cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.15468/dl.tmuz9s
title: Occurrence Download

description: A dataset containing 13407 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Netherlands",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Philodromidae"
 ]
}

 The dataset includes 13407 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018256-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q99sr7
title: Occurrence Download

description: A dataset containing 5262 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Embioptera"
 ]
}

 The dataset includes 5262 records from 173 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018258-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7935kv
title: Occurrence Download

description: A dataset containing 6882 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is one of (Entacmaea quadricolor (Leuckart, 1828), Radianthus crispa (Hemprich & Ehrenberg, 1834), Radianthus magnifica (Quoy & Gaimard, 1833), Stichodactyla gigantea (Forsskål, 1775), Cryptodendrum adhaesivum (Klunzinger, 1877), Macrodactyla doreensis (Quoy & Gaimard, 1833), Stichodactyla mertensii Brandt, 1835, Stichodactyla haddoni (Saville-Kent, 1893), Radianthus malu (Haddon & Shackleton, 1893), Radianthus Kwietniewski, 1896)",
 "EventDate is greater than or equal to 1950"
 ]
}

 The dataset includes 6882 records from 48 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018254-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mc56e8
title: Occurrence Download

description: A dataset containing 8222 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Abundances and biological traits of the juveniles lamprey sampled in the survey of lamprey abundance Indice on the Oir river (France)"
 ]
}

 The dataset includes 8222 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018257-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21410/7e4/z01rv9
title: Sociologie Politique de l'Insécurité durant les élections Présidentielles de 2022 - vague 4 (ELIPSS 2024)

description: L’insécurité est un thème récurrent dans les sociétés démocratiques modernes. Elle réapparait à intervalles plus ou moins réguliers dans le débat public en fonction de l’actualité. Il est notamment quelques évènements politiques durant lesquels les opinions sur l’insécurité se polarisent fréquemment : c’est le cas des élections présidentielles. Ce projet d’enquête entend répondre à 4 objectifs : - Comprendre le rapport politiques/insécurités ; - Comprendre l’évolution des configurations insécurités/politiques et la remémoration des victimations ; - Améliorer les enquêtes sur l’insécurité et la victimation : combiner les apports des enquêtes françaises et anglosaxonnes ; - Assurer la jonction entre les enquêtes CVS Insee et SSMSI. Le projet SPIP2024 vient compléter les 3 vagues d’enquêtes réalisées dans le cadre SPIP2022 pour en constituer sa quatrième vague.
DOI: 10.21410/7e4/z01rv9/4ityks
title: fr_cdsp_ddi_elipss_202409_spip_v4.xml

description: :unav
DOI: 10.21410/7e4/z01rv9/5yvygb
title: fr_cdsp_ddi_elipss_202409_spip_v4.tab

description: :unav
DOI: 10.21410/7e4/z01rv9/bizy2k
title: fr_cdsp_ddi_elipss_202409_spip_v4.csv.zip

description: :unav
DOI: 10.21410/7e4/z01rv9/glzz02
title: fr_cdsp_ddi_elipss_202409_spip_v4.stata.zip

description: :unav
DOI: 10.21410/7e4/z01rv9/minnyu
title: Documentation_SPIP_v4.pdf

description: :unav
DOI: 10.21410/7e4/z01rv9/pvzwsz
title: Questionnaire_SPIP_v4.pdf

description: :unav
DOI: 10.21410/7e4/z01rv9/trpiqg
title: fr_cdsp_ddi_elipss_202409_spip_v4.sas.zip

description: :unav
DOI: 10.15468/dl.rafvjp
title: Occurrence Download

description: A dataset containing 100 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Quercus acherdophylla Trel."
 ]
}

 The dataset includes 100 records from 38 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018259-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25625/7ut793
title: Results Data Set of the Economic Laboratory Experiment about “Stock Market-relevant Knowledge and Experience vs. Confidence in Share Price Forecasts” as conducted in Ostfalia Laboratory for Experimental Economic Research (OLEW) in November 2024

description: This data set contains results (+ data dictionary) of the economic laboratory experiment about “stock market-relevant knowledge and experience vs. confidence in share price forecasts” as conducted in Ostfalia Laboratory for Experimental Economic Research (OLEW) in November 2024. Moreover, a 300 questions-long question catalog file is included which was used in this experiment.
DOI: 10.25625/7ut793/at0rsu
title: OLEW_knowledge-vs-confidence_question-catalog_2024-11_german.tab

description: German version of the question catalog which was used during the experiment to measure the stock market-relevant knowledge of the participants.
DOI: 10.25625/7ut793/hlaomc
title: OLEW_knowledge-vs-confidence_results_dictionary_2024-11.pdf

description: A data dictionary which provides explanations and sample values or value ranges for the variables as contained in the results file in order to enhance its understanding.
DOI: 10.25625/7ut793/rw2adu
title: OLEW_knowledge-vs-confidence_question-catalog_2024-11_english.csv

description: English machine-translated version of the question catalog which was used in German during the experiment to measure the stock market-relevant knowledge of the participants.
DOI: 10.25625/7ut793/untktx
title: OLEW_knowledge-vs-confidence_results_2024-11.tab

description: File containing the main variables and results from the economic experiment.
DOI: 10.11583/dtu.26538448
title: The Nimbus 6 Electrically Scanning Microwave Radiometer: data rescue

description: The Nimbus 6 Electronic Microwave Radiometer (N6ESMR) was a Single frequency, 37 GHz, dual polarisation radiometer aboard the Nimbus 6 meteorological satellite and was active between June 22, 1975 and August 11, 1977. Its data is one of the few available sources for satellite sea ice monitoring, and might thus be used to expand the record of sea ice behavior if processed. However, the original level 1 radiance data were never archived, meaning that the only available data source is printed grayscale data images intended for manual analysis, which was stored on 70 mm film strips as both positives and negative. Scanned TIF images of these were made available in 2022 at the Goddard Earth Science Data Information and Services Center (GES DISC).For this project, a framework has been developed for recovering parts of the data from the TIFs using various image analysis and machine learning techniques all described in the corresponding paper. The utilized code is available at https://github.com/EHTellefsen/N6ESMR_rescue, while the resulting dataset is available here as NetCDF4-files for both positive an negative images from between 12 June 1975 and 31 March 1976. Full description of the contents of the files is available within the files.
DOI: 10.11583/dtu.26538448.v1
title: The Nimbus 6 Electrically Scanning Microwave Radiometer: data rescue

description: The Nimbus 6 Electronic Microwave Radiometer (N6ESMR) was a Single frequency, 37 GHz, dual polarisation radiometer aboard the Nimbus 6 meteorological satellite and was active between June 22, 1975 and August 11, 1977. Its data is one of the few available sources for satellite sea ice monitoring, and might thus be used to expand the record of sea ice behavior if processed. However, the original level 1 radiance data were never archived, meaning that the only available data source is printed grayscale data images intended for manual analysis, which was stored on 70 mm film strips as both positives and negative. Scanned TIF images of these were made available in 2022 at the Goddard Earth Science Data Information and Services Center (GES DISC).For this project, a framework has been developed for recovering parts of the data from the TIFs using various image analysis and machine learning techniques all described in the corresponding paper. The utilized code is available at https://github.com/EHTellefsen/N6ESMR_rescue, while the resulting dataset is available here as NetCDF4-files for both positive an negative images from between 12 June 1975 and 31 March 1976. Full description of the contents of the files is available within the files.
DOI: 10.15468/dl.tcxku5
title: Occurrence Download

description: A dataset containing 824 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "TaxonKey is Embioptera"
 ]
}

 The dataset includes 824 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018260-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dvbvvr
title: Occurrence Download

description: A dataset containing 64 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Human Observation, Observation, Machine Observation)",
 "Country is China",
 "GadmGid is one of (CHN.16.6_1, CHN.16.10_1, CHN.16.5_1)",
 "TaxonKey is Syrmaticus ellioti (Swinhoe, 1872)"
 ]
}

 The dataset includes 64 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018261-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.10207686
title: Validating the simulation of beam-ion charge exchange in MAST Upgrade

description: The data that support the findings of the scientific article: P. Ollus et al. (2023) "Validating the simulation of beam-ion charge exchange in MAST Upgrade", Plasma Phys. Control. Fusion.
DOI: 10.5281/zenodo.10207687
title: Validating the simulation of beam-ion charge exchange in MAST Upgrade

description: The data that support the findings of the scientific article: P. Ollus et al. (2023) "Validating the simulation of beam-ion charge exchange in MAST Upgrade", Plasma Phys. Control. Fusion.
DOI: 10.15468/dl.ea64gs
title: Occurrence Download

description: A dataset containing 319632 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "Year 2020-2020"
 ]
}

 The dataset includes 319632 records from 281 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018236-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.va8t3j
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Arhopalus hispaniolae (Fisher, 1942)"
 ]
}

 The dataset includes 12 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0018262-250310093411724/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.1594/pangaea.887470
title: The Global Streamflow Indices and Metadata Archive (GSIM) - Part 2: Time Series Indices and Homogeneity Assessment

description: This data contribute to the Global Streamflow Indices and Metadata Archive (GSIM) and hold a collection of quality controlled time series indices at more than 30000 stations representing (i) the water balance, (ii) the seasonal cycle, (iii) low-flows and (iv) floods. Time series indices are available at monthly, seasonal and yearly resolution. For each time resolution the data are stored in text-files, each representing an individual station. The time series indices are accompanied by a table containing information on time-series homogeneity and a readme file.
DOI: 10.24432/c5cc84
title: SMS Spam Collection
DOI: 10.24432/c5fs64
title: NATICUSdroid (Android Permissions)
DOI: 10.25581/spruce.051/1433836
title: SPRUCE Tree Growth Assessments of Picea and Larix in S1-Bog Plots and SPRUCE Experimental Plots, Beginning in 2011, Version 2

description: This data set reports tree growth measurements of mature Picea mariana and Larix laricina located in the S1-Bog permanent plots and the SPRUCE experimental study plots. Data have been collected annually from 2011 to 2024 (2011-02-23 to 2024-02-26) in late February/ early March to capture the productivity of the previous growing season (i.e. the February 2024 measurements track the 2023 growing season). Data collections are anticipated to continue through February of 2026 and this data set will be appended annually. 

Initial observations in 2011 included measurements of circumference at 1.3 m (diameter at breast height assessments; DBH) above the nominal bog hollow surface, tree heights and crown diameters. Subsequent annual measurements have focused on the measures of circumference at DBH. Supplemental tree height data collected via terrestrial lidar (Graham et al. 2019) were initiated in 2016 and have been maintained annually. Circumference measurements to the nearest 0.1 cm are converted to DBH in cm and basal area at DBH in (cm2). Tree height and crown diameter are measured to the nearest 0.1 m. This dataset contains one data file in comma separate (*.csv) format. 

User Note: In this Version 2, some previously released ‘Circum_Status’ values were updated to fix misread field measurements in previous years. The new data file, SPRUCE_Tree_Growth_Archive_20240620.csv, supersedes and replaces the previous, SPRUCE_Tree_Growth_Archive_20230327.csv.
DOI: 10.25581/spruce.067/1515552
title: SPRUCE Terrestrial Laser Scanning of Experimental Plots, Beginning in 2015

description: This data set comprises terrestrial laser scanning (TLS) point clouds from the SPRUCE experimental plots located in the S1-Bog of the Marcell Experimental Forest (MEF) near Grand Rapids, Minnesota. In 2015 and 2020 the 12 experimental SPRUCE plots were scanned near peak foliage ("summer”). In 2016-2019 and 2021-2023 the 12 plots were scanned prior to green up ("spring”) and once near peak foliage (Table 1). Additional data will be added through summer 2025.

A RIEGL VZ-1000 unit was used to collect all scans. Four TLS scans in each plot were registered to produce a single point cloud per plot using RiSCAN PRO v2.3 software. Up to six additional scans were registered to account for data occlusion when necessary. Point clouds are saved in LAS (*.las) 1.2 format. Point clouds were geo-registered to surveyed plot locations. There are 192 *.las files provided with this dataset.
DOI: 10.3334/cdiac/spruce.004
title: SPRUCE S1 Bog Vegetation Allometric and Biomass Data: 2010-2011

description: This data set reports the results of measurements on sampled aboveground tissues of trees (Picea mariana and Larix laricina), shrubs (Ledum, Chamaedaphne, and Vaccinium), and ground layer vegetation (all species) of the S1 Bog located in areas adjacent to planned experimental study plots. Ground layer vegetation was sampled from both hummocks and hollows, within a 0.25 m2 plot, to evaluate total standing biomass of bog vegetation at or near the peak of annual production. Vegetation was harvested, processed, and measured in July of 2010 and again in June of 2011.
DOI: 10.5066/f7542kmd
title: GIS Features of the Geospatial Fabric for National Hydrologic Modeling
DOI: 10.5281/zenodo.13829757
title: TECdisplay data for Clostridium beijerinckii pfl ZTP riboswitch variant libraries

description: Transcription termination/antitermination efficiency data for the Clostridium beijerinckii pfl ZTP riboswitch variant libraries. Data were generated using the Transcription Elongation Complex Display (TECdisplay) procedure.
description: This work was supported by the National Institute of General Medical Sciences of the National Institutes of Health under Award Number R35GM147137 (to E.J.S) and by start-up funding from the University at Buffalo (to E.J.S). The content is solely the responsibility of the authors and does not necessarily represent the official views of the National Institutes of Health.
DOI: 10.5281/zenodo.14782525
title: Biomass Burning Aerosol Radiative Effects in the Southeast Atlantic Depend Strongly on Meteorological Forcing Method
DOI: 10.5281/zenodo.14853828
title: A database of non-aqueous proton conductors

description: This dataset supports the publication titled "A database of non-aqueous proton conducting materials," which compiles experimental data on non-aqueous proton conductors from 48 peer-reviewed papers. The dataset encompasses 74 distinct compounds, yielding a total of 3152 data points that cover a broad temperature range from −70°C to 260°C.

Contents of the Dataset:





Chemical Structures: Molecules are encoded using SMILES (Simplified Molecular-Input Line-Entry System) for easy parsing and compatibility with cheminformatics tools.




Experimental Data: The dataset includes proton conductivity and proton diffusion coefficients. Parameters are reported both for doped and undoped systems, with doping levels explicitly quantified.




File Formats:





Raw Data: An Excel spreadsheet (.xlsx) with two sheets (“Compounds” and “Parameters”) containing original data as extracted from the papers.




Cleaned Data: Two tab-separated values (.tsv) files, containing conductivity and diffusion coefficients, which have been standardized for easy integration into machine learning models.
DOI: 10.6084/m9.figshare.27629925.v2
title: Ameliorative impact of Juniperus Macrocarpa extract on methotrexate-induced hepatic damage in rats

description: AbstractMethotrexate (MTX) is an antifolate medication indicated to treat an array of tumors and autoinflammatory maladies. MTX may exhibit harmful impacts on multiple organs, especially liver injury and cirrhosis. Juniperus macrocarpa is a medicinal herb enriched with polyphenols and flavonoids featuring robust anti-inflammatory and antioxidant benefits. This study aimed to evaluate the hepatoprotective effects of Juniperus macrocarpa aqueous extract on MTX-aggravated liver toxicity. The study involved 20 male middle-aged albino rats, arbitrarily allocated into 4 groups of 5 animals each. Group 1 (control) was given distilled water (DW) once daily for two weeks. Group 2 (MTX) got an intraperitoneal single dose of MTX (20 mg/kg) for two weeks. Rats in groups 3 and 4 were given daily dosages of 100 mg and 200 mg of Juniperus macrocarpa aqueous extract, respectively, for two weeks before receiving a single intraperitoneal MTX injection. Juniperus macrocarpa extracts at both low and high doses substantially alleviated the MTX-provoked biochemical alterations, as evidenced by decreased levels of inflammatory parameters including TNF-α and IL-6 and hepatic enzymes including ALT, AST, and ALP. Juniperus macrocarpa also significantly boosted levels of the antioxidant enzymes, including SOD and GPX. Moreover, Juniperus macrocarpa extract attenuated congestive and degenerative hepatic changes, as indicated by improved histopathological findings. In conclusion, the antioxidant and anti-inflammatory activities of Juniperus macrocarpa extract are a promising approach for ameliorating MTX-aggravated hepatotoxicity.<br>
DOI: 10.7265/gq4p-zz56
title: Randolph Glacier Inventory - A Dataset of Global Glacier Outlines, Version 5
DOI: 10.17188/1195259
title: Materials Data on EuAl2 by Materials Project

description: EuAl2 is Cubic Laves structured and crystallizes in the cubic Fd-3m space group. The structure is three-dimensional. Eu is bonded in a 12-coordinate geometry to four equivalent Eu and twelve equivalent Al atoms. All Eu–Eu bond lengths are 3.54 Å. All Eu–Al bond lengths are 3.39 Å. Al is bonded to six equivalent Eu and six equivalent Al atoms to form a mixture of edge, face, and corner-sharing AlEu6Al6 cuboctahedra. All Al–Al bond lengths are 2.89 Å.
DOI: 10.25581/spruce.052/1433837
title: SPRUCE Shrub-Layer Growth Assessments in S1-Bog Plots and SPRUCE Experimental Plots beginning in 2010

description: This data set reports shrub layer growth assessments for the S1-Bog on the Marcell Experimental Forest in Minnesota from 2010 through 2023 (2010-08-01 to 2023-08-31, no data were collected in 2020 and 2022). Data were obtained by destructively harvesting selected plots of varying number and size. In early years a distinct hummock and a hollow sampling square were both collected, but in later years unsampled hollow areas became unavailable due to prior sampling or instrument installations. Harvested samples were broken down species, tissue type (leaf or stem/), and by whether tissue was from the current year’s growth or growth from previous year’s growth. Dry mass of the leaf and stem fractions are provided. For 2011, 2012, 2017, 2018 and 2023, tissue carbon (C) and nitrogen (N) measurements are available for select samples. Future growth assessments are planned for 2025 and will be appended to this dataset. This dataset contains one data file in comma-separate (*.csv) format.
DOI: 10.3334/cdiac/spruce.032
title: SPRUCE Whole Ecosystems Warming (WEW) Environmental Data Beginning August 2015

description: This data set provides the environmental measurements collected during the implementation of operational methods to achieve both deep soil heating (0-3 m) and whole-ecosystem warming (WEW) appropriate to the scale of tall-stature, high-carbon, boreal forest peatlands. The methods were developed to allow scientists to provide a plausible set of ecosystem warming scenarios within which immediate and longer term (one decade) responses of organisms (microbes to trees) and ecosystem functions (carbon, water and nutrient cycles) could be measured. Elevated CO2 was also incorporated to test how temperature responses may be modified by atmospheric CO2 effects on carbon cycle processes.
DOI: 10.5281/zenodo.10667088
title: ENTRANT: A Large Financial Dataset for Table Understanding

description: Tabular data is a way to structure, organize and present information conveniently and effectively. Real-world tables present data in two dimensions by arranging cells in matrices that summarize information and facilitate side-by-side comparisons. Recent research efforts aim to train large models with machine learning methods to understand structured tables, a process that enables knowledge transfer in various downstream tasks. Model pre-training, though, requires large tabular datasets, conveniently formatted to reflect cell and table properties and characteristics. This paper presents a financial dataset, called ENTRANT that comprises millions of tables. The tables are transformed to reflect cell attributes, as well as positional and hierarchical information. Hence, they facilitate, among other things, pre-training tasks for table understanding with deep learning methods. The dataset provides table and cell information along with the corresponding metadata in a machine-readable JSON format. Furthermore, we have automated all data processing and curation in a free and open-access project. Moreover, we have technically validated the dataset, through unit testing of high code coverage. Finally, we demonstrate the use of the dataset in a pre-training task of a state-of-the-art model, which is also used for downstream cell classification.