cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.5nvv77
title: Occurrence Download

description: A dataset containing 82 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Carydiidae",
 "Continent is one of (North America, South America)"
 ]
}

 The dataset includes 82 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017459-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mdgvu5
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cynisca nigeriensis Dunger, 1968"
 ]
}

 The dataset includes 15 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0283878-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ras5pj
title: Occurrence Download

description: A dataset listing the 1 species recorded in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Collections and observation data National Museum of Natural History Luxembourg",
 "Issue is Taxon match none"
 ]
}

 The dataset's 1 records were derived from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048844-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.jd2muw
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Amotapidae",
 "Continent is one of (North America, South America)"
 ]
}

 The dataset includes 13 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017455-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.g5qr6n
title: Occurrence Download

description: A dataset containing 372 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Amplicon sequencing of Tara Oceans DNA samples corresponding to size fractions for protists.",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Thalassiosira oceanica Hasle, 1983"
 ]
}

 The dataset includes 372 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0392016-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7qitdp
title: Occurrence Download

description: A dataset containing 199 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Microdon miki Doczkal & Schmid, 1999"
 ]
}

 The dataset includes 199 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0017308-200127171203522/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ep6btb
title: Occurrence Download

description: A dataset containing 145 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Liolaemus loboi Abdala, 2003"
 ]
}

 The dataset includes 145 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0283894-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xkvdwq
title: Occurrence Download

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

 The dataset includes 20 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027557-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nz3tn9
title: Occurrence Download

description: A dataset containing 644 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Observation",
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Literature Occurrence"
 ]
 },
 "HasCoordinate is true",
 "TaxonKey is Nicotiana rustica L.",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 644 records from 72 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001141-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gtyuat
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Vellozia capiticola L.B.Sm."
 ]
}

 The dataset includes 5 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027590-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.v583gf
title: Occurrence Download

description: A dataset containing 124 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sabulina helmii (Fisch. ex Ser.) Dillenb. & Kadereit"
 ]
}

 The dataset includes 124 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0042013-230530130749713/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.thp3h0
title: Occurrence Download

description: A dataset containing 242 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eucalyptus calcareana Boomsma",
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Observation"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 242 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040090-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h4hfmd
title: Occurrence Download

description: A dataset containing 393 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Bolitoglossa altamazonica (Cope, 1874)"
 ]
}

 The dataset includes 393 records from 37 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0309903-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x8kj4x
title: Occurrence Download

description: A dataset containing 428 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Vellozia caruncularis Mart. ex Seub."
 ]
}

 The dataset includes 428 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027593-230810091245214/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cqiygj
title: Occurrence Download

description: A dataset containing 1146 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eucalyptus capitellata Sm.",
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Observation"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1146 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040114-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fqputb
title: Occurrence Download

description: A dataset containing 11069 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-87.55911 29.90263,-78.85818 30.17566,-78.85818 51.92495,-86.93822 52.35022,-87.55911 29.90263))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Sassafras albidum (Nutt.) Nees"
 ]
}

 The dataset includes 11069 records from 83 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0114543-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.peqnbm
title: Occurrence Download

description: A dataset containing 13 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Colobosauroides cearensis Cunha, Lima-Verde & Lima, 1991"
 ]
}

 The dataset includes 13 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0283883-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.znyodu
title: Occurrence Download

description: A dataset containing 2778487 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Country is Spain",
 "Country is Portugal",
 "Country is Switzerland",
 "Country is Italy",
 "Country is Malta",
 "Country is Austria",
 "Country is Slovenia",
 "Country is Croatia",
 "Country is Cyprus",
 "Country is Bosnia and Herzegovina",
 "Country is Montenegro",
 "Country is Albania",
 "Country is North Macedonia",
 "Country is Greece",
 "Country is Bulgaria",
 "Country is Serbia",
 "Country is Romania",
 "Country is Hungary",
 "Country is Luxembourg",
 "Country is Monaco",
 "Country is Slovakia",
 "Country is Czechia",
 "Country is Moldova, Republic of",
 "Country is Poland",
 "Country is Lithuania",
 "Country is Latvia",
 "Country is Estonia"
 ]
 },
 "Year 2000-2020",
 "TaxonKey is Arthropoda"
 ]
}

 The dataset includes 2778487 records from 698 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0048842-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hb58u3
title: Occurrence Download

description: A dataset containing 24262 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Colombia",
 "Geometry POLYGON((-74.79455 8.59482,-71.03794 8.59482,-71.03794 10.09831,-74.79455 10.09831,-74.79455 8.59482))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 24262 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0114560-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bgrqzq
title: Occurrence Download

description: A dataset containing 91840 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Eucalyptus camaldulensis Dehn.",
 {
 "or" : [
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Observation"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 91840 records from 66 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0040097-191105090559680/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pxjkzc
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is USA.32_1",
 "TaxonKey is Dactylorhiza viridis (L.) R.M.Bateman, Pridgeon & M.W.Chase"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0206045-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ar9sn3
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Goeppertia pacifica (Linden & André) Borchs. & S.Suárez"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0114529-230224095556074/datasets/export for details.
DOI: 10.15468/dl.gsfmz1
title: Occurrence Download

description: A dataset containing 63 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Specimen",
 "BasisOfRecord is Living Specimen",
 "BasisOfRecord is Literature Occurrence"
 ]
 },
 "Year 1939-2010",
 "TaxonKey is Chaetodipus dalquesti (Roth, 1976)"
 ]
}

 The dataset includes 63 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009231-200127171203522/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s25tj3
title: Occurrence Download

description: A dataset containing 2934 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Anomodon attenuatus Hübener, 1833)",
 "Geometry POLYGON((-9.36035 44.71551,-10.59082 42.81152,-11.82129 36.80928,-7.69043 36.17336,-3.38379 35.88905,3.12012 38.13456,9.18457 38.20366,11.7334 37.16032,12.78809 34.74161,17.09473 33.79741, 23.15918 34.23451,30.10254 32.62087,33.2666 32.99024,35.72754 35.03,33.00293 35.53223,28.69629 35.17381,28.34473 36.31513,25.7959 37.50973,24.91699 39.90974,28.78418 40.6473,30.71777 41.17865,36.87012 45.213,38.18848 46.98025,38.71582 47.7541,39.94629 47.93107,40.20996 49.61071,37.0459 50.34546,35.72754 50.40152,33.79395 52.26816,31.68457 51.94426,31.4209 53.27835,32.56348 53.43572,30.98145 54.77535,30.89355 55.52863,28.43262 56.02295,27.20215 57.65716,27.37793 58.30949,27.90527 59.17593,29.66309 59.88894,27.6416 60.58697,31.50879 62.75473,28.78418 69.83962,30.89355 70.28912,29.22363 71.55274,21.75293 71.30079,14.28223 70.14036,11.38184 67.47492,4.87793 63.66576,-5.53711 71.52491,-10.63477 71.69129,-21.5332 67.74276,-28.56445 65.36684,-24.3457 61.35461,-9.36035 44.71551))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2021"
 ]
}

 The dataset includes 2934 records from 82 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0230723-210914110416597/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5zkyju
title: Occurrence Download

description: A dataset containing 262 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "DatasetKey" : [
 "is Global database of alien macrofungi"
 ]
 }
 },
 "TaxonKey is Parlatoria proteus (Curtis, 1843)"
 ]
}

 The dataset includes 262 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000481-241007104925546/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.71578/7tqdes
title: Vías de evacuación por amenaza de tsunami

description: Compilado de las distintas vías de evacuación en las costas de Chile frente a amenaza de inundación por tsunami. Para la creación de estas capas vectoriales, SENAPRED (ex ONEMI) recopiló la información de los planos de evacuación que desarrollaron los distintos municipios costeros a lo largo del país.
DOI: 10.71578/h2ezmu
title: Mediciones históricas de evapotranspiración de la red CEAZA

description: La evapotranspiración se define como la pérdida de humedad de una superficie por evaporación directa junto con la pérdida de agua por transpiración de la vegetación. Esta es una de las variables que registra la red meteorológica del Centro de Estudios Avanzados en Zonas Áridas (CEAZA). Esta colección contiene la información almacenada por 35 estaciones que han registrado, en algún momento, la evapotranspiración desde 2009, espaciados de forma diaria. En cada día, se indica la evapotranspiración mínima, máxima y promedio. Es importante destacar que no todas las estaciones se encuentran actualmente operativas. Los datos se actualizan mensualmente. Para cada sensor las series de datos se encuentran disponibles en formato *npz* para Numpy y *mat* para Matlab, además de poder ser visualizados en el visor de Series de Datos de la Plataforma de Datos de Itrend. Última actualización: jueves 11 de agosto de 2022
DOI: 10.71578/uc365x
title: Curvas de Fragilidad de Centrales Eléctricas

description: Esta colección de datos corresponde al capítulo 6: "Fragility Functions of Electric Power Stations" de Francesco Cavalieri, Paolo Franchin, y Paolo Emilio Pinto (SYNER-G: Typology Definition and Fragility Functions for Physical Elements at Seismic Risk). Se recolectó la información correspondiente a las curvas de fragilidad presentadas en dicho capítulo. Estas siguen una distribución acumulativa lognormal definida como $\displaystyle F\left(\text{MI}, \lambda, \beta\right) = \frac{1}{2}\left[ 1 + \text{erf}\left(\frac{\ln{\text{MI}} - \lambda}{\beta\sqrt{2}} \right) \right]$ donde - $\text{MI}$ es la medida de intensidad, definida como la aceleración máxima del suelo (*peak ground acceleration*, PGA) en unidades de ${g}$ - $\lambda$ es el logaritmo natural de la mediana de la medida de intensidad - $\beta$ es un parámetro de ajuste mayor que cero - $\text{erf}$ es la función error de Gauss En la colección se incluyen los estados de daño y referencia de cada una de las curvas definidas.
DOI: 10.71578/3euha7
title: Curvas de Fragilidad de Edificios de Albañilería

description: Esta colección de datos corresponde al capítulo 5: "Fragility Functions of Masonry Buildings" de Sergio Lagomarsino y Serena Cattari (SYNER-G: Typology Definition and Fragility Functions for Physical Elements at Seismic Risk). Se recolectó la información correspondiente a las 10 clases de edificios y sus respectivas curvas de fragilidad presentadas en dicho capítulo. Estas siguen una distribución acumulativa lognormal definida como $\displaystyle F\left(\text{MI}, \lambda, \beta\right) = \frac{1}{2}\left[ 1 + \text{erf}\left(\frac{\ln{\text{MI}} - \lambda}{\beta\sqrt{2}} \right) \right]$ donde - $\text{MI}$ es la medida de intensidad, definida como la aceleración máxima del suelo (*peak ground acceleration*, PGA) en unidades de ${g}$ - $\lambda$ es el logaritmo natural de la mediana de la medida de intensidad - $\beta$ es un parámetro de ajuste mayor que cero - $\text{erf}$ es la función error de Gauss En la colección se incluyen los estados de daño y referencia de cada una de las curvas definidas.
DOI: 10.5281/zenodo.11121972
title: BANK dataset
title: Unveiling Recurring Financial Patterns: Novel unsupervised filtering algorithms for enhanced forecasting
DOI: 10.5281/zenodo.11121973
title: BANK dataset
title: Unveiling Recurring Financial Patterns: Novel unsupervised filtering algorithms for enhanced forecasting
DOI: 10.5281/zenodo.13899604
title: Numerical Experiments Bayessian Illumination

description: Numerical Experiments for Bayesian Illumination

This file contains the numerical experiments conducted for the manuscript titled “Bayesian Illumination: Inference and Quality-Diversity Accelerate Generative Molecular Models.” The experiments provide comprehensive benchmarking and validation of the Bayesian Illumination algorithm, which integrates Bayesian optimization with quality-diversity methods to improve molecular discovery.

The data includes:



Descriptor-Based Rediscovery: Results from a novel benchmark where molecules are rediscovered based on conformer samples and descriptor-based representations (USRCAT and Zernike descriptors).

Efficient Organic Photovoltaics: Performance metrics from multiple tasks, including maximising HOMO-LUMO gap values, minimising LUMO energyvalues, maximising the molecular dipole moment and maximising a combined efficiency score).

Docking-Based Tasks: Outputs from docking-based optimizations, including stringent structural and physicochemical filtering to ensure realistic molecular designs. This also includes synthetic accessibility-adjusted docking scores.


This file serves as a supplement to the manuscript, providing the raw data and detailed performance metrics to support the reproducibility of the findings.
DOI: 10.5281/zenodo.13899605
title: Numerical Experiments Bayessian Illumination

description: Numerical Experiments for Bayesian Illumination

This file contains the numerical experiments conducted for the manuscript titled “Bayesian Illumination: Inference and Quality-Diversity Accelerate Generative Molecular Models.” The experiments provide comprehensive benchmarking and validation of the Bayesian Illumination algorithm, which integrates Bayesian optimization with quality-diversity methods to improve molecular discovery.

The data includes:



Descriptor-Based Rediscovery: Results from a novel benchmark where molecules are rediscovered based on conformer samples and descriptor-based representations (USRCAT and Zernike descriptors).

Efficient Organic Photovoltaics: Performance metrics from multiple tasks, including maximising HOMO-LUMO gap values, minimising LUMO energyvalues, maximising the molecular dipole moment and maximising a combined efficiency score).

Docking-Based Tasks: Outputs from docking-based optimizations, including stringent structural and physicochemical filtering to ensure realistic molecular designs. This also includes synthetic accessibility-adjusted docking scores.


This file serves as a supplement to the manuscript, providing the raw data and detailed performance metrics to support the reproducibility of the findings.
DOI: 10.71578/hklgz8
title: Catastro zona afectada en la región de Atacama por aluvión de 2015

description: Capa geográfica que representa información de la zona afectada por el temporal del norte de Chile del año 2015 en la región de Atacama. Los datos fueron obtenidos desde el visor Observatorio Regional Geodatos Atacama del Gobierno Regional de Atacama, Chile. Créditos a SERNAGEOMIN. Los datos presentados consideran los siguientes campos: - FID : Valor único correlativo al dataset. - OBJECTID : Valor único respecto al estudio realizado. - REGION : Nombre de la región. - REG_CUT : Código único territorial de la región. - NOMBRE : Nombre del tipo de zona. - CODIGO : Código de la zona propuesto por el estudio realizado. - SECTOR_AFE : Nombre del sector afectado. - DESCRIPCION : Descripción de la categorización de la zona. - INSTITUCION : Nombre institución responsable de la categorización de la zona. - SEGUIMIENTO : Indicativo de seguimiento de estado de la zona. - COMUNA : Nombre de la comuna donde se encuentra la zona. - COM_CUT : Código único territorial de la comuna. - PROVINCIA : Nombre de la provincia donde se encuentra la zona. - PRO_CUT : Código único territorial de la provincia. - PERIMETRO : Perímetro de la zona analizada en m. - SUPERFICIE : Superficie de la zona analizada en m². _Nota: Algunos campos presentes en el estudio realizado por el autor fueron descartados al momento de publicarlos en la plataforma._
DOI: 10.71578/hyc8cd
title: Jardines infantiles JUNJI

description: Este conjunto de datos contiene la información georreferenciada de los jardines infantiles administrados por la Junta Nacional de Jardines Infantiles a septiembre de 2019.