cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18112698
title: TopoNet: A Topography-Aware Deep Network with Adaptive Gating for Co-Seismic Landslide Detection
DOI: 10.5281/zenodo.18112697
title: TopoNet: A Topography-Aware Deep Network with Adaptive Gating for Co-Seismic Landslide Detection
DOI: 10.60905/v2c7om
title: Choques entre estudiantes y polic��a

description: &lt;p&gt;Varias universidades entre ellas la UdeA, protagonizaron una enorme jornada de protesta con acciones violentas, cierre de v��as y un n��mero de heridos y detenidos no confirmado oficialmente. Ante la grave crisis de la educaci��n superior, estudiantes se tomaron las calles en especial la autopista norte para hacer barricadas que ocasionaron la llegada del ej��rcito y fuertes choques. En la UdeA se realiz�� una asamblea general donde se aprob�� el mitin a la calle, tambi��n se manifest�� la solidaridad con las luchas comunistas de Vietnam del Norte, quemaron una volqueta de Empresas P��blicas.&lt;/p&gt;
description: CONTEXTO DE LA NOTICIA: Despidos y huelgas en Telecom; crisis en la aeron��utica civil; prestamos por cinco millones a Colombia por parte de EE.UU, Fidel y Nixon en Polonia; reacciones encontradas ante discursos de Lleras; bombardeos en Han��i; detenidas monjas Colombianas en Bolivia.
DOI: 10.6084/m9.figshare.28877303.v3
title: A dataset of distribution of PPCPs occurrence in aquatic environmental matrices in China

description: We provide a comprehensive dataset on the occurrence and distribution of PPCPs, comprising 8,128 records from 138 publications spanning the period from 2007 to 2024. The dataset contains detailed metadata, including water categories, detection concentrations, detection methods, and geographic coordinates at different administrative levels.
DOI: 10.34740/kaggle/dsv/14796953
title: T20 World Cup Dataset & Forecasting (2007-2026)
DOI: 10.5281/zenodo.18596747
title: MRH test dataset

description: Dataset Description: Evaluation Dataset for MRH Peak Detection

 

Overview This dataset was generated to evaluate and benchmark the Multiresolution Hierarchical (MRH) peak detection algorithm. It consists of high-resolution mass spectrometry (HRMS) data from controlled mixtures of chemical standards, providing a reliable basis for assessing detection sensitivity, localization accuracy, and the effectiveness of confidence metrics like the Ambiguity Score (Q).

 

Sample Composition and Preparation The dataset is derived from the INTERFLAB experiment. It comprises in-house generated mixtures of flame retardants prepared at known proportions. To facilitate a robust sensitivity analysis, the samples were prepared across a wide range of predefined concentrations: 0.1, 0.5, 1.0, 5.0, 10.0, 25.0, 50.0, 100.0, 250.0, 500.0, and 1000.0 ng/ml.

 

Data Acquisition and Instrumentation Measurements were performed using a Thermo Fisher Scientific Q Exactive GC Orbitrap GC-MS/MS system. Key acquisition parameters include:

• Mode: Profile mode (essential for MRH’s direct raw-data processing).

• Acquisition Rate: High-acquisition rate.

• Mass Accuracy & Resolution: Data was acquired at high resolution.

File Descriptions

1. Raw Data (.mzML): These files contain the raw, uncentroided profile data for each concentration level. They preserve the full measurement precision required for hierarchical decomposition.

2. Ground Truth Lists: These files provide the manually curated list of "true" peaks for each concentration.

    ◦ Curation Process: Predicted peak positions were matched against the raw data, and the closest local maxima were designated as true peaks to ensure alignment between predicted and observed values.

    ◦ Data Availability Labels: Instances where no raw measurements could be associated with predicted peaks (typically at the lowest concentrations) are explicitly marked as "no data".

 

Potential Applications This dataset is intended for researchers developing feature detection algorithms for HRMS. It is particularly valuable for testing performance in low-concentration scenarios and for validating the localization precision of new peak-picking methodologies
DOI: 10.5281/zenodo.4521877
title: MRH test dataset

description: Dataset Description: Evaluation Dataset for MRH Peak Detection

 

Overview This dataset was generated to evaluate and benchmark the Multiresolution Hierarchical (MRH) peak detection algorithm. It consists of high-resolution mass spectrometry (HRMS) data from controlled mixtures of chemical standards, providing a reliable basis for assessing detection sensitivity, localization accuracy, and the effectiveness of confidence metrics like the Ambiguity Score (Q).

 

Sample Composition and Preparation The dataset is derived from the INTERFLAB experiment. It comprises in-house generated mixtures of flame retardants prepared at known proportions. To facilitate a robust sensitivity analysis, the samples were prepared across a wide range of predefined concentrations: 0.1, 0.5, 1.0, 5.0, 10.0, 25.0, 50.0, 100.0, 250.0, 500.0, and 1000.0 ng/ml.

 

Data Acquisition and Instrumentation Measurements were performed using a Thermo Fisher Scientific Q Exactive GC Orbitrap GC-MS/MS system. Key acquisition parameters include:

• Mode: Profile mode (essential for MRH’s direct raw-data processing).

• Acquisition Rate: High-acquisition rate.

• Mass Accuracy & Resolution: Data was acquired at high resolution.

File Descriptions

1. Raw Data (.mzML): These files contain the raw, uncentroided profile data for each concentration level. They preserve the full measurement precision required for hierarchical decomposition.

2. Ground Truth Lists: These files provide the manually curated list of "true" peaks for each concentration.

    ◦ Curation Process: Predicted peak positions were matched against the raw data, and the closest local maxima were designated as true peaks to ensure alignment between predicted and observed values.

    ◦ Data Availability Labels: Instances where no raw measurements could be associated with predicted peaks (typically at the lowest concentrations) are explicitly marked as "no data".

 

Potential Applications This dataset is intended for researchers developing feature detection algorithms for HRMS. It is particularly valuable for testing performance in low-concentration scenarios and for validating the localization precision of new peak-picking methodologies
DOI: 10.15468/dl.9fd6u8
title: Occurrence Download

description: A dataset containing 102841 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pacifastacus leniusculus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Specimen, Machine Observation)",
 "Year is greater than or equal to 1980",
 "Geometry POLYGON((-25 35, 50 35, 50 75, -25 75, -25 35))"
 ]
}

 The dataset includes 102841 records from 310 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005797-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ktxfk3
title: Occurrence Download

description: A dataset containing 575 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Espeletia killipii",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is Fossil"
 ]
 }
 }
 ]
}

 The dataset includes 575 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005833-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3886/e245036
title: Hospital Change of Ownership - Owner Information

description: The Hospital Change of Ownership (CHOW) - Owner Information dataset provides information on individual and organizational ownership interest and managerial control associated with the buyer and seller organizations, role of the owner, association date, address of the organizational owner and other ownership details.Resources for Using and Understanding the DataThis data is gathered for the hospital change of ownership owner information is maintained in the Provider Enrollment, Chain, and Ownership System (PECOS). DISCLAIMER: The Hospital Change of Ownership - Owner Information is self-reported by the entity. This dataset should be used with The Hospital Change of Ownership dataset (link below in the resources section) to obtain the details of the change of ownership information for hospitals.
DOI: 10.3886/e245036v1
title: Hospital Change of Ownership - Owner Information

description: The Hospital Change of Ownership (CHOW) - Owner Information dataset provides information on individual and organizational ownership interest and managerial control associated with the buyer and seller organizations, role of the owner, association date, address of the organizational owner and other ownership details.Resources for Using and Understanding the DataThis data is gathered for the hospital change of ownership owner information is maintained in the Provider Enrollment, Chain, and Ownership System (PECOS). DISCLAIMER: The Hospital Change of Ownership - Owner Information is self-reported by the entity. This dataset should be used with The Hospital Change of Ownership dataset (link below in the resources section) to obtain the details of the change of ownership information for hospitals.
DOI: 10.15468/dl.fby7gq
title: Occurrence Download

description: A dataset containing 94 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Capparis masaikai"
 ]
}

 The dataset includes 94 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005835-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sqwy32
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Odontostilbe euspilurus",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 14 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005834-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.unvxdf
title: Occurrence Download

description: A dataset containing 97385 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pseudorasbora",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 97385 records from 295 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005798-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60905/5tkakr
title: Patri��ticas demostraciones de solidaridad recibe la UdeA

description: &lt;p&gt;Sigue la tensi��n por los hechos ocurridos que trajeron consigo la muerte de Barrientos. Los estudiantes trataron de realizar un desfile como ���entierro simb��lico��� en las calles del centro de la ciudad donde se dieron roces y algunas pedreas con efectivos de la polic��a. El rector expresa mensajes por v��a comunicado y cuestiona al Consejo Superior Estudiantil, asunto que llev�� a que el representante de la Asociaci��n de Profesores, Carlos Gaviria D��az expresara de manera pol��tica las aclaraciones sobre las duras aseveraciones con el movimiento: ���Si Ud. no hubiera roto todo canal de comunicaci��n con los estudiantes, podr��a tener de los hechos alguna versi��n distinta de la que tiene y a la que no s�� por qu�� razones adhiere tan ciegamente���. (p.17)&lt;/p&gt;
description: CONTEXTO DE LA NOTICIA: Congelan precios para controlar inflaci��n en el pa��s; crisis por endeudamiento externo; Revueltas y subversi��n en el cono sur (Argentina y Uruguay); dirigentes de Maceo se retiran de la ANAPO; se crea comando conservador en la UNAULA; oportunistas en el liberalismo.
DOI: 10.2908/edat_aes_l23
title: Persons knowing foreign languages by number of foreign languages and educational attainment level
title: Personnes connaissant des langues étrangères par nombre de langues étrangères et niveau d'éducation atteint
title: Personen mit Fremdsprachenkenntnissen nach Anzahl der Fremdsprachen und Bildungsabschluss
DOI: 10.2908/edat_aes_l33
title: Persons by level of knowledge of the best-known foreign language and educational attainment level
title: Personnes par niveau de connaissance de la langue étrangère la mieux maîtrisée et niveau d'éducation atteint
title: Personen nach Kenntnisgrad der am besten beherrschten Fremdsprache und Bildungsabschluss
DOI: 10.2908/edat_aes_l53
title: Personnes par niveau de connaissance de la langue étrangère la mieux maîtrisée dans le pays et niveau d'éducation atteint
title: Persons by level of knowledge of the foreign language reported as best-known in the country and educational attainment level
title: Personen nach Kenntnisgrad der im Land am besten beherrschten Fremdsprache und Bildungsabschluss
DOI: 10.15468/dl.qk2j5f
title: Occurrence Download

description: A dataset containing 873 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((2.2487 43.30553,2.36549 43.30553,2.36549 43.36098,2.2487 43.36098,2.2487 43.30553))",
 "OccurrenceStatus is Present",
 "TaxonKey is Fabaceae"
 ]
}

 The dataset includes 873 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005836-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zemm5m
title: Occurrence Download

description: A dataset containing 3456218 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acridotheres tristis",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil)"
 ]
 }
 }
 ]
}

 The dataset includes 3456218 records from 339 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005793-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hbzfja
title: Occurrence Download

description: A dataset containing 231 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Pithecia hirsuta",
 "DecimalLatitude is not null",
 "DecimalLongitude is not null"
 ]
}

 The dataset includes 231 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005837-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18572789
title: The role of wind stress and buoyancy flux in increased poleward ocean heat transport through the Nordic Seas under global warming

description: Datasets and code used for figures in the following paper:

Zhang et al. 2026. The role of wind stress and buoyancy flux in increased poleward ocean heat transport through the Nordic Seas under global warming, Climate Dynamics, under review.
DOI: 10.5281/zenodo.18572790
title: The role of wind stress and buoyancy flux in increased poleward ocean heat transport through the Nordic Seas under global warming

description: Datasets and code used for figures in the following paper:

Zhang et al. 2026. The role of wind stress and buoyancy flux in increased poleward ocean heat transport through the Nordic Seas under global warming, Climate Dynamics, under review.
DOI: 10.15468/dl.vq4yfg
title: Occurrence Download

description: A dataset containing 1182329 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "Geometry POLYGON((69.23458 23.452,74.75262 23.452,74.75262 28.22375,69.23458 28.22375,69.23458 23.452))",
 "Year 1974-2026"
 ]
}

 The dataset includes 1182329 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005805-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m8fxv7
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Andrena bernardina"
 ]
}

 The dataset includes 20 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005838-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18598566
title: {JEPEX Quantum Audit 2026: Experimental Validation and Strategic Assessment}
DOI: 10.60905/im5fn5
title: Des��rdenes estudiantiles ayer tarde en Medell��n. Apedreados varios edificios entre ellos El Colombiano.

description: &lt;p&gt;Manifestaciones y disturbios el d��a anterior (20 de noviembre) por parte de grupos estudiantiles en sectores del centro de la ciudad por la elecci��n del nuevo decano de Derecho y Ciencias Pol��ticas. Los estudiantes y grupos estudiantiles se movilizaron por sectores del centro como el Nutibara, Teatros Guadalupe y el Cid, El Colombiano y el edificio de la gobernaci��n, calles como Bol��var, el Palo, Caracas, Juan del Corral, la Playa, fueron algunos de los sectores m��s afectados de la manifestaci��n. En la manifestaci��n hubo pedreas, arengas, detenciones, cierre del comercio, presencia de brigadas de la polic��a y el ej��rcito y un soldado herido. Tambi��n se hace una peque��a alusi��n a la presencia de otros sectores sociales en la jornada de protesta.&lt;/p&gt;
description: CONTEXTO DE LA NOTICIA: Convenci��n Liberal en Colombia, Rockefeller defiende dictaduras militares, ola de disturbios en Argentina, Luchas en el L��bano, Llegada de Apolo 12.
DOI: 10.15468/dl.zscqq5
title: Occurrence Download

description: A dataset containing 1101640 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Sus scrofa"
 ]
}

 The dataset includes 1101640 records from 3106 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005739-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tyndya
title: Occurrence Download

description: A dataset containing 25 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rorippa hybosperma (O.E.Schulz) Jonsell"
 ]
}

 The dataset includes 25 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0148694-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jxp25r
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alyssum tenium Halácsy"
 ]
}

 The dataset includes 22 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0149878-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nsw4ev
title: Occurrence Download

description: A dataset containing 1881 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leopardus wiedii (Schinz, 1821)"
 ]
}

 The dataset includes 1881 records from 175 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0162696-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.64wmsr
title: Occurrence Download

description: A dataset containing 16 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rorippa intermedia (Kuntze) Stuckey"
 ]
}

 The dataset includes 16 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0148698-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ztr8wj
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Aschersoniodoxa pilosa Al-Shehbaz"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0149873-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9nca66
title: Occurrence Download

description: A dataset containing 858 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Leopardus tigrinus (Schreber, 1775)"
 ]
}

 The dataset includes 858 records from 98 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0162704-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ckp692
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alyssum saxigenum Timb.-Lagr."
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0149881-220831081235567/datasets/export for details.
DOI: 10.15468/dl.7sn9wp
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Rorippa icarica Rech.f."
 ]
}

 The dataset includes 22 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0148695-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s2jy58
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Alyssum spatlulaefolium Formánek"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0149879-220831081235567/datasets/export for details.
DOI: 10.15468/dl.jgebvm
title: Occurrence Download

description: A dataset containing 147760 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Circus pygargus (Linnaeus, 1758)",
 "CoordinateUncertaintyInMeters is less than 10000",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "Year is greater than or equal to 1990",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
}

 The dataset includes 147760 records from 546 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0162691-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nagrpb
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Brayopsis colombiana Al-Shehbaz"
 ]
}

 The dataset includes 31 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0149883-220831081235567/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.