cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.7622338
title: SuperDARN data in netCDF format (2021-Jan)

description: 2021-Jan SuperDARN radar data in netCDF format. These files were produced using versions 2.5 and 3.0 of the public FitACF algorithm, using the AACGM v2 coordinate system. Cite this dataset if using our data in a publication.The RST is available here: https://github.com/SuperDARN/rstThe research enabled by SuperDARN is due to the efforts of teams of scientists and engineers working in many countries to build and operate radars, process data and provide access, develop and improve data products, and assist users in interpretation. Users of SuperDARN data and data products are asked to acknowledge this support in presentations and publications. A brief statement on how to acknowledge use of SuperDARN data is provided below.Users are also asked to consult with a SuperDARN PI prior to submission of work intended for publication. A listing of radars and PIs with contact information can be found here: (SuperDARN Radar Overview)<strong>Recommended form of acknowledgement for the use of SuperDARN data:</strong>'The authors acknowledge the use of SuperDARN data. SuperDARN is a collection of radars funded by national scientific funding agencies of Australia, Canada, China, France, Italy, Japan, Norway, South Africa, United Kingdom and the United States of America.'
DOI: 10.5281/zenodo.7620735
title: SuperDARN data in netCDF format (2021-Mar)

description: 2021-Mar SuperDARN radar data in netCDF format. These files were produced using versions 2.5 and 3.0 of the public FitACF algorithm, using the AACGM v2 coordinate system. Cite this dataset if using our data in a publication.The RST is available here: https://github.com/SuperDARN/rstThe research enabled by SuperDARN is due to the efforts of teams of scientists and engineers working in many countries to build and operate radars, process data and provide access, develop and improve data products, and assist users in interpretation. Users of SuperDARN data and data products are asked to acknowledge this support in presentations and publications. A brief statement on how to acknowledge use of SuperDARN data is provided below.Users are also asked to consult with a SuperDARN PI prior to submission of work intended for publication. A listing of radars and PIs with contact information can be found here: (SuperDARN Radar Overview)<strong>Recommended form of acknowledgement for the use of SuperDARN data:</strong>'The authors acknowledge the use of SuperDARN data. SuperDARN is a collection of radars funded by national scientific funding agencies of Australia, Canada, China, France, Italy, Japan, Norway, South Africa, United Kingdom and the United States of America.'
DOI: 10.5281/zenodo.7527396
title: Replication package for: Beyond Dividing the Pie: Multi-Issue Bargaining in the Laboratory

description: Replication package for the article Bochet, Olivier, Manshu Khanna, Simon Siegenthaler (2023), Beyond Dividing the Pie: Multi-Issue Bargaining in the Laboratory. The Review of Economic Studies. The replication package contains the data and software code to replicate the statistical analysis, tables, and figures published in the article and the online appendix. It only contains the experimental instructions.
DOI: 10.5281/zenodo.7604133
title: Replication package for: Beyond Dividing the Pie: Multi-Issue Bargaining in the Laboratory

description: Replication package for the article Bochet, Olivier, Manshu Khanna, Simon Siegenthaler (2023), Beyond Dividing the Pie: Multi-Issue Bargaining in the Laboratory. The Review of Economic Studies. The replication package contains the data and software code to replicate the statistical analysis, tables, and figures published in the article and the online appendix. It only contains the experimental instructions.
DOI: 10.15783/c70w2c
title: CRAWDAD dataset nus/contact (v. 2006-08-01)

description: The authors obtained the contact patterns among 22341 students, which were inferred from the information on class schedules and class rosters for the Spring semester of 2006 in National University of Singapore.
description: Changelog: the initial version
DOI: 10.15783/c74k5n
title: CRAWDAD dataset nus/bluetooth (v. 2007-09-03)

description: This dataset contains Bluetooth contact traces collected in Singapore. 
12 contact probes-3 static and 9 mobile-collected data from end 2005 to early 2006. 
We discovered over 10,000 unique devices and recorded over 350,000 contacts 
in this duration.
description: Changelog: the initial version
DOI: 10.5281/zenodo.7621443
title: SuperDARN data in netCDF format (2021-Feb)

description: 2021-Feb SuperDARN radar data in netCDF format. These files were produced using versions 2.5 and 3.0 of the public FitACF algorithm, using the AACGM v2 coordinate system. Cite this dataset if using our data in a publication.The RST is available here: https://github.com/SuperDARN/rstThe research enabled by SuperDARN is due to the efforts of teams of scientists and engineers working in many countries to build and operate radars, process data and provide access, develop and improve data products, and assist users in interpretation. Users of SuperDARN data and data products are asked to acknowledge this support in presentations and publications. A brief statement on how to acknowledge use of SuperDARN data is provided below.Users are also asked to consult with a SuperDARN PI prior to submission of work intended for publication. A listing of radars and PIs with contact information can be found here: (SuperDARN Radar Overview)<strong>Recommended form of acknowledgement for the use of SuperDARN data:</strong>'The authors acknowledge the use of SuperDARN data. SuperDARN is a collection of radars funded by national scientific funding agencies of Australia, Canada, China, France, Italy, Japan, Norway, South Africa, United Kingdom and the United States of America.'
DOI: 10.15783/c7d30d
title: CRAWDAD dataset nottingham/mall (v. 2012-06-22)

description: This is a dataset of real-world Bluetooth contact data colected from shop 
employees of a shopping mall over six days.
description: Changelog: the initial version
DOI: 10.15783/c7hs3c
title: CRAWDAD dataset nottingham/cattle (v. 2007-12-20)

description: We performed the field experiments of cattle movement and behavior monitoring 
at the University of Nottingham's Dairy Centre to collect realistic parameters 
necessary to develop and evaluate an adequate wireless protocol.
description: Changelog: the initial version
DOI: 10.15783/c7nk59
title: CRAWDAD dataset nist/multihop (v. 2007-08-20)

description: To assess the feasibility of deploying wireless relays in real
time, we conducted a series of experiments using 900 MHz
TinyOS Crossbow MICA2 Motes (MPR400CB).
description: Changelog: the initial version
DOI: 10.6084/m9.figshare.22061207.v1
title: Data from : The macroevolutionary ‘common-garden’ experiment: evolvability of bone organization levels during repeated acquisitions of a slow arboreal lifestyle in mammals

description: - Supplementary Data 1-2: raw data - Supplementary Tables 2-5: analyses results - Supplementary Data 3: time-tree - Supplementary Data 4: R code - Supplementary Information on the methods (Supplementary Table 1 and Notes 1-7) - Details on Extended Data Figs. and Tables are provided in Extended Data Captions.doc
DOI: 10.15783/c7s88k
title: CRAWDAD dataset niit/bit_errors (v. 2008-07-08)

description: We collected 802.15.4 traces at NUST school of Electrical Engineering and Computer Science, 
Rawalpindi, Pakistan, and collected 802.11b traces at Wireless and Video (WAVES) Lab 
at Michigan State University (MSU), USA, to investigate biterror process of the 802.15.4 
and 802.11 networks.
description: Changelog: the initial version
DOI: 10.17909/18ex-q697
title: Data set used for NGC 2808 paper

description: Archival observations focusing on the core of NGC 2808 that are used to supplement the new, wide-field DECam images of NGC 2808 published in our new paper.
DOI: 10.15783/c79887
title: CRAWDAD dataset microsoft/osdi2006 (v. 2007-05-23)

description: The authors gathered a detailed trace of network activity at 
OSDI 2006 to enable analysis of the behavior of a wireless
LAN that is (presumably) heavily used.
description: Changelog: the initial version
DOI: 10.15783/c7f30q
title: CRAWDAD dataset mannheim/compass (v. 2006-09-13)

description: COMPASS is a positioning system based on 802.11 and digital compasses. We 
apply an two-stage fingerprinting approach: In the training phase, we sample 
the signal strength of neighboring access points for selected orientations at 
each reference point and store the data in a database. During the positioning 
phase, the orientation of the user is utilized to preselect a subset of the 
training data and based on this data compute her position.
description: Changelog: the initial version
DOI: 10.5281/zenodo.7626479
title: strongylocentrotus_droebachiensis_decontaminated_FSCR.fasta.gz

description: .
DOI: 10.5281/zenodo.7626480
title: strongylocentrotus_droebachiensis_decontaminated_FSCR.fasta.gz

description: .
DOI: 10.5281/zenodo.7626494
title: strongylocentrotus_pallidus_decontaminated_FSCR.fasta.gz

description: .
DOI: 10.5281/zenodo.7626493
title: strongylocentrotus_pallidus_decontaminated_FSCR.fasta.gz

description: .
DOI: 10.5281/zenodo.7049039
title: Microbial interactions impact the growth response of Clostridioides difficile to antibiotics

description: In the human gut, the growth of <em>Clostridioides difficile </em>is impacted by a complex web of inter-species interactions with members of human gut microbiota. We investigate the contribution of inter-species interactions on the antibiotic response of <em>C. difficile </em>to clinically relevant antibiotics using bottom-up assembly of human gut communities. We discover two classes of microbial interactions that alter <em>C. </em>difficile’s antibiotic susceptibility: infrequent increases in tolerance at high antibiotic concentrations and frequent growth enhancements at low antibiotic concentrations. Based on genome-wide transcriptional profiling data, we demonstrate that metal sequestration due to hydrogen sulfide production by the prevalent gut species <em>Desulfovibrio piger </em>increases metronidazole tolerance of <em>C. difficile</em>. Competition with species that display higher sensitivity to the antibiotic than <em>C. difficile </em>leads to enhanced growth of <em>C. difficile </em>at low antibiotic concentrations. A dynamic computational model identifies the ecological design principles driving this effect. Our results provide a deeper understanding of ecological and molecular principles shaping <em>C. difficile</em>’s response to antibiotics, which could inform therapeutic interventions.
description: Species abundance data, hydrogen sulfide data, metal concentration data Note: this Zenodo repository matches the an early version of the manuscript before revisions during peer review. A new Zenodo repository (10.5281/zenodo.7626486) was made after revisions that contains additional data files and retitled files to match the renumbered supplementary figures.
DOI: 10.5281/zenodo.7049038
title: Microbial interactions impact the growth response of Clostridioides difficile to antibiotics

description: In the human gut, the growth of <em>Clostridioides difficile </em>is impacted by a complex web of inter-species interactions with members of human gut microbiota. We investigate the contribution of inter-species interactions on the antibiotic response of <em>C. difficile </em>to clinically relevant antibiotics using bottom-up assembly of human gut communities. We discover two classes of microbial interactions that alter <em>C. </em>difficile’s antibiotic susceptibility: infrequent increases in tolerance at high antibiotic concentrations and frequent growth enhancements at low antibiotic concentrations. Based on genome-wide transcriptional profiling data, we demonstrate that metal sequestration due to hydrogen sulfide production by the prevalent gut species <em>Desulfovibrio piger </em>increases metronidazole tolerance of <em>C. difficile</em>. Competition with species that display higher sensitivity to the antibiotic than <em>C. difficile </em>leads to enhanced growth of <em>C. difficile </em>at low antibiotic concentrations. A dynamic computational model identifies the ecological design principles driving this effect. Our results provide a deeper understanding of ecological and molecular principles shaping <em>C. difficile</em>’s response to antibiotics, which could inform therapeutic interventions.
description: Species abundance data, hydrogen sulfide data, metal concentration data Note: this Zenodo repository matches the an early version of the manuscript before revisions during peer review. A new Zenodo repository (10.5281/zenodo.7626486) was made after revisions that contains additional data files and retitled files to match the renumbered supplementary figures.
DOI: 10.6084/m9.figshare.22060628
title: Seed functional traits for 55 Chilean woody species

description: We collected seeds for 55 woody species across Chile, and measured the following functional traits: seed mass (Seed_mass; mg), seed width (Seed_width; mm), and seed length (Seed_length; mm). <br> In the field, we collected fruits from reproductively mature individuals, from which we subsequently extracted and cleaned the seeds. We dried samples at 70 C for 4 days and weighed them with a precision of 0.001 g. For dry seed mass, we divided the total weight of the seeds (mg) in a sample by the number of seeds. For seed length (mm) and width (mm), we measured seeds with a micrometer and then calculated the average values for each sample. For samples with more than 10 seeds, we selected a random sample of 10 seeds, which we measured as described above. For species with small seeds we scanned a random selection of 10 seeds, which we measured using ImageJ. Additionally, we provide the coordinates (occurrenceLong, occurrenceLat; datum = WGS84) where samples were collected. <br> Here, we present population-level means for the above-mentioned functional traits in standardised format, with the following columns: traitID, traitName, traitValue, traitUnit, verbatimScientificName, verbatimTraitName, verbatimTraitValue, verbatimTraitUnit, measurementID, occurrenceID, occurrenceLong, and occurrenceLat. <br> Trait standardisation was performed using the "traitdataform" R package (Schneider 2022) and scientific names were harmonized based on the World Checklist of Vascular Plants (WCVP) and Tropicos using the "TNRS" R package (Maitner and Boyle 2022). <br> <strong>References</strong> <br> Maitner, B. and B. Boyle (2022). TNRS: Taxonomic Name Resolution Service. R package version 0.3.1. <br> Schneider, F.D. (2022) traitdataform - harmonizing ecological trait data in R, v0.6.8, DOI: 10.5281/zenodo.1489527 http://ecologicaltraitdata.github.io/traitdataform
DOI: 10.6084/m9.figshare.22060628.v1
title: Seed functional traits for 55 Chilean woody species

description: We collected seeds for 55 woody species across Chile, and measured the following functional traits: seed mass (Seed_mass; mg), seed width (Seed_width; mm), and seed length (Seed_length; mm). <br> In the field, we collected fruits from reproductively mature individuals, from which we subsequently extracted and cleaned the seeds. We dried samples at 70 C for 4 days and weighed them with a precision of 0.001 g. For dry seed mass, we divided the total weight of the seeds (mg) in a sample by the number of seeds. For seed length (mm) and width (mm), we measured seeds with a micrometer and then calculated the average values for each sample. For samples with more than 10 seeds, we selected a random sample of 10 seeds, which we measured as described above. For species with small seeds we scanned a random selection of 10 seeds, which we measured using ImageJ. Additionally, we provide the coordinates (occurrenceLong, occurrenceLat; datum = WGS84) where samples were collected. <br> Here, we present population-level means for the above-mentioned functional traits in standardised format, with the following columns: traitID, traitName, traitValue, traitUnit, verbatimScientificName, verbatimTraitName, verbatimTraitValue, verbatimTraitUnit, measurementID, occurrenceID, occurrenceLong, and occurrenceLat. <br> Trait standardisation was performed using the "traitdataform" R package (Schneider 2022) and scientific names were harmonized based on the World Checklist of Vascular Plants (WCVP) and Tropicos using the "TNRS" R package (Maitner and Boyle 2022). <br> <strong>References</strong> <br> Maitner, B. and B. Boyle (2022). TNRS: Taxonomic Name Resolution Service. R package version 0.3.1. <br> Schneider, F.D. (2022) traitdataform - harmonizing ecological trait data in R, v0.6.8, DOI: 10.5281/zenodo.1489527 http://ecologicaltraitdata.github.io/traitdataform
DOI: 10.18112/openneuro.ds004489.v1.0.0
title: Raw data for Engaging in word recognition elicits highly specific modulations in visual cortex
DOI: 10.5281/zenodo.7254320
title: Replication package for: Human Capital, Female Employment, and Electricity: Evidence from the Early 20th-Century United States

description: The package contains all the code necessary to reproduce the figures and tables in Vidart, D. (forthcoming). "Human Capital, Female Employment, and Electricity: Evidence from the Early 20th-Century United States", Review of Economic Studies. Instructions are also given about accessing the raw data.
DOI: 10.5281/zenodo.7255111
title: Replication package for: Human Capital, Female Employment, and Electricity: Evidence from the Early 20th-Century United States

description: The package contains all the code necessary to reproduce the figures and tables in Vidart, D. (forthcoming). "Human Capital, Female Employment, and Electricity: Evidence from the Early 20th-Century United States", Review of Economic Studies. Instructions are also given about accessing the raw data.
DOI: 10.5281/zenodo.7459128
title: Replication package for: Human Capital, Female Employment, and Electricity: Evidence from the Early 20th-Century United States

description: The package contains all the code necessary to reproduce the figures and tables in Vidart, D. (forthcoming). "Human Capital, Female Employment, and Electricity: Evidence from the Early 20th-Century United States", Review of Economic Studies. Instructions are also given about accessing the raw data.
DOI: 10.5281/zenodo.7254319
title: Replication package for: Human Capital, Female Employment, and Electricity: Evidence from the Early 20th-Century United States

description: The package contains all the code necessary to reproduce the figures and tables in Vidart, D. (forthcoming). "Human Capital, Female Employment, and Electricity: Evidence from the Early 20th-Century United States", Review of Economic Studies. Instructions are also given about accessing the raw data.
DOI: 10.5281/zenodo.7544448
title: Replication package for: Human Capital, Female Employment, and Electricity: Evidence from the Early 20th-Century United States

description: The package contains all the code necessary to reproduce the figures and tables in Vidart, D. (forthcoming). "Human Capital, Female Employment, and Electricity: Evidence from the Early 20th-Century United States", Review of Economic Studies. Instructions are also given about accessing the raw data.
DOI: 10.5281/zenodo.7626363
title: All datasets used for "How Preferential Trade Agreements Affect the Global Income Distribution: A Study of the Global Winners and Losers"

description: These are all datasets derived from sources in the public domain. Please find below references and links to sources. Refer to websites for conditions of usage. Center for Systemic Peace (2018), ‘Polity5 annual time-series, 1946-2018’. Data retrieved from: https: //www.systemicpeace.org/inscrdata.html [Last accessed: January 4th 2023]. Dür, A., Baccini, L. & Elsig, M. (2014), ‘The design of international trade agreements: Introducing a new database’, The Review of International Organizations 9(3), 353–375. United Nations (2020), ‘Human Development Index (HDI)’. Data retrieved from: https://hdr.undp.org/ en/indicators/137506 [Last accessed: January 4th 2023]. WID (2022), ‘World Inequality Database’. Data retrieved from: https://wid.world [Last accessed: January 4th 2023]. World Bank (2022), ‘World Bank country and lending groups’. Data retrieved from: https://datahelpdesk.worldbank.org/knowledgebase/articles/ 906519-world-bank-country-and-lending-groups [Last accessed: January 4th 2023].
DOI: 10.5281/zenodo.7626362
title: All datasets used for "How Preferential Trade Agreements Affect the Global Income Distribution: A Study of the Global Winners and Losers"

description: These are all datasets derived from sources in the public domain. Please find below references and links to sources. Refer to websites for conditions of usage. Center for Systemic Peace (2018), ‘Polity5 annual time-series, 1946-2018’. Data retrieved from: https: //www.systemicpeace.org/inscrdata.html [Last accessed: January 4th 2023]. Dür, A., Baccini, L. & Elsig, M. (2014), ‘The design of international trade agreements: Introducing a new database’, The Review of International Organizations 9(3), 353–375. United Nations (2020), ‘Human Development Index (HDI)’. Data retrieved from: https://hdr.undp.org/ en/indicators/137506 [Last accessed: January 4th 2023]. WID (2022), ‘World Inequality Database’. Data retrieved from: https://wid.world [Last accessed: January 4th 2023]. World Bank (2022), ‘World Bank country and lending groups’. Data retrieved from: https://datahelpdesk.worldbank.org/knowledgebase/articles/ 906519-world-bank-country-and-lending-groups [Last accessed: January 4th 2023].
DOI: 10.34740/kaggle/dsv/4971867
title: Cotton plant disease 🌱🍂🍂🌱
DOI: 10.34740/kaggle/dsv/4971884
title: Cotton plant disease 🌱🍂🍂🌱
DOI: 10.6084/m9.figshare.22064471
title: Association between Universal Health Coverage implementation and the global situation of Chronic Kidney Disease from 2000 to 2019: An ecological study

description: this data is about UHC and CKD
DOI: 10.6084/m9.figshare.22064471.v1
title: Association between Universal Health Coverage implementation and the global situation of Chronic Kidney Disease from 2000 to 2019: An ecological study

description: this data is about UHC and CKD
DOI: 10.5281/zenodo.7626488
title: Artificial Dataset of Molecular Enthalpies of Formation

description: This repository contains an artificial dataset constructed for the study of uncertainty characterization and quantification in chemical ML applications. The data are designed to be noise-free and represent group-additivity calculations of enthalpy of formation, rather than calculated or measured enthalpy of formation directly. Where did the targets come from:<br> These data files contain SMILES and targets for a simple group additivity calculation of enthalpy of formation at 298 K. The group additivity coefficients were fitted to the molecules of the qm9 computational chemistry database. Fragments were only considered that appeared in at least 100 molecules. These coefficients were rounded to 3 decimals. Groups only consider a bond radius of 1 from the central atom. Where did the SMILES come from:<br> The group additivity coefficients were applied to the gdb11 computational chemistry dataset. The gdb11 dataset contains 26.4M molecular SMILES, attempting to cover all possible organic molecules up to 11 heavy atoms with the atoms C, H, O, N, F. Molecules that contained groups that were not represented in the group additivity coefficients were excluded, resulting in 7,906,815 SMILES. Though these SMILES contain chiral centers, they are not chirally specified. No SMILES repeats are present. Scripts used for generating data subsets and added-noise datasets are also included.