cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.24420958
title: MQTT_UAD: MQTT Under Attack Dataset. A public dataset for the detection of attacks in IoT networks using MQTT protocol

description: This dataset is registered at "Registro General de la Propiedad Intelectual" under registry number: LE-229-18<br>The MQTT_UAD dataset is designed to evaluate security in networks using the MQTT protocol. This dataset includes three files containing normal and malicious traffic, focusing on vulnerabilities of the MQTT protocol, such as Denial of Service, Man-in-the-Middle, and Intrusion attacks. It is intended for use in the development and testing of Machine Learning models for Intrusion Detection Systems in IoT environments, both domestic and industrial.<br>Contents:<br>DoS.csv contains the capture of 94.625 frames and of which 45.513 are under attack traffic and 49.112 are normal traffic.MitM.csv contains 110668 frames with 3855 under man in the middle attack and 106.813 normal traffic frames.Intrusion.csv containts 80,893 frames with 1898 under attack and 78,995 normal traffic frames.
DOI: 10.6084/m9.figshare.24420958.v1
title: MQTT_UAD: MQTT Under Attack Dataset. A public dataset for the detection of attacks in IoT networks using MQTT protocol

description: This dataset is registered at "Registro General de la Propiedad Intelectual" under registry number: LE-229-18<br>The MQTT_UAD dataset is designed to evaluate security in networks using the MQTT protocol. This dataset includes three files containing normal and malicious traffic, focusing on vulnerabilities of the MQTT protocol, such as Denial of Service, Man-in-the-Middle, and Intrusion attacks. It is intended for use in the development and testing of Machine Learning models for Intrusion Detection Systems in IoT environments, both domestic and industrial.<br>Contents:<br>DoS.csv contains the capture of 94.625 frames and of which 45.513 are under attack traffic and 49.112 are normal traffic.MitM.csv contains 110668 frames with 3855 under man in the middle attack and 106.813 normal traffic frames.Intrusion.csv containts 80,893 frames with 1898 under attack and 78,995 normal traffic frames.
DOI: 10.5065/d6959fvf
title: NCAR Integrated Sounding System (ISS) RASS Imagery. Version 1.0

description: This dataset contains RASS imagery from the NCAR Integrated Sounding System (ISS).
DOI: 10.15468/dl.8vrk2u
title: Occurrence Download

description: A dataset containing 39245 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "CoordinateUncertaintyInMeters 0.0-6.0",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Betula",
 "Year 2022-2025"
 ]
}

 The dataset includes 39245 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035803-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5065/d65d8q5k
title: RICO: PMS-2D Two-dimensional Cloud Probe data. Version 1.0

description: This dataset contains raw (binary "filmstrip" imagery) files of PMS-2D data collected by the C-130 during RICO. These data are in a format compatible with xpms2d, available from the EOL xpms2d download page. Click on "Order" to see a table listing flight dates and times during which data is available.
DOI: 10.5281/zenodo.12542267
title: Dataset supplementing the journal article "Deployment of an integrated fast scanning probe microscopy module – control software and performance"

description: Dataset supplementing the journal article "Deployment of an integrated fast scanning probe microscopy module – control software and performance" in Measurement Science and Technology (2025) (https://doi.org/10.1088/1361-6501/ae0cf5).

Files in .gwy and .Z_mtrx format can be opened with the Gwyddion software (https://gwyddion.net/).

Files in .h5 format can be opened with the pyfastspm Python package (https://doi.org/10.5281/zenodo.6824215).

Others file are images or text.
DOI: 10.5065/d61r6ntq
title: NCAR/NSF C-130 Forward-Facing Digital Camera Images. Version 1.0

description: This data set contains images from the forward looking camera of the C130 during the RICO project. The C130 flew a forward looking digital camera and a downward looking camera for in-flight video capture. Individual jpeg images were captured once per second during RICO flights. Images taken after dark have been stripped from this archive. The remaining images have been combined into hour long tarfiles running from zero minutes zero seconds (or the start time of the first file) to 23 minutes 59 seconds (or the end time of the last file) after each hour. Note that the first and last tarfile for each flight will contain less than a full hour of imagery. Directory files returned with each order give the contents of each corresponding tar file. This dataset only contains the forward-looking camera images.
DOI: 10.5065/d6x065ck
title: RICO: NCAR S-PolKa radar moments data, S-band, 9 variables, DORADE. Version 1.0

description: S-band S-PolKa moments data. This data set is limited to 9 S-Pol variables, and does not include any of the Ka-band data. Parameters available are: DBZ, DM, DX, LDR, NCP, PHIDP, SW, VR and ZDR. The data set incorporates two substantial changes to the original data set: a 1.4 dB adjustment to S-band DBZ, and a .35 dB adjustment to S-band Zdr.
DOI: 10.5065/d6s75dp9
title: RICO: NCAR S-PolKa radar moments data, S- and Ka-band, 11 variables, DORADE. Version 2.0

description: 11 variables of S- and Ka-band data (DORADE sweepfiles) collected by the S-PolKa radar during the Rain in Cumulus Over the Ocean (RICO) field campaign.
DOI: 10.5281/zenodo.16628633
title: Prefectural-level disaster resilience indicators (2015–2019) and flood losses under the 50-year return period in Hunan and Hubei Provinces, China

description: This dataset includes disaster resilience indicator data for Hunan and Hubei Provinces, China, as well as flood loss data under the 50-year return period scenario. The resilience indicators consist of prefectural-level data from 2015 to 2019, covering five dimensions: social, economic, ecological, infrastructure, and flood-control resilience. In total, 30 indicators are included. The flood loss data refer to the population, economic, and crop losses at the prefectural level under the 50-year return period flood scenario, as assessed by Yan et al. (2025) (Reference: https://doi.org/10.1016/j.accre.2024.12.008).
DOI: 10.5281/zenodo.16628632
title: Prefectural-level disaster resilience indicators (2015–2019) and flood losses under the 50-year return period in Hunan and Hubei Provinces, China

description: This dataset includes disaster resilience indicator data for Hunan and Hubei Provinces, China, as well as flood loss data under the 50-year return period scenario. The resilience indicators consist of prefectural-level data from 2015 to 2019, covering five dimensions: social, economic, ecological, infrastructure, and flood-control resilience. In total, 30 indicators are included. The flood loss data refer to the population, economic, and crop losses at the prefectural level under the 50-year return period flood scenario, as assessed by Yan et al. (2025) (Reference: https://doi.org/10.1016/j.accre.2024.12.008).
DOI: 10.58060/zjyt-w694
title: EVA (European Vegetation Archive) and ReSurveyEurope - version 2025-03-04

description: The European Vegetation Archive is a collective database of vegetation plots from Europe and adjacent regions integrated into a single platform. Each plot contains a list of plant species in a specific small area, usually supplemented by an estimate of the cover of each species. EVA consists of individual databases owned by data contributors. Any use of the data from the individual databases is subject to the consent of the data owner. ReSurveyEurope is integrated as a subset of EVA. It contains vegetation-plot data with repeated measurements over time, including data from permanent plots and resurveys of vegetation survey plots.
DOI: 10.5065/d6ng4nzk
title: RICO: NCAR S-PolKa radar moments data, S-band, CfRadial. Version 1.0

description: S-PolKa data from the Rain in Cumulus Over the Ocean (RICO) project . This data set contains data when only S-band data were collected. These data are in cfRadial format and are available as hourly tar files. This is a companion data set with S-band/Ka-band Polarimetric (S-Pol) Data cfRadial Format [NCAR/EOL] which contains the data when both S-band and Ka-band were collected.
DOI: 10.6084/m9.figshare.28794173
title: Institutional Quality: A hurdle or a catalyst to eliminating energy poverty in sub-Saharan Africa?

description: This article investigates institutional quality’s influence on energy poverty outcomes across 45 countries in the region over the period 2002–2022. Employing an Instrumental Variable Generalized Method of Moments (IV-GMM) approach with Driscoll-Kraay standard errors, energy poverty is measured through access to electricity and access to clean cooking fuels and technologies. Institutional quality is captured using the six Worldwide Governance Indicators and a corresponding composite index.
DOI: 10.6084/m9.figshare.28794173.v1
title: Data_Institutional_Quality_Energy_Poverty_SSA

description: This article investigates institutional quality’s influence on energy poverty outcomes across 45 countries in the region over the period 2002–2022. Employing an Instrumental Variable Generalized Method of Moments (IV-GMM) approach with Driscoll-Kraay standard errors, energy poverty is measured through access to electricity and access to clean cooking fuels and technologies. Institutional quality is captured using the six Worldwide Governance Indicators and a corresponding composite index.
DOI: 10.6084/m9.figshare.28794173.v2
title: Institutional Quality: A hurdle or a catalyst to eliminating energy poverty in sub-Saharan Africa?

description: This article investigates institutional quality’s influence on energy poverty outcomes across 45 countries in the region over the period 2002–2022. Employing an Instrumental Variable Generalized Method of Moments (IV-GMM) approach with Driscoll-Kraay standard errors, energy poverty is measured through access to electricity and access to clean cooking fuels and technologies. Institutional quality is captured using the six Worldwide Governance Indicators and a corresponding composite index.
DOI: 10.15468/dl.mwde2b
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035804-250920141307145/datasets/export for details.
DOI: 10.34894/sjyoy9
title: Root traits and plant community characteristics in restored sand grassland - LTER (Hungary)

description: This dataset quantifies aboveground plant community characteristics and corresponding belowground root traits in a dry sand grassland restoration trial and assess drought effects on vegetation and root traits.
DOI: 10.5065/d6hq3x78
title: NCAR S-Band Polarimetric (S-Pol) Catalog Plots. Version 1.0

description: This dataset contains NCAR S-Band Polarimetric (S-Pol) Catalog Plots for the Rain In Cumulus over the Ocean (RICO) project. Data was acquired continuously at 30 minute intervals, 24 hours per day from November 24th, 2004 through January 24th, 2005. There are images for reflectivity, velocity, and polarization for each time period.
DOI: 10.5065/d6cz35gg
title: RICO: Soundings Multi-Network Composite Highest Resolution Upper Air Data. Version 1.0

description: The upper air highest resolution sounding data for the Rain in Cumulus Over the Ocean (RICO) 2004-2005 domain (15°N to 21°N latitude and 75°W to 72°W longitude) are contained within this dataset. The dataset covers the time period 1 December 2004 through 31 January 2005. This RICO 2004-2005 Sounding Composite Highest Resolution Upper-Air Dataset contains 554 soundings from 4 sites.
DOI: 10.15468/dl.588rnp
title: Occurrence Download

description: A dataset containing 102081 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is India Biodiversity Portal publication grade dataset"
 ]
}

 The dataset includes 102081 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035782-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5065/d6862dsh
title: RICO: Soundings Multi-Network Composite 5-mb Level Upper Air Data. Version 1.0

description: This dataset contains upper-air sounding data interpolated to a constant vertical resolution of 5 hPa in the National Center for Atmospheric Research (NCAR) Earth Observing Laboratory (EOL) Sounding Composite Format from stations in the following networks: * NCAR GAUS, * NCAR/NSF C-130 Dropsonde, * NOAA National Weather Service (NOAA/NWS), and the * R/V Seward Johnson Data for the Rain in Cumulus Over the Ocean (RICO) 2004-2005 domain (15°N to 21°N latitude and 75°W to 72°W longitude) are contained within this dataset. The dataset covers the time period 1 December 2004 through 31 January 2005. This RICO 2004-2005 Sounding Composite 5-mb Resolution Upper-Air Dataset contains 554 soundings from 4 sites.
DOI: 10.5281/zenodo.17240868
title: Dataset for Theory of Non-Linear Electron Relaxation in Thin Gold Films and Their Signatures in Optical Observables

description: This repository contains the data used to create figures 2-10 from the manuscript.
DOI: 10.5281/zenodo.17240869
title: Dataset for Theory of Non-Linear Electron Relaxation in Thin Gold Films and Their Signatures in Optical Observables

description: This repository contains the data used to create figures 2-10 from the manuscript.
DOI: 10.5065/d64j0cdm
title: NCAR/NSF C-130 Navigation, State Parameter, and Microphysics HRT Data - 25 Hz. Version 1.1

description: This data set includes airborne measurements obtained from the NSF/NCAR Research Aviation Facility (RAF) C-130Q Hercules aircraft (Tail Number N130AR) during the "Rain In Cumulus over the Ocean" project which took place from 7 December 2004 to 24 January 2005. This data set contains the High-Rate (HRT, 25 sps, mixed) production data set. The HRT Bitfile log lists times and dates of individual flights.
DOI: 10.5281/zenodo.16994956
title: Dataset for Femtosecond Dynamics of Electrons in Noble Metals: Orientational Relaxation in Momentum Space and the Drude Relaxation Rate

description: This repository contains the data used to generate figures 2,3 and 4 from the manuscript.
DOI: 10.5281/zenodo.16994957
title: Dataset for Femtosecond Dynamics of Electrons in Noble Metals: Orientational Relaxation in Momentum Space and the Drude Relaxation Rate

description: This repository contains the data used to generate figures 2,3 and 4 from the manuscript.
DOI: 10.15468/dl.k6ze67
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035805-250920141307145/datasets/export for details.
DOI: 10.15468/dl.ajmq4v
title: Occurrence Download

description: A dataset containing 1411 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((107.5739 -6.35299,107.91379 -6.35299,107.91379 -6.12278,107.5739 -6.12278,107.5739 -6.35299))",
 "HasCoordinate is true",
 "IucnRedListCategory is one of (EN, VU, NT, LC)",
 "Year 2010-2025"
 ]
}

 The dataset includes 1411 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035808-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5065/d60r9mqs
title: NCAR/NSF C-130 Navigation, State Parameter, and Microphysics LRT Data - 1 sps. Version 1.2

description: This data set includes airborne measurements obtained from the NSF/NCAR Research Aviation Facility (RAF) C-130Q Hercules aircraft (Tail Number N130AR) during the "Rain In Cumulus over the Ocean" project which took place from 7 December 2004 to 24 January 2005. This data set contains the Low-Rate (LRT, 1 Sample Per Second) production data set. The LRT Bitfile log lists times and dates of individual flights.
DOI: 10.5281/zenodo.17240927
title: The Long Shadow of Natural Disasters: Educational Impacts of the 1991 Cyclone in Bangladesh

description: This dataset documents cohorts of individuals in Bangladesh who were exposed to the 1991 cyclone, compiled for a study investigating the long-term educational consequences of early-life disaster exposure.
DOI: 10.5281/zenodo.17240928
title: The Long Shadow of Natural Disasters: Educational Impacts of the 1991 Cyclone in Bangladesh

description: This dataset documents cohorts of individuals in Bangladesh who were exposed to the 1991 cyclone, compiled for a study investigating the long-term educational consequences of early-life disaster exposure.
DOI: 10.15468/dl.ghp8xb
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Jasminum sambac",
 "Country is Lao People’s Democratic Republic",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035806-250920141307145/datasets/export for details.
DOI: 10.15468/dl.6vhuev
title: Occurrence Download

description: A dataset containing 19228 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true",
 "Year is 1931"
 ]
}

 The dataset includes 19228 records from 207 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035800-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5065/d6w0948n
title: NCAR/NSF C-130 Forward-Facing Digital Camera Movies. Version 1.0

description: During RICO the C-130 flew a forward looking digital cameras for in-flight video capture. Images were captured once per second during RICO flights. Images taken after dark have been stripped from this archive and the remaining images have been combined into movies in QuickTime multimedia file format, one .mov file per flight.
DOI: 10.15468/dl.a6s4pz
title: Occurrence Download

description: A dataset containing 21564 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "Year is greater than or equal to 1980",
 "TaxonKey is Betula papyrifera"
 ]
}

 The dataset includes 21564 records from 185 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035807-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5065/d6r78cjx
title: NCAR/NSF C-130 Lidar SABL Imagery. Version 1.0

description: This dataset contains Lidar SABL Imagery from the NCAR/NSF C-130 aircraft for the Rain In Cumulus over the Ocean (RICO) project. The missions were completed between 4 Dec 2004 - 20 Dec 2004, and 11 Jan 2005 - 24 Jan 2004.
DOI: 10.5065/d6mg7mt6
title: NCAR/NSF C-130 Differential GPS Data. Version 1.0

description: This dataset contains Differential GPS data collected from the NCAR/NSF C-130Q aircraft during the RICO field project. Differential GPS (DGPS) data are time series of three-dimensional airplane coordinates that provide increased accuracy and precision compared to standard GPS measurements.
DOI: 10.15468/dl.j6hyap
title: Occurrence Download

description: A dataset containing 102 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Aurelia solida)",
 "Continent is Europe",
 "HasCoordinate is true"
 ]
}

 The dataset includes 102 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035810-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wps4td
title: Occurrence Download

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

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0035814-250920141307145/datasets/export for details.
DOI: 10.5065/d6gq6w2f
title: NCAR/NSF C-130 Dropsonde SkewT Plots. Version 1.0

description: This dataset contains dropsonde SkewT Plots from the NCAR/NSF C-130 aircraft for the Rain In Cumulus over the Ocean (RICO) project. The missions were completed between 7 Dec 2004 - 20 Dec 2004, and 12 Jan 2005 - 24 Jan 2004.
DOI: 10.5281/zenodo.16751636
title: PD5D_MTG_snRNAseq

description: This Zenodo deposit contains a publicly available description of the Dataset:

Title: "PD5D_MTG_snRNAseq".

Description: This dataset contains single-nucleus RNA sequencing (snRNAseq) raw data in FASTQ format for 94 human middle temporal gyrus (MTG) samples from Parkinson's patients and healthy controls. It's part of the PD5D atlas, where the same subjects were also profiled with other omics assays incl. genotyping, single-cell ATACseq, and spatial transcriptomics.



This dataset is made available to researchers via the ASAP CRN Cloud: cloud.parkinsonsroadmap.org. Instructions for how to request access can be found in the User Manual.

This research was funded by the Aligning Science Across Parkinson's Collaborative Research Network (ASAP CRN), through the Michael J. Fox Foundation for Parkinson's Research (MJFF).

This Zenodo deposit was created by the ASAP CRN Cloud staff on behalf of the dataset authors. It provides a citable reference for a CRN Cloud Dataset
DOI: 10.5065/d6bz64cj
title: NCAR/NSF C-130 Dropsonde Wind Plots. Version 1.0

description: This dataset contains dropsonde Wind Plots from the NCAR/NSF C-130 aircraft for the Rain In Cumulus over the Ocean (RICO) project. The missions were completed between 7 Dec 2004 - 20 Dec 2004, and 11 Jan 2005 - 24 Jan 2004.
DOI: 10.5065/d679430z
title: NCAR/NSF C-130 Flight Level Plots & Tracks. Version 1.0

description: This dataset contains Flight Level Plots & Tracks from the NCAR/NSF C-130 aircraft for the Rain In Cumulus over the Ocean (RICO) project. The missions were completed between 7 Dec 2004 - 20 Dec 2004, and 11 Jan 2005 - 24 Jan 2004.
DOI: 10.5065/d63j3b9p
title: Scanning Aerosol Backscatter Lidar (SABL) - netCDF format. Version 1.0

description: This dataset contains SABL (Scanning Aerosol Backscatter Lidar) netCDF format files obtained aboard the NCAR/NSF C-130 aircraft during the Rain in Cumulus over the Ocean (RICO) project. The data are in netCDF format.
DOI: 10.5065/d6zs2tt0
title: Scanning Aerosol Backscatter Lidar (SABL) - field DORADE format. Version 1.0

description: This dataset contains SABL (Scanning Aerosol Backscatter Lidar) field dorade format files obtained aboard the NCAR/NSF C-130 aircraft during the Rain in Cumulus over the Ocean (RICO) project. The data are in DORADE format.
DOI: 10.6084/m9.figshare.28098221
title: <b>Urbanization shapes taxonomy- and trait-based alpha and beta diversity of macrofungi in South China</b>

description: Liu, J., Wang, B., Ye, Xiaoli., Wen, K., Zhou, Nan., & Jiang, A. (2025). Data from: <b>Urbanization shapes taxonomy- and trait-based alpha and beta diversity of macrofungi in South China</b>.
DOI: 10.6084/m9.figshare.28098221.v2
title: <b>Urbanization shapes taxonomy- and trait-based alpha and beta diversity of macrofungi in South China</b>

description: Liu, J., Wang, B., Ye, Xiaoli., Wen, K., Zhou, Nan., & Jiang, A. (2025). Data from: <b>Urbanization shapes taxonomy- and trait-based alpha and beta diversity of macrofungi in South China</b>.