cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.7528566
title: Tree species annotations for deep learning

description: The dataset contains &gt;10,000 labeled tree species and the model weights for tree species detection. Format: Image tiles (.twf) with a 256 × 256 pixel size stride in the PASCAL VOC format. The labels are saved as a .xml. The RGB orthophotos are open source and can be accessed at: https://www.swisstopo.admin.ch/de/geodata/images/ortho/swissimage10.html. The methodology used to create the data is presented in Beloiu et al. 2023, Individual tree-crown detection and species identification in heterogeneous forests using aerial RGB imagery and deep learning, Remote sensing. Table 1. Tree species and the number of labels available for them. <strong>Scientific name</strong> <strong>Common name</strong> <strong>Class</strong> <strong>Total</strong> <em>Picea abies</em> Norway spruce 10 <strong>3459</strong> <em>Abies alba</em> Silver fir 11 <strong>2375</strong> <em>Pinus sylvestris</em> Scots pine 15 <strong>599</strong> <em>Fagus sylvatica</em> European beech 50 <strong>4181</strong> <strong><em>Total</em></strong> <strong><em>10614</em></strong>
DOI: 10.5281/zenodo.7528565
title: Tree species annotations for deep learning

description: The dataset contains &gt;10,000 labeled tree species and the model weights for tree species detection. Format: Image tiles (.twf) with a 256 × 256 pixel size stride in the PASCAL VOC format. The labels are saved as a .xml. The RGB orthophotos are open source and can be accessed at: https://www.swisstopo.admin.ch/de/geodata/images/ortho/swissimage10.html. The methodology used to create the data is presented in Beloiu et al. 2023, Individual tree-crown detection and species identification in heterogeneous forests using aerial RGB imagery and deep learning, Remote sensing. Table 1. Tree species and the number of labels available for them. <strong>Scientific name</strong> <strong>Common name</strong> <strong>Class</strong> <strong>Total</strong> <em>Picea abies</em> Norway spruce 10 <strong>3459</strong> <em>Abies alba</em> Silver fir 11 <strong>2375</strong> <em>Pinus sylvestris</em> Scots pine 15 <strong>599</strong> <em>Fagus sylvatica</em> European beech 50 <strong>4181</strong> <strong><em>Total</em></strong> <strong><em>10614</em></strong>
DOI: 10.6084/m9.figshare.22217182
title: PostHoc Analysis_PoliticalStance_CD_CSC

description: PostHoc Analysis of participants political stance and digital and socio-civic skills.
DOI: 10.5281/zenodo.7700271
title: Figure 7 in Supported ionic liquid phase facilitated catalysis with lipase from Aspergillus oryzae for enhance enantiomeric resolution of racemic ibuprofen - NCN project OPUS, grant no. 2020/37/B/ST8/00693.

description: Figure 7. presents the scheme of ionic liquid immobilization on the silica surface. The file relates to the composite material manufactured for the NCN project OPUS, grant no. 2020/37/B/ST8/00693.
DOI: 10.5281/zenodo.7700270
title: Figure 7 in Supported ionic liquid phase facilitated catalysis with lipase from Aspergillus oryzae for enhance enantiomeric resolution of racemic ibuprofen - NCN project OPUS, grant no. 2020/37/B/ST8/00693.

description: Figure 7. presents the scheme of ionic liquid immobilization on the silica surface. The file relates to the composite material manufactured for the NCN project OPUS, grant no. 2020/37/B/ST8/00693.
DOI: 10.5281/zenodo.7700246
title: Youtube comments on Smart Farming

description: Please cite the following paper, if you are working on or using the above dataset. https://www.mdpi.com/2624-7402/4/2/29 Farming Dataset The datasets are taken from the following 16 YouTube videos related to farming:<br> 1. How Japan Is Reshaping Its Agriculture By Harnessing Smart Farming Technology-<br> Science Insider<br> 2. Europe has the best regenerative farmers in the world - Richard Perkins<br> 3. The Futuristic Farms That Will Feed the World - Freethink<br> 4. Vertical farms could take over the world - Freethink<br> 5. India’s largest Precision Farm - Simply Fresh Discover Agriculture<br> 6. Solar Panels Plus Farming? Agrivoltaics Explained Undecided with Matt Ferell<br> 7. 7 Israeli Agriculture Technologies Israel<br> 8. The CNH Industrial Autonomous Tractor Concept (Full Version CNH Industrial<br> 9. IoT Smart Plant Monitoring System Viral Science -the home of creativity<br> 10. Singapore’s Bold Plan to Build the Farms of the Future Tomorrow’s Build<br> 11. Smart Vertical Farms in Sharjah Episode Up<br> 12. Drones, robots, and super sperm – the future of farming DW Documentary<br> 13. Simply Fresh - India’s Largest State Of The Art Precision Farm<br> 14. RIPPA The Farm Robot Exterminates Pests And Weeds- ABC Science<br> 15. Top 10 Agritech Startups Empowering Indian Farmers Backstage With Millionaires<br> 16. This Farm of the Future Uses No Soil and 95% Less Water Stories<br> Total counts: 7334<br> The comments have been divided into the following labels:<br> 1. Praising (970 comments)<br> 2. Opinion (3224 comments),<br> 3. Suggestion (231 comments),<br> 4. Undefined (1386 comments),<br> 5. Queries (1007 comments)<br> 6. Hybrid (516 comments). The file includes:<br> 1. Comment<br> 2. Label
description: Smart Farming (SF) is an emerging technology in the current agricultural landscape. The aim of Smart Farming is to provide tools for various agricultural and farming operations to improve yield by reducing cost, waste, and required manpower. SF is a data-driven approach that can mitigate losses that occur due to extreme weather conditions and calamities. The influx of data from various sensors, and the introduction of information communication technologies (ICTs) in the field of farming has accelerated the implementation of disruptive technologies (DTs) such as machine learning and big data.
description: {"references": ["Yadav, S., Kaushik, A., Sharma, M. and Sharma, S., 2022. Disruptive technologies in smart farming: an expanded view with sentiment analysis. AgriEngineering, 4(2), pp.424-460."]}
DOI: 10.5281/zenodo.7700245
title: Youtube comments on Smart Farming

description: Please cite the following paper, if you are working on or using the above dataset. https://www.mdpi.com/2624-7402/4/2/29 Farming Dataset The datasets are taken from the following 16 YouTube videos related to farming:<br> 1. How Japan Is Reshaping Its Agriculture By Harnessing Smart Farming Technology-<br> Science Insider<br> 2. Europe has the best regenerative farmers in the world - Richard Perkins<br> 3. The Futuristic Farms That Will Feed the World - Freethink<br> 4. Vertical farms could take over the world - Freethink<br> 5. India’s largest Precision Farm - Simply Fresh Discover Agriculture<br> 6. Solar Panels Plus Farming? Agrivoltaics Explained Undecided with Matt Ferell<br> 7. 7 Israeli Agriculture Technologies Israel<br> 8. The CNH Industrial Autonomous Tractor Concept (Full Version CNH Industrial<br> 9. IoT Smart Plant Monitoring System Viral Science -the home of creativity<br> 10. Singapore’s Bold Plan to Build the Farms of the Future Tomorrow’s Build<br> 11. Smart Vertical Farms in Sharjah Episode Up<br> 12. Drones, robots, and super sperm – the future of farming DW Documentary<br> 13. Simply Fresh - India’s Largest State Of The Art Precision Farm<br> 14. RIPPA The Farm Robot Exterminates Pests And Weeds- ABC Science<br> 15. Top 10 Agritech Startups Empowering Indian Farmers Backstage With Millionaires<br> 16. This Farm of the Future Uses No Soil and 95% Less Water Stories<br> Total counts: 7334<br> The comments have been divided into the following labels:<br> 1. Praising (970 comments)<br> 2. Opinion (3224 comments),<br> 3. Suggestion (231 comments),<br> 4. Undefined (1386 comments),<br> 5. Queries (1007 comments)<br> 6. Hybrid (516 comments). The file includes:<br> 1. Comment<br> 2. Label
description: Smart Farming (SF) is an emerging technology in the current agricultural landscape. The aim of Smart Farming is to provide tools for various agricultural and farming operations to improve yield by reducing cost, waste, and required manpower. SF is a data-driven approach that can mitigate losses that occur due to extreme weather conditions and calamities. The influx of data from various sensors, and the introduction of information communication technologies (ICTs) in the field of farming has accelerated the implementation of disruptive technologies (DTs) such as machine learning and big data.
description: {"references": ["Yadav, S., Kaushik, A., Sharma, M. and Sharma, S., 2022. Disruptive technologies in smart farming: an expanded view with sentiment analysis. AgriEngineering, 4(2), pp.424-460."]}
DOI: 10.5281/zenodo.7568311
title: The second research task in the project entitled "Tunable liquid metal complexes as catalysts for the model chemical and electrochemical processes" - NCN project OPUS (grant no. 2020/37/B/ST8/00693).

description: The second research task carried out under the project concerns the synthesis of metallate ionic liquids and the physical and chemical properties characterization. The information relates to study performed for the NCN project OPUS, grant no. 2020/37/B/ST8/00693.
DOI: 10.5281/zenodo.7700253
title: Ramann analysis HmimOTf-ZnO

description: Compare analysis Ramann spectra Zno with complexation ionic liquid HmimOTf-ZnO
DOI: 10.5281/zenodo.7568310
title: : The second research task in the project entitled "Tunable liquid metal complexes as catalysts for the model chemical and electrochemical processes" - NCN project OPUS (grant no. 2020/37/B/ST8/00693).

description: The second research task carried out under the project concerns the synthesis of metallate ionic liquids and the physical and chemical properties characterization. The information relates to study performed for the NCN project OPUS, grant no. 2020/37/B/ST8/00693.
DOI: 10.5281/zenodo.7700303
title: : The second research task in the project entitled "Tunable liquid metal complexes as catalysts for the model chemical and electrochemical processes" - NCN project OPUS (grant no. 2020/37/B/ST8/00693).

description: The second research task carried out under the project concerns the synthesis of metallate ionic liquids and the physical and chemical properties characterization. The information relates to study performed for the NCN project OPUS, grant no. 2020/37/B/ST8/00693.
DOI: 10.6084/m9.figshare.3761562.v2516
title: Online Labour Index: Measuring the Online Gig Economy for Policy and Research

description: Data repository for the data underlying the Online Labour Index. See http://ilabour.oii.ox.ac.uk online-labour-index/ for details.
DOI: 10.6069/585h-8612
title: A strategy to characterize the global histone PTM landscape within tissues of non-model organisms

description: Histone post-translational modifications (PTMs) are epigenetic marks that play a critical role in the expression and maintenance of DNA, but they remain largely uninvestigated in non-model organisms due to technical challenges. To begin alleviating this issue, we developed a workflow for histone PTM analysis in the Mozambique tilapia (Oreochromis mossambicus), being a widespread and environmentally hardy fish, using mass spectrometry methods. By incorporating multiple protein digestion methods into the preparation of each sample, we reliably quantified 503 biologically relevant histone PTMs. All of these histone PTMs, collectively referred to as the global histone PTM landscape, were characterized in the gills, kidney, and testes of this fish. By comparing the global histone PTM landscape between the three tissues, we found that 90.46% of histone PTMs were tissue-dependent. The workflow and tools for histone PTM analysis described in this study are now publicly available and enable comprehensive investigation into the influence of environmental stress on histone PTMs in non-model organisms. Given the functionality and flexibility of histone PTMs, we anticipate that the study of histone PTMs in ecologically relevant contexts will provide ground-breaking insights into comparative physiology and evolution.
DOI: 10.6084/m9.figshare.22217248
title: stone_dataset.csv

description: SToNe (Sentiment and TOne from NEws) is a dataset containing headlines from Croatian news outlets labeled with sentiment towards named entities and the general tone of the headline.
DOI: 10.6084/m9.figshare.22217248.v1
title: stone_dataset.csv

description: SToNe (Sentiment and TOne from NEws) is a dataset containing headlines from Croatian news outlets labeled with sentiment towards named entities and the general tone of the headline.
DOI: 10.6069/xdtd-4b83
title: Salinity-responsive histone PTMs identified in Mozambique tilapia tissues

description: Histone post-translational modifications (PTMs) are epigenetic marks that can be induced by environmental stress and elicit heritable patterns of gene expression. To investigate this process in an ecological context, we characterized the influence of salinity stress on histone PTMs within the gills, kidney, and testes of Mozambique tilapia (Oreochromis mossambicus). A total of 503 histone PTMs were quantified in each tissue sample and compared between freshwater-adapted fish exposed to salinity treatments that varied in intensity and duration. Three salinity-responsive histone PTMs were identified in this study. When freshwater-adapted fish were exposed to seawater for two hours, the relative abundance of H1K16ub significantly increased in the gills. Long-term salinity stress elicited changes in an additional two histone PTMs in the testes. When freshwater-adapted fish were exposed to a pulse of severe salinity stress, where salinity reached a maximum of 82.5 g/kg, the relative abundance of H3K14ac and H3K18ub decreased significantly in the testes. This study demonstrates that specific types of salinity stress can alter histone PTMs in Mozambique tilapia, both in an osmoregulatory organ and in the germ line. These results signify a potential for histone PTMs to be involved in salinity acclimation and adaptation in euryhaline fishes, thereby adding to a growing body of evidence that epigenetic mechanisms are involved in such processes.
DOI: 10.5281/zenodo.7700339
title: Clinical Study Reports published by the European Medicines Agency 2016-2018

description: Clinical Study Reports published by the European Medicines Agency 2016-2018
DOI: 10.5281/zenodo.7700338
title: Clinical Study Reports published by the European Medicines Agency 2016-2018

description: Clinical Study Reports published by the European Medicines Agency 2016-2018
DOI: 10.6084/m9.figshare.21514389
title: Neogene uplift and deformation in the northeastern Bird’s Head Peninsula, West Papua, Indonesia: consequences of oblique plate convergence

description: Supplementary Table 1. Excel file of U-Pb zircon data. Pdf file with Supplementary Tables 2 and 3 and Supplementary Figures 1 and 2.
DOI: 10.5281/zenodo.7699492
title: Croissant OD Mutants

description: This dataset contains the bytecode of Croissant OD mutants.
DOI: 10.5281/zenodo.7699491
title: Croissant OD Mutants

description: This dataset contains the bytecode of Croissant OD mutants.
DOI: 10.3886/e146023v1-133420
title: The legal status of discrimination can alter personal prejudice against people with depression

description: In a series of studies, we attempted to manipulate participants' beliefs about the legality of discrimination and measure shifts in their self-reported attitudes toward corresponding social groups. In the first two listed studies (those marked 1a and 1b), we described a hypothetical alien world with novel discriminatory acts, a novel legal system, and novel social groups. In the next two listed studies (those marked as 2 and 3), we manipulated the claim that discrimination on the basis of mental illness is currently legal in the United States and measured attitudes toward people with depression. This archive also includes four related studies with various methodological limitations (e.g., participants were reluctant to believe that discrimination against a Hindu job applicant could be legal, in contrast to a job applicant with depression). Those studies appear in the "other studies" folder.<br><br>All of the experiments were conducted online and all employed convenience samples. Most participants were recruited via Amazon Mechanical Turk. For the "Wiccan job applicant" study, participants were recruited via Prolific and the Syracuse University psychology subject pool.<br><br>The dates of the individual studies are listed below:<br><br>1a - fictional beings (individuals) | September 2016<br>1b - fictional beings (groups) | January 2017<br>2 - depression discrimination | July 2015<br>3 - depression discrimination replication | January 2019<br>other studies/airport racial profiling | May 2015<br>other studies/comparison of groups - employment discrimination | August 2017<br>other studies/Hindu job applicant | August 2017<br>other studies/Wiccan job applicant | October-November 2018<br><br>For notes about the various data files, see the text files included in this archive.<br><br>I recognize that the documentation of this project could be more detailed. I have many projects that could benefit from additional public documentation. If you are using the data, please reach out to me via email and I can prioritize sharing more information about this one. My most up-to-date email address should be available at saraemilyburke.com/contact.html.<br><br>
DOI: 10.5281/zenodo.7690506
title: Croissant NOD/ID Mutants

description: This dataset contains the bytecode of Croissant NOD and ID mutants.
DOI: 10.5281/zenodo.7690505
title: Croissant NOD/ID Mutants

description: This dataset contains the bytecode of Croissant NOD and ID mutants.
DOI: 10.6084/m9.figshare.22217038.v1
title: Dataset: Investigating completeness and inequalities in OpenStreetMap - spatio-temporal analysis of global urban building data

description: Here we provide the data for reproducing the analysis and figures presented in the global urban OSM building completeness analysis manuscript.
DOI: 10.6084/m9.figshare.21623829
title: Pearl millet transcription factor family characterization data

description: Presented are datasets derived from analyzing sequences of putative transcription factors and some other proteins in pearl millet (<em>Pennisetum glaucum</em>). These datasets shows families which those protiens belong to, a phylogenetic tree and conserved motifs for each of these family, and their predicted subcellular localization.
DOI: 10.6084/m9.figshare.21623829.v5
title: Pearl millet transcription factor family characterization data

description: Presented are datasets derived from analyzing sequences of putative transcription factors and some other proteins in pearl millet (<em>Pennisetum glaucum</em>). These datasets shows families which those protiens belong to, a phylogenetic tree and conserved motifs for each of these family, and their predicted subcellular localization.
DOI: 10.5281/zenodo.7351624
title: Silicon bearing molecules in eta Carina's Homunculus

description: Open access to data published by Bordiu et al. (2022).<br> The article reports the detection and study of silicon-bearing and other molecules in the equatorial ring of the Homunculus around eta Carina.<br> Data are hosted as a catalog at the Spanish Virtual Observatory site (see related identifier below).<br> A total of seven rotational lines from 13CO, 13CN, SiO, SiS, and SiN are included, observed toward twelve clumps within the equatorial ring of the Homunculus.<br> The catalog contains: (1) spectra as FITS files; (2) preview as png files; and (3) physical parameters derived from modeling as VOTables. Link:<br> http://svocats.cab.inta-csic.es/etacar_si/ References:<br> Bordiu, C., Rizzo, J.R., Bufano, F., et al. 2022, Astrophysical Journal Letters, 939, L30<br>
description: Published in Bordiu et al. 2022, ApJL 939, L30
DOI: 10.5281/zenodo.7351625
title: Silicon bearing molecules in eta Carina's Homunculus

description: Open access to data published by Bordiu et al. (2022).<br> The article reports the detection and study of silicon-bearing and other molecules in the equatorial ring of the Homunculus around eta Carina.<br> Data are hosted as a catalog at the Spanish Virtual Observatory site (see related identifier below).<br> A total of seven rotational lines from 13CO, 13CN, SiO, SiS, and SiN are included, observed toward twelve clumps within the equatorial ring of the Homunculus.<br> The catalog contains: (1) spectra as FITS files; (2) preview as png files; and (3) physical parameters derived from modeling as VOTables. Link:<br> http://svocats.cab.inta-csic.es/etacar_si/ References:<br> Bordiu, C., Rizzo, J.R., Bufano, F., et al. 2022, Astrophysical Journal Letters, 939, L30<br>
description: Published in Bordiu et al. 2022, ApJL 939, L30
DOI: 10.6084/m9.figshare.22216828
title: Efficient participatory irrigation institutions to support productive and sustainable agriculture in south Asia - Full Dataset

description: The project, funded by the Australian Centre for International Agricultural Research (ADP-2014-045), focuses on the devolution of responsibilities in irrigation to farmers. Broadly referred to as Participatory Irrigation Management/Irrigation Management Transfer (PIM/IMT), the project looked at the merits of this approach in different settings in south Asia. The research uses economics to help local irrigation managers better understand where and when PIM/IMT works and consider if a different approach is needed. The project uses empirical data drawn from four jurisdictions, Assam and Bihar in India and Sindh and Punjab in Pakistan, all with some unique characteristics. A large dataset has been assembled using both paper-based and mobile tablet surveys. The data covers: overall institutional performance and its relationship to agro-economic variables; drivers of compliance; gender differences and their impact on participation in water groups and perceptions of performance; data on preferred charging regimes and broader institutional arrangements for managing water at the local level. These data are unique, having been collected simultaneously across the four jurisdictions. <br>
DOI: 10.6084/m9.figshare.22217416
title: Twitter and Reddit Data

description: Data collected about the police opinion in Portugal, on Twitter and Reddit
DOI: 10.6084/m9.figshare.22217416.v1
title: Reddit_rPortugal(18-21)v2.csv

description: Data collected about the police opinion in Portugal, on Twitter and Reddit
DOI: 10.6084/m9.figshare.21555276
title: Sedation and reversal records for sambar and red deer captured and collared in Kosciuszko National Park, Australia

description: Summary of capture, sedation and reversal dosage information collected for each captured and collared deer from 11 days of aerial net gunning operations targeting sambar (<em>Rusa unicolor</em>) and red deer (<em>Cervus elaphus</em>) over operation one (April) and operation two (November 2021), in Kosciuszko National Park, Australia.
DOI: 10.6084/m9.figshare.21555276.v1
title: Sedation and reversal records for sambar and red deer captured and collared in Kosciuszko National Park, Australia

description: Summary of capture, sedation and reversal dosage information collected for each captured and collared deer from 11 days of aerial net gunning operations targeting sambar (<em>Rusa unicolor</em>) and red deer (<em>Cervus elaphus</em>) over operation one (April) and operation two (November 2021), in Kosciuszko National Park, Australia.
DOI: 10.5281/zenodo.7700432
title: Coupled cycling of carbon and water in the form of hydrous carbonatitic liquids in the subarc region

description: We determined the phase relations of subducted ophicarbonate. Chemical composition of run products are listed in this file.
DOI: 10.5281/zenodo.7700431
title: Coupled cycling of carbon and water in the form of hydrous carbonatitic liquids in the subarc region

description: We determined the phase relations of subducted ophicarbonate. Chemical composition of run products are listed in this file.