cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.n6mgn7
title: Occurrence Download

description: A dataset containing 10411 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Astyanax mexicanus (De Filippi, 1853)"
 ]
}

 The dataset includes 10411 records from 74 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019099-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vyew24
title: Occurrence Download

description: A dataset containing 22358830 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Carabidae, Cantharidae, Lycidae, Dermestidae, Prostomidae, Nitidulidae, Endomychidae, Tenebrionidae, Pyrochroidae, Melandryidae, Meloidae, Silphidae, Staphylinidae, Cerambycidae, Chrysomelidae, Anthribidae, Anthribidae, Attelabidae, Curculionidae, Scolytidae, Histeridae, Leiodidae, Catopidae, Lucanidae, Trogidae, Geotrupidae Erichson, 1848, Geotrupidae, Scarabaeidae, Byrrhidae, Elateridae, Eucnemidae)"
 ]
}

 The dataset includes 22358830 records from 8466 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019091-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2p4gdy
title: Occurrence Download

description: A dataset containing 4350 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Goniothalamus (Blume) Hook.f. & Thomson"
 ]
}

 The dataset includes 4350 records from 74 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001546-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/tv7-w24-14w
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zat-nvf-crv
title: †Eocypraea subexcisa (Michelotti, 1847)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8h2-4vy-s37
title: Crinoidea Miller, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1ty-rcl-mef
title: Neocomites

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/h5c-ey8-prt
title: Dosinia Scopoli, 1777

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kbg-zl3-yg2
title: †Rhynchonella Fischer de Waldheim, 1809

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/yp4-yvn-x7d
title: †Rhynchonella Fischer de Waldheim, 1809

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tq3-13r-gb4
title: †Metalegoceras sundaicum (Haniel, 1915)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/f7l-s9z-tnn
title: Porifera Grant, 1836

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gyj-e8g-gzp
title: †Linoproductus Chao, 1927

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0pg-3sb-gvg
title: Alveolinella H. Douvillé, 1907

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/eml-w0c-j5n
title: Brachiopoda Duméril, 1805

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0ta-2xx-qp5
title: Crinoidea Miller, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/nv6-59q-mgl
title: Crinoidea Miller, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/01v-f91-w6f
title: †Dictyoclostus Muir-Wood, 1930

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/9wc-z20-kcy
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/pax-hzf-vgy
title: Rhynchonellata Williams, Carlson, Brunton, Holmer & Popov, 1996

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/xt5-bj4-561
title: †Metalegoceras sundaicum (Haniel, 1915)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/tlh-f00-21f
title: Crinoidea Miller, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/8yx-s89-c6l
title: †Hildoceras bifrons (Bruguiere, 1792)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/b79-pwx-rjq
title: †Kargalites timorensis (Haniel, 1915)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/b96-t27-c09
title: †Rhynchonella Fischer de Waldheim, 1809

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ecd-7wv-zkd
title: Eumedlicottia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/an0-ymk-8vv
title: Crinoidea Miller, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/f7w-jy1-ybq
title: Anthozoa

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0ds-v32-6ny
title: †Lepidocyclina (Eulepidina) formosa Schlumberger, 1902

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/ny4-8b3-yxj
title: Cephalopoda Cuvier, 1795

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/p35-y1c-tne
title: Crinoidea Miller, 1821

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/0v0-veq-89j
title: Scirpus Tourn. ex L.

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/083-09y-0xb
title: Bivalvia Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/l5c-z44-xzc
title: Animalia

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/j9n-2l2-dj3
title: Sparganium L.

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/sz1-qb8-nee
title: Halorites

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/1pl-brd-rvb
title: †Hypocladiscites subaratus (Mojsisovics, 1896)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/whf-ns2-pl1
title: †Spiroclypeus leupoldi van der Vlerk, 1925

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gkn-2fl-g1e
title: †Lepidocyclina (Amphilepidina) rembangensis Wengen, 1926

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/t6v-d4n-ed6
title: Graptolithina Bronn, 1849

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.bfcy83
title: Occurrence Download

description: A dataset containing 262 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Prorocentrum cordatum",
 "Country is Russian Federation",
 "HasCoordinate is true"
 ]
}

 The dataset includes 262 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0083093-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14879253
title: Post-deforestation Land Use in the Tropics (PLUTo)

description:  

PLUTo is a dataset of post-deforestation land uses across the tropics. This version of the dataset contains inconsistences. Please use the updated version of the PLUTo dataset.
DOI: 10.60875/k03j-b573
title: BFI Catalogue Metadata Related to Coal Mining and Steam

description: JSON export of catalogue metadata from the BFI relating to coal mining and steam. It includes three files: two related to coal mining (1.1mb and 21.4mb) and one related to steam (1.4mb).
DOI: 10.15468/dl.d6d3q7
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is University of British Columbia Herbarium (UBC) - Algae Collection",
 "Country is Croatia"
 ]
}

 The dataset includes 10 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005227-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y5xcar
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Synonymy of the ant-loving cricket Myrmecophilus termitophilus Ma an, 1959 (Orthoptera: Myrmecophilidae)",
 "Country is Croatia"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005226-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pakf8z
title: Occurrence Download

description: A dataset containing 19049 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is North America",
 "OccurrenceStatus is Present",
 "TaxonKey is Vaccinium parvifolium Sm."
 ]
}

 The dataset includes 19049 records from 106 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011809-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bhuz27
title: Occurrence Download

description: A dataset containing 8329 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cristidiscoidea"
 ]
}

 The dataset includes 8329 records from 176 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011810-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.97y2sx
title: Occurrence Download

description: A dataset containing 1627 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Chile",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Leucostele chiloensis (Colla) Schlumpb."
 ]
}

 The dataset includes 1627 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011811-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.usp7wb
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Orchestia cavimana",
 "Country is Poland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010966-251009101135966/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7u5m26
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Orchestia cavimana",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0010967-251009101135966/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.31061578
title: Figure 7H

description: These data are raw flow cytometry files associated with our recent publication in <i>PLoS Biology</i> entitled "DNA damage induced by HIV-1 Vpr triggers epigenetic remodeling and transcriptional programs to enhance virus transcription and latency reactivation."
DOI: 10.6084/m9.figshare.31061578.v1
title: Figure 7H

description: These data are raw flow cytometry files associated with our recent publication in <i>PLoS Biology</i> entitled "DNA damage induced by HIV-1 Vpr triggers epigenetic remodeling and transcriptional programs to enhance virus transcription and latency reactivation."
DOI: 10.15468/dl.4xap5x
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Boophis andohahela Andreone, Nincheri & Piazza, 1995)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 23 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0066459-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7cbxkg
title: Occurrence Download

description: A dataset containing 745 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Platanista gangetica (Lebeck, 1801)"
 ]
}

 The dataset includes 745 records from 28 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0230979-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hke64v
title: Occurrence Download

description: A dataset containing 506 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Sex is one of (Male, Female)",
 "TaxonKey is Rubus chamaemorus L."
 ]
}

 The dataset includes 506 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0019967-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3tc4c7
title: Occurrence Download

description: A dataset containing 110 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-87.5767077000000000 41.7590883000000019, -87.5767077000000000 41.7607673799999972, -87.5767077000000000 41.7618358900000004, -87.5767077000000000 41.7630570399999996, -87.5767077000000000 41.7640492299999977, -87.5767077000000000 41.7653467000000020, -87.5767077000000000 41.7667204999999981, -87.5750307699999979 41.7667204999999981, -87.5739636899999994 41.7667204999999981, -87.5725917399999929 41.7667204999999981, -87.5704575900000037 41.7667204999999981, -87.5688569800000067 41.7667204999999981, -87.5679423400000019 41.7667204999999981, -87.5663417300000049 41.7667204999999981, -87.5645886800000000 41.7667204999999981, -87.5632929500000046 41.7667204999999981, -87.5613112399999949 41.7667204999999981, -87.5600153999999975 41.7667204999999981, -87.5600153999999975 41.7648887699999989, -87.5600153999999975 41.7632860100000016, -87.5600153999999975 41.7619885399999973, -87.5600153999999975 41.7608437100000032, -87.5600153999999975 41.7590883000000019, -87.5616161100000028 41.7590883000000019, -87.5629118500000061 41.7590883000000019, -87.5642837999999983 41.7590883000000019, -87.5653508799999969 41.7590883000000019, -87.5675612400000034 41.7590883000000019, -87.5696191699999957 41.7590883000000019, -87.5719057600000070 41.7590883000000019, -87.5733539299999961 41.7590883000000019, -87.5744972300000057 41.7590883000000019, -87.5767077000000000 41.7590883000000019))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1932",
 "BasisOfRecord is one of (Human Observation, Living Specimen, Observation, Specimen, Machine Observation)"
 ]
}

 The dataset includes 110 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0086342-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.phjttj
title: Occurrence Download

description: A dataset containing 307787370 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 307787370 records from 6723 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0147698-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/3kscrg5y4y.1
title: KuSarcasm: Automated Kurdish Sorani Sarcasm Dataset (KSSD) Using Deep Learning Techniques

description: KuSarcasm: Automated Kurdish Sorani Sarcasm Dataset (KSSD) Using Deep Learning Techniques is a curated corpus designed to support sarcasm detection tasks in the Kurdish Sorani dialect. As a low-resource language with limited NLP tools, Kurdish presents unique challenges for researchers in sentiment analysis and sarcasm identification. Developed as part of a master’s research, this dataset aims to bridge the resource gap and provide a solid foundation for future Kurdish NLP research.
The dataset contains 16,833 annotated text entries selected from an initial pool of 25,697 raw samples, sourced from culturally rich materials such as Kurdish proverbs, poems, and idiomatic texts gathered from Sekhurma Magazine, digital publications, and online repositories. Following a rigorous data cleaning and preprocessing phase, only high-quality entries with clear semantic relevance were retained. Each entry is labeled with a binary tag: 1 for sarcastic and 0 for non-sarcastic. The dataset is provided in .csv format with two main columns: text (the sentence) and label (sarcasm classification).
The annotation process was automated using a two-stage NLP pipeline tailored to Kurdish Sorani. In the first stage, multilingual BERT (mBERT) determined sentiment polarity. The second stage employed Sentence-BERT (SBERT) for rule-based semantic similarity matching, detecting sarcasm based on linguistic patterns. This method ensures efficient, scalable annotation while preserving semantic relevance, avoiding the limitations of manual annotation, and supporting reproducibility for future research.
A unique characteristic of this dataset is its exclusive focus on Kurdish Sorani, a dialect for which few machine learning resources exist. It is especially suitable for transformer-based models such as mBERT and SBERT. The dataset has already been used in a sarcasm detection pipeline combining mBERT for sentiment analysis and SBERT for semantic matching. However, current models are still limited in their ability to fully support Kurdish-specific syntactic features and handle sentence-level ambiguity.
While the dataset captures sarcasm in written text, it does not include prosodic or paralinguistic features such as tone or emphasis, which are often crucial in detecting spoken sarcasm. Nonetheless, the linguistic richness and cultural depth of the dataset offer significant value for computational studies in irony, sentiment, and Kurdish language processing.
KSSD is intended for academic and research purposes, particularly in sentiment analysis, sarcasm detection, low-resource NLP, and Kurdish linguistics. It contributes to the broader goals of multilingual NLP research and supports the development of AI systems that reflect the linguistic and cultural nuances of Kurdish. Researchers are encouraged to cite this dataset and contribute feedback to enhance its ongoing development and collaborative use.
DOI: 10.17632/3kscrg5y4y.2
title: KuSarcasm: Automated Kurdish Sorani Sarcasm Dataset (KSSD)

description: This study presents KuSarcasm, which is an automated Kurdish Sorani Sarcasm Dataset (KSSD). KuSarcasm is a comprehensive dataset developed for detecting sarcasm in Kurdish Sorani, a low-resource language with rich morphological complexity and limited Natural Language Processing (NLP) support. The dataset was constructed through a multi-stage data collection and annotation process guided by linguistic consultation and methodological rigor. Initial data was sourced from a wide range of Kurdish cultural materials, including proverbs, poems, and idiom texts extracted from Sekhurma Magazine, Digital publishing, and online repositories. Extensive consultations with Kurdish language experts, editors, and scholars were conducted to establish annotation rules and refine the dataset's cultural and contextual relevance. Data acquisition incorporated both manual and automated methods. Publicly available texts were extracted using Optical character recognition (OCR). Additionally, more data was gathered via web scraping, manually recording data to gather information, and structured queries, resulting in over 16,000 text entries. These texts were subjected to in-depth preprocessing pipeline, including deduplication, normalization, and noise reduction. Automatic annotating process was carried out using a custom hybrid method that cooperatively multilingual sentiment classification by Multilingual-Bidirectional Encoder Representations for Transformers (MBERT) and semantic similarity scoring with sentence-Bidirectional Encoder Representations for Transformers (sBERT). This rule guided annotation strategy relied on over 100 predefined linguistic patterns to distinguish sarcastic from non-sarcastic expressions based on both emotional polarity and semantic proximity. Eventually, KuSarcasm, is annotated for binary sarcasm classification and includes metadata such as source, matched rule, and sentiment category. Given its depth, diversity, and cultural alignment, KuSarcasm holds strong reuse potential for researchers working in NLP for underrepresented languages, sentiment analysis, and computational linguistics. It also offers a valuable foundation for developing and benchmarking deep learning models in low-resource settings.
DOI: 10.17632/43zz5f94r4
title: Soil physicochemical properties, soil carbon metabolism, extracellular enzyme activity, and ecoenzymatic vector characteristics during succession stages

description: SoSoil physicochemical properties, soil carbon metabolism, extracellular enzyme activity, and ecoenzymatic vector characteristics during succession stagesil physicochemical properties, soil carbon metabolism, extracelddfadalular enzyme activity, and ecoenzymatic vector characteristics during succession stages
DOI: 10.17632/43zz5f94r4.1
title: Soil physicochemical properties, soil carbon metabolism, extracellular enzyme activity, and ecoenzymatic vector characteristics during succession stages

description: SoSoil physicochemical properties, soil carbon metabolism, extracellular enzyme activity, and ecoenzymatic vector characteristics during succession stagesil physicochemical properties, soil carbon metabolism, extracelddfadalular enzyme activity, and ecoenzymatic vector characteristics during succession stages