cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.em7z8z
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Erechtites hieracifolia",
 "Country is Palau",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0079904-250717081556266/datasets/export for details.
DOI: 10.15468/dl.etfffn
title: Occurrence Download

description: A dataset containing 118 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Australia",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Month is October",
 "OccurrenceStatus is Present",
 "PublishingCountry is Australia",
 "TaxonKey is Bubalus bubalis",
 "Year 2017-2017"
 ]
}

 The dataset includes 118 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0079903-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14635548
title: Street-level Imagery Dataset for the Detection of Informal Vendors in Urban Environment

description: Informal street vending is a significant aspect of the informal economy and is vital for understanding urban environments. While extensively studied in disciplines like anthropology, economics, and sociology, the global number of street vending remains unclear. Understanding this phenomenon is crucial for analyzing social and economic indicators. However, traditional methods for studying street vending, such as interviews and observational techniques, are often costly and labor-intensive, limiting their scalability and frequency.

To address these challenges, we present the Steet-level Imagery Dataset for detecting Informal Vendors in Urban Environment. This dataset was created using video footage captured by a GoPro action camera mounted on a motorcycle handlebar, producing side-looking images at two-second intervals. The final dataset consists of 2,794 annotated images. To comply with GDPR privacy guidelines, pedestrian faces, and vehicle license plates were anonymized using an open-source Python pipeline powered by the YOLO object detection algorithm.

Annotations were created using the LabelImg tool, where street vendors were identified and labeled with bounding boxes. Each annotation specifies one of three vendor types: "fixed-stall-vendor," "semi-fixed-vendor," and "itinerant-vendor," enabling granular analysis. All annotations are stored in YOLO format for seamless integration into machine learning workflows.

To improve model generalization and address class imbalance, data augmentation techniques were applied. These include geometric transformations such as rotation, flipping, scaling, and shearing, along with spectral adjustments like brightness, contrast, hue changes, blur, and CLAHE (Contrast Limited Adaptive Histogram Equalization).

This dataset is valuable for researchers aiming to develop machine-learning models to detect and analyze informal economic activities. By facilitating scalable and efficient analysis, it supports advancements in urban studies and related fields.
DOI: 10.5281/zenodo.14635547
title: Street-level Imagery Dataset for the Detection of Informal Vendors in Urban Environment

description: Informal street vending is a significant aspect of the informal economy and is vital for understanding urban environments. While extensively studied in disciplines like anthropology, economics, and sociology, the global number of street vending remains unclear. Understanding this phenomenon is crucial for analyzing social and economic indicators. However, traditional methods for studying street vending, such as interviews and observational techniques, are often costly and labor-intensive, limiting their scalability and frequency.

To address these challenges, we present the Steet-level Imagery Dataset for detecting Informal Vendors in Urban Environment. This dataset was created using video footage captured by a GoPro action camera mounted on a motorcycle handlebar, producing side-looking images at two-second intervals. The final dataset consists of 2,794 annotated images. To comply with GDPR privacy guidelines, pedestrian faces, and vehicle license plates were anonymized using an open-source Python pipeline powered by the YOLO object detection algorithm.

Annotations were created using the LabelImg tool, where street vendors were identified and labeled with bounding boxes. Each annotation specifies one of three vendor types: "fixed-stall-vendor," "semi-fixed-vendor," and "itinerant-vendor," enabling granular analysis. All annotations are stored in YOLO format for seamless integration into machine learning workflows.

To improve model generalization and address class imbalance, data augmentation techniques were applied. These include geometric transformations such as rotation, flipping, scaling, and shearing, along with spectral adjustments like brightness, contrast, hue changes, blur, and CLAHE (Contrast Limited Adaptive Histogram Equalization).

This dataset is valuable for researchers aiming to develop machine-learning models to detect and analyze informal economic activities. By facilitating scalable and efficient analysis, it supports advancements in urban studies and related fields.
DOI: 10.15468/dl.xs2mvc
title: Occurrence Download

description: A dataset containing 58702 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Occurrence evidence",
 "Country is Colombia",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 58702 records from 46 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031919-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.14461/oncat.data/2565928
title: CNCS raw data for NaFeSi2O6 at T = 1.7 and 20 K, Ei = 3.32 meV

description: Inelastic neutron scattering data from CNCS for natural mineral, NaFeSi2O6 single crystal, at T = 1.7 and 20 K, Ei = 3.32 meV.
DOI: 10.15468/dl.kew7uy
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Bolivia (Plurinational State of)",
 "Geometry POLYGON((-66.6977 -10.53098,-66.70179 -10.56197,-66.64675 -10.54393,-66.58002 -10.52097,-66.35166 -10.44224,-66.34841 -10.42307,-66.3515 -10.44716,-66.32637 -10.43958,-66.4531 -10.04976,-66.84214 -10.1543,-66.71088 -10.54667,-66.6977 -10.53098))",
 "HasGeospatialIssue is false",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031926-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25982/187935.57/2565930
title: ISME Workshop - All Congo Genomes
DOI: 10.20350/digitalcsic/17277
title: FREEOXIDES_BENDABLE POLYCRYSTALLINE_Metadata

description: Fecha finalización proyecto FREEOXIDES: 31 Marzo 2025.- Los ficheros contienen la raw data de las figuras y en el caso de imagenes estan en formato TIFF o .mi .dm3; .dm4; video en formato .mp4.- Los archivos .csv ; . uxd se pueden abrir con Origin, Excel, Numbers. Los archivos .TIFF con cualquier visualizador de imagen. Los archivos.mi se pueden abrir con Gwyddion, Mountains. Los archivos .dm3 .dm4 Digital Micrograph: El archivo .mp4 con VLC
description: Metadata del artículo clasificado por Main manuscript and supporting info. Dentro de estas dos categorias, los datos estan ordenados segun Figuras. Los archivos corresponden a caracterización estructural (XRD, TEM, RHEED), morfológica (AFM, SEM), funcional (magnetismo); composición química (XPS)
description: Contiene los metadatos del artículo y estan organizados por Main and Supporting info
DOI: 10.20350/digitalcsic/17278
title: ECESIS.TAREA 5.4. Reproductive phenology and adult migration

description: [Description of methods used for collection/generation of data] Atlantic blue crab (Callinectes sapidus) sampling was carried out monthly during 2022 and 2023 to collect a representative number of females of different sizes, to investigate the blue crab's gonadal macroscopic and microscopic developrment of four different ecosistems with differents environmental conditions. The relationship betwen the gonadal development and other biological variables collected from each individual and environmental vaiables were established. The crabs were caught in diverse artesanal fishing gears used in the lagoon, all of them being set gears.
description: [Methods for processing the data] All sampled crabs (nº=705) were stored at freezer for the laboratory analysis. Carapace Width Without Spines (CWWS mm) and Total body Weight (TW g) were recorded. Sex and sexual maturity were determined according to the shape of the telson. Later, crabs were dissected and gonads, hepatopancreas and egg mass weight using an electronic balance (0.001 g). Total fecundity were estimated by counting eggs from subsamples of the eggs sponge, and the results extrapolate to total sponge weight. For the microscopic study, gonads were stored in Davidson solution for the first 24 hours, then move and locate to cassettes with 70% ethanol. The gonads were subsequently processed for histological study using sections stained with hematoxylin and eosin.The maturity development status fwere stablished following Brown (2009).
description: File List: ECESIS WP5- SP2 Reproductive phenology and adult migration. Task 5.4. Macroscopic and microscopic study of female gonads
DOI: 10.20350/digitalcsic/17279
title: Base de datos de obras de ficción de escritores latinoamericanos relacionadas con sus viajes a los países socialistas europeos durante la Guerra Fría

description: Coordinación: Emilio J. Gallardo Saborido (Escuela de Estudios Hispano-Americanos/Instituto de Historia, CSIC). Ana Davis González (Universidad de Huelva). Referencias Di Vincenzo, Facundo. «El viaje de Elías Castelnuovo a la Unión Soviética en 1932». Rebelión.org (28.09.2021 ), https://rebelion.org/el-viaje-de-elias-castelnuovo-a-la-union-sovietica-en-1932/. Ilian, Ilinca. Monográfico «El boom latinoamericano detrás de la Cortina de Hierro». Cuadernos del CILHA, vol. 19, n.º 1, 2018. Morales Santos, Francisco. «La herencia de Roberto Obregón». En Roberto Obregón, El arco con que una gacela traza la mañana (pp. 11-14). Guatemala: Ministerio de Cultura y Deportes, Editorial Cultura, 2007. Mundím Tôrrres, Raquel. Transpondo a Cortina de Ferro: relatos de viagem de brasileiros à União Soviética na Guerra Fria (1951-1963). Tesis doctoral. 2019. Negrín, Edith. «José Revueltas viaja al paraíso soviético». En José Luis Nogales Baena y Emilio J. Gallardo Saborido, Mexicanos en la utopía socialista (pp. 101-128). Oxford: Peter Lang, 2025. Pedemonte, Rafael. «La «diplomacia cultural» soviética en Chile (1964-1973)». Bicentenario. Revista de Historia de Chile y América, vol. 9, n.º 1, 2010, pp. 57-100. Puñales-Alpízar, Damaris. Códigos rojos: geopolíticas de la traducción durante la Guerra Fría. México: UNAM, 2025. Rupprecht, Tobias. Soviet Internationalism after Stalin. Cambridge University Press, 2015. Rupprecht, Tobias. «Socialist high modernity and global stagnation: a shared history of Brazil and the Soviet Union during the Cold War». Journal of Global History, vol. 6, issue 3, November 2011, pp. 505 – 528. DOI: https://doi.org/10.1017/S174002281100043X Saítta, Sylvia. Hacia la revolución: viajeros argentinos de izquierda. Buenos Aires, Fondo de Cultura Económica, 2007. Santos Orozco, Natalia. «Voces testimoniales de la Guerra Fría y representaciones de la polémica sobre el «socialismo real» en la literatura puertorriqueña (en prensa). Tarcus, Horacio. Primeros viajeros al país de los soviets. Crónicas porteñas. 1920-1934. Buenos Aires: Ministerio de Cultura del Gobierno de la Ciudad Autónoma de Buenos Aires, 2017 Voionmaa, Daniel Noemi. «Carlos Cerda: Vigilancia y literatura latinoamericana en la Alemania Oriental». Ponencia en el I Congreso ELASOC (Sevilla, 2024). Zourek, Michel. Praga y los intelectuales latinoamericanos (1947-1959). Rosario, Prohistoria, 2019.
description: Esta base de datos reúne obras de ficción de escritores latinoamericanos relacionadas con sus viajes a los países socialistas europeos durante la Guerra Fría. En cuanto a su estado actual, consideramos que la base de datos se encuentra en proceso. Por ello, agradecemos cualquier observación que nos puedan hacer llegar para complementarla o mejorarla. Pueden escribir en este sentido a emilio.gallardo@csic.es
DOI: 10.15468/dl.ke2key
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-77.76357495442805 -0.6747321318182856, -77.7532594161042 -0.6671738632405195, -77.74902063416864 -0.6377994218042784, -77.75025599707236 -0.6363650718739545, -77.76861266273247 -0.6493729300782571, -77.773333756915 -0.6596403627670449, -77.7734111492113 -0.661720409080293, -77.76357495442805 -0.6747321318182856))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Chromista"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031928-250426092105405/datasets/export for details.
DOI: 10.15468/dl.h65vu7
title: Occurrence Download

description: A dataset containing 2145 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((71 33,98 33,98 51,71 51,71 33))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Polygonum L."
 ]
}

 The dataset includes 2145 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031929-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7939/r3fn10v01
title: CEOs 2007

description: This item consists of two files: the dataset and the dataset list (a key to the fields in the dataset file).
DOI: 10.7939/r39f51
title: Canadian social investment database
DOI: 10.57967/hf/5438
title: DRGBT603
DOI: 10.6084/m9.figshare.28892186
title: <b>Resting ECG Segmentation Dataset</b>

description: <b>Resting ECG Segmentation Dataset (RDB)</b> is a fully annotated, 12-lead resting-state ECG corpus built for waveform‐level delineation research.<br><b>Origin</b> – RDB is a derivative of the large, open ChapmanECG arrhythmia database (Zheng et al., 2020).<b>Scope</b> – 2 399 recordings, each 10 s long, sampled at 500 Hz.<b>Annotations</b> – Every record is labelled for P-waves, QRS complexes and T-waves on <b>all 12 leads</b>. Initial marks were placed by trained physicians and subsequently reviewed and refined by senior cardiologists; each lead was annotated independently to preserve lead-specific morphology.<b>Rhythm diversity</b> – The set spans atrial fibrillation (AFIB), atrial flutter (AF), atrial tachycardia (AT), supraventricular tachycardia (SVT) and multiple sinus irregularities, providing rich morphological variation for robust model training.<br><br>Rhythm Type Records numAF (Atrial Flutter) 400AFIB (Atrial Fibrillation) 400AT (Atrial Tachycardia) 121SB (Sinus Bradycardia) 400SI (Sinus Irregularity) 399SR (Sinus Rhythm) 400ST (Sinus Tachycardia) 140SVT (Supraventricular Tachycardia) 139Total 2399<br>The combination of high-quality beat-level labels and broad rhythm coverage makes RDB a strong benchmark for developing and evaluating ECG segmentation algorithms that must generalise across diverse clinical presentations.<b>DOI:</b>10.6084/m9.figshare.28892186<b>Citations: </b>Zheng, J., Zhang, J., Danioko, S. <i>et al.</i> A 12-lead electrocardiogram database for arrhythmia research covering more than 10,000 patients. <i>Sci Data</i> 7, 48 (2020). DOI: https://doi.org/10.1038/s41597-020-0386-x.<br>Liu, Y., Zhang, P., Feng, X., Hu, D., Zhou, D., Li, J., ... & Li, Q. (2025). Y-Net-ECG: A Multi-Lead informed and interpretable architecture for ECG segmentation across diverse rhythms. <i>Expert Systems with Applications</i>, 127955. DOI: https://doi.org/10.1016/j.eswa.2025.127955.<br><br>
DOI: 10.15468/dl.qt46uf
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-77.76357495442805 -0.6747321318182856, -77.7532594161042 -0.6671738632405195, -77.74902063416864 -0.6377994218042784, -77.75025599707236 -0.6363650718739545, -77.76861266273247 -0.6493729300782571, -77.773333756915 -0.6596403627670449, -77.7734111492113 -0.661720409080293, -77.76357495442805 -0.6747321318182856))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Protozoa"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031936-250426092105405/datasets/export for details.
DOI: 10.6084/m9.figshare.28892186.v2
title: <b>Resting ECG Segmentation Dataset</b>

description: <b>Resting ECG Segmentation Dataset (RDB)</b> is a fully annotated, 12-lead resting-state ECG corpus built for waveform‐level delineation research.<br><b>Origin</b> – RDB is a derivative of the large, open ChapmanECG arrhythmia database (Zheng et al., 2020).<b>Scope</b> – 2 399 recordings, each 10 s long, sampled at 500 Hz.<b>Annotations</b> – Every record is labelled for P-waves, QRS complexes and T-waves on <b>all 12 leads</b>. Initial marks were placed by trained physicians and subsequently reviewed and refined by senior cardiologists; each lead was annotated independently to preserve lead-specific morphology.<b>Rhythm diversity</b> – The set spans atrial fibrillation (AF), atrial flutter (AFL), atrial tachycardia (AT), supraventricular tachycardia (SVT) and multiple sinus irregularities, providing rich morphological variation for robust model training.The combination of high-quality beat-level labels and broad rhythm coverage makes RDB a strong benchmark for developing and evaluating ECG segmentation algorithms that must generalise across diverse clinical presentations.<br>Citations：Zheng W. et al., “A 12‑lead ECG Database for Arrhythmia Classification.” <i>Data in Brief</i> 24 (2020): 103838. DOI: 10.1016/j.dib.2019.103838.<br>Liu Y. et al., “Y‑Net‑ECG: A Multi‑Lead Informed and Interpretable Architecture for ECG Segmentation Across Diverse Rhythms.” <i>Expert Systems with Applications</i> (2025): 127955. DOI: https://doi.org/10.1016/j.eswa.2025.127955.
DOI: 10.15468/dl.5wpc6c
title: Occurrence Download

description: A dataset containing 285 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Bolivia (Plurinational State of)",
 "Geometry POLYGON((-66.78471 -10.59352,-66.66786 -10.85075,-66.41479 -10.7232,-66.26371 -10.64803,-66.25113 -10.64615,-66.2454 -10.63487,-66.23238 -10.64239,-66.32637 -10.43958,-66.40666 -10.21167,-66.88138 -10.413,-66.79532 -10.56532,-66.78471 -10.59352))",
 "TaxonKey is Aves"
 ]
}

 The dataset includes 285 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031935-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7939/r3c824v8h
title: Zhitao Validation Redliner Ver 2 Pushing on Grass Test 3 Push 2

description: This is the testing conducted by Zhitao Zao summer engineering student 2016. He used the Redliner Ver 2 with the more advanced filtering based on Matlab development.
DOI: 10.5281/zenodo.15400137
title: Datasets for: Multi-omic analysis of gallbladder cancer identifies distinct tumor microenvironments associated with disease progression

description: scRNA-seq data: scRNA_processed_data_all.zip



Lymphoid Cells: CD4.RDS, CD8.RDS, NK.RDS, B_cells.RDS, Plasma_cells.RDS

Myeloid Cells: DC.RDS, MonoMacro.RDS, Neutrophil.RDS, Mast.RDS

Stromal Cells: Endothelium.RDS, Fibroblast.RDS 


Paired validation data: Validation data.zip

Spatial transcriptomics data: Spatial.zip

Whole exome sequencing data: WES.zip
DOI: 10.5281/zenodo.15400138
title: Datasets for: Multi-omic analysis of gallbladder cancer identifies distinct tumor microenvironments associated with disease progression

description: scRNA-seq data: scRNA_processed_data_all.zip



Lymphoid Cells: CD4.RDS, CD8.RDS, NK.RDS, B_cells.RDS, Plasma_cells.RDS

Myeloid Cells: DC.RDS, MonoMacro.RDS, Neutrophil.RDS, Mast.RDS

Stromal Cells: Endothelium.RDS, Fibroblast.RDS 


Paired validation data: Validation data.zip

Spatial transcriptomics data: Spatial.zip

Whole exome sequencing data: WES.zip
DOI: 10.15468/dl.7kak5s
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-77.76357495442805 -0.6747321318182856, -77.7532594161042 -0.6671738632405195, -77.74902063416864 -0.6377994218042784, -77.75025599707236 -0.6363650718739545, -77.76861266273247 -0.6493729300782571, -77.773333756915 -0.6596403627670449, -77.7734111492113 -0.661720409080293, -77.76357495442805 -0.6747321318182856))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Bacteria"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031940-250426092105405/datasets/export for details.
DOI: 10.15468/dl.b6f6r6
title: Occurrence Download

description: A dataset containing 2638 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((71 33,98 33,98 51,71 51,71 33))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Populus L."
 ]
}

 The dataset includes 2638 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031942-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.meu34k
title: Occurrence Download

description: A dataset containing 150 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Bursera filicifolia Brandegee"
 ]
}

 The dataset includes 150 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031944-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9c2j5h
title: Occurrence Download

description: A dataset containing 3786 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Bursera fagaroides (Kunth) Engl."
 ]
}

 The dataset includes 3786 records from 89 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031943-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dmb6y4
title: Occurrence Download

description: A dataset containing 53 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Bursera fragilis S.Watson"
 ]
}

 The dataset includes 53 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031945-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.