cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.30019762
title: Predictive factors affecting hepatitis patients survival results via application of the machine learning methods

description: Hepatitis, caused by viruses A–E, can silently progress to liver damage, cirrhosis, or cancer. Chronic B and C increase failure risk. Machine learning models help predict hepatitis risks using patient data, symptoms, and history. This study used Decision Tree Classification (DTC) and Extreme Gradient Boosting Classification (XGBC) with three optimizers Rhizotomy Optimization Algorithm (ROA), Gold Rush Optimizer (GRO), and Motion-Encoded Electric Charged Particles Optimization Algorithm (MEPO) to enhance accuracy. Among hybrids, DTRO achieved the highest accuracy (0.991), outperforming DTC. XGRO followed with 0.991, and DTME with 0.954. DTRO emerged as the most reliable model for predicting hepatitis survival.
DOI: 10.6084/m9.figshare.30019762.v1
title: Predictive factors affecting hepatitis patients survival results via application of the machine learning methods

description: Hepatitis, caused by viruses A–E, can silently progress to liver damage, cirrhosis, or cancer. Chronic B and C increase failure risk. Machine learning models help predict hepatitis risks using patient data, symptoms, and history. This study used Decision Tree Classification (DTC) and Extreme Gradient Boosting Classification (XGBC) with three optimizers Rhizotomy Optimization Algorithm (ROA), Gold Rush Optimizer (GRO), and Motion-Encoded Electric Charged Particles Optimization Algorithm (MEPO) to enhance accuracy. Among hybrids, DTRO achieved the highest accuracy (0.991), outperforming DTC. XGRO followed with 0.991, and DTME with 0.954. DTRO emerged as the most reliable model for predicting hepatitis survival.
DOI: 10.5281/zenodo.15064494
title: Measurements on the heat capacity of thermal reduced graphene oxide down to 0.3 K

description: The specific heat of thermally reduced graphene oxide (trGO) was measured by a thermal relaxation method in the temperature range from 0.3 to 275 K. It was found that the temperature dependence of the heat capacity С(Т)/T vs T2 of trGO is nonmonotonic. It has been established that in the temperature range of 0.3–6 K there is an anomalous behavior of the temperature dependence of the heat capacity trGO, sharply changing its character. It is assumed that this anomaly is due to the influence of impurities and defects, structural features.
DOI: 10.5281/zenodo.15064495
title: Measurements on the heat capacity of thermal reduced graphene oxide down to 0.3 K

description: The specific heat of thermally reduced graphene oxide (trGO) was measured by a thermal relaxation method in the temperature range from 0.3 to 275 K. It was found that the temperature dependence of the heat capacity С(Т)/T vs T2 of trGO is nonmonotonic. It has been established that in the temperature range of 0.3–6 K there is an anomalous behavior of the temperature dependence of the heat capacity trGO, sharply changing its character. It is assumed that this anomaly is due to the influence of impurities and defects, structural features.
DOI: 10.15468/dl.v5twgg
title: Occurrence Download

description: A dataset containing 14269 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Galanthus nivalis",
 "Country is France",
 "HasCoordinate is true"
 ]
}

 The dataset includes 14269 records from 295 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0005188-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.15711690
title: Cheese 3
DOI: 10.5281/zenodo.15711691
title: Cheese 3
DOI: 10.15468/dl.tp26a4
title: Occurrence Download

description: A dataset containing 60 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Human Observation",
 "GadmGid is HRV",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Astacus astacus (Linnaeus, 1758)"
 ]
}

 The dataset includes 60 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061859-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mmqtqr
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nitzschia irremissa Cholnoky, 1959",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((30.5701 -24.0715,25.5395 -24.0715,25.5395 -28.5786,30.5701 -28.5786,30.5701 -24.0715))"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061860-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.y3r2np
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Nitzschia irremissa Cholnoky, 1959",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((27.1332 -20.158,25.5395 -23.2724,25.5395 -24.0715,30.5701 -24.0715,30.5701 -20.3186,29.6496 -19.6123,28.947 -19.4003,28.1821 -19.4609,27.6072 -19.7214,27.1332 -20.158))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061862-250525065834625/datasets/export for details.
DOI: 10.15468/dl.8ptjk2
title: Occurrence Download

description: A dataset containing 163649828 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((114.876652 29.395293, 114.876652 34.653744, 119.640396 34.653744, 119.640396 29.395293, 114.876652 29.395293))",
 "HasCoordinate is true",
 "Year is 2000,2022",
 {
 "not" : {
 "TaxonKey" : [
 "is incertae sedis"
 ]
 }
 }
 ]
}

 The dataset includes 163649828 records from 2747 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0061848-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qfbjy9
title: Occurrence Download

description: A dataset containing 20660 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Galba truncatula (O.F.Müller, 1774)"
 ]
}

 The dataset includes 20660 records from 406 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043320-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pqrar6
title: Occurrence Download

description: A dataset containing 66 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "TaxonKey is Hydrornis guajanus (Müller & Pls, 1776)"
 ]
}

 The dataset includes 66 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043321-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.13142207
title: Scored.co Hypernetwork Dataset

description: Scored.co is a Reddit-like social platform that served as a shelter for many far-right/alt-right communities after the 2020 massive Reddit bans. Some of these maintained their names and key figures, e.g., c/TheDonald, c/GreatAwakening, ultimately acting as a continuation of the original ones. This migration has allowed these communities to persist and even thrive in a new environment where they can freely share their views without the risk of being banned. Scored.co is an emerging yet understudied platform potentially hosting dangerous content.

This dataset contains higher-order interactions between Scored.co users, along with aggregated user profiles/statistics. 

All data is anonymized, and no personally identifiable information is released.

Note on Versions

Version 1.0.0 (current) contains only data from the c/TheDonald community during 2023. Future updates will include data from other communities and temporal spans.

Dataset

Here is a description of the dataset files.



2023-thedonald-threads.csv, contains information on discussion threads (higher-order interactions), including temporal information

2023-thedonald-sent.csv, contains information on average sentiment for each user in each month of 2023. Sentiment is computed via the VADER algorithm;

2023-thedonald-tox.csv, contains information on average toxicity for each user in each month of 2023. Toxicity is computed via the Detoxify-unbiased-small model:

2023-thedonald-score.csv, contains information on average toxicity for each user in each month of 2023. Post scores are obtained via the API during collection.

2023-thedonald-other.csv, several other language-related statistics for each user in each month of 2023. These include pleasure/arousal/dominance from the PAD psychological model, Plutchik's wheel of emotions, and Moral Foundations scores.

collection.py, contains a Python collection script used to gather data from Scored.co's official API


For further information on fields and volumes, please refer to the data paper.

Citation

If used for research purposes, please cite the following paper describing the dataset details:

TBD

Acknowledgements

This work is supported by:



the European Union – Horizon 2020 Program under the scheme “INFRAIA-01-2018-2019 – Integrating Activities for Advanced Communities”,Grant Agreement n.871042, “SoBigData++: European Integrated Infrastructure for Social Mining and Big Data Analytics” (http://www.sobigdata.eu); 

SoBigData.it which receives funding from the European Union – NextGenerationEU – National Recovery and Resilience Plan (Piano Nazionale di Ripresa e Resilienza, PNRR) – Project: “SoBigData.it – Strengthening the Italian RI for Social Mining and Big Data Analytics” – Prot. IR0000013 – Avviso n. 3264 del 28/12/2021;

EU NextGenerationEU programme under the funding schemes PNRR-PE-AI FAIR (Future Artificial Intelligence Research).
DOI: 10.5281/zenodo.13142208
title: Scored.co Hypernetwork Dataset

description: Scored.co is a Reddit-like social platform that served as a shelter for many far-right/alt-right communities after the 2020 massive Reddit bans. Some of these maintained their names and key figures, e.g., c/TheDonald, c/GreatAwakening, ultimately acting as a continuation of the original ones. This migration has allowed these communities to persist and even thrive in a new environment where they can freely share their views without the risk of being banned. Scored.co is an emerging yet understudied platform potentially hosting dangerous content.

This dataset contains higher-order interactions between Scored.co users, along with aggregated user profiles/statistics. 

All data is anonymized, and no personally identifiable information is released.

Note on Versions

Version 1.0.0 (current) contains only data from the c/TheDonald community during 2023. Future updates will include data from other communities and temporal spans.

Dataset

Here is a description of the dataset files.



2023-thedonald-threads.csv, contains information on discussion threads (higher-order interactions), including temporal information

2023-thedonald-sent.csv, contains information on average sentiment for each user in each month of 2023. Sentiment is computed via the VADER algorithm;

2023-thedonald-tox.csv, contains information on average toxicity for each user in each month of 2023. Toxicity is computed via the Detoxify-unbiased-small model:

2023-thedonald-score.csv, contains information on average toxicity for each user in each month of 2023. Post scores are obtained via the API during collection.

2023-thedonald-other.csv, several other language-related statistics for each user in each month of 2023. These include pleasure/arousal/dominance from the PAD psychological model, Plutchik's wheel of emotions, and Moral Foundations scores.

collection.py, contains a Python collection script used to gather data from Scored.co's official API


For further information on fields and volumes, please refer to the data paper.

Citation

If used for research purposes, please cite the following paper describing the dataset details:

TBD

Acknowledgements

This work is supported by:



the European Union – Horizon 2020 Program under the scheme “INFRAIA-01-2018-2019 – Integrating Activities for Advanced Communities”,Grant Agreement n.871042, “SoBigData++: European Integrated Infrastructure for Social Mining and Big Data Analytics” (http://www.sobigdata.eu); 

SoBigData.it which receives funding from the European Union – NextGenerationEU – National Recovery and Resilience Plan (Piano Nazionale di Ripresa e Resilienza, PNRR) – Project: “SoBigData.it – Strengthening the Italian RI for Social Mining and Big Data Analytics” – Prot. IR0000013 – Avviso n. 3264 del 28/12/2021;

EU NextGenerationEU programme under the funding schemes PNRR-PE-AI FAIR (Future Artificial Intelligence Research).
DOI: 10.15468/dl.8b6jr3
title: Occurrence Download

description: A dataset containing 546 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Heliocypha fenestrata (Burmeister, 1839)"
 ]
}

 The dataset includes 546 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043322-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25824/redu/zjma00
title: S1_Average daily concentrations of particulate matter .tab

description: :unav
DOI: 10.25824/redu/qnntz3
title: Replication data for: health and economic benefits of lowering Particulate Matter (PM) levels: scenarios for a Southern Brazilian metropolis

description: This dataset compiles information on particulate matter (PM10 and PM2.5) concentrations in Florianópolis (SC) between 2018 and 2020. These data are derived from calculations performed using components from the MERRA-2 platform developed by NASA (GMAO, 2015). The equations used to calculate the pollutant concentrations are based on research conducted by Bali (2021) and Ryu and Min (2021). Based on these data, we conducted a Health Impact Assessment (HIA) in Florianópolis, as well as a health cost assessment. The spreadsheet includes a tab with raw data, including date of collection, particle size, and PM concentrations (µg/m³). Bali K, Dey S, Ganguly D (2021) Diurnal patterns in ambient PM2.5 exposure over India using MERRA-2 reanalysis data. Atmospheric Environment 248:118180. https://doi.org/10.1016/j.atmosenv.2020.118180 GMAO (Global Modeling and Assimilation Office) (2015) MERRA-2 tavg1_2d_aer_Nx: 2d,1-Hourly, Time-averaged, Single-Level, Assimilation, Aerosol Diagnostics V5.12.4, Greenbelt, MD, USA, Goddard Earth Sciences Data and Information Services Center (GES DISC). https://doi.org/10.5067/KLICLTZ8EM9D. Ryu Y-H, Min S-K (2021) Long-term evaluation of atmospheric composition reanalyses from CAMS, TCR-2, and MERRA-2 over South Korea: Insights into applications, implications, and limitations. Atmospheric Environment 246: 118062. https://doi.org/10.1016/j.atmosenv.2020.118062
DOI: 10.5281/zenodo.13142657
title: Optimal network sizes for most robust Turing patterns

description: Dataset for Figures 3 and 4.
DOI: 10.5281/zenodo.13142658
title: Optimal network sizes for most robust Turing patterns

description: Dataset for Figures 3 and 4.
DOI: 10.15468/dl.4cub2w
title: Occurrence Download

description: A dataset containing 2250028954 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "Year 2007-2024"
 ]
}

 The dataset includes 2250028954 records from 52711 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0043273-240626123714530/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.m8t4zf
title: Occurrence Download

description: A dataset containing 196 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sceloporus salvini Günther, 1890"
 ]
}

 The dataset includes 196 records from 22 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003969-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3kjhrg
title: Occurrence Download

description: A dataset containing 336890 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Myiarchus tyrannulus (Statius Muller, 1776)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 336890 records from 262 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003931-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vhqk3w
title: Occurrence Download

description: A dataset containing 51078 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Lupinus polyphyllus Lindl.",
 "Country is Sweden",
 "HasCoordinate is true",
 "Year is 2004,2024"
 ]
}

 The dataset includes 51078 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003967-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bspgbu
title: Occurrence Download

description: A dataset containing 5 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "Country is Colombia",
 "Geometry POLYGON((-73.99665 6.07503,-73.45539 5.97338,-73.23889 6.41563,-73.19004 6.63741,-73.66529 6.69814,-74.06793 6.72454,-74.18543 6.28626,-73.99665 6.07503))",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "TaxonKey is Phyllomedusa venusta Duellman & Trueb, 1967"
 ]
}

 The dataset includes 5 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003970-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ran8es
title: Occurrence Download

description: A dataset containing 322 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "Country is one of (United States of America, United States Minor Outlying Islands, American Samoa, Micronesia (Federated States of), Guam, Marshall Islands, Northern Mariana Islands, Puerto Rico, Palau, Virgin Islands (U.S.))",
 {
 "not" : {
 "Issue" : [
 "is Country coordinate mismatch"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Samolus valerandi L.)"
 ]
}

 The dataset includes 322 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003971-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ftbrqc
title: Occurrence Download

description: A dataset containing 99997 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Vulpia myuros (L.) C.C.Gmel."
 ]
}

 The dataset includes 99997 records from 1532 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003961-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wbgbvh
title: Occurrence Download

description: A dataset containing 74 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation)",
 "DatasetKey is one of (Belgian IFBL Flora Checklists (1939-1971), Florabank1 - A grid-based database on vascular plant distribution in the northern part of Belgium (Flanders and the Brussels Capital region), Waarnemingen.be - Plant occurrences in Flanders and the Brussels Capital Region, Belgium)",
 "Geometry POLYGON((5.17895 51.06519,4.52097 51.07546,4.50729 50.70028,5.13448 50.67976,5.20062 50.85309,5.17895 51.06519))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Ranunculus arvensis L."
 ]
}

 The dataset includes 74 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013415-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vgga7w
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Anodorhynchus leari Bonaparte, 1856",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 19 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006245-160118175350007/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.xkm28t
title: Occurrence Download

description: A dataset containing 147 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Crassocephalum ducis-aprutii S.Moore"
 ]
}

 The dataset includes 147 records from 17 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009367-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.e649fu
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Vipera graeca (Nilson & Andrén, 1988)"
 ]
}

 The dataset includes 27 records from 6 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0039739-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q6jv1y
title: Occurrence Download

description: A dataset containing 1825 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Botrychium simplex E.Hitchc."
 ]
}

 The dataset includes 1825 records from 78 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006245-160311141623029/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.wqhsez
title: Occurrence Download

description: A dataset containing 35 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Homalium sanguineum (Boivin ex Tul.) Baill."
 ]
}

 The dataset includes 35 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0026904-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.