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

description: A dataset containing 900 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "GadmGid is one of (DEU.3_1, DEU.4_1)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Sus scrofa Linnaeus, 1758"
 ]
}

 The dataset includes 900 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003695-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j89njv
title: Occurrence Download

description: A dataset containing 3230 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Netherlands",
 "OccurrenceStatus is Present",
 "TaxonKey is Typhaeus typhoeus (Linnaeus, 1758)",
 "Year 2022-2024"
 ]
}

 The dataset includes 3230 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003694-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kuet3y
title: Occurrence Download

description: A dataset containing 330 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Scinax tsachila Ron, Duellman, Caminer & Pazmiño, 2018",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 330 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003693-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15017791
title: HighwayScapes

description: This synthetic dataset features simulated highway scenes captured from a moving camera. For each viewpoint, we provide: normal and depth maps, color and grayscale segmentation masks, and a diffusion-generated RGB image utilizing the segmentation mask.
DOI: 10.5281/zenodo.15017790
title: HighwayScapes

description: This synthetic dataset features simulated highway scenes captured from a moving camera. For each viewpoint, we provide: normal and depth maps, color and grayscale segmentation masks, and a diffusion-generated RGB image utilizing the segmentation mask.
DOI: 10.5281/zenodo.15095403
title: HighwayScapes

description: This synthetic dataset features simulated highway scenes captured from a moving camera. For each viewpoint, we provide: normal and depth maps, color and grayscale segmentation masks, and a diffusion-generated RGB image utilizing the segmentation mask.
DOI: 10.15468/dl.g3dqf6
title: Occurrence Download

description: A dataset containing 2603 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Netherlands",
 "OccurrenceStatus is Present",
 "TaxonKey is Trypocopris vernalis (Linnaeus, 1758)",
 "Year 2022-2024"
 ]
}

 The dataset includes 2603 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003696-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7y47b5
title: Occurrence Download

description: A dataset containing 1088 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Croatia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Circaetus gallicus (Gmelin, 1788)"
 ]
}

 The dataset includes 1088 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003698-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tha2h9
title: Occurrence Download

description: A dataset containing 209 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Netherlands",
 "OccurrenceStatus is Present",
 "TaxonKey is Amphimallon solstitiale (Linnaeus, 1758)",
 "Year 2022-2024"
 ]
}

 The dataset includes 209 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003700-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2f3r2a
title: Occurrence Download

description: A dataset containing 1027 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Scinax x-signatus (Spix, 1824)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1027 records from 74 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003699-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2rhdwz
title: Occurrence Download

description: A dataset containing 536955 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Machine Observation, Human Observation)",
 "Continent is one of (Africa, Antarctica, Asia, Oceania, Europe)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Month is one of (May, June, July)",
 "TaxonKey is one of (Numenius arquata (Linnaeus, 1758), Numenius phaeopus (Linnaeus, 1758), Numenius madagascariensis (Linnaeus, 1766), Numenius minutus Gould, 1841, Numenius tahitiensis (J.F.Gmelin, 1789), Numenius tenuirostris Vieillot, 1817)",
 "Year 2014-2024"
 ]
}

 The dataset includes 536955 records from 473 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003679-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xgf6de
title: Occurrence Download

description: A dataset containing 783 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Netherlands",
 "OccurrenceStatus is Present",
 "TaxonKey is Acrossus rufipes (Linnaeus, 1758)"
 ]
}

 The dataset includes 783 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003702-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2pxm3u
title: Occurrence Download

description: A dataset containing 505 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sclerophrys camerunensis (Parker, 1936)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 505 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003703-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pkn232
title: Occurrence Download

description: A dataset containing 839 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Netherlands",
 "OccurrenceStatus is Present",
 "TaxonKey is Melolontha hippocastani Fabricius, 1801"
 ]
}

 The dataset includes 839 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003704-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2bgyzf
title: Occurrence Download

description: A dataset containing 1241 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sclerophrys garmani (Meek, 1897)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1241 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003706-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vtnk6w
title: Occurrence Download

description: A dataset containing 1285 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Netherlands",
 "OccurrenceStatus is Present",
 "TaxonKey is Melolontha melolontha (Linnaeus, 1758)",
 "Year 2022-2024"
 ]
}

 The dataset includes 1285 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003705-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3ra73u
title: Occurrence Download

description: A dataset containing 4674 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Netherlands",
 "OccurrenceStatus is Present",
 "TaxonKey is Phyllopertha horticola (Linnaeus, 1758)",
 "Year 2022-2024"
 ]
}

 The dataset includes 4674 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003707-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15095589
title: Dataset relative to paper "Buy as you need: Nutrition and food storage imperfections "

description: Data supporting paper "Buy as you need: Nutrition and food storage imperfections "
DOI: 10.5281/zenodo.15095590
title: Dataset relative to paper "Buy as you need: Nutrition and food storage imperfections "

description: Data supporting paper "Buy as you need: Nutrition and food storage imperfections "
DOI: 10.15468/dl.ub4jpn
title: Occurrence Download

description: A dataset containing 1990 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "GadmGid is one of (DEU.3_1, DEU.4_1)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Procyon lotor (Linnaeus, 1758)"
 ]
}

 The dataset includes 1990 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003708-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.85g6zc
title: Occurrence Download

description: A dataset containing 209 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Beilschmiedia miersii (Gay) Kosterm."
 ]
}

 The dataset includes 209 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003709-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gcmb57
title: Occurrence Download

description: A dataset containing 1367 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sclerophrys maculata (Hallowell, 1854)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1367 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003711-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.853yfx
title: Occurrence Download

description: A dataset containing 2084 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "GadmGid is one of (DEU.3_1, DEU.4_1)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Castor fiber Linnaeus, 1758"
 ]
}

 The dataset includes 2084 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003712-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3rtt2a
title: Occurrence Download

description: A dataset containing 321 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "GadmGid is one of (DEU.3_1, DEU.4_1)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Martes foina (Erxleben, 1777)"
 ]
}

 The dataset includes 321 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003713-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sdendk
title: Occurrence Download

description: A dataset containing 3404 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sclerophrys regularis (Reuss, 1833)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 3404 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003714-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14905246
title: Galaxy Datasets for MerquryFK toolsuite
DOI: 10.5281/zenodo.14905247
title: Galaxy Datasets for MerquryFK toolsuite
DOI: 10.5281/zenodo.14965629
title: Galaxy Datasets for MerquryFK toolsuite
DOI: 10.5281/zenodo.15095617
title: Galaxy Datasets for MerquryFK toolsuite
DOI: 10.15468/dl.be79jg
title: Occurrence Download

description: A dataset containing 53 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Scolecomorphus vittatus (Boulenger, 1895)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 53 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003715-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mqd286
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Continent is Asia",
 "Country is one of (Bhutan, India)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Ailurus F.G.Cuvier, 1825, Ailurus styani Thomas, 1902, Ailurus fulgens fulgens, Ailurus fulgens styani Thomas, 1902)",
 "Year 1975-2025"
 ]
}

 The dataset includes 22 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003716-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sgagf4
title: Occurrence Download

description: A dataset containing 640 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Sechellophryne gardineri (Boulenger, 1911)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 640 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003719-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.62vtmv
title: Occurrence Download

description: A dataset containing 140187 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Montenegro",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 140187 records from 296 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003680-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25574/30867
title: Chandra X-ray Observatory ObsId 30867

description: Beyond the GRB jet: searching for the remnant of a neutron star merger
DOI: 10.15468/dl.gg7s6j
title: Occurrence Download

description: A dataset containing 3460 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Siren intermedia Barnes, 1826",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 3460 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003721-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15062996
title: Supporting material for the research titled "Advances in hydrological research in China over the past two decades: insights from advanced large language model and topic modeling"

description: This dataset is the supporting material for the research titled "Advances in hydrological research in China over the past two decades: insights from advanced large language model and topic modeling" (Hu et al., 2025). It consists of three components:1. Wizard-Vicuna-30B-Uncensored-GPTQ: This folder contains a large language model designed for intelligent parsing the hydrological information from a vast body of publications. The model is based on LLaMA 30B and fine-tuned using the Wizard-Vicuna dataset. To reduce memory requirements, GPTQ (4-bit quantization) was applied. The model can be used via the Hugging Face Transformers library. For more information about this model, please refer to Wizard-Vicuna-30B-Uncensored-GPTQ on Hugging Face (https://huggingface.co/TheBloke/Wizard-Vicuna-30B-Uncensored-GPTQ).2. parameters of LLM.xlsx: This file contains the parameters used for parsing hydrological information with the large language model, including quantization settings and inference parameters.3. parsing prompt.txt: This file contains the prompt used during information extraction. In this prompt, "TITLE" and "ABSTRACT" correspond to the title and abstract of a given publication, respectively.The publications used for data parsing can be accessed on Zenodo ( https://doi.org/10.5281/zenodo.11648428). The dataset was compiled from a search performed in October 2023 using the Web of Science (WoS). It covers information including title, abstract, journal name, author names, author affiliations, author keywords, keywords generated by WoS, and other related metadata.For more details on data acquisition and intelligent hydrological information parsing, please refer to Hu et al. (2025) and Miao et al. (2024).

References:1. Hu, J., Miao, C., Wu, Y., & Su, J. Advances in hydrological research in China over the past two decades: insights from advanced large language model and topic modeling. Fundamental Research. in review, 2025

2. Miao, C., Hu, J., Moradkhani, H., & Destouni, G. (2024). Hydrological Research Evolution: A Large Language Model-Based Analysis of 310,000 Studies Published Globally Between 1980 and 2023. Water Resources Research, 60(6), e2024WR038077. https://doi.org/10.1029/2024WR038077
DOI: 10.5281/zenodo.15095632
title: Raw data on cadmium concentration in foods and cigarette
DOI: 10.5281/zenodo.15095633
title: Raw data on cadmium concentration in foods and cigarette
DOI: 10.5281/zenodo.15095510
title: Dataset of Are women emancipating? Evidence from marriage, divorce and remarriage in Rural Northern Burkina Faso☆

description: Data collected for the paper

They are exploited with replication software presented in attached DOI.
DOI: 10.5281/zenodo.15095630
title: Supporting material for the research titled "Advances in hydrological research in China over the past two decades: insights from advanced large language model and topic modeling"

description: This dataset is the supporting material for the research titled "Advances in hydrological research in China over the past two decades: insights from advanced large language model and topic modeling" (Hu et al., 2025). It consists of three components:1. Wizard-Vicuna-30B-Uncensored-GPTQ: This folder contains a large language model designed for intelligent parsing the hydrological information from a vast body of publications. The model is based on LLaMA 30B and fine-tuned using the Wizard-Vicuna dataset. To reduce memory requirements, GPTQ (4-bit quantization) was applied. The model can be used via the Hugging Face Transformers library. For more information about this model, please refer to Wizard-Vicuna-30B-Uncensored-GPTQ on Hugging Face (https://huggingface.co/TheBloke/Wizard-Vicuna-30B-Uncensored-GPTQ).2. parameters of LLM.xlsx: This file contains the parameters used for parsing hydrological information with the large language model, including quantization settings and inference parameters.3. parsing prompt.txt: This file contains the prompt used during information extraction. In this prompt, "TITLE" and "ABSTRACT" correspond to the title and abstract of a given publication, respectively.The publications used for data parsing can be accessed on Zenodo ( https://doi.org/10.5281/zenodo.11648428). The dataset was compiled from a search performed in October 2023 using the Web of Science (WoS). It covers information including title, abstract, journal name, author names, author affiliations, author keywords, keywords generated by WoS, and other related metadata.For more details on data acquisition and intelligent hydrological information parsing, please refer to Hu et al. (2025) and Miao et al. (2024).

References:1. Hu, J., Miao, C., Wu, Y., & Su, J. Advances in hydrological research in China over the past two decades: insights from advanced large language model and topic modeling. Fundamental Research. in review, 2025

2. Miao, C., Hu, J., Moradkhani, H., & Destouni, G. (2024). Hydrological Research Evolution: A Large Language Model-Based Analysis of 310,000 Studies Published Globally Between 1980 and 2023. Water Resources Research, 60(6), e2024WR038077. https://doi.org/10.1029/2024WR038077
DOI: 10.15468/dl.vwh35s
title: Occurrence Download

description: A dataset containing 1493 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Siren lacertina Österdam, 1766",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1493 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003723-250325103851331/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.