cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.3942124
title: Sentiment analysis of tech media articles using VADER package and co-occurrence analysis (01.2016-12.2019)

description: Sentiment analysis of tech media articles using VADER package and co-occurrence analysis Sources with weights: Euractiv 5% The Conversation 5% Politico Europe 5 % IEEE Spectrum 5 % Techforge 5% Fastcompany 5% The Guardian (Tech) 12% Arstechnica 5% Reuters 5% Gizmodo 9% ZDNet 9% The Register 12% The Verge 9% TechCrunch 9% Methodology The sentiment analysis has been prepared using VADER*, an open-source lexicon and rule-based sentiment analysis tool. VADER is specifically designed for social media analysis, but can be also applied for other text sources. The sentiment lexicon was compiled using various sources (other sentiment data sets, Twitter etc.) and was validated by human input. The advantage of VADER is that the rule-based engine includes word-order sensitive relations and degree modifiers. As VADER is more robust in the case of shorter social media texts, the analysed articles have been divided into paragraphs. The analysis have been carried out for the social issues presented in the co-occurrence exercise. The process included the following main steps: The 100 most frequently co-occurring terms are identified for every social issue (using the co-occurrence methodology) The articles containing the given social issue and co-occurring term are identified The identified articles are divided into paragraphs Social issue and co-occurring words are removed from the paragraph The VADER sentiment analysis is carried out for every identified and modified paragraph The average for the given word pair is calculated for the final result Therefore, the procedure has been repeated for 100 words for all identified social issues. The sentiment analysis resulted in a compound score for every paragraph. The score is calculated from the sum of the valence scores of each word in the paragraph, and normalised between the values -1 (most extreme negative) and +1 (most extreme positive). Finally, the average is calculated from the paragraph results. Removal of terms is meant to exclude sentiment of the co-occurring word itself, because the word may be misleading, e.g. when some technologies or companies attempt to solve a negative issue. The neighbourhood's scores would be positive, but the negative term would bring the paragraph's score down. *Hutto, C.J. & Gilbert, E.E. (2014). VADER: A Parsimonious Rule-based Model for Sentiment Analysis of Social Media Text. Eighth International Conference on Weblogs and Social Media (ICWSM-14). Ann Arbor, MI, June 2014.
DOI: 10.5281/zenodo.3942123
title: Sentiment analysis of tech media articles using VADER package and co-occurrence analysis (01.2016-12.2019)

description: Sentiment analysis of tech media articles using VADER package and co-occurrence analysis Sources with weights: Euractiv 5% The Conversation 5% Politico Europe 5 % IEEE Spectrum 5 % Techforge 5% Fastcompany 5% The Guardian (Tech) 12% Arstechnica 5% Reuters 5% Gizmodo 9% ZDNet 9% The Register 12% The Verge 9% TechCrunch 9% Methodology The sentiment analysis has been prepared using VADER*, an open-source lexicon and rule-based sentiment analysis tool. VADER is specifically designed for social media analysis, but can be also applied for other text sources. The sentiment lexicon was compiled using various sources (other sentiment data sets, Twitter etc.) and was validated by human input. The advantage of VADER is that the rule-based engine includes word-order sensitive relations and degree modifiers. As VADER is more robust in the case of shorter social media texts, the analysed articles have been divided into paragraphs. The analysis have been carried out for the social issues presented in the co-occurrence exercise. The process included the following main steps: The 100 most frequently co-occurring terms are identified for every social issue (using the co-occurrence methodology) The articles containing the given social issue and co-occurring term are identified The identified articles are divided into paragraphs Social issue and co-occurring words are removed from the paragraph The VADER sentiment analysis is carried out for every identified and modified paragraph The average for the given word pair is calculated for the final result Therefore, the procedure has been repeated for 100 words for all identified social issues. The sentiment analysis resulted in a compound score for every paragraph. The score is calculated from the sum of the valence scores of each word in the paragraph, and normalised between the values -1 (most extreme negative) and +1 (most extreme positive). Finally, the average is calculated from the paragraph results. Removal of terms is meant to exclude sentiment of the co-occurring word itself, because the word may be misleading, e.g. when some technologies or companies attempt to solve a negative issue. The neighbourhood's scores would be positive, but the negative term would bring the paragraph's score down. *Hutto, C.J. & Gilbert, E.E. (2014). VADER: A Parsimonious Rule-based Model for Sentiment Analysis of Social Media Text. Eighth International Conference on Weblogs and Social Media (ICWSM-14). Ann Arbor, MI, June 2014.
DOI: 10.5281/zenodo.5789222
title: (Cot)Tb(transCnt)

description: This contains the dataset for (Cot)Tb(transCnt)
DOI: 10.5281/zenodo.5789221
title: (Cot)Tb(transCnt)

description: This contains the dataset for (Cot)Tb(transCnt)
DOI: 10.25318/3210044301-eng
title: Characteristics of farm operators: Number of farm operators who lived on the farm at any time during the 12 months prior to the census

description: 2011 Census of Agriculture, 2011. Number of farm operators who lived on the farm at any time during the 12 months prior to the census.
DOI: 10.25318/3210044301-fra
title: Caractéristiques des exploitants agricoles : Nombre d'exploitants agricoles qui habitent sur la ferme à un moment quelconque au cours des 12 derniers mois avant le recensement

description: Recensement de l'agriculture de 2011. Nombre d'exploitants agricoles qui habitent sur la ferme à un moment quelconque au cours des 12 derniers mois avant le recensement.
DOI: 10.5281/zenodo.5789522
title: Raw data used for the preparation of the article Nanomaterials 2021, 11, 2020. DOI: 10.3390/nano11082020

description: Raw data (SEM, XRD, AFM, magnetotransport) used for the preparation of the article R. Sondors, G. Kunakova, L. Jasulaneca, J. Andzane, E. Kauranens, M. Bechelany, and D. Erts, <em>High-Yield Growth and Tunable Morphology of Bi<sub>2</sub>Se<sub>3</sub> Nanoribbons Synthesized on Thermally Dewetted Au</em>, Nanomaterials 11, (2021). DOI: 10.3390/nano11082020
DOI: 10.5281/zenodo.5789521
title: Raw data used for the preparation of the article Nanomaterials 2021, 11, 2020. DOI: 10.3390/nano11082020

description: Raw data (SEM, XRD, AFM, magnetotransport) used for the preparation of the article R. Sondors, G. Kunakova, L. Jasulaneca, J. Andzane, E. Kauranens, M. Bechelany, and D. Erts, <em>High-Yield Growth and Tunable Morphology of Bi<sub>2</sub>Se<sub>3</sub> Nanoribbons Synthesized on Thermally Dewetted Au</em>, Nanomaterials 11, (2021). DOI: 10.3390/nano11082020
DOI: 10.5281/zenodo.5789228
title: (Cot)Dy(cnt)

description: This contains the dataset for (Cot)Dy(cnt)
DOI: 10.5281/zenodo.5789227
title: (Cot)Dy(cnt)

description: This contains the dataset for (Cot)Dy(cnt)
DOI: 10.3886/e142222
title: Emotions, Perceived Stressors and Coping Strategies of Healthcare Workers During the COVID-19 Pandemic

description: Healthcare workers are at a high risk of contracting Severe Acute Respiratory Syndrome Coronavirus 2 (SARS-CoV-2) due to its ability to attack human cells and spread so efficiently. This descriptive study is aimed at exploring emotions and identifying stress and coping strategies of healthcare workers during the pandemic in our hospital
DOI: 10.3886/e142222v2
title: Emotions, Perceived Stressors and Coping Strategies of Healthcare Workers During the COVID-19 Pandemic

description: Healthcare workers are at a high risk of contracting Severe Acute Respiratory Syndrome Coronavirus 2 (SARS-CoV-2) due to its ability to attack human cells and spread so efficiently. This descriptive study is aimed at exploring emotions and identifying stress and coping strategies of healthcare workers during the pandemic in our hospital
DOI: 10.3886/e157641
title: Replication code and data for "The stereotype that girls lack talent: A worldwide investigation"

description: Recent research has shown that there exist gender stereotypes that portray men as more brilliant or inherently talented than women. We provide a large-scale cross-country investigation of these stereotypes and their relationship with other gender gaps. Exploiting a survey question asked to more than 500,000 students in 72 countries, we build a measure of the stereotypes associating talent with men and show that they are present in almost all studied countries. These stereotypes are stronger among high-achieving students and in more developed or more gender-egalitarian countries. Similar patterns are observed for gender gaps in competitiveness, self-confidence and willingness to work in an ICT (Information and Communication Technology)-related occupation. Statistical analysis suggests that these three latter gender gaps could be related to stereotypes associating talent with men. We conclude that these stereotypes should be more systematically considered as a possible explanation for the glass ceiling. We provide here the codes and necessary instrucution to replicate all our results from available data. <br><br><br><br><br><br>
DOI: 10.3886/e157641v1
title: Replication code and data for "The stereotype that girls lack talent: A worldwide investigation"

description: Recent research has shown that there exist gender stereotypes that portray men as more brilliant or inherently talented than women. We provide a large-scale cross-country investigation of these stereotypes and their relationship with other gender gaps. Exploiting a survey question asked to more than 500,000 students in 72 countries, we build a measure of the stereotypes associating talent with men and show that they are present in almost all studied countries. These stereotypes are stronger among high-achieving students and in more developed or more gender-egalitarian countries. Similar patterns are observed for gender gaps in competitiveness, self-confidence and willingness to work in an ICT (Information and Communication Technology)-related occupation. Statistical analysis suggests that these three latter gender gaps could be related to stereotypes associating talent with men. We conclude that these stereotypes should be more systematically considered as a possible explanation for the glass ceiling. We provide here the codes and necessary instrucution to replicate all our results from available data. <br><br><br><br><br><br>
DOI: 10.15468/5fqayk
title: Description of a new deep-water species of Heteroclinus (Pisces: Teleostei: Clinidae) from southern Australia

description: This dataset contains the digitized treatments in Plazi based on the original journal article Hoese, Douglass F., Pogonoski, John J. (2021): Description of a new deep-water species of Heteroclinus (Pisces: Teleostei: Clinidae) from southern Australia. Zootaxa 5082 (3): 286-293, DOI: https://doi.org/10.11646/zootaxa.5082.3.6
DOI: 10.5066/p9jobyyl
title: Data on barium, strontium, cobalt, and nickel plumes formed during microbial iron-reduction on sediments and in water from a crude-oil-contaminated aquifer, Bemidji, Minnesota (2009-2019)

description: This U.S. Geological Survey (USGS) Data Release provides concentrations from groundwater and soil extracts for iron (Fe), barium (Ba), strontium (Sr), cobalt (Co), and nickel (Ni). Groundwater analyses for pH and alkalinity are also included. Samples were collected at the National Crude Oil Spill Fate and Natural Attenuation Research Site, near Bemidji MN (USA) between 2009-2019. The site is in Beltrami County, where a high-pressure pipeline carrying crude oil burst in 1979 and spilled approximately 1.7 million liters (10,700 barrels) into glacial outwash deposits. A trace element plume occurred at the site, in which concentrations of Fe, Co, Ni, Ba, and Sr were mobilized from the sediments into the groundwater. These elements are regulated in groundwater by the United States Environmental Protection Agency (EPA) or recommended for regulation by the World Health Organization (WHO). Laboratory and field measurements are included in this data release. There are three tables (*.xlsx and *.csv) in this dataset: 1) T1_BemidjiDataDictionary 2) T2_BemidjiGroundwaterChemistry 3) T3_BemidjiSedimentChemistry. T1_BemidjiDataDictionary provides metadata for tables T2 and T3; T2_BemidjiGroundwaterChemistry includes pH, alkalinity (HCO3-), and trace metal concentrations measured in groundwater samples; T3_BemidjiSedimentChemistry includes trace metal concentrations measured in sediment extracts. This data release provides data sets in tabular, database-ready format. The data contained in this data release were supported primarily by the USGS Environmental Health Toxic Substances Hydrology Program.
DOI: 10.34740/kaggle/dsv/2939073
title: Vietnam SARS-CoV-2 | COVID-19 Data
DOI: 10.6084/m9.figshare.7817951
title: Data-set for "The CCI as assesment of Calculus understanding in a large class for Differential Calculus" I

description: The CCI is a test designed for the assessment of calculus comprehension. It includes a test and an evaluation method. Here we record the results of an evaluation of the CCI within the context of a large group of students, with different large classes, and within the context of a Colombian state-sponsored program for inclusion of students into the University, the SPP. <br>To preserve the anonymity of students, this data-set does not include individual names. <br>
DOI: 10.6084/m9.figshare.7817951.v1
title: Data-set for "The CCI as assesment of Calculus understanding in a large class for Differential Calculus" I

description: The CCI is a test designed for the assessment of calculus comprehension. It includes a test and an evaluation method. Here we record the results of an evaluation of the CCI within the context of a large group of students, with different large classes, and within the context of a Colombian state-sponsored program for inclusion of students into the University, the SPP. <br>To preserve the anonymity of students, this data-set does not include individual names. <br>
DOI: 10.7284/145524
title: Expendable Probe data collected during research cruise NBP0701 using a Sippican MK12 instrument system onboard the platform RV Nathaniel B. Palmer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/145530
title: GNSS (Global Navigation Satellite System) data collected during research cruise NBP0701 using a Furuno GP-330B instrument system onboard the platform RV Nathaniel B. Palmer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/145526
title: Gyrocompass data collected during research cruise NBP0701 using a Yokogawa CMZ700B instrument system onboard the platform RV Nathaniel B. Palmer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/145527
title: INS (Inertial Navigation System) data collected during research cruise NBP0701 using a Kongsberg Seapath 200 instrument system onboard the platform RV Nathaniel B. Palmer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/145516
title: Multibeam Echosounder data collected during research cruise NBP0701 using a Kongsberg EM122 instrument system onboard the platform RV Nathaniel B. Palmer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/145542
title: CTD (Conductivity, Temperature, Depth) data collected during research cruise NBP0702 using a Sea-Bird SBE-911+ instrument system onboard the platform RV Nathaniel B. Palmer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/145543
title: Expendable Probe data collected during research cruise NBP0702 using a Sippican MK12 instrument system onboard the platform RV Nathaniel B. Palmer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/145550
title: GNSS (Global Navigation Satellite System) data collected during research cruise NBP0702 using a Furuno GP-330B instrument system onboard the platform RV Nathaniel B. Palmer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/145545
title: Gyrocompass data collected during research cruise NBP0702 using a Yokogawa CMZ700B instrument system onboard the platform RV Nathaniel B. Palmer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/145546
title: INS (Inertial Navigation System) data collected during research cruise NBP0702 using a Kongsberg Seapath 200 instrument system onboard the platform RV Nathaniel B. Palmer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/145517
title: Multibeam Echosounder data collected during research cruise NBP0702 using a Kongsberg EM122 instrument system onboard the platform RV Nathaniel B. Palmer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.6085/aa/marine_ltm.12.9
title: MARINe/PISCO: Intertidal: MARINe Long-Term Monitoring Surveys: Photo Plots and Transects Summarized

description: Long-Term Monitoring and Biodiversity Surveys done by the Multi-Agency Rocky Intertidal Network (MARINe) occur throughout the year at sites ranging from Southeast Alaska to Mexico. Long Term Monitoring surveys assess within-site community change over time, while Biodiversity surveys were designed to capture among-site patterns of community structure (abundance and spatial distribution of species). In combination, the long-term, targeted species approach and the biodiversity surveys provide a wealth of information about the structure and dynamics of rocky intertidal communities along the Pacific Coast of North America. This metadata record documents the Photo Plot and Transect Survey data for MARINe Long-Term Monitoring surveys. Photo Plots are used to monitor percent cover of organisms within target species assemblages. Plots are established for a given species assemblage if overall cover at a site is sufficient for monitoring. Transects are used to monitor percent cover of surfgrass, kelps, and other algae. Please note that species of concern have been removed from all public datasets, as well as data from sites funded by the National Park Service (NPS) and the United States Navy. For a comprehensive dataset, please contact the data set owner(s). For more information about the data described in this metadata record, please visit pacificrockyintertidal.org. The long-term California MPA boundary and project info tables referenced in this dataset can be found as a separate dataset here: https://opc.dataone.org/view/doi:10.25494/P6V884
DOI: 10.7284/145532
title: CTD (Conductivity, Temperature, Depth) data collected during research cruise NBP0703 using a Sea-Bird SBE-911+ instrument system onboard the platform RV Nathaniel B. Palmer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/145533
title: Expendable Probe data collected during research cruise NBP0703 using a Sippican MK12 instrument system onboard the platform RV Nathaniel B. Palmer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/145540
title: GNSS (Global Navigation Satellite System) data collected during research cruise NBP0703 using a Furuno GP-330B instrument system onboard the platform RV Nathaniel B. Palmer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.6085/aa/marine_ltm.4.12
title: MARINe/PISCO: Intertidal: MARINe Long-Term Monitoring Surveys: Sea Stars and Katharina

description: Long-Term Monitoring and Biodiversity Surveys done by the Multi-Agency Rocky Intertidal Network (MARINe) occur throughout the year at sites ranging from Southeast Alaska to Mexico. Long Term Monitoring surveys assess within-site community change over time, while Biodiversity surveys were designed to capture among-site patterns of community structure (abundance and spatial distribution of species). In combination, the long-term, targeted species approach and the biodiversity surveys provide a wealth of information about the structure and dynamics of rocky intertidal communities along the Pacific Coast of North America. This metadata record documents the Sea Star and Katharina Survey data for MARINe Long-Term Monitoring surveys. Sea Star and Katharina surveys are done by recording the number of a specific organism found in a permanent plot at a given site. Please note that species of concern have been removed from all public datasets, as well as data from sites funded by the National Park Service (NPS) and the United States Navy. For a comprehensive dataset, please contact the data set owner(s). For more information about the data described in this metadata record, please visit pacificrockyintertidal.org. The long-term California MPA boundary and project info tables referenced in this dataset can be found as a separate dataset here: https://opc.dataone.org/view/doi:10.25494/P6V884
DOI: 10.7284/145535
title: Gyrocompass data collected during research cruise NBP0703 using a Yokogawa CMZ700B instrument system onboard the platform RV Nathaniel B. Palmer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/145536
title: INS (Inertial Navigation System) data collected during research cruise NBP0703 using a Kongsberg Seapath 200 instrument system onboard the platform RV Nathaniel B. Palmer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/145521
title: Multibeam Echosounder data collected during research cruise NBP0703 using a Kongsberg EM122 instrument system onboard the platform RV Nathaniel B. Palmer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/145467
title: CTD (Conductivity, Temperature, Depth) data collected during research cruise NBP0709 using a Sea-Bird SBE-911+ instrument system onboard the platform RV Nathaniel B. Palmer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/145468
title: Expendable Probe data collected during research cruise NBP0709 using a Sippican MK12 instrument system onboard the platform RV Nathaniel B. Palmer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/145474
title: GNSS (Global Navigation Satellite System) data collected during research cruise NBP0709 using a Furuno GP-330B instrument system onboard the platform RV Nathaniel B. Palmer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/145552
title: Gyrocompass data collected during research cruise NBP0709 using a Yokogawa CMZ700B instrument system onboard the platform RV Nathaniel B. Palmer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/145469
title: INS (Inertial Navigation System) data collected during research cruise NBP0709 using a Kongsberg Seapath 200 instrument system onboard the platform RV Nathaniel B. Palmer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/145463
title: Multibeam Echosounder data collected during research cruise NBP0709 using a Kongsberg EM122 instrument system onboard the platform RV Nathaniel B. Palmer

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/145451
title: CTD (Conductivity, Temperature, Depth) data collected during research cruise NBP0710 using a Sea-Bird SBE-911+ instrument system onboard the platform RV Nathaniel B. Palmer

description: Original (unprocessed) data collected during a Field_expedition