cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6073/pasta/c54fef14e28b9c52dedcc485f63543ed
title: Hubbard Brook Experimental Forest: Hourly Temperature Under Canopy by HOBO sensors at Valleywide Plots, 2013-2020

description: Air temperature at 1.5 m agl is measured at hourly intervals under the canopy at every fifth valleywide plot plus one more between watersheds 1 and 4. The sensors are maintained by bird crews and volunteers.
 
 These data were gathered as part of the Hubbard Brook Ecosystem Study (HBES). The HBES is a collaborative effort at the Hubbard Brook Experimental Forest, which is operated and maintained by the US Forest Service, Northern Research Station.
DOI: 10.5281/zenodo.13901244
title: Multi-Station Trace Data from four Chilean Volcanoes:  Nevados de Chillán Volcanic Complex, Villarrica, Laguna del Maule, and Puyehue-Cordón Caulle.

description: This dataset contains approximately 25,000 seismic events recorded by Observatorio Vulcanológico Andes Sur (OVDAS, SERNAGEOMIN) of four Chilean volcanoes: Nevados de Chillán Volcanic Complex (NVChVC), Villarrica (VCA), Laguna del Maule (LDM), and Puyehue-Cordón Caulle (CAU). Each event is stored as a NumPy array (.npy) of shape 14x8192. All arrays correspond to a 81.92-second (8192 samples @100Hz) window containing a single seismic event (or part of it, for longer events). 

The first 8 rows of each array contain data from 1 to 8 seismic stations, with stations that didn't record data filled with zero-valued arrays. The remaining 6 rows represent the true labels of the event at each sample in time:



Row 9 (Class 0) represents the background class (1 for no event, 0 when an event is present).

Rows 10 to 14 represent the five seismic event classes:



Class 1: Volcano-Tectonic (VT) Events

Class 2: Long-Period (LP) Events

Class 3: Tremor (TR) Events

Class 4: Avalanche (AV) Events

Class 5: Ice Quake (IC) Events




The dataset is broken down as follows:



NVChVC: 3068 VT, 1892 LP, 2360 TR, 805 AV, and 977 IC events, recorded from January 2017 to December 2022.

VCA: 1516 VT events, recorded from September 2012 to June 2023.

LDM: 6663 VT events, recorded from April 2012 to July 2023.

CAU: 2298 VT, 2081 LP, and 2833 TR events, recorded from April 2010 to June 2017.


All seismic signals were recorded at 100 Hz. Preprocessing steps include applying a bandpass filter between 1 and 15 Hz and normalizing amplitude by dividing each signal channel by the single maximum amplitude across the 8 channels.

The data was curated and manually reclassified for the article "A Framework for Real-Time Volcano-Seismic Event Recognition Based on Multi-Station Seismograms and Semantic Segmentation" (currently under review), and can be explored through codes available at: https://github.com/camilo-espinosa/volcano-seismic-segmentation.

The seismic data used in this research were recorded by the Observatorio Vulcanológico de los Andes del Sur (OVDAS, https://rnvv.sernageomin.cl/observatorio-volcanologico-de-los-andes-del-sur/), part of the Servicio Nacional de Geología y Minería (SERNAGEOMIN, https://rnvv.sernageomin.cl/), Chile. Raw seismic signals for the Villarrica, Laguna del Maule, and Puyehue-Cordón Caulle volcanoes were obtained through a public information request process(https://www.consejotransparencia.cl/solicitud-informacionpublica/). The specific request codes are:



Laguna del Maule (2012-2023): AS004T0005608, AS004T0004571, AS004T0004553, AS004T0006050.

Puyehue-Cordón Caulle (2010-2017): AS004T0005484.

Villarrica (2010-2024): AS004T0004268, AS004T0005733, AS0004T0006292, AS004T0006637.


Data from Nevados del Chillán were provided through a cooperation agreement between Universidad de La Frontera and OVDAS.
DOI: 10.15468/dl.wxftwt
title: Occurrence Download

description: A dataset containing 19637 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Asia",
 "Country is one of (Israel, Türkiye, Cyprus, Russian Federation, Armenia, Azerbaijan, Georgia, Kazakhstan, Kyrgyzstan, Tajikistan, Turkmenistan, Uzbekistan)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Ciconia ciconia (Linnaeus, 1758)",
 "Year 2020-2024"
 ]
}

 The dataset includes 19637 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028326-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25625/daze8n
title: Categorical Tree Species Map Germany 2018

description: Categorical Tree Species Map Germany 2018 Classes: 0: Background 1: Alder 2: Ash 3: Beech 4: Birch 5: Douglas Fir 6: Fir 7: Larch 8: Maple 9: Oak 10: Other coniferous 11: Other broadleaf 12: Pine 13: Spruce
DOI: 10.15468/dl.2nmgmy
title: Occurrence Download

description: A dataset containing 2565 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Herbarium GB, University of Gothenburg",
 "MediaType is Image"
 ]
}

 The dataset includes 2565 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028327-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mp3byy
title: Occurrence Download

description: A dataset containing 438 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "OccurrenceStatus is Present",
 "TaxonKey is Teucrium lepicephalum Pau"
 ]
}

 The dataset includes 438 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028328-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15396448
title: Raw DAS data for GRL paper submission

description: Active survey data for deployment up to ~600 m (in global coordinates) in .sgy file

6 numpy array files for the earthquake events plotted in the paper, representing raw DAS data. Each event is 15 seconds.

dz=1.021m, fs=1000Hz (event 1+2) or fs=500Hz (event 3-6)
DOI: 10.5281/zenodo.15396449
title: Raw DAS data for GRL paper submission

description: Active survey data for deployment up to ~600 m (in global coordinates) in .sgy file

6 numpy array files for the earthquake events plotted in the paper, representing raw DAS data. Each event is 15 seconds.

dz=1.021m, fs=1000Hz (event 1+2) or fs=500Hz (event 3-6)
DOI: 10.15468/dl.z4qj7v
title: Occurrence Download

description: A dataset containing 481 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dickinsia hydrocotyloides Franch."
 ]
}

 The dataset includes 481 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028329-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15128/r1mw22v5500
title: Electronic and vibrational properties of interstitial clusters in degenerately boron-doped silicon [dataset]

description: Degenerate boron-doped silicon is prone to interstitial clustering, which adversely impacts key electrical properties, such as carrier concentration and mobility. Clustering becomes increasingly important with device miniaturisation, due to the high boron concentrations involved. Here we use vibrational and Compton electron energy loss spectroscopy (EELS) in a (scanning) transmission electron microscope to measure changes in the vibrational and electronic properties of the silicon host lattice due to degenerate boron doping (1020 cm−3 hole concentration). A broad phonon defect band centred at 1064 cm−1 wavenumber was detected. Subtle changes in bonding anisotropy due to boron doping along [110] and [100] directions were also observed. Density functional theory (DFT) modelling showed that boron acceptors had very little effect on the phonon and bonding properties. Instead boron interstitial clusters two to three atoms in size produced changes that agreed more closely with experiment. The results suggest the potential of using high spatial resolution EELS for the detection of clustering phenomena at the device level.
DOI: 10.5281/zenodo.15396533
title: Data set for GraphKcat
DOI: 10.5281/zenodo.15396534
title: Data set for GraphKcat
DOI: 10.15468/dl.t2ndr6
title: Occurrence Download

description: A dataset containing 226364 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is The Scottish Squirrel Database"
 ]
}

 The dataset includes 226364 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028324-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e726ru
title: Occurrence Download

description: A dataset containing 50456 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 "Geometry POLYGON((73.5 17.5,135.09 17.5,135.09 53.57,73.5 53.57,73.5 17.5))",
 "OccurrenceStatus is Present",
 "TaxonKey is Mammalia",
 "Year 2018-2022"
 ]
}

 The dataset includes 50456 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028317-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15396361
title: Thorat Dataset

description: A Python taint analysis dataset.
DOI: 10.5281/zenodo.15396362
title: Thorat Dataset

description: A Python taint analysis dataset.
DOI: 10.15468/dl.9m5t2r
title: Occurrence Download

description: A dataset containing 9706 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Month is one of (January, February)",
 "OccurrenceStatus is Present",
 "TaxonKey is Vanellus vanellus (Linnaeus, 1758)",
 "Year 2011-2011"
 ]
}

 The dataset includes 9706 records from 153 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028331-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.scv879
title: Occurrence Download

description: A dataset containing 1957 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((29.05098 48.92573,56.88677 48.92573,56.88677 60.05528,29.05098 60.05528,29.05098 48.92573))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Veronica filiformis Sm."
 ]
}

 The dataset includes 1957 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028332-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kgvnnt
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Aquilegia paui Font Quer"
 ]
}

 The dataset includes 23 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028333-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5282/ubm/data.612
title: Borok-Munich Absolute Palaeointensity Database

description: The Excel document contains the following sheets.

JOURNAL: list of the abbreviations used for the journals
REF: list of the references included in the database
SITE: list of the palaeointensity determinations included in the database
MTDPI: list of the abbreviation used for the palaeointensity methods
DOI: 10.15472/t4gvqp
title: Monitoreo participativo de la salud de los arrecifes coralinos, una propuesta de adaptación del protocolo Reef Check Pacífico colombiano

description: Se realizó un monitoreo de salud coralina usando la metodología Reef Check en dos áreas con mayor cobertura de coral: Chuzudo y Piedra Roñosa, como resultado se obtuvo este conjunto de datos que consta de 124 registros biológicos.
description: Durante la Expedición Pacífico 2023, Corales de Paz tuvo la oportunidad de poner a prueba la adaptación del protocolo de monitoreo para la región Pacífico, haciendo reconocimiento y monitoreo en varios puntos del Golfo de Tribugá. Los puntos de monitoreo escogidos para la certificación de la primera cohorte de Reef Check EcoDivers del Pacífico colombiano se ubican en Piedra Roñosa (al sur del Golfo de Tribugá), debido a la presencia de marea roja en la zona norte. Se contó con la participación de cuatro miembros de la comunidad, escogidos por el Consejo Comunitario Mayor Los Riscales, quienes completaron y aprobaron los módulos teóricos y prácticos del curso Reef Check EcoDiver, culminando en su certificación como EcoDivers para el Pacífico Este.
description: Como parte final de la capacitación, los nuevos EcoDivers del Pacífico Este, junto al staff de Corales de Paz, realizaron un monitoreo participativo siguiendo el protocolo establecido por Reef Check para la recolección de datos de peces, invertebrados, enfermedades e impactos y sustrato. Este proyecto permitió certificar la primera cohorte de Reef Check EcoDivers bajo el protocolo de monitoreo del Pacífico, fortaleciendo la capacidad instalada y la confianza en las comunidades en el trabajo de Corales de Paz. Este trabajo permitirá la continuación de este programa de ciencia ciudadana y turismo científico en la región, abriendo las puertas a nuevas opciones para generar ingresos locales.
DOI: 10.15468/dl.tumrjq
title: Occurrence Download

description: A dataset containing 5467 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Historical Vertebrate Distributions in Bavaria 1845"
 ]
}

 The dataset includes 5467 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028334-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15396516
title: Uso del Aprendizaje Automático para Optimizar el Seguimiento Ecocardiográfico de la Estenosis Aórtica

description: La estenosis aórtica (EA) es una valvulopatía degenerativa frecuente, especialmente en la población de edad avanzada, caracterizada por el estrechamiento de la válvula aórtica que obstruye el flujo sanguíneo del ventrículo izquierdo a la aorta. Su progresión es variable y requiere un seguimiento ecocardiográfico periódico para evaluar parámetros como el gradiente transvalvular, el área valvular aórtica (AVA) y la función ventricular izquierda. Sin embargo, la frecuencia óptima de estos estudios no está estandarizada, lo que puede llevar a un uso ineficiente de recursos médicos o a retrasos en la detección de progresión severa. El aprendizaje automático (machine learning, ML) emerge como una herramienta prometedora para personalizar y optimizar el seguimiento ecocardiográfico, mejorando la precisión en la predicción de la progresión de la EA y reduciendo la carga en los sistemas de salud.
DOI: 10.5281/zenodo.15396517
title: Uso del Aprendizaje Automático para Optimizar el Seguimiento Ecocardiográfico de la Estenosis Aórtica

description: La estenosis aórtica (EA) es una valvulopatía degenerativa frecuente, especialmente en la población de edad avanzada, caracterizada por el estrechamiento de la válvula aórtica que obstruye el flujo sanguíneo del ventrículo izquierdo a la aorta. Su progresión es variable y requiere un seguimiento ecocardiográfico periódico para evaluar parámetros como el gradiente transvalvular, el área valvular aórtica (AVA) y la función ventricular izquierda. Sin embargo, la frecuencia óptima de estos estudios no está estandarizada, lo que puede llevar a un uso ineficiente de recursos médicos o a retrasos en la detección de progresión severa. El aprendizaje automático (machine learning, ML) emerge como una herramienta prometedora para personalizar y optimizar el seguimiento ecocardiográfico, mejorando la precisión en la predicción de la progresión de la EA y reduciendo la carga en los sistemas de salud.
DOI: 10.6084/m9.figshare.29047157
title: <b>Structural and functional characterizations of hCiCMs.</b>

description: a. Immunofluorescence analyses of CM markers, n=3. Scale bars, 50 µm.b. Transmission electron microscopy images of hCiCMs derived from hUCs at day 60, n=3. MF, myofibrils; Z, Z-bands; Mit, mitochondria.c. RT-qPCR analysis of mRNA levels of genes related to pluripotency markers, cardiac structure, ion channels and mitochondrial functions of hCiCMs derived from hUCs on day 60, n=3.d. Representative action potentials (AP) of hCiCMs derived from hUCs on day 60, n=15. Em, membrane potential in millivolts.e. AP parameters of hCiCMs including AP frenquency, AP amplitude (APA), minimum diastolic potential (MDP), AP durations (APDs) at the level of 30% (APD30), AP durations (APDs) at the level of 50% (APD50) and 90% repolarization (APD90) , n=15. Data are means ± SD.f. Calcium flux in hCiCMs derived from hUCs at day 60 of the induction, n=6.g. Measurement of the maximum calcium transient amplitude, maximum upstroke velocities, and maximum decay velocities of calcium transients in hCiCMs derived from hUCs on day 60 of induction (n = 6). Data are presented as means ± SD.
DOI: 10.6084/m9.figshare.29047157.v1
title: <b>Structural and functional characterizations of hCiCMs.</b>

description: a. Immunofluorescence analyses of CM markers, n=3. Scale bars, 50 µm.b. Transmission electron microscopy images of hCiCMs derived from hUCs at day 60, n=3. MF, myofibrils; Z, Z-bands; Mit, mitochondria.c. RT-qPCR analysis of mRNA levels of genes related to pluripotency markers, cardiac structure, ion channels and mitochondrial functions of hCiCMs derived from hUCs on day 60, n=3.d. Representative action potentials (AP) of hCiCMs derived from hUCs on day 60, n=15. Em, membrane potential in millivolts.e. AP parameters of hCiCMs including AP frenquency, AP amplitude (APA), minimum diastolic potential (MDP), AP durations (APDs) at the level of 30% (APD30), AP durations (APDs) at the level of 50% (APD50) and 90% repolarization (APD90) , n=15. Data are means ± SD.f. Calcium flux in hCiCMs derived from hUCs at day 60 of the induction, n=6.g. Measurement of the maximum calcium transient amplitude, maximum upstroke velocities, and maximum decay velocities of calcium transients in hCiCMs derived from hUCs on day 60 of induction (n = 6). Data are presented as means ± SD.
DOI: 10.15468/dl.u5s77b
title: Occurrence Download

description: A dataset containing 22 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((33.82301 -20.04485,36.10292 -20.04485,36.10292 -18.17162,35.88109 -17.80191,34.09413 -17.82656,33.82301 -18.17162,33.82301 -20.04485))",
 "TaxonKey is Loxodonta africana (Blumenbach, 1797)"
 ]
}

 The dataset includes 22 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028337-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gwp7y9
title: Occurrence Download

description: A dataset containing 32 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Neacomys amoenus (Thomas, 1900), Neacomys amoenus amoenus)"
 ]
}

 The dataset includes 32 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028335-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.j8eyfy
title: Occurrence Download

description: A dataset containing 17 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-77.33638 -9.10156,-77.32339 -9.10156,-77.32339 -9.09052,-77.33638 -9.09052,-77.33638 -9.10156))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 17 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028336-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15396348
title: Environmental and community data of chironomid assemblages in European drying river networks

description: This dataset supports the study entitled " Flow intermittence reshapes the occupancy-frequency distribution of stream chironomid assemblages ", submitted to Inland Waters. It contains environmental variables, species abundance data of chironomids, and site-level metadata from perennial and intermittent sites across three European drying river networks (DRN): the Butižnica River, Croatia, the Bükkösdi-víz, Hungary, and the Velička River, Czechia. The dataset was collected between February 22 and December 21, 2021, using standardized sampling protocols. Chironomid larvae were identified to the lowest possible taxonomic level. The dataset includes abundance data for 155 chironomid taxa and associated environmental variables from 59 sampling sites.
DOI: 10.5281/zenodo.15396349
title: Environmental and community data of chironomid assemblages in European drying river networks

description: This dataset supports the study entitled " Flow intermittence reshapes the occupancy-frequency distribution of stream chironomid assemblages ", submitted to Inland Waters. It contains environmental variables, species abundance data of chironomids, and site-level metadata from perennial and intermittent sites across three European drying river networks (DRN): the Butižnica River, Croatia, the Bükkösdi-víz, Hungary, and the Velička River, Czechia. The dataset was collected between February 22 and December 21, 2021, using standardized sampling protocols. Chironomid larvae were identified to the lowest possible taxonomic level. The dataset includes abundance data for 155 chironomid taxa and associated environmental variables from 59 sampling sites.
DOI: 10.6084/m9.figshare.29047535
title: <b>Single-Cell RNA-Seq Analysis Identifying Cell Types in the reprogramming cells derived from hUCs on day 60.</b>

description: a. Uniform manifold approximation and projection (UMAP) delineate 8 clusters and 3 cell types in the reprogrammed cells derived from hUCs on day 60.b. Distributions of different cell clusters populations.c. Hierarchical clustering of different clusters populations based on their global gene expression filed. Gene ontology analyses reveals the enriched terms of each cardiomyocytes clusters.e. UMAP analysis of UCell scores of overall cardiac gene expression of the 13-week embryonic stages matched with different cardiomyocyte clusters. UCell scores of left/right ventricular and atrial gene expressions of different embryonic stages matched with different cardiomyocyte clusters.
DOI: 10.6084/m9.figshare.29047535.v1
title: <b>Single-Cell RNA-Seq Analysis Identifying Cell Types in the reprogramming cells derived from hUCs on day 60.</b>

description: a. Uniform manifold approximation and projection (UMAP) delineate 8 clusters and 3 cell types in the reprogrammed cells derived from hUCs on day 60.b. Distributions of different cell clusters populations.c. Hierarchical clustering of different clusters populations based on their global gene expression filed. Gene ontology analyses reveals the enriched terms of each cardiomyocytes clusters.e. UMAP analysis of UCell scores of overall cardiac gene expression of the 13-week embryonic stages matched with different cardiomyocyte clusters. UCell scores of left/right ventricular and atrial gene expressions of different embryonic stages matched with different cardiomyocyte clusters.