cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14711540
title: RoA collocations database

description: tar.gz files compressed with gzip at the best (9) level. Uncompressed size: 110 GiB.

`GPM_2BCMB_IMERG_RoA_collocations_2023-01-01_2023-12-31_ext.zarr.tar.gz` is the test set used in the submitted version; replace '_ext' with '' in some scripts (or look at version 2 of this record). The file also includes the collocations of IMERG (GMI) and IMERG IR-only.

`test_old.tar.gz` is the 'original' test set, only used for a plot in the appendix and shared for completeness.
DOI: 10.5281/zenodo.17235416
title: RoA collocations database

description: tar.gz files compressed with gzip at the best (9) level. Uncompressed size: 110 GiB.

`GPM_2BCMB_IMERG_RoA_collocations_2023-01-01_2023-12-31_ext.zarr.tar.gz` is the test set used in the submitted version; replace '_ext' with '' in some scripts (or look at version 2 of this record). The file also includes the collocations of IMERG (GMI) and IMERG IR-only.

`test_old.tar.gz` is the 'original' test set, only used for a plot in the appendix and shared for completeness.
DOI: 10.5065/d6ht2n5q
title: GTS Mandatory/Significant Level Sounding Data. Version 1.0

description: This data set contains the quality controlled GTS radiosonde data from sites in the southeastern United States, the Mexican Gulf Coast, and Caribbean for which high vertical resolution data were not available for the period of HAIC-HIWC 2015 Florida operations, 10-24 August 2015. A total of 238 quality-controlled, mandatory and significant level resolution soundings are contained in the final data set.
DOI: 10.5065/d6d21wf9
title: Weather Research and Forecasting (WRF) Model Data. Version 1.0

description: This dataset contains Weather Research and Forecasting (WRF) model data from the High Ice Water Content (HIWC) Radar Study project that took place in Fort Lauderdale, Florida; Palmdale, California;. and Kona, Hawaii. WRF is a state-of-the-art atmospheric modeling system designed for both meteorological research and numerical weather prediction. The data file output is from the WRF V4.0 model. The domain for these products moved as the project moved from one location to the next location. Florida, Baja California, and Hawaii are the domains for this dataset. The data files are in netCDF format and are grouped into tar files, one for every 6 hours.. The forecasts are created once every 6 hours at 00, 06, 12 and 18 hours. For best results, only order one 6 hour period at one time, since the data files are very large.
DOI: 10.13140/rg.2.2.23200.65288
title: Global architecture of unfairness: A case of international credit rating agencies in Africa Entwined in debt: China-Zimbabwe relations and socio- economic implications
DOI: 10.5065/d68914ph
title: SOCRATES: NCAR HCR radar moments data. Version 4.0

description: HIAPER Cloud Radar (HCR) moments data collected during the SOCRATES (Southern Ocean Clouds, Radiation, Aerosol Transport Experimental Study) project from 15 January 2018 to 24 February 2018. The data have a 10Hz time resolution and a 19 m range resolution and are available in CfRadial format on a per flight basis. This data set contains all HCR variables at full resolution. A data set which contains only the primary HCR variables at a 2Hz resolution (and also data from the High Spectral Resolution Lidar (HSRL)) is available at the link provided in the "Related links" section below.
DOI: 10.5065/d64j0czs
title: SOCRATES: NCAR HCR radar and GV-HSRL lidar moments data. Version 3.2

description: HIAPER Cloud Radar (HCR) and High Spectral Resolution Lidar (HSRL) moments data collected during the SOCRATES (Southern Ocean Clouds, Radiation, Aerosol Transport Experimental Study) project from 15 January 2018 to 24 February 2018. The data have a 2Hz time and 19m range resolution and are available in CfRadial format. This data set contains only the HCR and HSRL variables considered most useful for the general scientific user. Note that data is only provided when the two instruments were pointing roughly in the same direction. Data sets containing more variables and higher resolution data are available at the links provided in the "Related links" section below.
DOI: 10.57903/uj/ghi0hu
title: Molecular organisation of bacterial membrane composed of polar lipids extracted from E. coli – research data

description: The dataset is intended to serve as a foundation for reproducing molecular dynamics simulations of bacterial membranes composed of lipids extracted from E. coli. It also includes a description of the simulation results.
DOI: 10.15468/dl.g7uwyk
title: Occurrence Download

description: A dataset containing 657 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Geonoma elegans)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 657 records from 73 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036603-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15139/s3/cumgli
title: Data Management and Sharing Plan for: Semiparametric Regression Analysis of Interval-Censored Data in Current Cohort Studies

description: The Data Management and Sharing Plan describes the scientific data to be generated and/or used in the research and outlines a strategy for managing and sharing project data.
description: Data Management and Sharing Plan
DOI: 10.5065/d67943hp
title: Low Rate (LRT - 1 sps) Clouds data subset. Version 3.0

description: This data set includes airborne measurements obtained from the NSF/NCAR HIAPER GV aircraft (Tail Number N677F) during the DC3 project. This dataset contains 2DC data (CONC2DC[AR]_LWOI, DBAR2DC[AR]_LWOI, and PLWC2DC[AR]_LWOI) extracted from updated netCDF data files. Files are in ICARTT format. EOL previously released 1D data for DC3 in ICARTT format. This data is slightly different from that data, so users who are focusing on cloud particle research may wish to download this data.
DOI: 10.48726/2rkrf-xhn35
title: Collected data from Weather station of Tallinn University of Technology (U06) January-August 2025

description: Dataset description

 

This dataset contains meteorological and solar irradiance measurements collected at the TalTech meteorological station from January 1 to August 31, 2025. The dataset includes continuous records of direct, diffuse, and global solar irradiance, as well as key meteorological parameters such as air temperature, humidity, precipitation, wind speed and direction, and atmospheric pressure. Data were logged at high temporal resolution and stored in formats suitable for further scientific analysis.

 

Measurement equipment

 





SOLYS2 Sun Tracker and WS600-UMB Smart Weather Sensor

Fully automatic two-axis sun tracker with GPS positioning and capacity for mounting multiple radiometers. Operates in a wide temperature range and supports Ethernet connectivity for monitoring.




SHP1 Pyrheliometer

Measures direct solar irradiance (DNI) with temperature correction and improved response time. Low-power operation ensures long-term accuracy.




Two SMP10 Pyranometers

Class A pyranometers measuring global (GHI) and diffuse (DHI) solar irradiance, equipped with Modbus® interface, amplified analog output, and CVF4 ventilation unit for reduced maintenance.




WS600-UMB Smart Weather Sensor

All-in-one device measuring air temperature, relative humidity, wind speed and direction, air pressure, and precipitation type, intensity, and amount.




OTT netDL 1000 IP Data Logger

Designed for meteorological stations, supporting multiple sensor interfaces and redundant communication protocols. Ensures secure data storage and real-time transfer.




OTT Hydras 3 net Software

Used for data acquisition, processing, visualization, and network management of meteorological measurements. Provides structured time-series database for reliable long-term storage.



 

 

Data availability

 

The dataset is intended for research and educational purposes. Measurements are available in standardized formats (.xlsx) and can be used for analysis of solar energy potential, climate studies, and validation of simulation models.
DOI: 10.48726/zhev3-e5r64
title: Collected data from Weather station of Tallinn University of Technology (U06) January-August 2025

description: Dataset description

 

This dataset contains meteorological and solar irradiance measurements collected at the TalTech meteorological station from January 1 to August 31, 2025. The dataset includes continuous records of direct, diffuse, and global solar irradiance, as well as key meteorological parameters such as air temperature, humidity, precipitation, wind speed and direction, and atmospheric pressure. Data were logged at high temporal resolution and stored in formats suitable for further scientific analysis.

 

Measurement equipment

 





SOLYS2 Sun Tracker and WS600-UMB Smart Weather Sensor

Fully automatic two-axis sun tracker with GPS positioning and capacity for mounting multiple radiometers. Operates in a wide temperature range and supports Ethernet connectivity for monitoring.




SHP1 Pyrheliometer

Measures direct solar irradiance (DNI) with temperature correction and improved response time. Low-power operation ensures long-term accuracy.




Two SMP10 Pyranometers

Class A pyranometers measuring global (GHI) and diffuse (DHI) solar irradiance, equipped with Modbus® interface, amplified analog output, and CVF4 ventilation unit for reduced maintenance.




WS600-UMB Smart Weather Sensor

All-in-one device measuring air temperature, relative humidity, wind speed and direction, air pressure, and precipitation type, intensity, and amount.




OTT netDL 1000 IP Data Logger

Designed for meteorological stations, supporting multiple sensor interfaces and redundant communication protocols. Ensures secure data storage and real-time transfer.




OTT Hydras 3 net Software

Used for data acquisition, processing, visualization, and network management of meteorological measurements. Provides structured time-series database for reliable long-term storage.



 

 

Data availability

 

The dataset is intended for research and educational purposes. Measurements are available in standardized formats (.xlsx) and can be used for analysis of solar energy potential, climate studies, and validation of simulation models.
DOI: 10.5065/d6hm579m
title: GRAINEX: GTS Mandatory/Significant Level Sounding Data. Version 1.0

description: This data set includes the quality controlled GTS soundings for the Great Plains Irrigation Experiment (GRAINEX) observational period 30 May – 31 July 2018. This data set includes only those stations in the regions for which high vertical resolution data were not available. Those stations with high resolution data are available in a separate data set. A total of 255 quality-controlled, mandatory and significant level resolution soundings are contained in the final data set.
DOI: 10.15468/dl.vbjst6
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Arthraxon hispidus",
 "Country is Georgia",
 "HasCoordinate is true"
 ]
}

 The dataset includes 5 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036606-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13140/rg.2.2.15021.76004
title: Cyrus the Great.pdf
DOI: 10.5065/d6cz360m
title: LBA: Santarem Surface Meteorology and Radiation Data Set. Version 1.0

description: This data set contains the Coordinated Energy and Water Cycle Observation Project (CEOP) Enhanced Observing Period 3 (EOP-3) Large Scale Biosphere-Atmosphere Experiment in Amazonia (LBA) Santarem Surface Meteorology and Radiation Data Set. This data set contains half-hourly data from a single station for the complete CEOP EOP-3 time period (01 October 2002 to 30 September 2003). This data set contains both ASCII data and netCDF data. The ASCII data file covers the entire time period for all stations. The netCDF data file covers the entire time period with one netCDF file for each station.
DOI: 10.15468/dl.xp8f9y
title: Occurrence Download

description: A dataset containing 131 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Arthraxon hispidus",
 "Country is Costa Rica",
 "HasCoordinate is true"
 ]
}

 The dataset includes 131 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036605-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gke45x
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Arthraxon hispidus",
 "Country is Iran (Islamic Republic of)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036607-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5065/d62f7m8q
title: HIWC-RADAR-2018: GTS Mandatory/Significant Level Sounding Data. Version 1.0

description: This data set includes the quality controlled GTS soundings for two High Ice Water Content (HIWC) Radar 2018 observational periods and regions. The first was around Florida for the period of 30 July to 12 August 2018 and the second was across southern California, Baja, and Hawaii for the period 11-30 August 2018. This data set includes only those stations in the regions for which high vertical resolution data were not available. Those stations with high resolution data are available in a separate data set. A total of 281 quality-controlled, mandatory and significant level resolution soundings are contained in the final data set.
DOI: 10.13140/rg.2.2.14202.56006
title: historia de vida Dr Claudio Rafael Vasquez Martinez
DOI: 10.5065/d6s181cs
title: SOCRATES: Multi-Network Composite Highest Resolution Radiosonde Data. Version 1.1

description: This data set contains a composite of the highest vertical resolution (i.e. the “native resolution”) upper air sounding data from all sources for the Southern Ocean Clouds, Radiation, Aerosol Transport Experimental Study (SOCRATES) project in the EOL Sounding Composite (ESC) columnar ASCII format. The data set contains 1888 soundings including the dropsonde data (109 soundings) from the NSF/NCAR Gulfstream-V HIAPER aircraft and the radiosonde data from the ships R/V Investigator (234 soundings), RSV Aurora Australis (208 soundings) and from 19 Australia, New Zealand, and Antarctica operational locations (1337 soundings).
DOI: 10.5065/d6br8r0r
title: WMI/IPC Seeding Aircraft Flight Level Data. Version 1.0

description: This dataset contains data collected for the SNOWIE (Seeded and Natural Orographic Wintertime Clouds: The Idaho Experiment) project. This WMI Idaho Power Company (IPC) Seeding Aircraft data contains measurements from the following instruments: Rosemount 102AU1AP Total Temperature Sensor, Edgetech 137 Vigilant Hygrometer , AIMMS20 , DMT Cloud Droplet Probe (CDP), DMT Liquid Water Content (LWC-100), and part of the Cloud Aerosol and Precipitation Spectrometer. More information regarding these instruments can be found in the documenation files.
DOI: 10.57903/uj/xfirgl
title: Beta-cyclodextrin decorated hyaluronic acid-coated SPIONs for improved delivery of temozolomide - experimental data

description: Research data collected during the laboratory work related to the design of the SPION-based system for temozolomide delivery.
DOI: 10.5065/d670808q
title: GRAINEX: National Weather Service High Resolution Radiosonde Data. Version 1.0

description: This data set includes the quality controlled GRAINEX NWS soundings released at nine sites throughout the Upper Midwestern United States during the GRAINEX field phase (30 May - 31 July 2018). Two stations in the region were only available at mandatory/significant level resolution (KDVN - Davenport, IA and KTOP - Topeka, KS) and are available in a separate data set. A total of 1173 quality-controlled, high vertical resolution (1-second) soundings are contained in the final GRAINEX data set.
DOI: 10.13140/rg.2.2.36432.37125
title: Release Package - HC A-2024-000097 - 2024-08-22-2
DOI: 10.15468/dl.wv6rw6
title: Occurrence Download

description: A dataset containing 740 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Geonoma euspatha)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 740 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036609-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5065/d63b5z0s
title: MAP: NCAR S-Pol radar moments data, CfRadial. Version 1.0

description: S-Pol radar moments data collected during the Mesoscale Alpine Programme (MAP) from September 4 to November 6, 1999. The data are available as hourly tar files in CfRadial format.
DOI: 10.13140/rg.2.2.18606.57922
title: DY STEPS Analysis of PERS034-5S4 148-1 63 Real World Data by the Persian Curve (PC) DY STEP 07 PERSIAN QUANTILE COMPLETE
DOI: 10.5065/d6zk5fjx
title: MAP: NCAR S-Pol radar moments data, DORADE. Version 1.0

description: S-Pol radar moments data collected during the Mesoscale Alpine Programme (MAP) from September 4 to November 6, 1999. The data are available as tar files in dorade format.
DOI: 10.5065/d6tt4pt6
title: PRECIP98: NCAR S-Pol radar moments data, DORADE. Version 1.0

description: S-Pol data from the PRECIP98 project, in support of NASA's TEFLUN-B study near Melborne, Florida. These data are in dorade format and are available in 3-hourly tar files.
DOI: 10.15468/dl.f49xv4
title: Occurrence Download

description: A dataset containing 148 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Roystonea regia",
 "Year 1970-2010"
 ]
}

 The dataset includes 148 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036610-250920141307145/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/13228209
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.5065/d62b8wwf
title: PHIPS-HALO Stereo Imaging Data. Version 1.0

description: This data set presents the stereo micrographs captured by the imager part of the PHIPS-HALO (Particle Habit Imaging and Polar Scattering) instrument that was on-board the NSF/NCAR GV HIAPER aircraft during the SOCRATES experiment over the Southern Ocean region. The images are in png format.
DOI: 10.15468/dl.a837b2
title: Occurrence Download

description: A dataset containing 44 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Arthraxon hispidus",
 "Country is Nicaragua",
 "HasCoordinate is true"
 ]
}

 The dataset includes 44 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036613-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xfrtwe
title: Occurrence Download

description: A dataset containing 10 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Arthraxon hispidus",
 "Country is Jamaica",
 "HasCoordinate is true"
 ]
}

 The dataset includes 10 records from 5 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036611-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zbsbpa
title: Occurrence Download

description: A dataset containing 150 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Arthraxon hispidus",
 "Country is Mexico",
 "HasCoordinate is true"
 ]
}

 The dataset includes 150 records from 25 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036612-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5065/d6xk8ddj
title: National Weather Service High Resolution Radiosonde Data. Version 1.0

description: This data set includes the quality controlled HIWC Radar 2015 NWS soundings released at 20 sites throughout the southeastern United States and Puerto Rico during the HIWC Radar 2015 field phase (9-25 August 2015). Nine stations in the region were only available at mandatory/significant level resolution and are available in a separate data set. A total of 678 quality-controlled, high vertical resolution (1-second) soundings are contained in the final HIWC Radar 2015 data set.
DOI: 10.15468/dl.hhh63a
title: Occurrence Download

description: A dataset containing 137 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Fibrocapsa japonica)",
 "Continent is Europe",
 "HasCoordinate is true",
 "BasisOfRecord is Human Observation"
 ]
}

 The dataset includes 137 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036614-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mh2hst
title: Occurrence Download

description: A dataset containing 342 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Geonoma ferruginea)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 342 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036615-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5065/d6st7npt
title: HIWC-RADAR-2018: National Weather Service High Resolution Radiosonde Data. Version 1.0

description: This data set includes the quality controlled GTS soundings for two High Ice Water Content (HIWC) Radar 2018 observational periods and regions. The first was the southeastern United States for the period of 29 July to 13 August 2018 and the second was across the Pacific Ocean for the period 10-31 August 2018. This data set includes only those stations in the regions for which high vertical resolution data were available. Those stations with the GTS mandatory and significant level data are available in a separate data set. A total of 375 quality-controlled, mandatory and significant level resolution soundings are contained in the final data set.
DOI: 10.5065/d6m61j3x
title: NCAR/EOL R/V Investigator 915 MHz Radar Wind Profiler Products. Version 1.0

description: Quality-controlled 915 MHz profiler winds and vertical beam moments data operated by the NCAR/EOL Integrated Sounding System (ISS) for the SOCRATES / CAPRICORN field campaign. ISS operated a radar wind profiler on board the CSIRO RV Investigator. The primary voyage (CSIRO designation: IN2018_V01) for this deployment set sail from Hobart, TAS, Australia on 11 Jan 2018 into the Southern Ocean and concluded back in Hobart on 22 Feb 2018. A shakedown, test and training cruise (IN2017_E04) took place off the east coast of Tasmania Dec 7 - 11, 2017. The LapXM moment data were processed by EOL software (IDL lapxm_ship_prelim.pro) to generate wind estimates corrected for ship motion, course and heading, partly based on the methods of Johnston (2014). These data were then quality-controlled through the NCAR Improved Moments Algorithm (NIMA). Some gaps in the NIMA-processed data have been filled in with the original LapXM-processed data. This dataset currently includes a Preliminary Data Report that does not reference the NIMA quality-control.