cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25345/c55d8nt1b
title: MassIVE MSV000098337 - Asaia species - average mass spectrum profiles
title: an in-house prepared average mass spectrum profile of Asaia krungthepensis CCM 7333T, Asaia lannensis BCC 15734 and Asaia siamensis CCM 7132T for the identification in the MALDI Biotyper Offline Classification software, samples prepared by the ethanol/formic acid extraction method from freshly grown colonies cultured aerobically on Sabouraud dextrose agar (25 degrees Celsia, 72 hours), matrix: alfa-cyano-4-hydroxycinnamic acid (10 mg per microliter), spectra acquired using an Autoflex Speed mass spectrometer and FlexControl 3.4 software (both Bruker Daltonics, Bremen, Germany), single average mass spectrum profiles created from a total of 30 spectra (10 spectra from one independent experiment of five biological replicates by four technical replicates) using MALDI Biotyper software version 3.1 according to the manufacturer standard protocols (MALDI Biotyper Preprocessing Standard Method and MSP Creation Standard Method) (both Bruker Daltonics, Bremen, Germany)
DOI: 10.5519/qd.kutqpf3v
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (186595 records)
DOI: 10.5281/zenodo.15748004
title: AI enhanced feedback: a systematic review to explore the current state of the art

description: Dataset documents the article selection process carried out for the systematic literature review entitled “AI enhanced feedback: a systematic review to explore the current state of the art.”

It contains the complete screening log used to identify, assess, and include empirical studies focused on AI-based feedback in educational contexts, published between 2021 and 2025. The dataset includes the following information for each record:



Authors and title

Year of publication

Source database (ERIC, Scopus)

Relevance screening (Title/Abstract)

Full-text eligibility assessment

Inclusion/exclusion decisions

Reasons for exclusion (when applicable)

Final selection outcome


The file reflects the application of the PRISMA methodology and provides full transparency of the selection workflow. It supports the reproducibility and rigour of the review process and may be used as a reference for future systematic reviews in the field of educational technology, feedback, and artificial intelligence.
DOI: 10.5281/zenodo.15748005
title: AI enhanced feedback: a systematic review to explore the current state of the art

description: Dataset documents the article selection process carried out for the systematic literature review entitled “AI enhanced feedback: a systematic review to explore the current state of the art.”

It contains the complete screening log used to identify, assess, and include empirical studies focused on AI-based feedback in educational contexts, published between 2021 and 2025. The dataset includes the following information for each record:



Authors and title

Year of publication

Source database (ERIC, Scopus)

Relevance screening (Title/Abstract)

Full-text eligibility assessment

Inclusion/exclusion decisions

Reasons for exclusion (when applicable)

Final selection outcome


The file reflects the application of the PRISMA methodology and provides full transparency of the selection workflow. It supports the reproducibility and rigour of the review process and may be used as a reference for future systematic reviews in the field of educational technology, feedback, and artificial intelligence.
DOI: 10.5281/zenodo.15724853
title: Band excitation piezo-response spectroscopy (BEPS) data on lead titanate (PTO) samples.

description: This is the experimental data involving band excitation piezoresponse spectroscopy (BEPS) of lead titanate (PTO) samples. This data was acquired using band excitation piezoresponse force microscopy (BE-PFM). We use this data on curiosity driven algorithms to explore structure-spectral relationships using scanning probe microscopy.

Further details are available in the publication: Aditya Vatsavai, Ganesh Narasimha, Yongtao Liu, Jawad Chowdury, Jan-Chi Yang, Hiroshu Funakubo, Maxim Ziatdinov, and Rama Vasudevan. "Curiosity Driven Exploration to Optimize Structure-Property Learning in Microscopy." RSC Digitial Discovery (2025). 

A preprint version of the same is available at: Vatsavai, Aditya, et al. "Curiosity Driven Exploration to Optimize Structure-Property Learning in Microscopy." arXiv preprint arXiv:2504.20011 (2025).

The code and the notebooks used for model training and analysis can be found in the repository: github.com/cylindrical-penguin/Curiosity-Driven-RL-for-PFM.
DOI: 10.5519/qd.003ozvfw
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (33618 records)
DOI: 10.15468/dl.cz7rxy
title: Occurrence Download

description: A dataset containing 36077 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Spain",
 "OccurrenceStatus is Present",
 "TaxonKey is Salmo trutta Linnaeus, 1758"
 ]
}

 The dataset includes 36077 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070126-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5519/qd.qor19iya
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (187640 records)
DOI: 10.15468/dl.maqpch
title: Occurrence Download

description: A dataset containing 769 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is Inventario de la fauna arrecifal asociada al ecosistema de Pocillopora en el Pacífico Tropical Mexicano",
 "Geometry POLYGON((-100.02171 16.76138,-99.70625 16.76138,-99.70625 16.88751,-100.02171 16.88751,-100.02171 16.76138))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 769 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070129-250525065834625/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.28628996
title: Figure 1. Spectrum of Disease

description: <b>Figure 1:</b> Representations of variation associated with coral disease exemplifying a spectrum within increasing variation or influence of one corner of the triangle. Lines illustrate the three-dimensionality of the spectrum and do not necessarily correspond with interactions among the specific circles. A) the simplistic model (original disease triangle concept), single pathogen, single host represented by aspergillosis. (B)-(D) Examples of increasing variation in pathogen and hosts, represented by (B) white band disease, (C) stony coral tissue loss disease and (D) white plague. The disease spectrum and could also be considered a way to conceptualize the most complex of the spectrum, as in (D): dysbiosis, with many hosts, highly influenced by the environment. The number of circles corresponds to the rankings of the pathogen, host and environment for that disease (Table 1, see text). Rank levels are determined by the known number of host species/pathogens/environmental drivers. Number of circles could also reflect influence of that corner on disease (in which more circles could indicate increased influence).
DOI: 10.6084/m9.figshare.28628996.v1
title: Figure 1. Spectrum of Disease

description: <b>Figure 1:</b> Representations of variation associated with coral disease exemplifying a spectrum within increasing variation or influence of one corner of the triangle. Lines illustrate the three-dimensionality of the spectrum and do not necessarily correspond with interactions among the specific circles. A) the simplistic model (original disease triangle concept), single pathogen, single host represented by aspergillosis. (B)-(D) Examples of increasing variation in pathogen and hosts, represented by (B) white band disease, (C) stony coral tissue loss disease and (D) white plague. The disease spectrum and could also be considered a way to conceptualize the most complex of the spectrum, as in (D): dysbiosis, with many hosts, highly influenced by the environment. The number of circles corresponds to the rankings of the pathogen, host and environment for that disease (Table 1, see text). Rank levels are determined by the known number of host species/pathogens/environmental drivers. Number of circles could also reflect influence of that corner on disease (in which more circles could indicate increased influence).
DOI: 10.15468/dl.fn3pvb
title: Occurrence Download

description: A dataset containing 1027 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Cariniana legalis (Mart.) Kuntze"
 ]
}

 The dataset includes 1027 records from 105 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070130-250525065834625/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/12294150
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.5281/zenodo.15748056
title: Data collected during DOORS EU Project - Oceanographical profiles of the water column Varna lakes

description: Oceanographical profiles of the water column Varna lakesType of observation: in situ data from 102 profilesPeriod of observation: May 2022 – May 2024Device: YSI EXO2 multi-parameter sonde with water pressure sensorInterval of observations: from the lake-surface to the bottomParameters and structure of the data array:    Date, Time UTC, Latitude [deg. N], Longitude [deg. E],    Depth of Bottom [m], Horizon [m], Temperature [°C], Salinity [psu],     Oxygen Saturation [%], Dissolved Oxygen [mg/l], pH, Turbidity [fnu],    Fluorescence [μg/l], Blue-green algae [pct FS], Chlorophyll [μg/l]
DOI: 10.5281/zenodo.15748057
title: Data collected during DOORS EU Project - Oceanographical profiles of the water column Varna lakes

description: Oceanographical profiles of the water column Varna lakesType of observation: in situ data from 102 profilesPeriod of observation: May 2022 – May 2024Device: YSI EXO2 multi-parameter sonde with water pressure sensorInterval of observations: from the lake-surface to the bottomParameters and structure of the data array:    Date, Time UTC, Latitude [deg. N], Longitude [deg. E],    Depth of Bottom [m], Horizon [m], Temperature [°C], Salinity [psu],     Oxygen Saturation [%], Dissolved Oxygen [mg/l], pH, Turbidity [fnu],    Fluorescence [μg/l], Blue-green algae [pct FS], Chlorophyll [μg/l]
DOI: 10.15468/dl.xu9cgt
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Diplopterys cabrerana (Cuatrec.) B.Gates",
 "HasCoordinate is true",
 "BasisOfRecord is Human Observation"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070131-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.7910/dvn/wpknit
title: Lexical Index of Electoral Democracy (LIED) dataset v6.0

description: Updated to 2020, extended with new units (overseas colonies), and new variables (political liberties, LIED+, electoral turnover, modes of democratic transition, modes of democratic breakdown)
DOI: 10.5281/zenodo.15727670
title: "Threads of Change: How Knitting Practices, Knowledge Transfer, and Creative Design Accelerate Digital Transformation" Dataset
DOI: 10.5281/zenodo.15727671
title: "Threads of Change: How Knitting Practices, Knowledge Transfer, and Creative Design Accelerate Digital Transformation" Dataset
DOI: 10.21951/hmr_pipelinemaps/2569209
title: U.S. Hydropower Development Pipeline Map, 2025
DOI: 10.15468/dl.xfcy2s
title: Occurrence Download

description: A dataset containing 369 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tuber melanosporum Vittad."
 ]
}

 The dataset includes 369 records from 56 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070132-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15103687
title: Artifacts for Analysis of Architectural Robustness Against Security Attacks
DOI: 10.5281/zenodo.15104501
title: Artifacts for Analysis of Architectural Robustness Against Security Attacks
DOI: 10.60520/ieda/113883
title: Major and trace element analyses of anhydrite-bearing porphyritic rocks from Arizona and New Mexico, USA

description: The file contains whole-rock data (major elements; LOI; 32 trace elements) of 17 Laramide-age porphyries from Arizona and New Mexico, USA. The porphyries are (trachy-)andesitic to rhyolitic in composition.
DOI: 10.15468/dl.f2sryy
title: Occurrence Download

description: A dataset containing 159 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Mimosa tenuiflora (Willd.) Poir.",
 "HasCoordinate is true",
 "BasisOfRecord is Human Observation"
 ]
}

 The dataset includes 159 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070133-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15748077
title: Data collected during DOORS EU Project - Oceanographical Time Series long-term in situ measurements in the sea-surface layer Varna lakes

description: Oceanographical Time SeriesType of observation: long-term in situ measurements in the sea-surface layer on two autonomous buoys Varna lakesPeriod of observation: Jun. 2022 – Aug. 2023Time step: 20 minDevice: YSI EXO2 multi-parameter sondeDepth of observations: 1.5 m from the lake-surfaceParameters and structure of the data array:    Date, Time UTC, Temperature[°C], Salinity [psu],    Oxygen Saturation [%], Dissolved Oxygen [mg/l],    Turbidity [fnu], Fluorescence [μg/l], Blue-green algae [pct FS],    Latitude [deg. N], Longitude [deg. E], Depth of Bottom [m], Horizon  [m]
DOI: 10.5281/zenodo.15748078
title: Data collected during DOORS EU Project - Oceanographical Time Series long-term in situ measurements in the sea-surface layer Varna lakes

description: Oceanographical Time SeriesType of observation: long-term in situ measurements in the sea-surface layer on two autonomous buoys Varna lakesPeriod of observation: Jun. 2022 – Aug. 2023Time step: 20 minDevice: YSI EXO2 multi-parameter sondeDepth of observations: 1.5 m from the lake-surfaceParameters and structure of the data array:    Date, Time UTC, Temperature[°C], Salinity [psu],    Oxygen Saturation [%], Dissolved Oxygen [mg/l],    Turbidity [fnu], Fluorescence [μg/l], Blue-green algae [pct FS],    Latitude [deg. N], Longitude [deg. E], Depth of Bottom [m], Horizon  [m]
DOI: 10.5281/zenodo.15748062
title: Zip ZARR test access

description: This is a test for byte-range access of a zipped Zar file on Zenodo.

This contains the dataset of IEA_PVPS solar irradiance, downloaded from O.I.E Thredds server and transformed to a Zarr file.
DOI: 10.5281/zenodo.15748063
title: Zip ZARR test access

description: This is a test for byte-range access of a zipped Zar file on Zenodo.

This contains the dataset of IEA_PVPS solar irradiance, downloaded from O.I.E Thredds server and transformed to a Zarr file.
DOI: 10.15468/dl.2gbzvv
title: Occurrence Download

description: A dataset containing 3851 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (China, Bhutan, Afghanistan, Pakistan, Bangladesh, Nepal, India, Myanmar)",
 "TaxonKey is Tirumala limniace (Cramer, 1775)"
 ]
}

 The dataset includes 3851 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070134-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14749331
title: Supplementary Materials for the upcoming publication Phenotypic, genetic and population structure analysis offer insights into the genetic architecture of root shape in Beta vulgaris V1.0.4

description: Supplementary Info, code and files that accompany the upcoming publication in Horticulture Research: Phenotypic, genetic and population structure analysis offer insights into the genetic architecture of root shape in Beta vulgaris
DOI: 10.5281/zenodo.15748104
title: Supplementary Materials for the upcoming publication Phenotypic, genetic and population structure analysis offer insights into the genetic architecture of root shape in Beta vulgaris V1.0.4

description: Supplementary Info, code and files that accompany the upcoming publication in Horticulture Research: Phenotypic, genetic and population structure analysis offer insights into the genetic architecture of root shape in Beta vulgaris
DOI: 10.15468/dl.4vzxpf
title: Occurrence Download

description: A dataset containing 1712 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (India, China, Nepal, Myanmar, Bangladesh, Afghanistan, Bhutan, Pakistan)",
 "TaxonKey is Tirumala septentrionis (Butler, 1874)"
 ]
}

 The dataset includes 1712 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070135-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15741853
title: ERA5-Land selected indicators daily aggregates for the Latin America region, 2024

description: This deposit contains NetCDF files with daily aggregates from Copernicus Era5-Land eight selected indicators, covering the Latin America region, for 2024.

Each file represents one indicator aggregation for one month of the year. Inside each NetCDF file, the layers contain the daily aggregates.

For 2m dewpoint pressure, 10m u component of wind, 10m v component of wind, surface pressure, the mean function was used for aggregation. For total precipitation, the sum function was used for aggregation. For 2m temperature, the functions maximum, mean and minimum were used for aggregation.

Those files were created using the KrigR package.
DOI: 10.5281/zenodo.15748090
title: ERA5-Land selected indicators daily aggregates for the Latin America region, 2024

description: This deposit contains NetCDF files with daily aggregates from Copernicus Era5-Land eight selected indicators, covering the Latin America region, for 2024.

Each file represents one indicator aggregation for one month of the year. Inside each NetCDF file, the layers contain the daily aggregates.

For 2m dewpoint pressure, 10m u component of wind, 10m v component of wind, surface pressure, the mean function was used for aggregation. For total precipitation, the sum function was used for aggregation. For 2m temperature, the functions maximum, mean and minimum were used for aggregation.

Those files were created using the KrigR package.
DOI: 10.15468/dl.jsr7uh
title: Occurrence Download

description: A dataset containing 1230 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (Angola, Mozambique, Guinea-Bissau)",
 "DatasetKey is IICT Colecção Zoológica",
 "OccurrenceStatus is Present",
 "TaxonKey is Mammalia"
 ]
}

 The dataset includes 1230 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070136-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10819209
title: Datasets - Barnes et al
DOI: 10.5281/zenodo.15748124
title: Datasets - Barnes et al
DOI: 10.21947/2570232
title: Site G - Sonic Anemometer / Reviewed Data

description: This dataset contains sonic anemometer data deployed on tethered balloon system at AWAKEN site G. The sonic data include time stamp, wind speed, wind direction, turbulence, and boom attitude and motion. Z02 refers to the second height position of the sonic anemometers mounted on the tethered balloon.
DOI: 10.21947/2570233
title: Site G - Sonic Anemometer / Reviewed Data

description: This dataset contains sonic anemometer data deployed on tethered balloon system at AWAKEN site G. The sonic data include time stamp, wind speed, wind direction, turbulence, and boom attitude and motion. Z01 refers to the first height position of the sonic anemometers mounted on the tethered balloon.
DOI: 10.5281/zenodo.15746903
title: Zonal Statistics of Climate Indicators from ERA5-Land for Brazilian Municipalities, 2024

description: Climate indicators are used in several statistical models for many research areas and are especially important for modelling Climate Sensitive Diseases (CSD) incidence. Those models usually adopt a lattice structure, where their data is aggregated at administrative boundaries (e.g, disease incidence), but climate indicators are usually presented in a continuous, regular grid format.

To make climate indicators compatible with lattice structures, zonal statistics may be adopted. Zonal statistics are descriptive statistics calculated using a set of cells that spatially intersect a given spatial boundary. For each boundary in a map, statistics like average, maximum value, minimum value, standard deviation, and sum are obtained to represent the cell's values that intersect the boundary.

This dataset presents zonal statistics of climate indicators computed from Copernicus ERA5-Land daily aggregates for the Brazilian municipalities, for the year 2024.
DOI: 10.5281/zenodo.15748125
title: Zonal Statistics of Climate Indicators from ERA5-Land for Brazilian Municipalities, 2024

description: Climate indicators are used in several statistical models for many research areas and are especially important for modelling Climate Sensitive Diseases (CSD) incidence. Those models usually adopt a lattice structure, where their data is aggregated at administrative boundaries (e.g, disease incidence), but climate indicators are usually presented in a continuous, regular grid format.

To make climate indicators compatible with lattice structures, zonal statistics may be adopted. Zonal statistics are descriptive statistics calculated using a set of cells that spatially intersect a given spatial boundary. For each boundary in a map, statistics like average, maximum value, minimum value, standard deviation, and sum are obtained to represent the cell's values that intersect the boundary.

This dataset presents zonal statistics of climate indicators computed from Copernicus ERA5-Land daily aggregates for the Brazilian municipalities, for the year 2024.
DOI: 10.21947/2570234
title: Site A1 - Sonic Anemometer / Reviewed Data

description: This dataset contains sonic anemometer data deployed on tethered balloon system at AWAKEN site A1. The sonic data include time stamp, wind speed, wind direction, turbulence, and boom attitude and motion.
DOI: 10.25934/pr00008051
title: Download Placeholder

description: This is a placeholder study used for internal testing - it has no useful data
DOI: 10.15468/dl.ce3cqj
title: Occurrence Download

description: A dataset containing 3508 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (India, Myanmar, Nepal, China, Pakistan, Bangladesh, Bhutan, Afghanistan)",
 "TaxonKey is Danaus genutia (Cramer, 1779)"
 ]
}

 The dataset includes 3508 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070137-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21951/hmr_pipelinemaps/2569210
title: U.S. Pumped Storage Hydropower Development Pipeline Map, 2025