cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.7b3xgq
title: Occurrence Download

description: A dataset containing 2384 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chalcophaps stephani Reichenbach, 1851"
 ]
}

 The dataset includes 2384 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022820-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pfxdsy
title: Occurrence Download

description: A dataset containing 300658 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lotus corniculatus L."
 ]
}

 The dataset includes 300658 records from 755 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0057515-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wems8n
title: Occurrence Download

description: A dataset containing 102574 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Carex davalliana Dewey ex Steud., 1840, Carex demissa Hornem., Carex depauperata Curtis ex Stokes, Carex vaginata Tausch)",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 102574 records from 373 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0234963-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nqcnru
title: Occurrence Download

description: A dataset containing 420034 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ligustrum vulgare L."
 ]
}

 The dataset includes 420034 records from 2124 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014268-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xn9psd
title: Occurrence Download

description: A dataset containing 654232 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Material sample",
 "Continent is Asia",
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is Bacteria",
 "Year 2016-2017"
 ]
}

 The dataset includes 654232 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050904-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17801732
title: Hydrochemical fingerprints, source apportionment and genesis mechanism of geothermal waters in the Gaoligong Geothermal Belt, southeastern Tibetan Plateau

description: The data set is the original data and main calculation results of Hydrochemical fingerprints, source apportionment and genesis mechanism of geothermal waters in the Gaoligong Geothermal Belt, southeastern Tibetan Plateau.
DOI: 10.15468/dl.y8czaj
title: Occurrence Download

description: A dataset containing 19715 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Procambarus clarkii",
 "HasCoordinate is true",
 "Country is Spain"
 ]
}

 The dataset includes 19715 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050919-251120083545085/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/14139246
title: Trending Youtube Video Statistics (113 Countries)
DOI: 10.15468/dl.e26wy2
title: Occurrence Download

description: A dataset containing 204107 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Callosciurus prevostii, Callosciurus pygerythrus, Callosciurus quinquestriatus, Canis aureus, Canis lupus, Cannomys badius, Cansumys canus, Capreolus pygargus, Capricornis rubidus, Capricornis sumatraensis, Caprolagus hispidus, Caryomys eva, Caryomys inez, Cassistrellus dimissus, Catopuma temminckii, Cervus albirostris, Cervus nippon, Chaetocauda sichuanensis, Cheiromeles torquatus, Chiromyscus chiropus, Chironax melanocephalus, Chiropodomys gliroides, Chodsigoa caovansunga, Chodsigoa hypsibia, Chodsigoa lamula, Chodsigoa parca, Chodsigoa parva, Chodsigoa salenskii, Chodsigoa smithii, Chrotogale owstoni)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 204107 records from 601 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050911-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17920284
title: Hydrochemical fingerprints, source apportionment and genesis mechanism of geothermal waters in the Gaoligong Geothermal Belt, southeastern Tibetan Plateau
DOI: 10.5281/zenodo.17920283
title: Hydrochemical fingerprints, source apportionment and genesis mechanism of geothermal waters in the Gaoligong Geothermal Belt, southeastern Tibetan Plateau
DOI: 10.5281/zenodo.17803270
title: PatternChroma-41K: A Large-Scale Annotated Benchmark for Color-Emotion Analysis in Visual Patterns

description: Description

PatternChroma-41K is a comprehensive benchmark dataset containing 41,015 annotated pattern images with detailed color and emotional analysis. Each image includes dominant color extraction, 6-color palettes, dimensional metadata (resolution, aspect ratio, orientation), and three-level classification: color names (12 categories), emotions (12 categories), and contextual tags (111 descriptors).

The dataset provides quantitative metrics including brightness (μ=0.501, σ=0.200), saturation (μ=0.479, σ=0.233), and contrast (μ=0.158, σ=0.078), enabling systematic analysis of color-emotion relationships in visual patterns. Color distribution is led by BLUE (17.94%), PURPLE (14.20%), and ORANGE (12.57%), while emotion classification shows prevalence of Comfort (16.91%), Imagination (16.28%), and Calm (12.30%). Contextual tags are headed by Dreamy (10.58%), Melancholic (6.65%), and Warm (5.37%).

This benchmark supports multiple research domains: computational design, color psychology, affective computing, pattern recognition, textile and fashion analysis, and digital humanities. PatternChroma-41K addresses the gap in large-scale, multi-dimensional pattern datasets and provides a foundation for developing color-aware design systems, emotion recognition models, and pattern generation algorithms. All images are provided with complete metadata including RGB/Hex values, dimensional properties, and contextual descriptors.
DOI: 10.5281/zenodo.17803271
title: PatternChroma-41K: A Large-Scale Annotated Benchmark for Color-Emotion Analysis in Visual Patterns

description: Description

PatternChroma-41K is a comprehensive benchmark dataset containing 41,015 annotated pattern images with detailed color and emotional analysis. Each image includes dominant color extraction, 6-color palettes, dimensional metadata (resolution, aspect ratio, orientation), and three-level classification: color names (12 categories), emotions (12 categories), and contextual tags (111 descriptors).

The dataset provides quantitative metrics including brightness (μ=0.501, σ=0.200), saturation (μ=0.479, σ=0.233), and contrast (μ=0.158, σ=0.078), enabling systematic analysis of color-emotion relationships in visual patterns. Color distribution is led by BLUE (17.94%), PURPLE (14.20%), and ORANGE (12.57%), while emotion classification shows prevalence of Comfort (16.91%), Imagination (16.28%), and Calm (12.30%). Contextual tags are headed by Dreamy (10.58%), Melancholic (6.65%), and Warm (5.37%).

This benchmark supports multiple research domains: computational design, color psychology, affective computing, pattern recognition, textile and fashion analysis, and digital humanities. PatternChroma-41K addresses the gap in large-scale, multi-dimensional pattern datasets and provides a foundation for developing color-aware design systems, emotion recognition models, and pattern generation algorithms. All images are provided with complete metadata including RGB/Hex values, dimensional properties, and contextual descriptors.
DOI: 10.34740/kaggle/dsv/14139350
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.5281/zenodo.17920081
title: Single cell RNA sequencing of microsatellite stable colon adenocarcinoma sample

description: We collected primary tumor and adjacent normal tissue from colon adenocarcinoma patients at the National Cheng Kung University Hospital (NCKUH) for single cell RNA seq analysis. Llibraries were prepared using a Chromium Single Cell 3′ Reagent Kits v3.1 (10x Genomics, Pleasanton, CA, USA). The targeted recovery was approximately 7,000 cells per sample, with an estimated multiplet rate of 6%. Fresh single-cell suspensions were processed using a Chromium Single Cell 3′ v3 platform (10x Genomics, Pleasanton, CA, USA). Sequencing libraries were prepared and sequenced on a NovaSeq 6000 system (Illumina). Base calls were converted to FASTQ files by using bcl2fastq2 (v2.20, Illumina). Read quality was evaluated using FastQC (v0.11.9; https://www.bioinformatics.babraham.ac.uk/projects/fastqc/). Processed reads were aligned to the GRCh38 reference genome and quantified using a Cell Ranger pipeline (10x Genomics; https://support.10xgenomics.com/single-cell-gene-expression/software/pipelines/latest/). The raw gene expression matrix was filtered and normalized using the Seurat R package (version 4.3.0).
DOI: 10.5281/zenodo.17920082
title: Single cell RNA sequencing of microsatellite stable colon adenocarcinoma sample

description: We collected primary tumor and adjacent normal tissue from colon adenocarcinoma patients at the National Cheng Kung University Hospital (NCKUH) for single cell RNA seq analysis. Llibraries were prepared using a Chromium Single Cell 3′ Reagent Kits v3.1 (10x Genomics, Pleasanton, CA, USA). The targeted recovery was approximately 7,000 cells per sample, with an estimated multiplet rate of 6%. Fresh single-cell suspensions were processed using a Chromium Single Cell 3′ v3 platform (10x Genomics, Pleasanton, CA, USA). Sequencing libraries were prepared and sequenced on a NovaSeq 6000 system (Illumina). Base calls were converted to FASTQ files by using bcl2fastq2 (v2.20, Illumina). Read quality was evaluated using FastQC (v0.11.9; https://www.bioinformatics.babraham.ac.uk/projects/fastqc/). Processed reads were aligned to the GRCh38 reference genome and quantified using a Cell Ranger pipeline (10x Genomics; https://support.10xgenomics.com/single-cell-gene-expression/software/pipelines/latest/). The raw gene expression matrix was filtered and normalized using the Seurat R package (version 4.3.0).
DOI: 10.6084/m9.figshare.30850829.v1
title: Feasibility, acceptance, and workflow integration of an AI-enabled clinical decision support system for non-communicable diseases in Kiambu County, Kenya: A mixed-methods implementation evaluation

description: This repository contains the datasets generated during the development and evaluation of the NCDAI clinical decision support system for noncommunicable disease (NCD) management across primary health facilities in Kenya.The files comprise the following datasets:<b> </b>De-identified demographic, medical history, and clinical parameters collected from participating health facilities with foundational patient characteristics used to evaluate the NCDAI platform’s clinical recommendations and performance. Expert physician ratings and qualitative comments on AI-generated recommendations used to assess clinical appropriateness, guideline adherence, and inter-expert agreement. Anonymised responses from healthcare workers evaluating usability, workflow integration, and perceptions of the NCDAI system. Supplementary materials
DOI: 10.15468/dl.44zg4k
title: Occurrence Download

description: A dataset containing 2673 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Cnephaeus, Coelops frithii, Coelops robinsoni, Craseonycteris thonglongyai, Cricetulus longicaudatus, Crocidura annamitensis, Crocidura attenuata, Crocidura cranbrooki, Crocidura fuliginosa, Crocidura guy, Crocidura hilliana, Crocidura horsfieldii, Crocidura indochinensis, Crocidura kegoensis, Crocidura malayana, Crocidura monticola, Crocidura negligens, Crocidura phanluongi, Crocidura rapax, Crocidura sapaensis, Crocidura shantungensis, Crocidura sokolovi, Crocidura tanakae, Crocidura vorax, Crocidura wuchihensis, Cuon alpinus, Cynogale bennettii)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 2000",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 2673 records from 53 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050921-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sqteyr
title: Occurrence Download

description: A dataset containing 12288 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Dendrosicyos socotrana, Prunus ramburii, Datura innoxia, Cinnamomum chago, Citrus limon, Magnolia kwangsiensis)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 12288 records from 585 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050922-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.et5vhc
title: Occurrence Download

description: A dataset containing 153786 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Galinsoga quadriradiata"
 ]
}

 The dataset includes 153786 records from 1120 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050896-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.am2rp1
title: Occurrence Download

description: A dataset containing 924453 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "TaxonKey is Alcidae"
 ]
}

 The dataset includes 924453 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042542-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5h5znv
title: Occurrence Download

description: A dataset containing 1943 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Juglans mandshurica Maxim.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1943 records from 81 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0033917-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bpcn22
title: Occurrence Download

description: A dataset containing 6 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Boronia tetrandra Labill.",
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Observation"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 6 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042032-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9buf8j
title: Occurrence Download

description: A dataset containing 92092 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Myiozetetes similis (Spix, 1825)"
 ]
}

 The dataset includes 92092 records from 68 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0083018-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xbbxh3
title: Occurrence Download

description: A dataset containing 188 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "OccurrenceStatus is Present",
 "TaxonKey is Crossoptilon harmani Elwes, 1881",
 "Year 2000-2024"
 ]
}

 The dataset includes 188 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056039-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z8k3rv
title: Occurrence Download

description: A dataset containing 527012 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Viet Nam",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 527012 records from 853 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0416080-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mdgbff
title: Occurrence Download

description: A dataset containing 22877 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Physeter macrocephalus Linnaeus, 1758"
 ]
}

 The dataset includes 22877 records from 184 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020507-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8kqlol
title: Occurrence Download

description: A dataset containing 903681 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Edinburgh (E) Herbarium Specimens"
 ]
}

 The dataset includes 903681 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012966-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hggwoy
title: Occurrence Download

description: A dataset containing 388 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Syrmaticus humiae (Hume, 1881)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 388 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0020517-190918142434337/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x5wxuq
title: Occurrence Download

description: A dataset containing 6587 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-140.40926 18.44365,-62.59074 18.44365,-62.59074 49.55635,-140.40926 49.55635,-140.40926 18.44365))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Gopherus polyphemus (Daudin, 1801)"
 ]
}

 The dataset includes 6587 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031294-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.clrv3h
title: Occurrence Download

description: A dataset containing 49 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bosistoa floydii T.G.Hartley",
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Observation"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 49 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042035-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uid0xw
title: Occurrence Download

description: A dataset containing 1323 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "TaxonKey is Typha angustifolia L."
 ]
}

 The dataset includes 1323 records from 35 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042559-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h7yv3j
title: Occurrence Download

description: A dataset containing 163199 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((83.85277 18.24421,120.14723 18.24421,120.14723 32.75579,83.85277 32.75579,83.85277 18.24421))",
 "DatasetKey is Plant Specimen in Yunnan, China from Herbarium (PE),Institute of Botany, Chinese Academy of Sciences",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 163199 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000706-180920211646547/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wmdc9w
title: Occurrence Download

description: A dataset containing 419 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "TaxonKey is Prunus ramburii Boiss.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 419 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012976-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.raw8b7
title: Occurrence Download

description: A dataset containing 5804 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Euphrasia hirtella Jord. ex Reut.)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5804 records from 169 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0056038-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.