cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25574/41760
title: Chandra X-ray Observatory ObsId 41760
DOI: 10.5281/zenodo.17142283
title: The Teachers' Occupational Wellbeing Study

description: The Teachers’ Occupational Wellbeing Study examines Finnish teachers’ occupational wellbeing, along with its predictors and outcomes, using a comprehensive survey questionnaire. Attention is also given to demographic aspects, such as regional differences and variation across educational levels and institutions. The aim is to use the findings to inform interventions, teacher training, and policy development.

The study began in spring 2020, at the onset of the COVID-19 pandemic and was started by Professor Katariina Salmela-Aro (1961-2025). Since then, data have been collected biannually every spring and autumn. In addition, the collection of longitudinal data began in spring 2024. This design enables the examination of both general trends (cross-sectional data) and individual-level changes over time (longitudinal study).

The survey data have been gathered in close collaboration with the Trade Union of Education in Finland (OAJ), consisting of responses from its members. The participants include teachers from across Finland and all educational levels.

The study is currently part of and funded by the EDUCA Flagship. More information about the study and its main results can be found on the EDUCA Flagship website and in the supporting materials provided on this page. 

The project is currently led by University Lecturer Dr. Lauri Hietajärvi (lauri.hietajarvi@helsinki.fi) from University of Helsinki, Finland, and managed by Dr. Olli-Pekka Heinimäki (olli-pekka.heinimaki@helsinki.fi) from the same university. 

****

Selected sections of datasets from 2020 to 2024 have been made openly available for anyone to use. Please read the relevant documentation carefully before working with the data. Should you have any questions, please contact the project management.

The attached documents includes:



Teacher occupational wellbeing study data collection report – openly distributed version: Details about the project and data collection.



Time Series 2020–2025: Key wellbeing trends across the full dataset (each time point).




Representativeness of the Data: Estimates of representativity at each measurement point.




Teacher_occupational_wellbeing_measures_overall: Summary of all measures included in the survey across timepoints.




README: Information about the open-access datasets and how they were generated from the original data.




2020_Spring.zip – 2024_Spring.zip: Nine open-access datasets collected at different time points (each provided in both .sav and .csv formats).




Scale documentation 2020–2024 open: Scale documents for each of the published nine datasets.
DOI: 10.15468/dl.g53frt
title: Occurrence Download

description: A dataset containing 3747 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Neosalanx argentea, Neosalanx oligodontis, Neosalanx pseudotaihuensis, Schizothorax cryptolepis, Schizothorax eurystomus, Glyptothorax longjiangensis, Glyptothorax interspinalus, Glyptothorax honghensis, Glyptothorax quadriocellatus, Glyptothorax minimaculatus, Glyptothorax obscurus, Niwaella laterimaculata, Glyptothorax longicauda, Schistura callichromus, Schistura caudofurca, Schistura chapaensis, Schistura conirostris, Schistura longa, Schistura macrotaenia, Pteronemacheilus meridionalis, Schistura nandingensis, Schistura tirapensis, Triplophysa anterodorsalis, Triplophysa brevicauda, Triplophysa cuneicephala, Triplophysa furva, Triplophysa heyangensis, Triplophysa crassilabris, Triplophysa hsutschouensis, Triplophysa lacustris, Triplophysa macromaculata, Triplophysa macrophthalma, Triplophysa microphysa, Triplophysa moquensis, Triplophysa nandanensis, Triplophysa obtusirostra, Triplophysa polyfasciata, Triplophysa sellaefer, Triplophysa tanggulaensis, Triplophysa venusta, Triplophysa xichangensis, Triplophysa xiqiensis, Hedinichthys macropterus, Schistura polytaenia, Nemacheilus shuangjiangensis, Nemacheilus yingjiangensis, Tor kulkarnii, Poropuntius burtoni, Puntius nangalensis, Pangio longipinnis, Pangio pangia, Macrognathus malabaricus, Garra menoni, Horalabiosa joshuai, Horalabiosa palaniensis, Pethia punctata, Jenynsia weitzmani, Sectoria heterognathos, Rasbora rubrodorsalis, Poropuntius carinatus, Laocypris hispida, Laides longibarbis, Heteropneustes kemratensis, Rhinogobius leavelli, Pao cochinchinensis, Badis ruber, Poropuntius normani, Rhinogobius milleri, Rhinogobius vermiculatus, Gymnoamblyopus novaeguineae, Sineleotris namxamensis, Rhinogobius multimaculatus, Pao cambodgiensis, Rhinogobius nammaensis, Notropis rafinesquei, Neolissochilus hemispinus, Rhinogobius yaoshanensis, Ctenogobius szechuanensis, Rhinogobius cliffordpopei, Sarcocheilichthys hainanensis, Traccatichthys taeniatus, Rhinogobius filamentosus, Dermogenys siamensis, Rhinogobius lindbergi, Rhinogobius parvus, Labeo barbatulus, Garra cyclostomata, Neodontobutis tonkinensis, Papuligobius uniporus, Altigena tonkinensis, Decorus, Altigena wui, Telestes muticellus, Haplochromis insidiae, Haplochromis microchrysomelas, Haplochromis rubescens, Moenkhausia levidorsa, Moenkhausia copei, Badis chittagongis, Badis kanabos)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 3747 records from 82 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001987-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.6bcr25
title: Occurrence Download

description: A dataset containing 1195 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Athene blewitti"
 ]
}

 The dataset includes 1195 records from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001988-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18429283
title: PMP input data

description: This document contains the input data for the PMP model.
DOI: 10.5281/zenodo.18429282
title: PMP input data

description: This document contains the input data for the PMP model.
DOI: 10.15468/dl.g4s38t
title: Occurrence Download

description: A dataset containing 5963 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhizophora mangle",
 "HasCoordinate is true",
 "Year is greater than or equal to 1980",
 "Year is less than or equal to 2010",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 {
 "not" : {
 "HasGeospatialIssue" : [
 "is true"
 ]
 }
 }
 ]
}

 The dataset includes 5963 records from 170 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001989-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25326/638
title: IAGOS Daily mean profiles at 4 levels - L3

description: This data product contains daily mean profiles over airports visited by the IAGOS fleet. Profiles are calculated for the main variables (ozone, carbone monoxide, etc.) observed by the IAGOS instruments during take-off and landing. The data source are the fully calibrated data (i.e. Data Processing Level 2).
Mean profiles are proposed for the most visited airports.
Profiles are averaged at a daily resolution and within four vertical layers:
- 500 m: surface data under 500 m
- PBL: in Planetary boundary layer, as defined by the ECMWF [I can provide more details if needed]
- FT: Free Troposphere, defined as the layer between PBL and the iso-surface PV=2 +75 hPa
- UT: Upper Troposphere, defined as the layer between the iso-surface PV=2 +75 hPa and the iso-surface PV=2 +15 hPa
DOI: 10.15468/dl.nrcmpv
title: Occurrence Download

description: A dataset containing 6769 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Maccullochella peelii",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 6769 records from 26 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001990-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18418013
title: Lithium-Ion-Cell 18650 Labeled Polarity-Aware Anomaly Dataset

description: This repository provides a polarity-aware industrial image dataset of cylindrical battery cells captured under realistic pick-and-place assembly conditions. The images were acquired during a representative battery pack assembly process and reflect visual variability typical of small and medium-sized enterprise (SME) manufacturing environments, including variations in placement, background context, and lighting.

The dataset consists of cropped single-cell images (256x256 pixel) extracted from images of populated cell holders using a model-assisted auto-labeling and verification pipeline. Each cell image is labeled with its polarity (positive or negative) and grouped by condition (normal or anomalous), where anomalies correspond to visually observable deviations from nominal cell appearance such as damage or missing insulation. In addition to the primary dataset containing one image per unique cell, an extended variant with additional images captured under different lighting conditions and spatial positions is included and kept separate within the repository.

The dataset is intended as a practical resource for research on supervised inspection and anomaly detection in assembly-related industrial vision tasks, with an emphasis on feasibility, transparency, and reuse rather than standardized benchmarking.
DOI: 10.5281/zenodo.18418012
title: Lithium-Ion-Cell 18650 Labeled Polarity-Aware Anomaly Dataset

description: This repository provides a polarity-aware industrial image dataset of cylindrical battery cells captured under realistic pick-and-place assembly conditions. The images were acquired during a representative battery pack assembly process and reflect visual variability typical of small and medium-sized enterprise (SME) manufacturing environments, including variations in placement, background context, and lighting.

The dataset consists of cropped single-cell images (256x256 pixel) extracted from images of populated cell holders using a model-assisted auto-labeling and verification pipeline. Each cell image is labeled with its polarity (positive or negative) and grouped by condition (normal or anomalous), where anomalies correspond to visually observable deviations from nominal cell appearance such as damage or missing insulation. In addition to the primary dataset containing one image per unique cell, an extended variant with additional images captured under different lighting conditions and spatial positions is included and kept separate within the repository.

The dataset is intended as a practical resource for research on supervised inspection and anomaly detection in assembly-related industrial vision tasks, with an emphasis on feasibility, transparency, and reuse rather than standardized benchmarking.
DOI: 10.14278/rodare.4485
title: Data publication: XAFS and DFT insights into the kinetics and mechanisms of technetium reduction by nanoparticulate magnetite

description: Radioactive technetium-99 (99Tc) is present in nuclear and medical waste. Its immobilization by magnetite (FeIIFeIII2O4) has been studied in the last decades, showing that magnetite reduces pertechnetate (TcVIIO4−) to TcIV, which is either incorporated into the magnetite structure or forms TcIV-TcIV-dimers. The distribution between both phases as well as the incorporation mechanism remain, unclear. This work investigates the molecular environment of Tc after putting it in contact with presynthesized nanoparticulate magnetite as a function of pH (2 - 13) and time (up to 7 weeks). X-ray absorption spectroscopy (XAS) was combined with density functional theory methods (DFT) to decipher the mechanism of TcIV incorporation. We observed that sorption of TcIV-TcIV-dimers initially occurs at pH 5 and pH 7, while TcIV incorporation in magnetite prevails at longer times and at pH 10. We suggest that TcIV-TcIV-dimer sorption on magnetite is due to maghemitization, whereas TcIV incorporation is due to the electron transfer from sorbed Fe2+ through magnetite and subsequent release of FeII in solution (redox conveyor belt model), “burying” TcIV into the magnetite structure. DFT calculations indicate that TcIV incorporates in magnetite by an exchange of two FeII atoms for one TcIV, keeping the charge balanced by creating a vacancy.
DOI: 10.14278/rodare.4484
title: Data publication: XAFS and DFT insights into the kinetics and mechanisms of technetium reduction by nanoparticulate magnetite

description: Radioactive technetium-99 (99Tc) is present in nuclear and medical waste. Its immobilization by magnetite (FeIIFeIII2O4) has been studied in the last decades, showing that magnetite reduces pertechnetate (TcVIIO4−) to TcIV, which is either incorporated into the magnetite structure or forms TcIV-TcIV-dimers. The distribution between both phases as well as the incorporation mechanism remain, unclear. This work investigates the molecular environment of Tc after putting it in contact with presynthesized nanoparticulate magnetite as a function of pH (2 - 13) and time (up to 7 weeks). X-ray absorption spectroscopy (XAS) was combined with density functional theory methods (DFT) to decipher the mechanism of TcIV incorporation. We observed that sorption of TcIV-TcIV-dimers initially occurs at pH 5 and pH 7, while TcIV incorporation in magnetite prevails at longer times and at pH 10. We suggest that TcIV-TcIV-dimer sorption on magnetite is due to maghemitization, whereas TcIV incorporation is due to the electron transfer from sorbed Fe2+ through magnetite and subsequent release of FeII in solution (redox conveyor belt model), “burying” TcIV into the magnetite structure. DFT calculations indicate that TcIV incorporates in magnetite by an exchange of two FeII atoms for one TcIV, keeping the charge balanced by creating a vacancy.
DOI: 10.5281/zenodo.16419085
title: Quantum_Informed_Machine_Learning_for_Chaotic_Systems_Datasets
DOI: 10.5281/zenodo.16994052
title: Quantum_Informed_Machine_Learning_for_Chaotic_Systems_Datasets
DOI: 10.15468/dl.usdxjz
title: Occurrence Download

description: A dataset containing 498 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Crateva religiosa",
 "HasCoordinate is true",
 "BasisOfRecord is one of (Specimen)"
 ]
}

 The dataset includes 498 records from 54 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001991-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18431481
title: Table 1 in Spectrolebias brousseaui (Cyprinodontiformes: Rivulidae: Cynolebiatinae), a new annual fish from the upper río Mamoré basin, Bolivia

description: Table 1. Morphometric and meristic data for the holotype and paratypes of Spectrolebias brousseaui. SD = standard deviation.
Holotype MaleParatypesMean±SDMale n=1Females n=5Standard length (mm)28.432.025.3-34.630.7±4.2Percents of standard lengthBody depth34.833.230.6-33.332.2±1.1Caudal peduncle depth12.913.211.9-12.612.3±0.3Pre-dorsal length51.547.255.8-58.557.3±1.1Pre-pelvic length39.936.741.7-45.943.8±1.6Length of dorsal-fin base33.836.222.1-26.724.8±2.4Length of anal-fin base39.243.721.9-27.825.9±2.3Caudal-fin length29.632.623.4-30.627.0±3.5Pectoral-fin length21.122.917.3-22.719.8±2.5Pelvic-fin length10.511.47.8-12.410.8±2.1Head length27.528.829.2-30.629.9±0.7Percents of head lengthHead depth88.691.478.1-91.685.9±5.7Head width55.654.653.0-59.656.0±2.6Snout length21.525.818.7-23.421.4±2.4Lower jaw length8.26.85.4-7.76.8±0.9Eye diameter33.633.829.5-32.330.7±1.0CountsDorsal fin212215(3)-16(2)Caudal fin222120(2)-21(2)Anal fin242621(3)-22(1)Pelvic fin5605(2)-06(2)Pectoral fin121210(3)-11(1)MeristicScales in longitudinal series272923(2)-24(3)Scales in transversal series8910(5)Horizontal scales around caudal peduncle141612(1), 14(4)
description: Published as part of Nielsen, Dalton Tavares Bressane, 2013, Spectrolebias brousseaui (Cyprinodontiformes: Rivulidae: Cynolebiatinae), a new annual fish from the upper río Mamoré basin, Bolivia, pp. 83 in Neotropical Ichthyology 11 (1) on page 83, DOI: 10.1590/S1679-62252013000100009, http://zenodo.org/record/12652814
DOI: 10.5281/zenodo.18431480
title: Table 1 in Spectrolebias brousseaui (Cyprinodontiformes: Rivulidae: Cynolebiatinae), a new annual fish from the upper río Mamoré basin, Bolivia

description: Table 1. Morphometric and meristic data for the holotype and paratypes of Spectrolebias brousseaui. SD = standard deviation.
Holotype MaleParatypesMean±SDMale n=1Females n=5Standard length (mm)28.432.025.3-34.630.7±4.2Percents of standard lengthBody depth34.833.230.6-33.332.2±1.1Caudal peduncle depth12.913.211.9-12.612.3±0.3Pre-dorsal length51.547.255.8-58.557.3±1.1Pre-pelvic length39.936.741.7-45.943.8±1.6Length of dorsal-fin base33.836.222.1-26.724.8±2.4Length of anal-fin base39.243.721.9-27.825.9±2.3Caudal-fin length29.632.623.4-30.627.0±3.5Pectoral-fin length21.122.917.3-22.719.8±2.5Pelvic-fin length10.511.47.8-12.410.8±2.1Head length27.528.829.2-30.629.9±0.7Percents of head lengthHead depth88.691.478.1-91.685.9±5.7Head width55.654.653.0-59.656.0±2.6Snout length21.525.818.7-23.421.4±2.4Lower jaw length8.26.85.4-7.76.8±0.9Eye diameter33.633.829.5-32.330.7±1.0CountsDorsal fin212215(3)-16(2)Caudal fin222120(2)-21(2)Anal fin242621(3)-22(1)Pelvic fin5605(2)-06(2)Pectoral fin121210(3)-11(1)MeristicScales in longitudinal series272923(2)-24(3)Scales in transversal series8910(5)Horizontal scales around caudal peduncle141612(1), 14(4)
description: Published as part of Nielsen, Dalton Tavares Bressane, 2013, Spectrolebias brousseaui (Cyprinodontiformes: Rivulidae: Cynolebiatinae), a new annual fish from the upper río Mamoré basin, Bolivia, pp. 83 in Neotropical Ichthyology 11 (1) on page 83, DOI: 10.1590/S1679-62252013000100009, http://zenodo.org/record/12652814
DOI: 10.5281/zenodo.18431518
title: Ushabti UB-006 (Beckers Ushabti Collection): Usurped wooden ushabti with inscription

description: v2 features extended epigraphic documentation addressing its usurped inscription and historical context.

Wooden ushabti with remains of polychrome decoration, dated to the New Kingdom and most plausibly to the 19th Dynasty (ca. 1292–1186 BCE). The figure preserves clear evidence of ancient usurpation: the original inscription was partially erased and replaced by a shorter text within a red frame.

The surviving hieroglyphs include the personal name Jt.f (“his father”) and an abbreviated version of Book of the Dead Spell 6 invoking Osiris. Material features and repainting strongly support a Ramesside secondary inscription phase.

The object is presented here with detailed metadata, inscription analysis, and high-resolution imagery. It forms part of the Beckers Private Ushabti Collection, a research-focused private collection documenting the development of Egyptian funerary figurines.
DOI: 10.18419/darus-5358
title: Data set for Publication "Revealing the Pseudocapacitance Charge Storage Mechanism of Sulfur-doped Carbon Supercapacitors in Non-Aqueous Electrolyte through in situ EPR"

description: This dataset contains the raw data used in the manuscript "Revealing the Pseudocapacitance Charge Storage Mechanism of Sulfur-doped Carbon Supercapacitors in Non-Aqueous Electrolyte through in situ EPR".
It contains the recorded Raman and EPR data, the data of the electrochemical characterization of the material and the TEM data files.
DOI: 10.15468/dl.8dp895
title: Occurrence Download

description: A dataset containing 2076 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Badis siamensis, Badis khwae, Badis ferrarisi, Badis assamensis, Badis blosyrus, Badis corycaeus, Badis pyema, Badis kyar, Dario hysginon, Dario dayingensis, Dario dario, Teleocichla centisquama, Metzia formosae, Semilabeo obscurus, Otocinclus tapirape, Andromakhe paris, Characidium stigmosum, Corydoras difluviatilis, Cyprichromis zonatus, Cyprichromis pavo, Austrolebias cinereus, Bryconamericus uporas, Psalidodon troya, Psalidodon leonidas, Psalidodon correntinus, Psalidodon pellegrini, Pangasius mahakamensis, Ituglanis passensis, Pangasius elongatus, Tometes makue, Stiphodon julieni, Austrolebias nonoiuliensis, Asprocottus korjakovi, Procottus gotoi, Neocottus thermalis, Hydrocynus tanzaniae, Zaireichthys wamiensis, Leporinus uatumaensis, Leporinus pitingai, Leporinus taeniofasciatus, Hypomasticus julii, Leporinus bistriatus, Liobagrus marginatoides, Breitensteinia hypselurus, Aphyosemion tirbaki, Nothobranchius flammicomantis, Catathyridium grandirivi, Plataplochilus chalcopyrus, Benitochromis conjunctus, Benitochromis ufermanni, Chromidotilapia elongata, Chromidotilapia mamonekenei, Chromidotilapia mrac, Copadichromis geertsi, Copadichromis ilesi, Copadichromis trewavasae, Haplochromis pyrrhopteryx, Haplochromis tanaos, Haplochromis thereuterion, Neolamprologus helianthus, Tometes lebaili, Scriptaphyosemion fredrodi, Glossamia heurni, Glossamia abo, Bryconops imitator, Etheostoma lawrencei, Phyllonemus brichardi, Chrysichthys polli, Schilbe zairensis, Parotocinclus prata, Sinogastromyzon nantaiensis, Parasphaerichthys lineatus, Odontesthes piquava, Odontesthes bicudo, Odontesthes ledae, Luciobarbus leptopogon, Labeobarbus osseensis, Parotocinclus jumbo, Enteromius tanapelagius, Bedotia masoala, Neolissochilus qiaojiensis, Leptobotia flavolineata, Cyprinus longzhouensis, Clupisoma longianale, Beaufortia cyclica, Yaoshania pachychilus, Erromyzon sinensis, Acheilognathus brevicaudatus, Neosalanx hubbsi, Lepidiolamprologus variostigma, Leucosoma reevesii, Gymnogobius nigrimembranis, Ctenotrypauchen chinensis, Lophiogobius ocellicauda, Rasbora vulcanus, Gobiobotia nicholsi, Poropuntius schanicus, Onychostoma rarum, Beaufortia liui, Parabotia maculosa)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 2076 records from 73 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001992-260129131611470/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18431593
title: Emotion-calibrated Music Recommendation
DOI: 10.5281/zenodo.18431594
title: Emotion-calibrated Music Recommendation
DOI: 10.34740/kaggle/dsv/14676210
title: IUGC Ultrasound Dataset (MICCAI 2025)
DOI: 10.57745/mgbrwe
title: LICENSE.txt

description: :unav
DOI: 10.57745/qxqgik
title: requirements.txt

description: :unav
DOI: 10.57745/0hn0yk
title: README.txt

description: :unav
DOI: 10.57745/9hq147
title: AUTHORS.txt

description: :unav
DOI: 10.57745/nquydl
title: Run_model_B_v11.py

description: This file is used to run the model. In this file, some figures presented in the model are created, and outputs are stored as Excel files
DOI: 10.57745/m4chab
title: Model_param_B_v11.py

description: Contains the parameters of the model, which can be modified by the user if needed
DOI: 10.57745/5qoept
title: Functions_output_B_v11.py

description: Contains functions useful to obtain desired model outputs
DOI: 10.57745/rqyg8s
title: Functions_model_B_v11.py

description: Contains all the equations of the fluxes and the corresponding differential equations
DOI: 10.57745/1i1obo
title: Challenging a mathematical model of amino acid metabolism in the small intestine, developed in pigs

description: The python model code of a paper that is submitted for publication to the journal animal