cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/ecc-6cb-fby
title: Foraminifera d'Orbigny, 1826

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.15468/dl.ctac53
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0085537-250717081556266/datasets/export for details.
DOI: 10.48425/pey80xwk
title: Protocol snowbed shrub abundance intensive varanger

description: Protocol for recording dwarf shrub abundance in snowbed habitats within the COAT Varanger intensive design.
DOI: 10.5281/zenodo.18237590
title: Cyclosorus interruptus (Willd.) H.Ito. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:32
DOI: 10.5281/zenodo.18237591
title: Cyclosorus interruptus (Willd.) H.Ito. In: Marchesi E., Mailhos A. & Bonifacino J.M. (Eds.). Flora Uruguaya: Flora Vascular del Uruguay. ISSN 3121-2050, V. 1.0.

description: Citable snapshot. Includes PDF and CSV of collections. Date: January 13th, 2026 at 16:32
DOI: 10.15468/dl.usurf4
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-180 -90,180 -90,180 0,-180 0,-180 -90))",
 "OccurrenceStatus is Present",
 "TaxonKey is Acyrtus Schultz, 1944"
 ]
}

 The dataset includes 20 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028667-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/0p32-ve10
title: "Emotion-Driven Design of Rose Chairs: A Female Preference Prediction Model Integrating EMD-KPCA-LSTM Hybrid Architecture"

description: "To elucidate the complex interaction between female users \u2019 affective-cognitive preferences and the generative mechanism of rose chair design, this study investigates the modern translation mechanism of traditional rose chair design while achieving predictive perceptual modeling in design outcomes. We introduce a multimodal framework integrating KJ technique, exploratory factor analysis (EFA), K-means clustering algorithm, and triangular fuzzy number theory, establishing a dynamic coupling mechanism between users\u2019 visual perception hierarchy and multidimensional preference construction. Eye- tracking technology was employed to capture users \u2019 visual trajectory data, which were transformed into a preference perception repository through a dual-coding strategy that combines semantic differential scales with eye-tracking metrics. This approach deciphers the latent relationships between three core aesthetic dimensions (elegance, delicacy, comfort) and their corresponding morphological mechanism parameters.\r\nThe results demonstrate that our proposed hybrid model \u2014 integrating empirical mode decomposition (EMD), kernel principal component analysis (KPCA), and long short-term memory (LSTM) networks (EMD-KPCA-LSTM)\u2014outperforms conventional methods such as BP neural networks, support vector machines (SVMs), and convolutional neural networks (CNNs). Our model exhibits superior predictive accuracy, enhanced generalization capability through cross-validation, and improved robustness against noisy perceptual data. By constructing a quantifiable bridge between affective-cognitive responses and parametric form generation, this study advances user-centered design theory and offers transformative potential for intelligent design systems to balance cultural semantics and user-centric aesthetics in the innovation of traditional furniture."
DOI: 10.5281/zenodo.15398246
title: tadorna_tadorna_spades_01.fasta.gz
DOI: 10.5281/zenodo.15398247
title: tadorna_tadorna_spades_01.fasta.gz
DOI: 10.15468/dl.hy4s2p
title: Occurrence Download

description: A dataset containing 3233 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ophiothrix angulata (Say, 1825)"
 ]
}

 The dataset includes 3233 records from 57 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028669-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8yvbec
title: Occurrence Download

description: A dataset containing 242 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "PublishingCountry is Colombia",
 {
 "and" : [
 "Country is Colombia",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 }
 ]
 },
 {
 "and" : [
 "PublishingOrg is one of (eac88d99-9f6c-4031-8fc4-8088f0e0dfe7)",
 "TaxonKey is one of (Bryaceae)",
 "StateProvince is one of (boyacá)",
 "GadmGid is one of (COL.7_2)"
 ]
 }
 ]
}

 The dataset includes 242 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028670-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60521/329764
title: Pre-stack Depth Migrated (PSDM) seismic reflection data across the NE Hawaiian Arch (NE of Oahu) from JAMSTEC cruise KR17-14 (2017)

description: Seismic refraction and multi-channel seismic reflection surveys were conducted on the northeastern Hawaiian Arch to examine the effect of hotspot volcanism on the seismic structure of the crust and uppermost mantle. The original multi-channel seismic data acquisition and processing was done by JAMSTEC. The pre-stack depth migration processing was carried out at University of Hawaii. The JAMSTEC Kairei system cosnisted of an airgun source volume of 7800 cubic inches, and 444-channel x 12.5 m receivers. The processed PSDM data is stored in SEG-Y format nd is referenced in the Ohira et al., 2018 paper. This data set was generated as part of the project called Oceanic Crustal Structure of the NE Hawaiian Arch, and funding was provided through NSF award OCE13-55468.
DOI: 10.7910/dvn/ydscls
title: Innovación Educativa y Cambio Social: Perspectivas Multidisciplinarias y Experiencias en Educación General Básica

description: El libro Innovación Educativa y Cambio Social: Perspectivas Multidisciplinarias y Experiencias en Educación General Básica representa un aporte significativo a la reflexión pedagógica contemporánea desde el contexto ecuatoriano, específicamente en instituciones educativas fiscales del subnivel de Educación General Básica Media. La obra se construye a partir de una mirada crítica, propositiva y contextualizada sobre los desafíos y posibilidades de la innovación en el ámbito escolar, abordando tanto enfoques teóricos como experiencias prácticas implementadas por docentes, directivos y actores educativos comprometidos con la transformación social desde las aulas. Desde una perspectiva multidisciplinaria, los diferentes capítulos comparten una preocupación común: comprender el papel que juega la innovación en el proceso educativo como catalizador del cambio social, especialmente en contextos caracterizados por la inequidad, la deserción escolar y el rezago académico.

Palabras clave: Innovación educativa, cambio social, prácticas pedagógicas, educación básica media, transformación educativa.
DOI: 10.15468/dl.czwuer
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Athene cunicularia punensis (Chapman, 1914)"
 ]
}

 The dataset includes 12 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028671-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.fxjr33
title: Occurrence Download

description: A dataset containing 12709 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Thespesia populnea (L.) Sol. ex Corrêa"
 ]
}

 The dataset includes 12709 records from 300 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028672-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15472/txat5f
title: Flora y fauna presente en el área del proyecto "Planta de tratamiento de Aguas residuales de Neiva"

description: Estudio para el registro de especímenes de la diversidad biológica con fines de elaboración de estudios ambientales, para el proyecto "Planta de tratamiento de Aguas residuales de Neiva" ubicado en jurisdicción del municipio de Neiva.
description: En este recurso se presentan 2.118 registros de especímenes botánicos, observados en febrero del 2022. Los especímenes se encuentran agrupados en 5 filos, 21 ordenes y 35 familias. Además existe el registro de fauna que son alrededor de 487 especímenes, entre los cuales se encuentran aves, mamíferos, reptiles y anfibios.
DOI: 10.15468/dl.4mdxbj
title: Occurrence Download

description: A dataset containing 24106433 records in GBIF matching the query:
SELECT
 kingdom,
 kingdomkey,
 phylum,
 phylumkey,
 class,
 classkey,
 "order",
 orderkey,
 family,
 familykey,
 genus,
 genuskey,
 species,
 specieskey,
 "year",
 IF(ISNULL(kingdomkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY kingdomkey, "year")) kingdomcount,
 IF(ISNULL(phylumkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY phylumkey, "year")) phylumcount,
 IF(ISNULL(classkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY classkey, "year")) classcount,
 IF(ISNULL(orderkey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY orderkey, "year")) ordercount,
 IF(ISNULL(familykey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY familykey, "year")) familycount,
 IF(ISNULL(genuskey), NULL, SUM(COUNT(*)) OVER (
 PARTITION BY genuskey, "year")) genuscount,
 COUNT(*) occurrences,
 MIN(GBIF_TEMPORALUNCERTAINTY(eventdate, eventtime)) mintemporaluncertainty,
 MIN(COALESCE(coordinateuncertaintyinmeters, 1000)) mincoordinateuncertaintyinmeters
FROM
 occurrence
WHERE
 occurrence.hasgeospatialissues = FALSE
 AND NOT GBIF_STRINGARRAYCONTAINS(occurrence.issue, 'TAXON_MATCH_FUZZY', TRUE)
 AND (occurrence.distancefromcentroidinmeters &gt;= 2000.0 OR occurrence.distancefromcentroidinmeters IS NULL)
 AND NOT occurrence.basisofrecord IN ('FOSSIL_SPECIMEN', 'LIVING_SPECIMEN')
 AND occurrence.occurrencestatus = 'PRESENT'
 AND (occurrence.specieskey IS NOT NULL AND occurrence."year" IS NOT NULL)
GROUP BY
 occurrence.kingdom,
 occurrence.kingdomkey,
 occurrence.phylum,
 occurrence.phylumkey,
 occurrence.class,
 occurrence.classkey,
 occurrence."order",
 occurrence.orderkey,
 occurrence.family,
 occurrence.familykey,
 occurrence.genus,
 occurrence.genuskey,
 occurrence.species,
 occurrence.specieskey,
 occurrence."year"

 The dataset's 24106433 records were derived from 58897 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028639-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gdhoff
title: Occurrence Download

description: A dataset containing 160 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Justicia boliviana Rusby"
 ]
}

 The dataset includes 160 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008938-180730143533302/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gftkdx
title: Occurrence Download

description: A dataset containing 7803 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mimosa pudica L."
 ]
}

 The dataset includes 7803 records from 319 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008940-180730143533302/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gimwzv
title: Occurrence Download

description: A dataset containing 298 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Mendoncia aspera (Ruiz & Pav.) Nees"
 ]
}

 The dataset includes 298 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034605-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h7ofkz
title: Occurrence Download

description: A dataset containing 2310 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Doliocarpus dentatus (Aubl.) Standl."
 ]
}

 The dataset includes 2310 records from 146 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049388-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hffqul
title: Occurrence Download

description: A dataset containing 2681 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Piper peltatum L."
 ]
}

 The dataset includes 2681 records from 134 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0034620-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hrqvyo
title: Occurrence Download

description: A dataset containing 67 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Serjania deltoidea Radlk."
 ]
}

 The dataset includes 67 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049321-180508205500799/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.idisdq
title: Occurrence Download

description: A dataset containing 629 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Solanum suaveolens Kunth & C.D.Bouché"
 ]
}

 The dataset includes 629 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006331-180730143533302/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ihefhj
title: Occurrence Download

description: A dataset containing 6750 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sapindus saponaria L."
 ]
}

 The dataset includes 6750 records from 294 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006333-180730143533302/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.iihmop
title: Occurrence Download

description: A dataset containing 17853 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ricinus communis L."
 ]
}

 The dataset includes 17853 records from 480 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006335-180730143533302/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.izlhkw
title: Occurrence Download

description: A dataset containing 8510 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Iresine diffusa Humb. & Bonpl. ex Willd."
 ]
}

 The dataset includes 8510 records from 266 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0008885-180730143533302/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9449r4
title: Occurrence Download

description: A dataset listing the 1 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-74.34835 1.89677,-75.85284 0.75627,-76.70214 0.53788,-75.97416 0.24669,-75.17339 -0.09303,-74.46968 -0.43275,-73.9601 -0.94234,-73.57185 -1.37912,-73.25639 -1.81591,-72.86814 -2.25269,-72.18869 -2.44682,-71.46072 -2.17989,-70.95114 -2.22843,-70.29596 -2.54388,-70.23597 -3.19771,-70.47863 -3.70729,-70.09037 -4.14407,-69.79918 -3.78009,-69.67785 -3.10064,-69.4352 -2.20281,-69.38666 -1.59616,-69.53226 -0.91672,-70.04184 -0.16448,-70.09037 0.68483,-69.50799 0.83042,-69.87198 1.4128,-69.75065 1.97092,-70.18744 2.33491,-71.2066 2.38344,-72.32283 2.4077,-73.36626 2.21358,-74.34835 1.89677))",
 "TaxonKey is Priodontes maximus (Kerr, 1792)"
 ]
}

 The dataset's 1 records were derived from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002157-250515123054153/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zfq5pn
title: Occurrence Download

description: A dataset containing 26726852 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 26726852 records from 3093 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000274-250424135625364/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.4121/fb181f60-6a9b-4844-a751-60db1cbc679a
title: Dataset associated with "Effect of strain hardening on the rotation capacity of welded I-section high-strength steel beams"

description: This dataset contains the data behind the research article the "Effect of strain hardening on the rotation capacity of welded I-section high-strength steel beams". The main data consists of the full moment-rotation curves for each of the simulations in the parametric study and the simulations of experiments in the literature that were used for the validation of the approach, along with the metadata for these simulations and the files needed for the regeneration and of these simulations.
DOI: 10.4121/fb181f60-6a9b-4844-a751-60db1cbc679a.v1
title: Dataset associated with "Effect of strain hardening on the rotation capacity of welded I-section high-strength steel beams"

description: This dataset contains the data behind the research article the "Effect of strain hardening on the rotation capacity of welded I-section high-strength steel beams". The main data consists of the full moment-rotation curves for each of the simulations in the parametric study and the simulations of experiments in the literature that were used for the validation of the approach, along with the metadata for these simulations and the files needed for the regeneration and of these simulations.
DOI: 10.15468/dl.5rjhfn
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "TaxonKey is one of (Cryptobranchus alleganiensis bishopi Grobman, 1943)"
 ]
}

 The dataset includes 14 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001933-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16919996
title: TMY files for Norway based on CERRA data from 2006-2020

description: This dataset includes TMY files for all municipalities in Norway, based on CERRA data from 1991-2020, and using a TMY3 type methodology, where the FS weighing is skewed towards temperatures during the winter months (October to March).  The files represents a statistically typical year meant for energy calculations of buildings, and are therefore not suited for evaluating extreme conditions.

The repository contains:



EPW-files - zipped collection of .epw-files



The most common file format for climate data for energy simulations applicable to most programs



Datasheets - a zip files of individual datasheets 



A collection of datasheets containing a comparison of TMYs with the data source as well as referance data

The datasheets contain Norwegian text



Overview of Error metrics - ZIP files containing plots of error metrics  



Error metrics mapped to a map of Norway, for visualization purposes



Changelog - a txt file



a overview of changes in the dataset since 1.0




The contents of the repository is produced by The Norwegian University og Life Science (NMBU), Department of Building- and Environmental Technology. But based on the same code base as the repository TMY files for Norway based on CERRA data from 1991-2020 that was made in collaboration with The Norwegian Meteorological Office (MET).

The data is provided 'as is', without warranty of any kind, express or implied. In no event shall the authors be liable for any claim, damages or other liability.An interactive map containing the data can be found at https://klimadataforbygninger.no/
DOI: 10.25378/janelia.29955530
title: Calcium imaging data for "Equivariant neuronal populations enable simultaneous tuning and invariance"

description: This dataset contains 3 large-scale two-photon calcium imaging recordings from across multiple mouse visual cortical areas (layer 2/3) in response to rotated naturalistic images. The dataset is organized into 5 main folders.<b>stimuli</b><i>stim_05-08-23.mat</i>: File used for stimulus presentation.<code>img</code>: 2760 images (92 objects × 15 orientations × 2 views) at resolution 300 × 1200 pixels.<code>db</code>: Names of the 2760 images (suffix <code>_left</code> or <code>_front</code>).<code>istim</code>: 10,200 integers (1–2760) indicating which image was shown on each trial.<b>retinotopy</b><i>areas.npz</i>: Standard mouse area boundaries used for aligning retinotopies.<code>out</code>: 10 entries, each describing the boundary points of mouse visual cortical areas.Areas of interest: PM (entry 1), AM (2), RL (4), LM (6), AL (7), LI (8), V1 (9).Additional files: Retinotopy data for the 3 recorded mice. Each has the following information.<code>xy_pos</code>: Spatial position of each recorded neuron.<code>rf_xy_pos</code>: Estimated receptive field (RF) position.<code>area_assign</code>: Integer index of the cortical area assignment.<code>rf_cc_max</code>: Pearson correlation between recorded and RF-fitted responses.<b>05_18_2023, 05_30_2023, 05_31_2023</b>Each folder contains a single <code>.npz</code> file with Suite2p pre-processed calcium imaging data, which include the following variables.Behavioral: <code>run</code>, <code>pupil </code>(spherical treadmill)Stimulus: <code>istim</code><code> </code>(stimulus index)Recording: <code>iplane</code><code> </code>(top or bottom imaging plane)Neuronal responses: <code>spks</code> (deconvolved activity), <code>xpos</code> (x-position in imaging plane), <code>ypos</code> (y-position in imaging plane), <code>uspont</code> (spontaneous PCs), <code>mu</code> (mean activity during prolonged gray screens), <code>sd</code> (standard deviation during prolonged gray screens).