang under the supervision of Kelly Shue, Yale University.
DOI: 10.5281/zenodo.17890399
title: ИНДИВИДУАЛ ТАЪЛИМ ТРАЕКТОРИЯСИ АСОСИДА МАЛАКА ОШИРИШНИНГ ИСТИҚБОЛЛАРИ
DOI: 10.5281/zenodo.17890398
title: ИНДИВИДУАЛ ТАЪЛИМ ТРАЕКТОРИЯСИ АСОСИДА МАЛАКА ОШИРИШНИНГ ИСТИҚБОЛЛАРИ
DOI: 10.15468/dl.ceypqt
title: Occurrence Download

description: A dataset containing 303 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lamellibrachia barhami",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 303 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0046269-251120083545085/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.30634346
title: Data and figure for manuscript submitted to <i>Journal of Geophysical Research: Earth Surface</i>

description: Data and figure for manuscript submitted to <i>Journal of Geophysical Research: Earth Surface</i><i>. </i>The title of the manuscript is<i> </i><i>Insight</i><i> </i><i>I</i><i>nto The Failure Mechanism</i><i> </i><i>o</i><i>f Loosely</i><i>-</i><i>Deposited Submarine Clayey Slope Under Combined Wave</i><i> </i><i>a</i><i>nd Current Loadings: Experiment</i><i> </i><i>a</i><i>nd Simulation.</i>
DOI: 10.6084/m9.figshare.30634346.v3
title: Data and figure for manuscript submitted to <i>Journal of Geophysical Research: Earth Surface</i>

description: Data and figure for manuscript submitted to <i>Journal of Geophysical Research: Earth Surface</i><i>. </i>The title of the manuscript is<i> </i><i>Insight</i><i> </i><i>I</i><i>nto The Failure Mechanism</i><i> </i><i>o</i><i>f Loosely</i><i>-</i><i>Deposited Submarine Clayey Slope Under Combined Wave</i><i> </i><i>a</i><i>nd Current Loadings: Experiment</i><i> </i><i>a</i><i>nd Simulation.</i>
DOI: 10.6084/m9.figshare.30634346.v2
title: Data and figure for manuscript submitted to <i>Journal of Geophysical Research: Earth Surface</i>

description: Data and figure for manuscript submitted to <i>Journal of Geophysical Research: Earth Surface</i><i>. </i>The title of the manuscript is<i> </i><i>Insight</i><i> </i><i>I</i><i>nto The Failure Mechanism</i><i> </i><i>o</i><i>f Loosely</i><i>-</i><i>Deposited Submarine Clayey Slope Under Combined Wave</i><i> </i><i>a</i><i>nd Current Loadings: Experiment</i><i> </i><i>a</i><i>nd Simulation.</i>
DOI: 10.6084/m9.figshare.30855485
title: Data on breeding biology and nest characteristics of the Little Owl (<i>Athene noctua</i>)

description: This dataset provides a comprehensive record of the breeding biology and nest characteristics of the Little Owl (<i>Athene noctua</i>) collected during the 2024 breeding season. A total of 200 nests were monitored across farmland and urban habitats, offering detailed insights into how environmental features influence nesting behavior and reproductive success.For each nest, the dataset includes information on habitat type, nest site, nest height, and nest-box orientation, as well as distances to human settlements and nearby water bodies. Breeding parameters such as egg-laying dates, clutch size, incubation period, hatching success, nestling period, and fledging numbers are thoroughly documented. Measures of breeding outcome—including egg loss, chick loss, and overall breeding success—are also provided.This dataset serves as a valuable resource for studying raptor ecology, nest-site selection, habitat associations, and reproductive performance. It is well-suited for ecological research, comparative breeding studies, conservation planning, and long-term monitoring of Little Owl populations.
DOI: 10.6084/m9.figshare.30855485.v1
title: Data on breeding biology and nest characteristics of the Little Owl (<i>Athene noctua</i>)

description: This dataset provides a comprehensive record of the breeding biology and nest characteristics of the Little Owl (<i>Athene noctua</i>) collected during the 2024 breeding season. A total of 200 nests were monitored across farmland and urban habitats, offering detailed insights into how environmental features influence nesting behavior and reproductive success.For each nest, the dataset includes information on habitat type, nest site, nest height, and nest-box orientation, as well as distances to human settlements and nearby water bodies. Breeding parameters such as egg-laying dates, clutch size, incubation period, hatching success, nestling period, and fledging numbers are thoroughly documented. Measures of breeding outcome—including egg loss, chick loss, and overall breeding success—are also provided.This dataset serves as a valuable resource for studying raptor ecology, nest-site selection, habitat associations, and reproductive performance. It is well-suited for ecological research, comparative breeding studies, conservation planning, and long-term monitoring of Little Owl populations.