cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17026/ar/jdvbct
title: PAN-00002847 - coin/coin-related, Tetricus I (271-274), naar, antoninianus

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00002847&lt;/p&gt;
description: Modified: 2025-09-23T10:31:00+02:00
DOI: 10.15468/dl.p99v63
title: Occurrence Download

description: A dataset containing 310469 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-99.30322 19.11922,-99.03312 19.11922,-99.03312 19.27799,-99.30322 19.27799,-99.30322 19.11922))",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 310469 records from 370 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023272-251120083545085/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.30265506
title: Overlapping Indices for Dynamic Information Borrowing in Bayesian Hierarchical Modeling

description: Information borrowing has received increasing attention in multiple subgroups data analysis. Bayesian hierarchical models (BHMs) are widely used in this field. However, the common exchangeability assumption becomes questionable when heterogeneity exists across subgroups. Although various methods have been developed to address this issue—focusing on two key questions: how to accurately identify heterogeneity and how to appropriately borrow information—two core challenges remain: (a) balancing the tradeoff between increasing subgroup homogeneity (exchangeability) and keeping the efficiency and robustness of information borrowing, and (b) dynamically determining borrowing strength based on the varying levels of homogeneity. To address these challenges, we propose a cluster-based framework called the Bayesian Hierarchical Model with Overlapping Indices (BHMOI). BHMOI incorporates two novel indices: the Overlapping Clustering Index (OCI), which facilitates optimal clustering, and the Overlapping Borrowing Index (OBI), which guides the assignment of borrowing strength based on cluster-specific homogeneity. BHMOI is a flexible framework that can accommodate different data types and enables efficient, robust information borrowing with desirable properties. Simulation studies and real data analysis demonstrate the effectiveness and practical utility of BHMOI. Supplementary materials for this article are available online.
DOI: 10.6084/m9.figshare.30265506.v1
title: Overlapping Indices for Dynamic Information Borrowing in Bayesian Hierarchical Modeling

description: Information borrowing has received increasing attention in multiple subgroups data analysis. Bayesian hierarchical models (BHMs) are widely used in this field. However, the common exchangeability assumption becomes questionable when heterogeneity exists across subgroups. Although various methods have been developed to address this issue—focusing on two key questions: how to accurately identify heterogeneity and how to appropriately borrow information—two core challenges remain: (a) balancing the tradeoff between increasing subgroup homogeneity (exchangeability) and keeping the efficiency and robustness of information borrowing, and (b) dynamically determining borrowing strength based on the varying levels of homogeneity. To address these challenges, we propose a cluster-based framework called the Bayesian Hierarchical Model with Overlapping Indices (BHMOI). BHMOI incorporates two novel indices: the Overlapping Clustering Index (OCI), which facilitates optimal clustering, and the Overlapping Borrowing Index (OBI), which guides the assignment of borrowing strength based on cluster-specific homogeneity. BHMOI is a flexible framework that can accommodate different data types and enables efficient, robust information borrowing with desirable properties. Simulation studies and real data analysis demonstrate the effectiveness and practical utility of BHMOI. Supplementary materials for this article are available online.
DOI: 10.17026/ar/ztj0c2
title: PAN-00163297 - ceramic sling bullet, eye-shaped

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00163297&lt;/p&gt;
description: Modified: 2025-08-29T11:29:38+02:00
DOI: 10.25345/c51z4264f
title: MassIVE MSV000100081 - Bacteria_fungal_cell_wall_remodeling
title: LC-MS/MS data files of extracts and fractions made from bacterial cultures.
DOI: 10.15468/dl.wrrpf3
title: Occurrence Download

description: A dataset containing 7047 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is South America",
 "Country is Colombia",
 "Geometry POLYGON((-76.93209 2.79748,-76.95109 2.50637,-76.67234 2.4684,-76.45694 2.5222,-76.39676 2.73737,-76.49812 2.82279,-76.63116 2.85127,-76.93209 2.79748))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Plantae"
 ]
}

 The dataset includes 7047 records from 75 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023279-251120083545085/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/13964162
title: Berita UII
DOI: 10.17026/ar/jqel5k
title: PAN-00019617 - slag

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00019617&lt;/p&gt;
description: Modified: 2025-07-10T15:00:22+02:00
DOI: 10.5281/zenodo.17782587
title: Cocoa Probability Maps for Nigeria 2020

description: Cocoa probability map generated as part of the Master's thesis “Generalization of Cocoa Mapping Across Countries Using Foundation Models and Sparse Labels”, Robotics, Cognition, Intelligence (RCI), Technical University of Munich (TUM).

The main dataset, 2020-nigeria-cocoa-probs.zip, consists of multiple GeoTIFF tiles covering Nigeria. Each tile is stored in its local coordinate reference system (CRS), as defined in the metadata of the respective file. All tiles have a spatial resolution of 10 m.

Raster pixel values represent the model-predicted probability of cocoa presence, encoded as integers:





0 → 0% probability




250 → 100% probability




255 → No data



The values were linearly scaled from the model's continuous 0–1 probability output. The full methodology, model architecture, training procedure, and data sources are described in the aforementioned Master’s thesis.

 

Supplementary Files

Three auxiliary prediction sets used in the generation of the final cocoa probability map are also provided for transparency and reproducibility:





2020-aef-predictions.zip – Predictions from the AlphaEarth-based model.




2020-croma-predictions.zip – Predictions from the CROMA foundation model.




2020-baseline-cnn-predictions.zip – Predictions from the baseline CNN model.



These datasets are included as supplementary material to document intermediate outputs but are not required for interpreting or using the final cocoa probability map.
DOI: 10.5281/zenodo.17782586
title: Cocoa Probability Maps for Nigeria 2020

description: Cocoa probability map generated as part of the Master's thesis “Generalization of Cocoa Mapping Across Countries Using Foundation Models and Sparse Labels”, Robotics, Cognition, Intelligence (RCI), Technical University of Munich (TUM).

The main dataset, 2020-nigeria-cocoa-probs.zip, consists of multiple GeoTIFF tiles covering Nigeria. Each tile is stored in its local coordinate reference system (CRS), as defined in the metadata of the respective file. All tiles have a spatial resolution of 10 m.

Raster pixel values represent the model-predicted probability of cocoa presence, encoded as integers:





0 → 0% probability




250 → 100% probability




255 → No data



The values were linearly scaled from the model's continuous 0–1 probability output. The full methodology, model architecture, training procedure, and data sources are described in the aforementioned Master’s thesis.

 

Supplementary Files

Three auxiliary prediction sets used in the generation of the final cocoa probability map are also provided for transparency and reproducibility:





2020-aef-predictions.zip – Predictions from the AlphaEarth-based model.




2020-croma-predictions.zip – Predictions from the CROMA foundation model.




2020-baseline-cnn-predictions.zip – Predictions from the baseline CNN model.



These datasets are included as supplementary material to document intermediate outputs but are not required for interpreting or using the final cocoa probability map.
DOI: 10.15468/dl.nayuqh
title: Occurrence Download

description: A dataset containing 78484 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tracheophyta",
 "DecimalLatitude is greater than or equal to 34.085278",
 "DecimalLatitude is less than or equal to 39.085278",
 "DecimalLongitude is greater than or equal to 30.0",
 "DecimalLongitude is less than or equal to 35.0",
 "HasCoordinate is TRUE",
 "HasGeospatialIssue is FALSE"
 ]
}

 The dataset includes 78484 records from 167 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023275-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17026/ar/x1r0ya
title: PAN-00015686 - (decorative) nail

description: &lt;p&gt;This find is registered at Portable Antiquities of the Netherlands with number PAN-00015686&lt;/p&gt;
description: Modified: 2025-08-07T15:22:13+02:00
DOI: 10.15468/dl.cn8ypy
title: Occurrence Download

description: A dataset containing 3034207313 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 3034207313 records from 44385 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023205-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.u4vjps
title: Occurrence Download

description: A dataset containing 1089 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Melanocorypha leucoptera (Pallas, 1811)"
 ]
}

 The dataset includes 1089 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053092-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3ztrtd
title: Occurrence Download

description: A dataset containing 7849 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Lampornis amethystinus Swainson, 1827"
 ]
}

 The dataset includes 7849 records from 73 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0284735-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.czb5kz
title: Occurrence Download

description: A dataset containing 43 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Festuca breviaristata Pilg."
 ]
}

 The dataset includes 43 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0163420-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vmyiyz
title: Occurrence Download

description: A dataset containing 152 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Chaerephon major (Trouessart, 1897)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 152 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012155-160118175350007/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kax82e
title: Occurrence Download

description: A dataset containing 26 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((3.675 51.725,3.725 51.725,3.725 51.775,3.675 51.775,3.675 51.725))",
 "DatasetKey is Observation.org, Nature data from around the World",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 26 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0304022-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sybg24
title: Occurrence Download

description: A dataset containing 1464 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Briareum asbestinum (Pallas, 1766)",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 },
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is MANAGED"
 ]
 }
 },
 {
 "not" : {
 "EstablishmentMeans" : [
 "is not null"
 ]
 }
 }
 ]
 },
 {
 "or" : [
 "OccurrenceStatus is Present",
 {
 "not" : {
 "OccurrenceStatus" : [
 "is not null"
 ]
 }
 }
 ]
 }
 ]
}

 The dataset includes 1464 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043794-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mnb3hu
title: Occurrence Download

description: A dataset containing 177 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Solanum multiinterruptum Bitter"
 ]
}

 The dataset includes 177 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012155-170714134226665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bmt46w
title: Occurrence Download

description: A dataset containing 5398 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Hordeum bulbosum L."
 ]
}

 The dataset includes 5398 records from 139 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0296336-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.airect
title: Occurrence Download

description: A dataset containing 593 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Orites diversifolia R.Br.",
 "HasCoordinate is TRUE",
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Observation",
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Living Specimen",
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Living Specimen",
 "BasisOfRecord is Literature Occurrence"
 ]
 }
 ]
}

 The dataset includes 593 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012155-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jwjbph
title: Occurrence Download

description: A dataset containing 426 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Eleutherodactylus leprus (Cope, 1879)"
 ]
}

 The dataset includes 426 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043792-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gek8yu
title: Occurrence Download

description: A dataset containing 305 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is Caprimulgus nubicus M.H.K.Lichtenstein, 1823"
 ]
}

 The dataset includes 305 records from 20 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053078-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9eebwx
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bidens wichmanii W.L.Wagner, J.R.Clark & Lorence"
 ]
}

 The dataset includes 25 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0053095-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s1ati0
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Escobaria lloydii Britton & Rose"
 ]
}

 The dataset includes 7 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012156-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bywzk5
title: Occurrence Download

description: A dataset containing 279 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Escobaria missouriensis (Sw.) D.R.Hunt"
 ]
}

 The dataset includes 279 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012157-151016162008034/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.drxc7d
title: Occurrence Download

description: A dataset containing 60 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cryptocarya weinlandii K.Schum."
 ]
}

 The dataset includes 60 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012132-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.oli9qn
title: Occurrence Download

description: A dataset containing 59 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Poa abbreviata R.Br.",
 "TaxonKey is Poa abbreviata Blytt"
 ]
 },
 "Country is United States of America"
 ]
}

 The dataset includes 59 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012157-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.96d24u
title: Occurrence Download

description: A dataset containing 253 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cryptocarya wightiana Thwaites"
 ]
}

 The dataset includes 253 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012142-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hx7uvi
title: Occurrence Download

description: A dataset containing 61317 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Persoonia Sm.",
 "HasCoordinate is TRUE",
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Observation",
 "BasisOfRecord is Machine Observation",
 "BasisOfRecord is Living Specimen",
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Living Specimen",
 "BasisOfRecord is Literature Occurrence"
 ]
 }
 ]
}

 The dataset includes 61317 records from 41 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012157-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10971064
title: solanum_aculeatissimum_zanfona_01.fasta

description: .
DOI: 10.5281/zenodo.10971065
title: solanum_aculeatissimum_zanfona_01.fasta

description: .
DOI: 10.15468/dl.fk6zcm
title: Occurrence Download

description: A dataset listing the 2021993 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Animalia"
 ]
}

 The dataset's 2021993 records were derived from 26961 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0296353-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7284/146860
title: Hygrometer data collected during research cruise WS17354 using a RMYoung 41372 instrument system onboard the platform RV F.G. Walton Smith

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.15468/dl.2s2kph
title: Occurrence Download

description: A dataset containing 9 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Phlomoides fulgens (Bunge) Adylov, Kamelin & Makhm."
 ]
}

 The dataset includes 9 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0075001-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-65793
title: Redemption tidings, vol. 46, nos. 1-53, 1 Jan. - 31 Dec. 1970

description: [description english/roman)] Issued weekly.
DOI: 10.15468/dl.d36u6g
title: Occurrence Download

description: A dataset containing 7 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cyclochlamys wanganellica Dijkstra & B.A.Marshall, 2008"
 ]
}

 The dataset includes 7 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0105919-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-65791
title: Redemption tidings, vol. 46, nos. 1-53, 1 Jan. - 31 Dec. 1970

description: [description english/roman)] Issued weekly.
DOI: 10.15468/dl.uvcx4n
title: Occurrence Download

description: A dataset containing 24152 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Bhutan",
 "MediaType is one of (Image, Audio)"
 ]
}

 The dataset includes 24152 records from 65 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085839-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/pcra-c14-65943
title: Redemption tidings, vol. 46, nos. 1-53, 1 Jan. - 31 Dec. 1970

description: [description english/roman)] Issued weekly.
DOI: 10.15468/dl.x3c7pr
title: Occurrence Download

description: A dataset containing 393 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Argentina",
 "TaxonKey is Hydrocotyle bonariensis Comm. ex Lam."
 ]
}

 The dataset includes 393 records from 33 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0096758-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.