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

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Aster salicifolius Lam., 1783)",
 "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",
 "Year is greater than or equal to 1945"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005753-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gxha2x
title: Occurrence Download

description: A dataset containing 413212 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is India",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Bucerotiformes",
 "Year 2010-2025"
 ]
}

 The dataset includes 413212 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005732-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.f7zmge
title: Occurrence Download

description: A dataset containing 34960 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Human Observation, Material sample)",
 "Continent is Asia",
 "TaxonKey is Camellia L.",
 "Year 1850-2025"
 ]
}

 The dataset includes 34960 records from 187 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005754-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zdp727
title: Occurrence Download

description: A dataset containing 1564 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Occurrence evidence",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Solanum nigrum L."
 ]
}

 The dataset includes 1564 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005755-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8cpx7g
title: Occurrence Download

description: A dataset containing 179 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Larix potaninii var. macrocarpa Y.W.Law"
 ]
}

 The dataset includes 179 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005757-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y6fkfw
title: Occurrence Download

description: A dataset containing 34960 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Human Observation, Material sample)",
 "Continent is Asia",
 "TaxonKey is Camellia L.",
 "Year 1850-2025"
 ]
}

 The dataset includes 34960 records from 187 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005737-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.c28z7j
title: Occurrence Download

description: A dataset containing 955 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Austrocylindropuntia cylindrica (Lam.) Backeb.)",
 "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",
 "Year is greater than or equal to 1945"
 ]
}

 The dataset includes 955 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005738-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.unt6fd
title: Occurrence Download

description: A dataset containing 731043 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is FishBase Database"
 ]
}

 The dataset includes 731043 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005736-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6v6yp9
title: Occurrence Download

description: A dataset containing 611 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is one of (Royal Botanic Gardens, Kew - Herbarium Specimens, Global soil organisms, Meise Botanic Garden Herbarium (BR), FLOTROP, a massive contribution to plant diversity data for open ecosystems in Tropical Africa., Naturalis Biodiversity Center (NL) - Botany, Pl@ntNet observations, The vascular plants collection (P) at the Herbarium of the Muséum national d'Histoire Naturelle (MNHN - Paris), Herbarium Berolinense, Berlin (B), INSDC Sequences, Plant species occurrence in the upper to mid Tana River Basin based on specimen records at the East African Herbarium (EA), Nairobi, Kenya)",
 "TaxonKey is Sericocomopsis Schinz"
 ]
}

 The dataset includes 611 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005758-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.94dy3d
title: Occurrence Download

description: A dataset containing 179 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Larix potaninii var. macrocarpa Y.W.Law"
 ]
}

 The dataset includes 179 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005759-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.yxnpc9
title: Occurrence Download

description: A dataset listing the 1 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Larix potaninii var. macrocarpa Y.W.Law"
 ]
}

 The dataset's 1 records were derived from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005756-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jhv9yb
title: Occurrence Download

description: A dataset containing 4030 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Dissostichus eleginoides Smitt, 1898"
 ]
}

 The dataset includes 4030 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005760-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2aq5hz
title: Occurrence Download

description: A dataset containing 3602 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Austrocylindropuntia subulata (Muehlenpf.) Backeb.)",
 "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",
 "Year is greater than or equal to 1945"
 ]
}

 The dataset includes 3602 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005739-250227182400228/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.28398989
title: Supplementary Material from Pigment-dispersing factor neuropeptides act as multifunctional hormones and modulators in tardigrades

description: suppl_data_S1.xlsx
DOI: 10.6084/m9.figshare.28398989.v1
title: Supplementary Material from Pigment-dispersing factor neuropeptides act as multifunctional hormones and modulators in tardigrades

description: suppl_data_S1.xlsx
DOI: 10.6084/m9.figshare.28399031
title: Supplementary Material from Pigment-dispersing factor neuropeptides act as multifunctional hormones and modulators in tardigrades

description: suppl_data_S2.xlsx
DOI: 10.6084/m9.figshare.28399031.v1
title: Supplementary Material from Pigment-dispersing factor neuropeptides act as multifunctional hormones and modulators in tardigrades

description: suppl_data_S2.xlsx
DOI: 10.15468/dl.egu98f
title: Occurrence Download

description: A dataset containing 1564 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Occurrence evidence",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Solanum nigrum L."
 ]
}

 The dataset includes 1564 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005761-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h9vaws
title: Occurrence Download

description: A dataset containing 468 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Romerolagus diazi (Ferrari-Pérez, 1893)"
 ]
}

 The dataset includes 468 records from 39 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005762-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fexe5e
title: Occurrence Download

description: A dataset containing 48 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Austrocylindropuntia subulata subsp. exaltata (A.Berger) D.R.Hunt)",
 "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",
 "Year is greater than or equal to 1945"
 ]
}

 The dataset includes 48 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005763-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14607638
title: LORE PMKB-CV

description: LORE PMKB-CV



Knowledge graph (LLM-ORE)



70M relations between 8k Diseases (MeSH) and 18k Genes (NCBI, human protein coding) curated by LLMs reading PubMed

Data format: (D_id, G_id, PMID, relation) csv file



Semantic embedding (LLM-EMB)



2.5M DG vectors created by LLMs reading the knowledge graph

Data format: (D_id, G_id, vector) pkl file



DG pathogenicity scores (ML-Ranker)



3.1M DG scores predicted by pretrained models

Features, training annotations, pretrained models are also provided



Curated key semantics taxonomy



A manually curated taxonomy of 105 semantic tags about DG pathogenicity in the knowledge graph

Use the github LORE Key-Semantics module to use the taxonomy as tags and add them to the knowledge graph




Source project



https://github.com/ailabstw/LORE



Tools for running LLM-ORE relation extraction, LLM-EMB embedding, ML-Ranker prediction, Key-Semantics curation on custom datasets



https://doi.org/10.1093/bib/bbaf070



Research article describing the LORE framework, analyses, experiments, and details of the PMKB-CV dataset
DOI: 10.5281/zenodo.14607639
title: LORE PMKB-CV

description: LORE PMKB-CV



Knowledge graph (LLM-ORE)



70M relations between 8k Diseases (MeSH) and 18k Genes (NCBI, human protein coding) curated by LLMs reading PubMed

Data format: (D_id, G_id, PMID, relation) csv file



Semantic embedding (LLM-EMB)



2.5M DG vectors created by LLMs reading the knowledge graph

Data format: (D_id, G_id, vector) pkl file



DG pathogenicity scores (ML-Ranker)



3.1M DG scores predicted by pretrained models

Features, training annotations, pretrained models are also provided



Curated key semantics taxonomy



A manually curated taxonomy of 105 semantic tags about DG pathogenicity in the knowledge graph

Use the github LORE Key-Semantics module to use the taxonomy as tags and add them to the knowledge graph




Source project



https://github.com/ailabstw/LORE



Tools for running LLM-ORE relation extraction, LLM-EMB embedding, ML-Ranker prediction, Key-Semantics curation on custom datasets



https://doi.org/10.1093/bib/bbaf070



Research article describing the LORE framework, analyses, experiments, and details of the PMKB-CV dataset
DOI: 10.5281/zenodo.14970051
title: Global Liquid Ring Vacuum Pump Market 2025 To 2034

description: Liquid Ring Vacuum Pump Market Size, Trends and Insights By Material (Stainless Steel, Cast Iron, Others), By End User (Automotive, Aerospace, Oil & gas, Pharmaceuticals, Chemical, Others), and By Region - Global Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2025–2034.

Reports Description

Global Liquid Ring Vacuum Pump Market was valued at USD 1.3 Billion in 2024 and is expected to reach USD 2.3 Billion by 2033, at a CAGR of 5.7% during the forecast period 2024 – 2033.

A liquid ring vacuum pump is a rotary positive displacement pump that creates a vacuum. It operates on the principle of a rotating impeller partially submerged in liquid, typically water, forming a liquid ring inside the pump’s casing. These pumps are known for their simple design, reliability, and ability to handle wet or dry gases.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=52173
DOI: 10.5281/zenodo.14970052
title: Global Liquid Ring Vacuum Pump Market 2025 To 2034

description: Liquid Ring Vacuum Pump Market Size, Trends and Insights By Material (Stainless Steel, Cast Iron, Others), By End User (Automotive, Aerospace, Oil & gas, Pharmaceuticals, Chemical, Others), and By Region - Global Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2025–2034.

Reports Description

Global Liquid Ring Vacuum Pump Market was valued at USD 1.3 Billion in 2024 and is expected to reach USD 2.3 Billion by 2033, at a CAGR of 5.7% during the forecast period 2024 – 2033.

A liquid ring vacuum pump is a rotary positive displacement pump that creates a vacuum. It operates on the principle of a rotating impeller partially submerged in liquid, typically water, forming a liquid ring inside the pump’s casing. These pumps are known for their simple design, reliability, and ability to handle wet or dry gases.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=52173
DOI: 10.15468/dl.wfqr77
title: Occurrence Download

description: A dataset containing 390 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Lithocarpus lucidus (Roxb.) Rehder"
 ]
}

 The dataset includes 390 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005765-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14970044
title: Dataset for pretest posttest serious game evaluation through Structural Equation Model

description: This dataset provides both the raw data and its processing in SmartPLS 4, derived from applying an instrument to measure the relationship between perceived usefulness and intention toward business formalization in an experimental design featuring a serious game intervention.
DOI: 10.5281/zenodo.14970047
title: The use of short video platforms for digital communication of MSMEs in Indonesia

description: This data shows that the characteristics of short video platforms have a positive and significant impact on digital communication innovation for SMEs. Short video platforms are a new innovation for digital communication innovation for SMEs, especially in Indonesia, which is the country with the second largest number of users of short video-based platforms (such as TikTok, Instagram Reels, and YouTube Short) in the world after the United States, Brazil, and Russia. The strength of short video platform innovation lies in its characteristics, where algorithm-based recommendation systems very easily curate hundreds of videos to be presented to users in a short time interval, thus encouraging more adoption behavior by users.
DOI: 10.5281/zenodo.14970048
title: The use of short video platforms for digital communication of MSMEs in Indonesia

description: This data shows that the characteristics of short video platforms have a positive and significant impact on digital communication innovation for SMEs. Short video platforms are a new innovation for digital communication innovation for SMEs, especially in Indonesia, which is the country with the second largest number of users of short video-based platforms (such as TikTok, Instagram Reels, and YouTube Short) in the world after the United States, Brazil, and Russia. The strength of short video platform innovation lies in its characteristics, where algorithm-based recommendation systems very easily curate hundreds of videos to be presented to users in a short time interval, thus encouraging more adoption behavior by users.
DOI: 10.5281/zenodo.14970063
title: Global Storage Tank Market 2025 To 2034

description: Storage Tank Market Size, Trends and Insights By Material (Stainless Steel, Fiberglass, Concrete, Plastic), By Application (Storage of Portable Water, Rain Water Harvesting, Water Storage for Firefighting, Others), By End-use (Oil & Gas Industry, Water and Waste water Treatment, Pharmaceutical Industry, Chemical Industry, Food and Beverage Industry, Others), and By Region - Global Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2025–2034.

Reports Description

Global Storage Tank Market was valued at USD 26 Billion in 2024 and is expected to reach USD 43.2 Billion by 2033, at a CAGR of 5.1% during the forecast period 2024 – 2033.

A storage tank is a container that holds different materials, including solids, liquids, and gases. Tanks are frequently used to hold combustible or dangerous products. They can be constructed of steel, aluminium, or fiberglass.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=51948
DOI: 10.5281/zenodo.14970064
title: Global Storage Tank Market 2025 To 2034

description: Storage Tank Market Size, Trends and Insights By Material (Stainless Steel, Fiberglass, Concrete, Plastic), By Application (Storage of Portable Water, Rain Water Harvesting, Water Storage for Firefighting, Others), By End-use (Oil & Gas Industry, Water and Waste water Treatment, Pharmaceutical Industry, Chemical Industry, Food and Beverage Industry, Others), and By Region - Global Industry Overview, Statistical Data, Competitive Analysis, Share, Outlook, and Forecast 2025–2034.

Reports Description

Global Storage Tank Market was valued at USD 26 Billion in 2024 and is expected to reach USD 43.2 Billion by 2033, at a CAGR of 5.1% during the forecast period 2024 – 2033.

A storage tank is a container that holds different materials, including solids, liquids, and gases. Tanks are frequently used to hold combustible or dangerous products. They can be constructed of steel, aluminium, or fiberglass.

For more information, DOWNLOAD FREE SAMPLE Now at https://www.custommarketinsights.com/request-for-free-sample/?reportid=51948
DOI: 10.6084/m9.figshare.26355829
title: Chromosome-scale genome assembly of <i>Trigonella corniculata (L.)L.</i> (Nagauri pan /Kasuri methi), an important spice

description: The files provide details of genome annotation for <i>Trigonella corniculata</i>. The FASTA sequences of the predicted genes (<i>T.corniculata</i>_genes), coding sequences (<i>T.corniculata</i>_CDS) and proteins (<i>T.corniculata</i>_protein) are provided. The GFF file (<i>T.corniculata</i>_GFF) and a file with details of GO and KEGG annotation (<i>T.corniculata</i>_annotation) are also provided. In these files the gene name is denoted with a prefix "Km" which stands for "Kasuri methi", the common name for <i>T. corniculata</i>.
DOI: 10.15468/dl.gz7nek
title: Occurrence Download

description: A dataset containing 1890 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Austroeupatorium inulifolium (Kunth) R.M.King & H.Rob.)",
 "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",
 "Year is greater than or equal to 1945"
 ]
}

 The dataset includes 1890 records from 93 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005743-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.76499b
title: Occurrence Download

description: A dataset containing 2310 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "TaxonKey is Sorex Linnaeus, 1758"
 ]
}

 The dataset includes 2310 records from 80 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005745-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.t82er7
title: Occurrence Download

description: A dataset listing the 14 species recorded in GBIF matching the query:
{
 "and" : [
 "DatasetKey is one of (Royal Botanic Gardens, Kew - Herbarium Specimens, Global soil organisms, Meise Botanic Garden Herbarium (BR), FLOTROP, a massive contribution to plant diversity data for open ecosystems in Tropical Africa., Naturalis Biodiversity Center (NL) - Botany, Pl@ntNet observations, The vascular plants collection (P) at the Herbarium of the Muséum national d'Histoire Naturelle (MNHN - Paris), Herbarium Berolinense, Berlin (B), INSDC Sequences, Plant species occurrence in the upper to mid Tana River Basin based on specimen records at the East African Herbarium (EA), Nairobi, Kenya)",
 "TaxonKey is Sericocomopsis Schinz"
 ]
}

 The dataset's 14 records were derived from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005764-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mp6w6q
title: Occurrence Download

description: A dataset listing the 21007 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Amphibia"
 ]
}

 The dataset's 21007 records were derived from 7928 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005741-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25625/cyjs13/9gll7z
title: Sgt2-GFP dadh2, 1h -D 002.nd2

description: :unav
DOI: 10.25625/cyjs13/dxfkmi
title: rec +NADH 1h 001.nd2

description: :unav
DOI: 10.25625/cyjs13/fxyly3
title: Sgt2-GFP dadh2, 1h -D 001.nd2

description: :unav
DOI: 10.25625/cyjs13/homwis
title: Sgt2-GFP, +Dig 001.nd2

description: :unav