cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.48577/jpl.mezxjd
title: Clouds of steel: The ferromagnetic behaviour of low clouds over the Gulf of Guinea

description: This study uses MODIS and ERA5 data to calibrate a stochastic model for low-cloud cover over the Gulf of Guinea based on the Ising model of ferro-magnetic materials. The Ising model is based on the Gibbs equilibrium measure, which minimizes a Hamiltonian energy that incorporates external and internal interaction potentials. MODIS cloud cover data are used to constraint the first three moments of the cloud area fraction (CAF) frequency distributions while the bulk atmospheric boundary layer (ABL) temperature ($T_{mean}$) is used to drive the Ising model. The strength of the Hamiltonian's internal and external potentials $J_0$ and $h_0$ are machine learned from these data via a hybrid optimization method. The MODIS mean-CAF values are found to be highly correlated with ERA5 ABL temperatures but less so with respect to specific humidity, which is consistent with earlier studies. The MODIS CAF frequency distributions, binned by mean ABL temperature ($T_{mean}$), exhibit a robust bimodal structure, indicating three distinct cloud regimes: low-, intermediate-, and high-CAF. The calibrated Ising model reproduces these regimes through its metastable behaviour, characterized by triple equilibria—two stable (clear and cloudy states) and one unstable, which is intermediate. The MODIS data and the model results distinctively exhibited comparable deviations from near-identical power-law fits of the mean CAF on temperature. Moreover, as the ABL temperature decreases the CAF frequency distribution undergoes a regime change from low CAF, to a moderate CAF, and high CAF regimes in both MODIS and simulation data. Notably, both data exhibited a meandering behaviour associated with the regime changes. Furthermore, a parameterization of the optimal $J_0$ and $h_0$ as a function of the ERA5 ABL temperature was derived. The learning algorithm’s preference for high $J_0$ and $h_0$ values causes model simulations to favour CAF values near stable equilibria and exaggerate the distribution peaks near critical points. This aligns with the Ising model’s behaviour at low temperatures. To accurately capture observed deviations from equilibrium, smaller values of $h_0$ and $J_0$ are necessary. This could be attributed to the use of crude learning metrics, and information theoretic methods might improve the model.
DOI: 10.15468/dl.ztbbeu
title: Occurrence Download

description: A dataset containing 1267 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is one of (France, Guadeloupe, Martinique, Saint Martin (French part), Saint Barthélemy, Saint Pierre and Miquelon, French Guiana, French Southern Territories, Mayotte, Réunion, French Polynesia, New Caledonia, Wallis and Futuna)",
 "Geometry POLYGON((4.52783 45.70412,4.56182 45.70412,4.56182 45.72332,4.52783 45.72332,4.52783 45.70412))",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 1267 records from 21 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002787-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.eqfn2n
title: Occurrence Download

description: A dataset containing 2049 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Issue is Geodetic datum assumed WGS84",
 "OccurrenceStatus is Present",
 "PublishingOrg is one of (ff90b050-c256-11db-b71b-b8a03c50a862, b459e790-0d3c-11d9-8431-b8a03c50a862)",
 "TaxonKey is Ateles geoffroyi"
 ]
}

 The dataset includes 2049 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002786-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.997xvb
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 "Geometry POLYGON((32.25294 25.93624,32.43602 25.93624,32.43602 26.09888,32.25294 26.09888,32.25294 25.93624))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 2000-2025"
 ]
}

 The dataset includes 35 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002789-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5rbsvp
title: Occurrence Download

description: A dataset containing 224 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation)",
 "Continent is Europe",
 "OccurrenceStatus is Present",
 "TaxonKey is Crocidura gueldenstaedtii",
 "Year 2000-2025"
 ]
}

 The dataset includes 224 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002788-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.17447499
title: PUDL Raw EIA Form 930 -- Hourly and Daily Balancing Authority Operations Report

description: The EIA Form 930 provides hourly demand and generation statistics by balancing area (or sub-balancing area in the case of some larger areas). These statistics include a breakdown by energy source (coal, gas, hydro, wind, solar, etc.) as well as interchange between the balancing areas, including international exchanges with Canada and Mexico. Archived from 
https://www.eia.gov/electricity/gridmonitor/

This archive contains raw input data for the Public Utility Data Liberation (PUDL)
software developed by Catalyst Cooperative. It is
organized into Frictionless
Data Packages. For additional information about this data and PUDL, see the
following resources:


  
The PUDL Repository on GitHub
  
PUDL Documentation
  
Other Catalyst Cooperative data archives
DOI: 10.15468/dl.8u93at
title: Occurrence Download

description: A dataset containing 30 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation)",
 "Continent is Europe",
 "OccurrenceStatus is Present",
 "TaxonKey is Crocidura canariensis",
 "Year 2000-2025"
 ]
}

 The dataset includes 30 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002791-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m6n9y5
title: Occurrence Download

description: A dataset containing 46 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Asterophysus batrachus"
 ]
}

 The dataset includes 46 records from 19 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002792-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2c3yw6
title: Occurrence Download

description: A dataset containing 379 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation, Specimen, Occurrence evidence)",
 "Country is South Africa",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Trachyandra falcata"
 ]
}

 The dataset includes 379 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002795-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5hsagu
title: Occurrence Download

description: A dataset containing 208 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Saussurea obvallata"
 ]
}

 The dataset includes 208 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002796-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gwnbd8
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation)",
 "Continent is Europe",
 "OccurrenceStatus is Present",
 "TaxonKey is Neomys teres",
 "Year 2000-2025"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002794-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5bduwm
title: Occurrence Download

description: A dataset listing the 3 species recorded in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation, Specimen, Occurrence evidence)",
 "Country is South Africa",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Trachyandra ciliata"
 ]
}

 The dataset's 3 records were derived from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002756-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.2hakus
title: Occurrence Download

description: A dataset containing 72500 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Slovenia",
 "DatasetKey is EOD – eBird Observation Dataset",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year is 2024"
 ]
}

 The dataset includes 72500 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002735-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5517/ccdc.csd.cc2c4pks
title: CCDC 2179255: Experimental Crystal Structure Determination

description: Related Article: Nanhao Jin|2024|CSD Communication|||
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.3886/e239235
title: Student Affordability Toolkit (SEAT) v1.2 — USA Student Cost Data 1990–2025

description: Canonical landing page and documentation: https://www.thepricer.org/student/resources/<br><br>The Student Affordability Toolkit (SEAT) v1.2 is a time-series dataset that estimates how many hours a typical U.S. student must work to cover basic monthly survival costs, 1990–2025.
The dataset converts major living and academic expenses into “hours of work” using the federal minimum wage (net of typical payroll withholding) to give a comparable affordability signal across years.
Costs are grouped into a “student month” basket: shared off-campus rent and utilities, basic groceries, transportation, phone/internet, and typical out-of-pocket academic costs (tuition/fees portion not covered by aid, books/supplies).
Outputs include: (1) raw dollar estimates for each cost category by year; (2) the same basket expressed in hours of work per month; and (3) a Monthly Survival Hours (MSH) measure and Work-to-Essentials Index (WTEI) that summarize student burden over time.
The goal is to give students, journalists, and universities a transparent way to talk about affordability without needing to parse loan jargon or inflation-adjusted dollars. SEAT is intended for public use in advising, financial aid communication, affordability dashboards, and policy discussions.<br><br>
DOI: 10.3886/e239235v1
title: Student Affordability Toolkit (SEAT) v1.2 — USA Student Cost Data 1990–2025

description: Canonical landing page and documentation: https://www.thepricer.org/student/resources/<br><br>The Student Affordability Toolkit (SEAT) v1.2 is a time-series dataset that estimates how many hours a typical U.S. student must work to cover basic monthly survival costs, 1990–2025.
The dataset converts major living and academic expenses into “hours of work” using the federal minimum wage (net of typical payroll withholding) to give a comparable affordability signal across years.
Costs are grouped into a “student month” basket: shared off-campus rent and utilities, basic groceries, transportation, phone/internet, and typical out-of-pocket academic costs (tuition/fees portion not covered by aid, books/supplies).
Outputs include: (1) raw dollar estimates for each cost category by year; (2) the same basket expressed in hours of work per month; and (3) a Monthly Survival Hours (MSH) measure and Work-to-Essentials Index (WTEI) that summarize student burden over time.
The goal is to give students, journalists, and universities a transparent way to talk about affordability without needing to parse loan jargon or inflation-adjusted dollars. SEAT is intended for public use in advising, financial aid communication, affordability dashboards, and policy discussions.<br><br>
DOI: 10.15468/dl.gsmjuj
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CatalogNumber is one of (K000341566, K001082354, K001082367, K001598611, K002692553, K002983807, K004289716, K006594764, K003262220, BM000078132, BM000943779, E00372715, K001082355, K001082368, BM015177041, BM015177042, E00372716, K002983808, K003262219, K003262221)",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 20 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002798-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hzpadv
title: Occurrence Download

description: A dataset containing 23283 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Icterus auratus",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 23283 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002799-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.z982j9
title: Occurrence Download

description: A dataset containing 165 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Coilia nasus"
 ]
}

 The dataset includes 165 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002801-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.re86yu
title: Occurrence Download

description: A dataset containing 1062 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation)",
 "Continent is Europe",
 "OccurrenceStatus is Present",
 "TaxonKey is Neomys anomalus",
 "Year 2000-2025"
 ]
}

 The dataset includes 1062 records from 45 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002803-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.73hbn4
title: Occurrence Download

description: A dataset containing 26304 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Agropyron cristatum"
 ]
}

 The dataset includes 26304 records from 508 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002800-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sj9uqy
title: Occurrence Download

description: A dataset containing 9332 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation)",
 "Continent is Europe",
 "OccurrenceStatus is Present",
 "TaxonKey is Neomys fodiens",
 "Year 2000-2025"
 ]
}

 The dataset includes 9332 records from 306 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002802-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.gvqahw
title: Occurrence Download

description: A dataset containing 2 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation, Machine Observation)",
 "Continent is Europe",
 "OccurrenceStatus is Present",
 "TaxonKey is Sorex volnuchini",
 "Year 2000-2025"
 ]
}

 The dataset includes 2 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002805-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.77fzfq
title: Occurrence Download

description: A dataset listing the 40 species recorded in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((158.10188 -7.28371,158.93271 -9.69892,161.13538 -10.06603,160.04371 -7.72811,158.10188 -7.28371))",
 "OccurrenceStatus is Present",
 "TaxonKey is Amphibia"
 ]
}

 The dataset's 40 records were derived from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002754-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.s5kgqy
title: Occurrence Download

description: A dataset containing 42 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Ammopiptanthus nanus"
 ]
}

 The dataset includes 42 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002807-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.48577/jpl.dhswxr
title: NASA DARES Task Force 1 Group Leader Discussion

description: No abstract available.
DOI: 10.34808/c9yy-z970
title: TG (thermogravimetry) analyses - TiO2 (titanium dioixide) coating of thermally shrunk EPS (expanded polystyrene)

description: TG analyses were performed for polystyrene spheres coated by TiO2. Thermal analyses of polystyrene spheres only were also performed. The content of inorganic remaining was used for calculation the quantity of TiO2 coating in the polystyrene spheres.
DOI: 10.34808/p22s-y356
title: Description of symmetrical prolate ellipsoid magnetic signature parameters-Be = 50 mT, I = 70 deg, z = 200 m, q = 100 deg, j = 45 deg, a =4 m, e = 4, mr = 100

description: The Earth magnetic field (Fig.1): BE – total magnetic flux density, BEx – x component of the Earth magnetic flux density, BEy = 0  y component of the Earth magnetic flux density, BEz – z component of the Earth magnetic flux density, I – the inclination of the Earth magnetic field.
 
The symmetrical prolate ellipsoid (Fig.2): L – length of the ellipsoid, a – radius of the ellipsoid, e – unidimensional coefficient, q - vertical angle, j - horizontal angle.
 
For each scenario there are the following files:
Ind_Bx_[BE]_[I]_[z]_[q]_[j]_[a]_[e]_[mr]        Bx – component of the ellipsoid magnetic flux density [nT]
Ind_By_[BE]_[I]_[z]_[q]_[j]_[a]_[e]_[mr]        By –  component of the ellipsoid magnetic flux density [nT]
Ind_Bz_[BE]_[I]_[z]_[q]_[j]_[a]_[e]_[mr]         Bz – component of the ellipsoid magnetic flux density [nT]
Ind_x_[BE]_[I]_[z]_[q]_[j]_[a]_[e]_[mr]           x coordinate [m]
Ind_y_[BE]_[I]_[z]_[q]_[j]_[a]_[e]_[mr]           y coordinate [m]
 
were:
BE [mT], I [deg], z [m], q [deg], j [deg], mr – relative magnetic permeability
Ind – induced magnetization of the ellipsoid
For the following parameters: Be = 50 mT, I = 70 deg, z = 200 m, q = 100 deg, j = 45 deg, a =4 m, e = 4, mr = 100
The names files are:
Ind_Bx_50_70_200_100_45_4_4_100        Bx – component of the ellipsoid magnetic flux density [nT]
Ind_By_50_70_200_100_45_4_4_100        By – component of the ellipsoid magnetic flux density [nT]
Ind_Bz_50_70_200_100_45_4_4_100        Bz – component of the ellipsoid magnetic flux density [nT]
Ind_x_50_70_200_100_45_4_4_100           x coordinate [m]
Ind_y_50_70_200_100_45_4_4_100          y coordinate [m]
DOI: 10.34808/ykr3-fe40
title: Measurement file of stainless stell shaft LSS1 and LSS2 with diameter 95,995 with 3d measurment device

description: 3d point cloud consist of measured points on new stainless steel shaft used during testing hydrodynamic journal PEEK bearing.
DOI: 10.34808/8dvd-d053
title: XRD and electrochemical results for MoO3 films deposited using pulsed laser deposition system

description: The attached data contains XRD and electrochemical results for MoO3 films deposited on fluorine-doped tin oxide glasses. Films were deposited using a pulsed laser deposition system at different conditions. Part of the samples was deposited at room temperature and then annealed at 575°C for given times (samples labeled PLD_RT_575C_xmin, where x stands for annealing time). Other samples were deposited at 450°C (PLD_450C) in different gas atmospheres. Electrochemical measurements were performed in 1 M AlCl3 aqueous solution with a 2.5 mV/s scan rate.
DOI: 10.15468/dl.v8kp3t
title: Occurrence Download

description: A dataset containing 58 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Machine Observation, Human Observation, Occurrence evidence)",
 "Geometry POLYGON((32.25602 25.90813,32.38823 25.90712,32.47865 25.90338,32.46822 26.02411,32.47117 26.0996,32.25294 26.09888,32.25602 25.90813))",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 2000-2025"
 ]
}

 The dataset includes 58 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002810-251025141854904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34808/5xz5-sh56
title: The Gini index in Poland in 2008-2017

description: When assessing the level of poverty, one should use indicators presenting indicators of social inequality in terms of income, indicators of prosperity and poverty In Poland, the situation in terms of inequality is improving, but as measured by the Gini coefficient. The coefficient, which ranges from zero to one hundred percent, the higher it is, the worse it is and the greater the inequality. In recent years, Poland has significantly improved the indicator, therefore there is no problem of income inequality, as it is close to the average EU level.