cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/b7pzrc9dz3
title: Successful Restoration of Heathlands and Grasslands Associated with Long-Term Habitat Preferences of Cattle and Horses: Insights from GPS Tracking

description: This dataset contains long-term vegetation and habitat structure data from permanent plots in a heathland and grassland restoration area in the Oranienbaumer Heide restoration area, Central Germany. The data are provided in a standardized long format, with each row representing a single vegetation or biodiversity variable measured at a specific plot and survey date.

The dataset includes plot identifiers, survey dates, habitat types, management regimes (grazed vs. control), and measured or derived vegetation variables with corresponding values. It is intended for ecological time-series analyses, mixed-effects modeling, and assessments of long-term grazing effects on vegetation structure and biodiversity.
DOI: 10.17632/b7pzrc9dz3.1
title: Successful Restoration of Heathlands and Grasslands Associated with Long-Term Habitat Preferences of Cattle and Horses: Insights from GPS Tracking

description: This dataset contains long-term vegetation and habitat structure data from permanent plots in a heathland and grassland restoration area in the Oranienbaumer Heide restoration area, Central Germany. The data are provided in a standardized long format, with each row representing a single vegetation or biodiversity variable measured at a specific plot and survey date.

The dataset includes plot identifiers, survey dates, habitat types, management regimes (grazed vs. control), and measured or derived vegetation variables with corresponding values. It is intended for ecological time-series analyses, mixed-effects modeling, and assessments of long-term grazing effects on vegetation structure and biodiversity.
DOI: 10.17632/5pjt9gdbyv
title: Permian syn-extensional Barrovian metamorphism in the envelope of a migmatite dome of the Mongolian Altai

description: Figure S1. FigS1_Petrography_SamplesZrc_small.jpg – Field photographs and thin section photomicrographs of geochronological samples dated by zircon U–Pb LA–ICP–MS method. 
Table S1. TableS1_MineralChemistry.xlsx – Representative mineral chemical analyses. 
Table S2. TableS2_U-Th-Pb_TE_Mz.xlsx – Monazite U–Th–Pb and Trace Element data. 
Table S3. TableS3_U-Pb_Zrn.xlsx – Zircon U–Pb data.
DOI: 10.17632/5pjt9gdbyv.1
title: Permian syn-extensional Barrovian metamorphism in the envelope of a migmatite dome of the Mongolian Altai

description: Figure S1. FigS1_Petrography_SamplesZrc_small.jpg – Field photographs and thin section photomicrographs of geochronological samples dated by zircon U–Pb LA–ICP–MS method. 
Table S1. TableS1_MineralChemistry.xlsx – Representative mineral chemical analyses. 
Table S2. TableS2_U-Th-Pb_TE_Mz.xlsx – Monazite U–Th–Pb and Trace Element data. 
Table S3. TableS3_U-Pb_Zrn.xlsx – Zircon U–Pb data.
DOI: 10.17632/8f4mmgr2fg
title: Efficacy of virtual reality interventions in reducing preoperative anxiety in pediatric patients undergoing general anesthesia: A systematic review and meta-analysis

description: We conducted a systematic search of the electronic databases PubMed, Embase, and Cochrane Library, with the search period covering from the inception of the databases to June 7, 2025. The complete search strategy is detailed in Supplementary Tables 1-3.A complete list of all outcomes reported in the studies included can be found in Table 4.Detailed information on the risk of bias assessment for these 12 articles is provided in Table 5.The 12 RCT articles included in this study, along with their year of publication, authors, and titles, are shown in Table 6.For the raw data extracted from the 12 articles, see Table 7.
DOI: 10.17632/8f4mmgr2fg.1
title: Efficacy of virtual reality interventions in reducing preoperative anxiety in pediatric patients undergoing general anesthesia: A systematic review and meta-analysis

description: We conducted a systematic search of the electronic databases PubMed, Embase, and Cochrane Library, with the search period covering from the inception of the databases to June 7, 2025. The complete search strategy is detailed in Supplementary Tables 1-3.A complete list of all outcomes reported in the studies included can be found in Table 4.Detailed information on the risk of bias assessment for these 12 articles is provided in Table 5.The 12 RCT articles included in this study, along with their year of publication, authors, and titles, are shown in Table 6.For the raw data extracted from the 12 articles, see Table 7.
DOI: 10.17632/rbj2fdvwhh
title: Integrating Digital Tools and Business Intelligence to Overcome Data Fragmentation in SMEs Manual Recording Processes

description: This dataset was collected as part of a research study conducted between 13–30 October 2025. It contains qualitative research materials, including links to interview recordings and links to interview transcripts, which support data analysis, transparency, and potential reuse for further academic research. (2026-01-08)
DOI: 10.17632/rbj2fdvwhh.1
title: Integrating Digital Tools and Business Intelligence to Overcome Data Fragmentation in SMEs Manual Recording Processes

description: This dataset was collected as part of a research study conducted between 13–30 October 2025. It contains qualitative research materials, including links to interview recordings and links to interview transcripts, which support data analysis, transparency, and potential reuse for further academic research. (2026-01-08)
DOI: 10.17632/dxmdv75kw8
title: Movie to: Coupling between sub-mesoscale eddies, internal waves, and turbulence in the deep Mediterranean: A spectral investigation.

description: A short movie from 3D high-resolution temperature data in the deep Mediterranean demonstrating geothermal heating and short internal wave breaking via parametric instabilities. The movie associates with Fig. A2.
DOI: 10.17632/dxmdv75kw8.1
title: Movie to: Coupling between sub-mesoscale eddies, internal waves, and turbulence in the deep Mediterranean: A spectral investigation.

description: A short movie from 3D high-resolution temperature data in the deep Mediterranean demonstrating geothermal heating and short internal wave breaking via parametric instabilities. The movie associates with Fig. A2.
DOI: 10.17632/kyy2gmstmy
title: STEM_QA_Arabic

description: The full corpus is curated across multiple STEM disciplines and structured for use in LLM training, evaluation, and instruction tuning (SFT/RLHF). This sample represents the structure and quality of the larger dataset.

Dataset composition (full corpus):

Text corpus: 1.6B+ words of curated STEM and Non-STEM educational content across 22000+ texbooks in 7 languages(English, Hindi, Arabic, Bahasa, Tamil, Telegu, Kannada)
Question–Answer pairs: 6.5M+ high-quality Q&A pairs of STEM and Non-STEM in (English, Arabic, Hindi and Indic languages)
Video data: 100K+ hours of STEM Videos and 30K+ hours of UGC.
Audio data: 821K+ hours of Podcasts and Call Center data(Dual Channel)
Medical datasets: 30M+ files including clinical and diagnostic data like CT Scan, MRI, X-ray, Pathology, EHRs, USG Reports and Echo Reports.
This repository includes:

A small preview subset of the STEM English Q&A data
Flat, viewer-friendly schema for inspection
Parquet files suitable for benchmarking and evaluation
Purpose of this dataset:

Dataset preview and validation
Model evaluation and experimentation
Schema and format inspection before full-scale access
:warning: Note: This repository contains sample data only. Access to the complete dataset is available separately under appropriate licensing or partnership terms.

For full details, Please contact [Em: vipul.mishra@infobay.ai]
DOI: 10.17632/kyy2gmstmy.1
title: STEM_QA_Arabic

description: The full corpus is curated across multiple STEM disciplines and structured for use in LLM training, evaluation, and instruction tuning (SFT/RLHF). This sample represents the structure and quality of the larger dataset.

Dataset composition (full corpus):

Text corpus: 1.6B+ words of curated STEM and Non-STEM educational content across 22000+ texbooks in 7 languages(English, Hindi, Arabic, Bahasa, Tamil, Telegu, Kannada)
Question–Answer pairs: 6.5M+ high-quality Q&A pairs of STEM and Non-STEM in (English, Arabic, Hindi and Indic languages)
Video data: 100K+ hours of STEM Videos and 30K+ hours of UGC.
Audio data: 821K+ hours of Podcasts and Call Center data(Dual Channel)
Medical datasets: 30M+ files including clinical and diagnostic data like CT Scan, MRI, X-ray, Pathology, EHRs, USG Reports and Echo Reports.
This repository includes:

A small preview subset of the STEM English Q&A data
Flat, viewer-friendly schema for inspection
Parquet files suitable for benchmarking and evaluation
Purpose of this dataset:

Dataset preview and validation
Model evaluation and experimentation
Schema and format inspection before full-scale access
:warning: Note: This repository contains sample data only. Access to the complete dataset is available separately under appropriate licensing or partnership terms.

For full details, Please contact [Em: vipul.mishra@infobay.ai]
DOI: 10.17632/8kpdh85987
title: Non-STEM_QA_Arabic

description: The full corpus is curated across multiple STEM disciplines and structured for use in LLM training, evaluation, and instruction tuning (SFT/RLHF). This sample represents the structure and quality of the larger dataset.

Dataset composition (full corpus):

Text corpus: 1.6B+ words of curated STEM and Non-STEM educational content across 22000+ texbooks in 7 languages(English, Hindi, Arabic, Bahasa, Tamil, Telegu, Kannada)
Question–Answer pairs: 6.5M+ high-quality Q&A pairs of STEM and Non-STEM in (English, Arabic, Hindi and Indic languages)
Video data: 100K+ hours of STEM Videos and 30K+ hours of UGC.
Audio data: 821K+ hours of Podcasts and Call Center data(Dual Channel)
Medical datasets: 30M+ files including clinical and diagnostic data like CT Scan, MRI, X-ray, Pathology, EHRs, USG Reports and Echo Reports.
This repository includes:

A small preview subset of the STEM English Q&A data
Flat, viewer-friendly schema for inspection
Parquet files suitable for benchmarking and evaluation
Purpose of this dataset:

Dataset preview and validation
Model evaluation and experimentation
Schema and format inspection before full-scale access
:warning: Note: This repository contains sample data only. Access to the complete dataset is available separately under appropriate licensing or partnership terms. Note: This is not the full dataset.

For full details, Please contact [Em: vipul.mishra@infobay.ai]
DOI: 10.17632/8kpdh85987.1
title: Non-STEM_QA_Arabic

description: The full corpus is curated across multiple STEM disciplines and structured for use in LLM training, evaluation, and instruction tuning (SFT/RLHF). This sample represents the structure and quality of the larger dataset.

Dataset composition (full corpus):

Text corpus: 1.6B+ words of curated STEM and Non-STEM educational content across 22000+ texbooks in 7 languages(English, Hindi, Arabic, Bahasa, Tamil, Telegu, Kannada)
Question–Answer pairs: 6.5M+ high-quality Q&A pairs of STEM and Non-STEM in (English, Arabic, Hindi and Indic languages)
Video data: 100K+ hours of STEM Videos and 30K+ hours of UGC.
Audio data: 821K+ hours of Podcasts and Call Center data(Dual Channel)
Medical datasets: 30M+ files including clinical and diagnostic data like CT Scan, MRI, X-ray, Pathology, EHRs, USG Reports and Echo Reports.
This repository includes:

A small preview subset of the STEM English Q&A data
Flat, viewer-friendly schema for inspection
Parquet files suitable for benchmarking and evaluation
Purpose of this dataset:

Dataset preview and validation
Model evaluation and experimentation
Schema and format inspection before full-scale access
:warning: Note: This repository contains sample data only. Access to the complete dataset is available separately under appropriate licensing or partnership terms. Note: This is not the full dataset.

For full details, Please contact [Em: vipul.mishra@infobay.ai]
DOI: 10.17632/89hrfsx7k5
title: Deep Seek-Optimized Regression for Economic Growth Prediction and Financial Market Correlations

description: Deep Seek-Optimized Regression for Economic Growth Prediction and Financial Market Correlations
DOI: 10.17632/89hrfsx7k5.1
title: Deep Seek-Optimized Regression for Economic Growth Prediction and Financial Market Correlations

description: Deep Seek-Optimized Regression for Economic Growth Prediction and Financial Market Correlations
DOI: 10.17632/gvxht9gh92
title: Dataset for the paper: Surface rupture and slip distribution of the Sagaing fault in the 28 March 2025 Mw7.9 Earthquake, Myanmar

description: This dataset includes the mapped surface ruptures and offset measurements of the 28 March 2025 Mw7.9 Myanmar Earthquake based on commercial high-resolution optical satellite imagery. The data are in Esri shapefile format, projected in the GEO WGS84 coordinate system.
DOI: 10.17632/gvxht9gh92.3
title: Dataset for the paper: Surface rupture and slip distribution of the Sagaing fault in the 28 March 2025 Mw7.9 Earthquake, Myanmar

description: This dataset includes the mapped surface ruptures and offset measurements of the 28 March 2025 Mw7.9 Myanmar Earthquake based on commercial high-resolution optical satellite imagery. The data are in Esri shapefile format, projected in the GEO WGS84 coordinate system.
DOI: 10.17632/kzmr5jy2yv
title: A Multi-Criteria Framework for Subcontractor Selection in the Defense Industry

description: These files contain the interview forms fiiled in the study by the participants, along with the participants’ evaluations of the criteria.
DOI: 10.17632/kzmr5jy2yv.2
title: A Multi-Criteria Framework for Subcontractor Selection in the Defense Industry

description: These files contain the interview forms fiiled in the study by the participants, along with the participants’ evaluations of the criteria.
DOI: 10.17632/n4ytjfxp4s.2
title: Scripts and Data for "Climatological Characteristics and Atmospheric Circulation Associated with 3D Heat Wave Types in Middle Europe"

description: This repository contains the scripts and data used to create the graphs and images published in the paper:

Climatological characteristics and atmospheric circulation associated with 3D heat wave types in Middle Europe
DOI: 10.17632/9kpzfxv9ss
title: Phytoremediation of Cyanide-Laden Mine Tailings by Phaseolus Lunatus: A Sustainable Solution for Greenstone Mining Limited, Uganda.

description: Cyanide contamination from gold mine tailings presents ecological and human health risks, particularly in the artisanal mining and small-scale mining regions in Uganda. This study evaluated the phytoremediation potential of Phaseolus lunatus (lima beans) for cyanide-contaminated tailings from Greenstone Mining Limited. Field-based pedon experiments were conducted at planting densities of 0, 5, 10, and 15 plants/m² over an 84-day growth period. Cyanide concentrations in soils and plant tissues were quantified using titrimetric method. Soil cyanide reduction increased with plant density, reaching maximum values of 42.6 ± 1.8, 54.7 ± 1.4, and 59 ± 0.8%, respectively, compared to 3.4 ± 1.2% in the unplanted control pedon. Cyanide uptake and rate of detoxification were most pronounced during the vegetative stage, coinciding with rapid root development. Cyanide distribution in tissues followed the order of roots &gt; stems &gt; leaves &gt; seeds, indicating dominant in-situ phytodegradation and limited translocation to edible tissues facilitated by the β-cyanoalanine synthase pathway. First-order kinetics best fitted the data (R² = 0.841 - 0.921), with rate constants rising with density and projected time to reach the permissible limit decreasing from 250 to 116 days. These results demonstrate that P. lunatus is an effective, low-cost phytoremediation option for cyanide-contaminated mine tailings in tropical environments.
DOI: 10.17632/9kpzfxv9ss.2
title: Phytoremediation of Cyanide-Laden Mine Tailings by Phaseolus Lunatus: A Sustainable Solution for Greenstone Mining Limited, Uganda.

description: Cyanide contamination from gold mine tailings presents ecological and human health risks, particularly in the artisanal mining and small-scale mining regions in Uganda. This study evaluated the phytoremediation potential of Phaseolus lunatus (lima beans) for cyanide-contaminated tailings from Greenstone Mining Limited. Field-based pedon experiments were conducted at planting densities of 0, 5, 10, and 15 plants/m² over an 84-day growth period. Cyanide concentrations in soils and plant tissues were quantified using titrimetric method. Soil cyanide reduction increased with plant density, reaching maximum values of 42.6 ± 1.8, 54.7 ± 1.4, and 59 ± 0.8%, respectively, compared to 3.4 ± 1.2% in the unplanted control pedon. Cyanide uptake and rate of detoxification were most pronounced during the vegetative stage, coinciding with rapid root development. Cyanide distribution in tissues followed the order of roots &gt; stems &gt; leaves &gt; seeds, indicating dominant in-situ phytodegradation and limited translocation to edible tissues facilitated by the β-cyanoalanine synthase pathway. First-order kinetics best fitted the data (R² = 0.841 - 0.921), with rate constants rising with density and projected time to reach the permissible limit decreasing from 250 to 116 days. These results demonstrate that P. lunatus is an effective, low-cost phytoremediation option for cyanide-contaminated mine tailings in tropical environments.
DOI: 10.15468/dl.2cybah
title: Occurrence Download

description: A dataset containing 1323801 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Clupea harengus"
 ]
}

 The dataset includes 1323801 records from 327 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081243-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tutdns
title: Occurrence Download

description: A dataset listing the 4 species recorded in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "DatasetKey is one of (International Barcode of Life project (iBOL), Naturalis Biodiversity Center (NL) - Botany, African Plants - a photo guide, Census of the threatened species of Benin., Census of plant species in Benin as part of several research projects, iNaturalist Research-grade Observations, Distribution de quelques espèces de plantes agroforestières et médicinales au Bénin, Diversité floristique des espèces menacées prioritaires du Bénin (Afrique de l'Ouest)., Royal Botanic Gardens, Kew - Herbarium Specimens, Census of plant species through of Benin during 2004 of 2020)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Encephalartos barteri"
 ]
}

 The dataset's 4 records were derived from 10 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081277-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bjbfu7
title: Occurrence Download

description: A dataset containing 1110 species occurrences available in GBIF matching the query:
{
 "and" : [
 "CoordinateUncertaintyInMeters 0.0-15400.0",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Physalis gracilis"
 ]
}

 The dataset includes 1110 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081306-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xea239
title: Occurrence Download

description: A dataset containing 23 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Romania",
 "DatasetKey is iNaturalist Research-grade Observations",
 "GbifRegion is Europe and Central Asia",
 "PublishingOrg is 28eb1a3f-1c15-4a95-931a-4af90ecb574d",
 "TaxonKey is Convolvulus persicus"
 ]
}

 The dataset includes 23 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081311-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18184884
title: All metadata information and other data supporting the findings of this study.

description: All metadata information and other data supporting the findings of this study.
DOI: 10.5281/zenodo.18184885
title: All metadata information and other data supporting the findings of this study.

description: All metadata information and other data supporting the findings of this study.
DOI: 10.48544/079fbb65-7b1a-4e02-a30e-41cde30a5e5b
title: #3a Land, Listening, and Leaving: Talking to Ame Kanngieser and Lisa E. Harris
DOI: 10.15468/dl.nmgkgn
title: Occurrence Download

description: A dataset containing 1963353 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is Nepal"
 ]
}

 The dataset includes 1963353 records from 1244 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0081255-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/6qw-nkr-cg9
title: Prosotas nora (Felder, 1860)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/279-44r-4n4
title: Danis danis (Cramer, 1775)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/hwm-z1l-bv7
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/kd0-n4a-x96
title: Parides bunichus (Hübner, 1821)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/x18-kf8-v12
title: Spilosoma lubricipeda (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/386-hw6-tl7
title: Spilosoma lubricipeda (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/57g-0mx-afy
title: Lasiocampa quercus Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/5tt-yl0-flq
title: Malacosoma castrensis (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zzj-d27-n8s
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/dfn-kej-vld
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/mny-86l-641
title: Calliteara pudibunda (Linnaeus, 1758)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/qkk-cf8-5ay
title: Lepidoptera Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/zse-fdt-gw2
title: Triodia sylvina (Linnaeus, 1761)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gr0-6vw-b7z
title: Delias pheres Jordan, 1912

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/agk-c2n-3re
title: Pieridae

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/gen-2qz-gnj
title: Euclidia (Euclidia) glyphica Linnaeus, 1758

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.
DOI: 10.3535/19z-m4q-gej
title: Parides iphidamas (Fabricius, 1793)

description: Digital Specimen for the physical specimen hosted at Naturalis Biodiversity Center.