cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.pdjq8q
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Parupeneus forsskali",
 "Country is Syrian Arab Republic",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031215-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.29949713
title: Synthetic Iris Images

description: This data set was generated using the stable-diffusion-xl-base-1.0 model. The model was fine-tuned with Dreambooth on a private collection of real iris photographs (30 participants, 119 images) without fine-tuning the text encoders. Fine-tuning parameters included the AdamW optimizer, a learning rate of 1e-4, and 10 epochs, with no prior preservation. The prompt used during generation was: "<i>A photo of a [special token] </i><i>iris.</i>"Following synthesis, all generated images underwent a semi-automated re-identification risk assessment using the <i>Cone of Privacy</i> score alongside manual image comparisons to ensure anonymity.This entire dataset <b>consists exclusively of synthetic images</b>. The number in each subdirectory’s name indicates the guidance scale used during image generation.
DOI: 10.6084/m9.figshare.29949713.v1
title: Synthetic Iris Images

description: This data set was generated using the stable-diffusion-xl-base-1.0 model. The model was fine-tuned with Dreambooth on a private collection of real iris photographs (30 participants, 119 images) without fine-tuning the text encoders. Fine-tuning parameters included the AdamW optimizer, a learning rate of 1e-4, and 10 epochs, with no prior preservation. The prompt used during generation was: "<i>A photo of a [special token] </i><i>iris.</i>"Following synthesis, all generated images underwent a semi-automated re-identification risk assessment using the <i>Cone of Privacy</i> score alongside manual image comparisons to ensure anonymity.This entire dataset <b>consists exclusively of synthetic images</b>. The number in each subdirectory’s name indicates the guidance scale used during image generation.
DOI: 10.15468/dl.mqtrjh
title: Occurrence Download

description: A dataset containing 114 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Parupeneus forsskali",
 "Country is Türkiye",
 "HasCoordinate is true"
 ]
}

 The dataset includes 114 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031216-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hexnbu
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Passer domesticus",
 "Country is Dominica",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031219-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14910359
title: CAMELS-LUX: Highly Resolved Hydro-Meteorological and Atmospheric Data for Physiographically Characterized Catchments around Luxembourg

description: The CAMELS-LUX dataset encompasses hydro-meteorological time series and catchment attributes for 56 partly nested stream gauges feeding into the Luxembourgish stream network. The data is available at three temporal resolutions: daily, hourly and at a 15-minute resolution and spans the hydrological years from 2004-11-01 to 2021-10-31. The static catchment attributes cover parameters classifying the topography, geology and land use as well as climatic and hydrologic annual statistics of the 17-year time period.

While an in depth description of the dataset as well as background information on catchments, the environment and exact calculation methods is provided in the accompanying publication in ESSD, the dataset description below isolates information on the available parameters and data structure contained in the provided files.

Please note that the dataset might not include data corrections or validations that are subject to a date later than the date of the retrieval of the data for the processing of this dataset. This dates back to 2022 for most hydrologic time series, and to 2023 for the reanalysis data or the precipitation data. We are aware of duplicate rows in the time series file with a resolution of 15 minutes for catchment 16 as well as time stamp shifts in the precipitation data. We are working on correcting these data to update this dataset.

Data structure

Time series data



Hydrologic parameters

Precipitation parameters

Air temperature and potential evapotranspiration parameters

Thunderstorm relevant atmospheric parameters

 Soil Moisture parameters


Static catchment attributes



Basin IDs

Meta catchment attributes

Climatic catchment attributes

Geologic catchment attributes

Land use catchment attributes

Topographic catchment attributes


Spatial data - shapefiles
DOI: 10.15468/dl.f94jqz
title: Occurrence Download

description: A dataset containing 397 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Gephyrocharax valencia)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 397 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031221-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rv8w9y
title: Occurrence Download

description: A dataset containing 14 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Upeneus moluccensis",
 "Country is Egypt",
 "HasCoordinate is true"
 ]
}

 The dataset includes 14 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031223-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.se8qjx
title: Occurrence Download

description: A dataset containing 8679 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Passer domesticus",
 "Country is Dominican Republic",
 "HasCoordinate is true"
 ]
}

 The dataset includes 8679 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031220-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ttfvhy
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Upeneus moluccensis",
 "Country is Cyprus",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031222-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dtebzv
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Upeneus moluccensis",
 "Country is Greece",
 "HasCoordinate is true"
 ]
}

 The dataset includes 15 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031224-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6j9w2r
title: Occurrence Download

description: A dataset containing 3725 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Passer domesticus",
 "Country is Ecuador",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3725 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031226-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.16901310
title: Shimmer DLT Interaction Metrics Datasets

description: Shimmer DLT has been the dedicated staging network of the IOTA Tangle up until the beginning of May 2025, with both networks being defined by their capabilities of providing optimized features for efficient IoT applications. However, recent decisions of the IOTA Foundation have led to the fundamental restructuring of the network, escaping from each original vision of optimized feeless transactions. Though Shimmer remains a functional alternative solution, without the official support of the IOTA Foundation, and turning it into a community-maintained DLT.

The corresponding datasets contain the results of investigating the impact of block sizing in terms of submission latency and utilization of computational resources, during message submission within the Shimmer DLT. Specifically, they were formulated as part of the research and development of an offline-to-online TD3 agent called ABS-TD3, for the efficient submission of messages within the Shimmer DLT, focusing on the perspective of the end-user, and as a means of supporting optimized IoT data leveraging within Digital Circular Economy frameworks.

In this work, a total of six (6) datasets were formulated to support the development of ABS-TD3: one (1) dataset for the initial investigation of the Shimmer network, one (1) dataset containing the performance results of ABS-TD3 during its interaction with the Shimmer network, and four (4) datasets containing baseline metrics for evaluation purposes, namely: maximum, minimum, and random policy metrics, as well as a fixed-weights version of ABS-TD3.
DOI: 10.5281/zenodo.16901311
title: Shimmer DLT Interaction Metrics Datasets

description: Shimmer DLT has been the dedicated staging network of the IOTA Tangle up until the beginning of May 2025, with both networks being defined by their capabilities of providing optimized features for efficient IoT applications. However, recent decisions of the IOTA Foundation have led to the fundamental restructuring of the network, escaping from each original vision of optimized feeless transactions. Though Shimmer remains a functional alternative solution, without the official support of the IOTA Foundation, and turning it into a community-maintained DLT.

The corresponding datasets contain the results of investigating the impact of block sizing in terms of submission latency and utilization of computational resources, during message submission within the Shimmer DLT. Specifically, they were formulated as part of the research and development of an offline-to-online TD3 agent called ABS-TD3, for the efficient submission of messages within the Shimmer DLT, focusing on the perspective of the end-user, and as a means of supporting optimized IoT data leveraging within Digital Circular Economy frameworks.

In this work, a total of six (6) datasets were formulated to support the development of ABS-TD3: one (1) dataset for the initial investigation of the Shimmer network, one (1) dataset containing the performance results of ABS-TD3 during its interaction with the Shimmer network, and four (4) datasets containing baseline metrics for evaluation purposes, namely: maximum, minimum, and random policy metrics, as well as a fixed-weights version of ABS-TD3.
DOI: 10.15468/dl.v79qx8
title: Occurrence Download

description: A dataset containing 388 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Upeneus moluccensis",
 "Country is Israel",
 "HasCoordinate is true"
 ]
}

 The dataset includes 388 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031228-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8ub87m
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Enteromius clauseni)",
 "BasisOfRecord is one of (Specimen, Literature Occurrence, Human Observation, Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2025"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031229-250811113504898/datasets/export for details.
DOI: 10.15468/dl.49pkx3
title: Occurrence Download

description: A dataset containing 310712 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Juncus bufonius"
 ]
}

 The dataset includes 310712 records from 2275 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031192-250811113504898/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57710/alba-es-2024098711
title: XPEEM characterization of operando anode formation in solid state Na batteries using e-gun as a virtual anode

description: New battery technologies are needed to overcome the limitations of current Li ion batteries (LIB) in terms of safety, energy density, and environmental/recycling issues. Due to the limited availability of Li and concerns about its recyclability, Na-ion batteries have been proposed as a potential alternative. Solid-state Na-ion batteries are a promising technology for increasing the energy density of batteries, a critical feature for many applications. However, several problems have plagued the development and use of solid-state batteries and have prevented the widespread use of this technology, in particular their low cyclability, i.e. the lack of stability of the battery after a few cycles. In this proposal, we characterize novel zero-excess solid-state Na-ion model batteries, a promising solution for solid-state batteries. We will perform PEEM experiments on the relevant core levels of the sample to obtain reliable information on the early stages of Na anode formation. The results will provide new critical information on the formation of the Na anode-solid electrolyte interface and the complex physicochemical phenomena that take place at the solid electrolyte surface region and their role in the stability of the battery cell.
DOI: 10.15468/dl.ca8ta6
title: Occurrence Download

description: A dataset containing 2458575914 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Animalia",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2458575914 records from 46361 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006111-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.60656/35fd539ce3da4893
title: Custom collection of radar data from Bucharest, Cabauw, Cluj-Napoca, Galați, Granada, and 12 other sites on 15 Nov 2025
DOI: 10.15468/dl.4czhj4
title: Occurrence Download

description: A dataset containing 6315331 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "PublishingCountry is France"
 ]
}

 The dataset includes 6315331 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035749-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gdwjtz
title: Occurrence Download

description: A dataset containing 7209712 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is EOD – eBird Observation Dataset",
 "PublishingCountry is Germany"
 ]
}

 The dataset includes 7209712 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035753-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xbxm66
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Peprilus simillimus",
 "HasCoordinate is true",
 "Geometry POLYGON((-78 12, -73 12, -73 0, -78 0, -78 12))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035786-251025141854904/datasets/export for details.
DOI: 10.15468/dl.3nhjp9
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "Geometry" : [
 "POLYGON ((-109.7688 25.94913, -109.6188 25.94913, -109.6188 26.09913, -109.7688 26.09913, -109.7688 25.94913))"
 ]
}

 The dataset includes 8 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035787-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rs662s
title: Occurrence Download

description: A dataset containing 83172 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Geometry POLYGON((-2.35343 51.32653,8.72024 51.32653,8.72024 59.73841,-2.35343 59.73841,-2.35343 51.32653))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Phoca vitulina",
 "Year 2000-2025"
 ]
}

 The dataset includes 83172 records from 55 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035744-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rqjwbh
title: Occurrence Download

description: A dataset containing 6049532 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Polygonaceae, Polygonum sachalinense, Vaccinium microcarpum, Photinia floribunda, Kotochalia junodi, Typha capensis, Bidens formosa, Procambarus virginalis, Heterotis niloticus, Microctenopoma ansorgii, Coptodon rendalli, Oreochromis spilurus, Tilapia sparrmanii, Duttaphrynus melanostictus, Pineus boerneri, Cinara pinivora, Orthezia insignis, Salvia modesta, Euproctis fraterna, Pelophylax bedriagae)",
 "BasisOfRecord is one of (Machine Observation, Human Observation, Observation)",
 "HasCoordinate is true",
 "Year is greater than or equal to 1990"
 ]
}

 The dataset includes 6049532 records from 5378 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035768-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2dpj3q
title: Occurrence Download

description: A dataset containing 164890 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Hong Kong, Macao)",
 "TaxonKey is Aves",
 "Year 2000-2009"
 ]
}

 The dataset includes 164890 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029934-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.6084/m9.figshare.28829420
title: R codes for Global CNP Manuscript

description: We compile data from a global survey including 200 natural ecosystems from five climate zones, covering vegetation types of forests, grasslands, and shrublands to investigate how soil microbiomes (i.e., key functional genes and their affiliated metabolic pathways, as well as gene modules encoding carbohydrates hydrolysis) adapt to resource quantity (i.e., soil elemental stocks and pools including multiple C, N and P forms) and stoichiometry (soil total C:N, N:P and C:P) in terrestrial ecosystems at a global scale. Perennial vascular plant cover and productivity were quantified at each sampling site as a measure of vegetation functional characteristics. Information on the functioning of soil microbiomes was characterized by metagenomic sequencing of the extracted soil DNA.
DOI: 10.6084/m9.figshare.29062835
title: Element model generation method with geometric distribution errors

description: In this study, a novel mesh model with geometrically distributed errors was developed. The product surface geometric distribution error is directly attached to the element nodes of the product ideal element model using the error surface reconstruction method and the replacement algorithm of the element node vector height based on the product’s point cloud data. The model generation module was created as a secondary development module and integrated into the CAE software.
DOI: 10.15468/dl.6qxkg8
title: Occurrence Download

description: A dataset containing 292405 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Hong Kong, Macao)",
 "TaxonKey is Aves",
 "Year 2010-2014"
 ]
}

 The dataset includes 292405 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029933-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.kcjj8k
title: Occurrence Download

description: A dataset containing 1422 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Cyrtocarpa Kunth"
 ]
}

 The dataset includes 1422 records from 100 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029949-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34740/kaggle/dsv/11806658
title: ISONE smart city energy dataset
DOI: 10.5281/zenodo.13950806
title: GHCN Daily Database in DSG CRA format
DOI: 10.5281/zenodo.13950807
title: GHCN Daily Database in DSG CRA format
DOI: 10.5281/zenodo.15124414
title: GHCN Daily Database in DSG CRA format
DOI: 10.5281/zenodo.15402876
title: GHCN Daily Database in DSG CRA format
DOI: 10.15468/dl.sw7jav
title: Occurrence Download

description: A dataset containing 68817 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Hong Kong, Macao)",
 "TaxonKey is Aves",
 "Year 1990-1999"
 ]
}

 The dataset includes 68817 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029938-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9z62zz
title: Occurrence Download

description: A dataset containing 182 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Ethiopia, Kenya)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Physalis peruviana L."
 ]
}

 The dataset includes 182 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029953-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.