cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.8ykwwd
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((100.271 2.663177, 100.200662 2.657608, 100.132057 2.641039, 100.066877 2.613877, 100.006728 2.576794, 99.953091 2.530702, 99.90728799999999 2.476736, 99.870445 2.416228, 99.843469 2.350667, 99.827023 2.281669, 99.82151 2.210932, 99.827065 2.140198, 99.843549 2.071209, 99.870555 2.005663, 99.907417 1.945173, 99.953227 1.891229, 100.006857 1.845157, 100.066987 1.808092, 100.132137 1.780946, 100.200704 1.764386, 100.271 1.758821, 100.341296 1.764386, 100.409863 1.780946, 100.475013 1.808092, 100.535143 1.845157, 100.588773 1.891229, 100.634583 1.945173, 100.671445 2.005663, 100.698451 2.071209, 100.714935 2.140198, 100.72049 2.210932, 100.714977 2.281669, 100.698531 2.350667, 100.671555 2.416228, 100.634712 2.476736, 100.588909 2.530702, 100.535272 2.576794, 100.475123 2.613877, 100.409943 2.641039, 100.341338 2.657608, 100.271 2.663177))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003383-260120142942310/datasets/export for details.
DOI: 10.5281/zenodo.18208663
title: HyCervix

description: This dataset contains in-vivo hyperspectral (HS) images of the human cervix acquired during routine clinical colposcopic examinations, designed to support research on non-invasive detection of precancerous and cancerous cervical lesions.

The dataset comprises 77 hyperspectral cubes from 77 patients, captured using a clinical colposcope equipped with a hyperspectral imaging system operating in the 400–900 nm spectral range. Each HS image provides both spatial and spectral information, enabling detailed tissue characterization.

All images are accompanied by pixel-level annotations corresponding to clinically relevant tissue classes, including:



Ectocervix

Endocervix

Cervical intraepithelial neoplasia (CIN) lesions

Invasive carcinoma


Annotations were generated by expert colposcopic assessment and validated using cytology and/or histopathological biopsy results, ensuring clinically grounded ground truth.

In addition to imaging data, the dataset includes anonymized clinical metadata for each patient, such as demographic information, colposcopic findings, biopsy outcomes, and final clinical diagnoses. This combination of hyperspectral imaging data and clinical annotations makes the dataset suitable for tasks including spectral analysis, tissue segmentation, lesion classification, and development of computer-aided diagnostic algorithms.

The code associated with this dataset is publicly available to facilitate further research. The repository includes scripts for processing spectral signatures from the different tissue annotations, enabling straightforward use of this dataset in machine learning and image analysis pipelines.

The repository can be accessed at: https://github.com/carlosvegagc/HyCervix
DOI: 10.5281/zenodo.18208664
title: HyCervix

description: This dataset contains in-vivo hyperspectral (HS) images of the human cervix acquired during routine clinical colposcopic examinations, designed to support research on non-invasive detection of precancerous and cancerous cervical lesions.

The dataset comprises 77 hyperspectral cubes from 77 patients, captured using a clinical colposcope equipped with a hyperspectral imaging system operating in the 400–900 nm spectral range. Each HS image provides both spatial and spectral information, enabling detailed tissue characterization.

All images are accompanied by pixel-level annotations corresponding to clinically relevant tissue classes, including:



Ectocervix

Endocervix

Cervical intraepithelial neoplasia (CIN) lesions

Invasive carcinoma


Annotations were generated by expert colposcopic assessment and validated using cytology and/or histopathological biopsy results, ensuring clinically grounded ground truth.

In addition to imaging data, the dataset includes anonymized clinical metadata for each patient, such as demographic information, colposcopic findings, biopsy outcomes, and final clinical diagnoses. This combination of hyperspectral imaging data and clinical annotations makes the dataset suitable for tasks including spectral analysis, tissue segmentation, lesion classification, and development of computer-aided diagnostic algorithms.

The code associated with this dataset is publicly available to facilitate further research. The repository includes scripts for processing spectral signatures from the different tissue annotations, enabling straightforward use of this dataset in machine learning and image analysis pipelines.

The repository can be accessed at: https://github.com/carlosvegagc/HyCervix
DOI: 10.6084/m9.figshare.31119304
title: Data Responden FGD GenAI

description: This data is to support the FGD process in demographic result as inform in the paper.
DOI: 10.6084/m9.figshare.31119304.v1
title: Data Responden FGD GenAI

description: This data is to support the FGD process in demographic result as inform in the paper.
DOI: 10.15468/dl.czgnqz
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((117.166 2.663177, 117.095662 2.657608, 117.027057 2.641039, 116.961877 2.613877, 116.901728 2.576794, 116.848091 2.530702, 116.802288 2.476736, 116.765445 2.416228, 116.738469 2.350667, 116.722023 2.281669, 116.71651 2.210932, 116.722065 2.140198, 116.738549 2.071209, 116.765555 2.005663, 116.802417 1.945173, 116.848227 1.891229, 116.901857 1.845157, 116.961987 1.808092, 117.027137 1.780946, 117.095704 1.764386, 117.166 1.758821, 117.236296 1.764386, 117.304863 1.780946, 117.370013 1.808092, 117.430143 1.845157, 117.483773 1.891229, 117.529583 1.945173, 117.566445 2.005663, 117.593451 2.071209, 117.609935 2.140198, 117.61549 2.210932, 117.609977 2.281669, 117.593531 2.350667, 117.566555 2.416228, 117.529712 2.476736, 117.483909 2.530702, 117.430272 2.576794, 117.370123 2.613877, 117.304943 2.641039, 117.236338 2.657608, 117.166 2.663177))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 8 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003384-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18331277
title: County Health Rankings & Roadmaps relational data annual release
DOI: 10.15468/dl.qsj33r
title: Occurrence Download

description: A dataset containing 1221 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Equus alaskae"
 ]
}

 The dataset includes 1221 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003385-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/2cdat4
title: Geosesarma wongi sp. nov., a distinctive new species of semiterrestrial crab from Tapah Hills in Perak, Peninsular Malaysia; with notes on G. peraccae (Nobili, 1903) and G. cataracta Ng, 1986 (Crustacea, Brachyura, Sesarmidae)

description: This dataset contains the digitized treatments in Plazi based on the original journal article Ng, Peter K. L. (2026): Geosesarma wongi sp. nov., a distinctive new species of semiterrestrial crab from Tapah Hills in Perak, Peninsular Malaysia; with notes on G. peraccae (Nobili, 1903) and G. cataracta Ng, 1986 (Crustacea, Brachyura, Sesarmidae). ZooKeys 1266: 281-298, DOI: 10.3897/zookeys.1266.172575AbstractA new species of semiterrestrial freshwater crab is described from Tapah Hills in Peninsular Malaysia. Geosesarma wongi sp. nov. is the 13 th member of the genus reported from the country and is most similar to G. peraccae (Nobili, 1903) and G. cataracta Ng, 1986, but easily separated by its distinct carapace features and structures of the adult male chela and male first gonopod. The types of G. peraccae are figured for the first time. Geosesarma cataracta is also figured in detail, and the type series is shown to be mixed.
DOI: 10.34740/kaggle/dsv/14574599
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.15468/dl.ge2tr8
title: Occurrence Download

description: A dataset containing 748 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Niger",
 "OccurrenceStatus is Present",
 "TaxonKey is Balanites"
 ]
}

 The dataset includes 748 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003386-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g8gfzn
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((99.756 2.674176, 99.685661 2.668608, 99.61705600000001 2.652038, 99.55187599999999 2.624877, 99.491726 2.587794, 99.43808900000001 2.541701, 99.392285 2.487736, 99.355441 2.427228, 99.32846499999999 2.361667, 99.31201900000001 2.292668, 99.306507 2.221931, 99.312062 2.151197, 99.328546 2.082208, 99.355552 2.016662, 99.392415 1.956173, 99.438225 1.902229, 99.491856 1.856157, 99.551986 1.819092, 99.617136 1.791946, 99.685703 1.775386, 99.756 1.769821, 99.826297 1.775386, 99.894864 1.791946, 99.960014 1.819092, 100.020144 1.856157, 100.073775 1.902229, 100.119585 1.956173, 100.156448 2.016662, 100.183454 2.082208, 100.199938 2.151197, 100.205493 2.221931, 100.199981 2.292668, 100.183535 2.361667, 100.156559 2.427228, 100.119715 2.487736, 100.073911 2.541701, 100.020274 2.587794, 99.96012399999999 2.624877, 99.894944 2.652038, 99.826339 2.668608, 99.756 2.674176))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003387-260120142942310/datasets/export for details.
DOI: 10.15468/dl.xx82jy
title: Occurrence Download

description: A dataset containing 512 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation)",
 "Country is Indonesia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Pongo abelii"
 ]
}

 The dataset includes 512 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003388-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6u63wk
title: Occurrence Download

description: A dataset containing 348 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Niger",
 "OccurrenceStatus is Present",
 "TaxonKey is Calotropis"
 ]
}

 The dataset includes 348 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003389-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8uqc6w
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((99.934 2.675176, 99.86366099999999 2.669608, 99.795056 2.653038, 99.72987500000001 2.625877, 99.669726 2.588794, 99.616088 2.542701, 99.570284 2.488736, 99.533441 2.428228, 99.50646500000001 2.362667, 99.490019 2.293668, 99.484506 2.222931, 99.490061 2.152197, 99.506545 2.083208, 99.533552 2.017662, 99.570414 1.957173, 99.616225 1.903229, 99.669856 1.857157, 99.729986 1.820092, 99.795136 1.792946, 99.863703 1.776386, 99.934 1.770821, 100.004297 1.776386, 100.072864 1.792946, 100.138014 1.820092, 100.198144 1.857157, 100.251775 1.903229, 100.297586 1.957173, 100.334448 2.017662, 100.361455 2.083208, 100.377939 2.152197, 100.383494 2.222931, 100.377981 2.293668, 100.361535 2.362667, 100.334559 2.428228, 100.297716 2.488736, 100.251912 2.542701, 100.198274 2.588794, 100.138125 2.625877, 100.072944 2.653038, 100.004339 2.669608, 99.934 2.675176))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003390-260120142942310/datasets/export for details.
DOI: 10.6084/m9.figshare.31078582
title: HIV-TB data 1, TB testing practice

description: HIV and tuberculosis in Latvia: patient characteristics and evaluation of tuberculosis screening coverage (years 2018-2022).
DOI: 10.6084/m9.figshare.31078582.v1
title: HIV-TB data 1, TB testing practice

description: HIV and tuberculosis in Latvia: patient characteristics and evaluation of tuberculosis screening coverage (years 2018-2022).
DOI: 10.15468/dl.zqqdyc
title: Occurrence Download

description: A dataset containing 261 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-85.049 35.123,-77.646 35.123,-77.646 37.995,-85.049 37.995,-85.049 35.123))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Cryptobranchus alleganiensis"
 ]
}

 The dataset includes 261 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003392-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hwtsny
title: Occurrence Download

description: A dataset containing 11380 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Peru",
 "TaxonKey is Euphonia chlorotica"
 ]
}

 The dataset includes 11380 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003393-260120142942310/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.29336066
title: Identification of the active microbes responsible for dissolved organic sulfur cycling along oxygen gradients in seasonally anoxic Mariager Fjord

description: This project investigates microbial community composition in the water column of Mariager Fjord, Denmark, under varying oxygen conditions. Mariager Fjord is a natural laboratory for studying microbial responses to oxygen availability due to its seasonal deoxygenation along the water column. Water samples were collected along a vertical transect spanning oxic and hypoxic layers. High-throughput sequencing of raw environmental DNA was conducted to characterize the microbial communities present at different depths. In addition, DNA-stable isotope probing (DNA-SIP) experiments were conducted using taurine, methionine and glucose to investigate the active microbial carbon turnover under varying oxygen conditions.
DOI: 10.6084/m9.figshare.29336066.v3
title: Identification of the active microbes responsible for dissolved organic sulfur cycling along oxygen gradients in seasonally anoxic Mariager Fjord

description: This project investigates microbial community composition in the water column of Mariager Fjord, Denmark, under varying oxygen conditions. Mariager Fjord is a natural laboratory for studying microbial responses to oxygen availability due to its seasonal deoxygenation along the water column. Water samples were collected along a vertical transect spanning oxic and hypoxic layers. High-throughput sequencing of raw environmental DNA was conducted to characterize the microbial communities present at different depths. In addition, DNA-stable isotope probing (DNA-SIP) experiments were conducted using taurine, methionine and glucose to investigate the active microbial carbon turnover under varying oxygen conditions.
DOI: 10.6084/m9.figshare.29336066.v2
title: Identification of the active microbes responsible for dissolved organic sulfur cycling along oxygen gradients in seasonally anoxic Mariager Fjord

description: This project investigates microbial community composition in the water column of Mariager Fjord, Denmark, under varying oxygen conditions. Mariager Fjord is a natural laboratory for studying microbial responses to oxygen availability due to its seasonal deoxygenation along the water column. Water samples were collected along a vertical transect spanning oxic and hypoxic layers. High-throughput sequencing of raw environmental DNA was conducted to characterize the microbial communities present at different depths. In addition, DNA-stable isotope probing (DNA-SIP) experiments were conducted using taurine, methionine and glucose to investigate the active microbial carbon turnover under varying oxygen conditions.
DOI: 10.15468/dl.tmsxhx
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{"type":"and","predicates":[{"type":"within","geometry":"POLYGON ((100.082 2.678176, 100.011661 2.672608, 99.943056 2.656038, 99.877875 2.628877, 99.817725 2.591794, 99.764088 2.545701, 99.718284 2.491736, 99.68143999999999 2.431228, 99.654464 2.365667, 99.638018 2.296668, 99.63250499999999 2.225931, 99.63806 2.155197, 99.654545 2.086208, 99.681551 2.020662, 99.718414 1.960173, 99.764225 1.906228, 99.81785499999999 1.860157, 99.87798600000001 1.823092, 99.943136 1.795946, 100.011703 1.779386, 100.082 1.773821, 100.152297 1.779386, 100.220864 1.795946, 100.286014 1.823092, 100.346145 1.860157, 100.399775 1.906228, 100.445586 1.960173, 100.482449 2.020662, 100.509455 2.086208, 100.52594 2.155197, 100.531495 2.225931, 100.525982 2.296668, 100.509536 2.365667, 100.48256 2.431228, 100.445716 2.491736, 100.399912 2.545701, 100.346275 2.591794, 100.286125 2.628877, 100.220944 2.656038, 100.152339 2.672608, 100.082 2.678176))"},{"type":"equals","key":"CLASS_KEY","value":"212","matchCase":false},{"type":"greaterThanOrEquals","key":"YEAR","value":"2015","matchCase":false},{"type":"not","predicate":{"type":"in","key":"BASIS_OF_RECORD","values":["MATERIAL_CITATION","MATERIAL_SAMPLE","PRESERVED_SPECIMEN"],"matchCase":false}},{"type":"lessThanOrEquals","key":"COORDINATE_UNCERTAINTY_IN_METERS","value":"10000","matchCase":false},{"type":"equals","key":"LICENSE","value":"CC BY 4.0","matchCase":false}]}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003394-260120142942310/datasets/export for details.
DOI: 10.34740/kaggle/dsv/14574606
title: Berita UNDIP
DOI: 10.15468/dl.q8bf36
title: Occurrence Download

description: A dataset containing 44208 records in GBIF matching the query:
SELECT
 '40' AS fish_cell,
 GBIF_MGRSCode(1000, decimalLatitude, decimalLongitude, 0) AS cell, -- NO randomization
 COUNT(DISTINCT speciesKey) AS species_richness
 FROM occurrence
 WHERE hasCoordinate = TRUE
 AND speciesKey IS NOT NULL
 AND NOT ARRAY_CONTAINS(issue, 'ZERO_COORDINATE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_OUT_OF_RANGE')
 AND NOT ARRAY_CONTAINS(issue, 'COORDINATE_INVALID')
 AND NOT ARRAY_CONTAINS(issue, 'COUNTRY_COORDINATE_MISMATCH')
 AND decimalLatitude &gt;= -28.773895969281842
 AND decimalLatitude &lt;= -24.552553756517728
 AND decimalLongitude &gt;= 26.450229726150916
 AND decimalLongitude &lt;= 32.47800532857604
 AND "year" &gt;= 2015
 AND "year" &lt;= 2026
 AND (coordinateUncertaintyInMeters &lt;= 100 OR coordinateUncertaintyInMeters IS NULL)
 GROUP BY fish_cell, cell

 The dataset's 44208 records were derived from 122 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003376-260120142942310/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7807/immo:red:wm:suf:v5
title: RWI Real Estate Data- Wohnungsmiete - suf
title: RWI Real Estate Data - Apartments for Rent - suf

description: ImmobilienScout24 ist die größte Immobilien-Internetplattform in Deutschland. Auf der Website werden sowohl Immobilien zur privaten als auch zur gewerblichen Nutzung angeboten. Die Daten umfassen jedoch nur Wohnimmobilien. Der Datensatz umfasst die meisten auf der Plattform erhobenen Merkmale wie z.B. Preis, Größe und Ausstattung der Wohneinheit, aber auch generierte Informationen wie die Dauer der Inseratverfügbarkeit.
description: ImmobilienScout24 is the largest real estate internet platform in Germany. Properties for private as well as commercial use are offered on the website. However, the data only cover residential properties. The dataset covers most characteristics collected on the platform like price, size and characteristics of the housing unit but also automatically generated items like the duration of the advertisement spell.
description: RWI-GEO-RED
description: RWI-GEO-RED
description: Computer-based observation
description: alle Wohnungen zur Miete auf der Webseite ImmobilienScout24
description: all appartments for rent at ImmobilienScout24
description: full sample
DOI: 10.15468/dl.3z54c9
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mammalia",
 "HasCoordinate is true",
 "Geometry POLYGON ((-114.07 36.76018, -114.0705 36.76016, -114.0704 36.75982, -114.0697 36.75985, -114.07 36.76018))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005838-251120083545085/datasets/export for details.