cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.6011021
title: Hybrid gridded demographic data for the world, 1950-2020 0.25˚ resolution

description: This is a hybrid gridded dataset of demographic data for the world, given as 5-year population bands at a 0.25 degree grid resolution. This dataset combines the NASA SEDAC Gridded Population of the World version 4 (GPWv4) with the ISIMIP Histsoc gridded population data and the United Nations World Population Program (WPP) demographic modelling data. Demographic fractions are given for the time period covered by the UN WPP model (1950-2050) while demographic totals are given for the time period covered by the combination of GPWv4 and Histsoc (1950-2020). More detailed can be found on the page of the original version (https://doi.org/10.5281/zenodo.3768003). This release increases the resolution to 0.25˚ and is explicitly designed to match with the grid definition of the ERA5 climate reanalysis dataset. For pre-2000 population data, the ISIMIP Histsoc data was upscaled from it's native 0.5˚ resolution.
DOI: 10.5281/zenodo.6394946
title: Dynamic rewiring of electrophysiological brain networks during learning

description: This space is dedicated to the dataset used in the manuscript "Dynamic rewiring of electrophysiological brain networks during learning" under peer-reviewing process.
DOI: 10.5281/zenodo.7118168
title: PINN SVE data assimilation

description: This dataset contains input and output files, figures and codes for Physics-informed neural networks based data assimilation that solves the Saint-Venant equations.
DOI: 10.5281/zenodo.7787504
title: Supporting data for ''Sea surface warming patterns drive hydrological sensitivity uncertainties"

description: Supporting data for our work on Nature Climate Change. You will find: - Integrated desired fireds from the CAM5 patch experiments, - Post-processed data from CMIP5 and CMIP6 models, - python codes for generating the plots in the manuscript.
DOI: 10.6084/m9.figshare.20060156.v1
title: Dataset for the source apportionment of light absorbing aerosols by Luo et al.

description: This is the dataset used in the paper entitled with "The source apportionment of light absorbing aerosols: Effects of microphysical properties of partially-coated black carbon" By Luo et al.
DOI: 10.18728/igb-fred-574.2
title: Müggelsee zooplankton

description: Image.: https://commons.wikimedia.org/wiki/File:Daphnia_longispina_-_female,_adult_with_asexual_eggs.jpg - Dieter Ebert, Zooplankton count of Mueggelsee weekly sampling long term program. 1979 - 2015 weekly data Mesh 30 µm
DOI: 10.17632/r65b6hrdhm.1
title: 911 Good Samaritan Law Inventory

description: 911 Good Samaritan Laws (GSLs) extend limited legal immunity to persons reporting emergency overdoses who may themselves be in possession of controlled substances or engaging in related activities. The 911 Good Samaritan Law Inventory inductively catalogs each GSL feature across every state from ratification to June 2022. It catalogs the full breadth of protected offenses, all burdens placed on Good Samaritans, the strength of immunity, and exemptions to protection. The inventory complements existing agglomerative policy surveillance databases by mapping features inductively to reflect their heterogenous implementation across states. The materials are formatted by MonQcle, developed by Law Atlas at Temple University's Center Public Health Law Research.
DOI: 10.1184/r1/20643327
title: Panel Data Preparation and Models for Social Equity of Bridge Management

description: This repository provides code and data used in "Social Equity of Bridge Management" (DOI: 10.1061/JMENEA/MEENG-5265). Both the dataset used in the analysis ("Panel.csv") and the R script to create the dataset ("Panel_Prep.R") are provided. The main results of the paper as well as alternate specifications for the ordered probit with random effects models can be replicated with "Models_OrderedProbit.R". Note that these models take an extensive amount of memory and computational resources. Additionally, we have provided alternate model specifications in the "Robustness" R scripts: binomial probit with random effects, ordered probit without random effects, and Ordinary Least Squares with random effects. An extended version of the supplemental materials is also provided.
DOI: 10.17595/20210521.001
title: Output data of greenhouse gas budget and carbon cycle simulated by the VISIT terrestrial ecosystem model

description: This dataset contains a set of simulation output by a terrestrial ecosystem model, the Vegetation Integrative SImulator for Trace gases (VISIT). The simulation was conducted for the historical period from 1901 to 2020, using an observation-based climate data and land-use data.
DOI: 10.18728/igb-fred-575.1
title: Müggelsee phytoplankton
DOI: 10.3886/e170041v1
title: Codebook for Incorporating Community-Engaged Scholarship into Promotion and Tenure Policy: An Institutional Case Study

description: This <b>codebook</b> was developed to support analysis of promotion and tenure guidelines at a single institution, and specifically, the way that community engagement was integrated into policies. <br><br>The study examines promotion and tenure policy changes that occurred at the University of North Carolina at Greensboro (UNCG) between 2009 and 2017, with special focus on the years between 2010, when the policy changes were adopted at the university level, and 2014 when all units and departments had aligned with the university guidelines. <br><br>The study examines the <b>policy text</b> and the alignment among <b>59 department policies, 7 school/college policies, and 1 university policy</b>. <br><br>The goals of the study were to gain insight into how units and departments revised policy language to integrate community-engaged scholarship, and the extent to which these articulations align with community engagement principles and practices per literature in the field. Guiding questions included, how, if at all, did units and departments define community engagement? How, if at all, were terms developed in the university policy transferred subsequently into unit and department policies? Is community engagement integrated into the three main areas of faculty work: teaching, research/creative activity and service? What are the disciplinary variations in the framing of community engagement?<br><br><b>The authors encourage other scholars to use, adapt, and extend the development of this codebook in their own scholarship and efforts to revise institutional policy. </b> <br>Please cite this codebook as: Janke, E., Jenkins, I., Quan, M., & Saltmarsh, J. (2022). Codebook for Incorporating Community-Engaged Scholarship into Promotion and Tenure Policy: An Institutional Case Study. Greensboro, NC: Institute for Community and Economic Engagement. (v.1)<br><br>
description: other;
DOI: 10.5281/zenodo.7539244
title: Nitrogen fixation responds to soil nitrogen at low but not high light in two invasive understory species

description: Light and soil nitrogen availability can be strong controls of plant nitrogen (N) fixation, but data on how understory N-fixing plants respond to these drivers are limited despite their important role in ecosystem N cycling. Furthermore, ecosystem N cycling can be altered by the introduction of species with nutrient use patterns that differ from natives. We assessed how N fixation of two exotic, understory species responded to varying light and soil N environments. We sampled leaf tissue from <em>Mimosa pudica </em>L., <em>Desmodium triflorum</em> (L.) DC., and a non-fixing reference plant (<em>Axonopus</em>) growing in control and two N fertilization treatments under either N-fixing or non-N-fixing trees, which may alter local soil nutrient cycling, across a range of light conditions. We measured N fixation with <sup>15</sup>N isotope dilution, and ensured that N-fixing neighbor trees were in fact fixing N. All understory plants were wild-growing species not native to the study location. <em>Desmodium </em>and <em>Mimosa </em>acquired 82.6% and 71.6% of their nitrogen from fixation (%N<sub>dfa</sub>) in the control, compared to 66.8% and 58.1% in the +10 g N m<sup>−2</sup> y<sup>−1</sup> treatment and 73.1% and 64.7% in the +15 g N m<sup>−2</sup> y<sup>−1</sup> treatment. These subtle %N<sub>dfa</sub> differences across fertilization treatments were more apparent at low light availability and disappeared at high light availability. The amount of N fixed by neighboring trees did not influence %N<sub>dfa</sub> in the understory species. Our study shows some differences in N fixation across different nutrient environments at low light for two N-fixing species, though the changes were small, and both species derived most of their N from fixation. These findings imply that introduced N-fixing species could exacerbate ecosystem N enrichment, particularly under high soil N conditions
DOI: 10.17632/tmcpybc4s7.1
title: Land value dataset

description: Land value dataset of Thiruvananthapuram
DOI: 10.26180/21687398
title: Metabolic perturbations and key pathways associated with the antibacterial activity of Clitoria ternatea flower anthocyanin fraction against Escherichia coli

description: Metabolic perturbations and key pathways associated with the antibacterial activity of Clitoria ternatea flower anthocyanin fraction against Escherichia coli
DOI: 10.26180/21687398.v2
title: Metabolic perturbations and key pathways associated with the antibacterial activity of Clitoria ternatea flower anthocyanin fraction against Escherichia coli

description: Metabolic perturbations and key pathways associated with the antibacterial activity of Clitoria ternatea flower anthocyanin fraction against Escherichia coli
DOI: 10.26180/21687398.v1
title: Metabolic perturbations and key pathways associated with the antibacterial activity of Clitoria ternatea flower anthocyanin fraction against Escherichia coli

description: Metabolic perturbations and key pathways associated with the antibacterial activity of Clitoria ternatea flower anthocyanin fraction against Escherichia coli
DOI: 10.5281/zenodo.8017112
title: Punjabi Dialect speeches

description: Contains audio files recorded for Punjabi dialects. html file has the associated code for models.
DOI: 10.5281/zenodo.8024635
title: Punjabi Dialect speeches

description: Contains audio files recorded for Punjabi dialects. html file has the associated code for models.
DOI: 10.5281/zenodo.8017111
title: Punjabi Dialect speeches

description: Contains audio files recorded for Punjabi dialects. html file has the associated code for models.
DOI: 10.5281/zenodo.8024636
title: Punjabi Dialect speeches

description: Contains audio files recorded for Punjabi dialects. html file has the associated code for models.
DOI: 10.5281/zenodo.8006900
title: Instant Messaging Meets Video Conferencing: Studying the Performance of IM Video Calls

description: Instant Messaging Meets Video Conferencing: Studying the Performance of IM Video Calls This repository holds the data associated to the TMA 2023 paper of the same name. Publication Laurenz Grote, Ike Kunze, Constantin Sander, and Klaus Wehrle: <em>Instant Messaging Meets Video Conferencing: Studying the Performance of IM Video Calls</em>. In Proceedings of the IFIP/IEEE Network Traffic Measurement and Analysis Conference (TMA '23), 2023. If you use any portion of our work, please consider citing our publication. <pre><code>@Inproceedings {2023-grote-mvca-fairness, title = {Instant Messaging Meets Video Conferencing: Studying the Performance of IM Video Calls}, year = {2023}, month = {6}, publisher = {IFIP/IEEE}, booktitle = {Proceedings of the Network Traffic Measurement and Analysis Conference (TMA '23)}, author = {Grote, Laurenz and Kunze, Ike and Sander, Constantin and Wehrle, Klaus} } </code></pre> data/: Dataset Holds the data set containing all the data plotted in the paper as well as additional measurements. Data format: All measurements are indexed by <code>index.csv</code>. Every row in this file identifies a measurement by a GUID and contains all relevant metadata (scenario type, available bandwidth...). Statistics on the packet level (throughput, queueing, loss and whether the call broke down during the experiment) are supplemented by <code>index_avgbwdist.csv</code>. You should be able to easily join these files on the GUID column. Where applicable, <code>index_qoe.csv</code> contains the aggregate BRISQUE value for the entire call as described in the paper. The bandwidth profile style (Figure 3) measurements are contained in <code>bwprofiles.csv.gz</code>. After decompression, you get all throughput samples of all measurement calls concatenated together. code/: Code Repository Contains the code used to instrument the test bed. Undocumented and never deployed beyond our very own test bed. The code is not runnable as-is. You need prepare the testbed computers as well as configure IP addresses, hostnames, paths and e-mail addresses within the code base. Beyond here might be dragons.
DOI: 10.5281/zenodo.8006901
title: Instant Messaging Meets Video Conferencing: Studying the Performance of IM Video Calls

description: Instant Messaging Meets Video Conferencing: Studying the Performance of IM Video Calls This repository holds the data associated to the TMA 2023 paper of the same name. Publication Laurenz Grote, Ike Kunze, Constantin Sander, and Klaus Wehrle: <em>Instant Messaging Meets Video Conferencing: Studying the Performance of IM Video Calls</em>. In Proceedings of the IFIP/IEEE Network Traffic Measurement and Analysis Conference (TMA '23), 2023. If you use any portion of our work, please consider citing our publication. <pre><code>@Inproceedings {2023-grote-mvca-fairness, title = {Instant Messaging Meets Video Conferencing: Studying the Performance of IM Video Calls}, year = {2023}, month = {6}, publisher = {IFIP/IEEE}, booktitle = {Proceedings of the Network Traffic Measurement and Analysis Conference (TMA '23)}, author = {Grote, Laurenz and Kunze, Ike and Sander, Constantin and Wehrle, Klaus} } </code></pre> data/: Dataset Holds the data set containing all the data plotted in the paper as well as additional measurements. Data format: All measurements are indexed by <code>index.csv</code>. Every row in this file identifies a measurement by a GUID and contains all relevant metadata (scenario type, available bandwidth...). Statistics on the packet level (throughput, queueing, loss and whether the call broke down during the experiment) are supplemented by <code>index_avgbwdist.csv</code>. You should be able to easily join these files on the GUID column. Where applicable, <code>index_qoe.csv</code> contains the aggregate BRISQUE value for the entire call as described in the paper. The bandwidth profile style (Figure 3) measurements are contained in <code>bwprofiles.csv.gz</code>. After decompression, you get all throughput samples of all measurement calls concatenated together. code/: Code Repository Contains the code used to instrument the test bed. Undocumented and never deployed beyond our very own test bed. The code is not runnable as-is. You need prepare the testbed computers as well as configure IP addresses, hostnames, paths and e-mail addresses within the code base. Beyond here might be dragons.
DOI: 10.5281/zenodo.8024675
title: Supplementary information to Bjørn et al. (2023)

description: This spreadsheet contains the data behind all figures displayed in the following paper: Title: Differentiation of greenhouse gases in corporate science-based targets improves alignment with Paris temperature goal Authors: Anders Bjørn<sup>1-3</sup>*, Shannon Lloyd<sup>4</sup>, Urs Schenker<sup>5</sup>, Manuele Margni<sup>6,7</sup>, Annie Levasseur<sup>8</sup>, Maxime Agez<sup>6</sup> and Damon Matthews<sup>2</sup> <sup>1</sup> Section for Quantitative Sustainability Assessment, Department of Environmental and Resource Engineering, Technical University of Denmark, Kgs. Lyngby, Denmark. <sup>2 </sup>Department of Geography, Planning and Environment, Concordia University, Montréal, Canada. <sup>3 </sup>Centre for Absolute Sustainability, Technical University of Denmark, Kongens Lyngby, Denmark. <sup>4 </sup>Department of Management, Concordia University, Montréal, Quebec, Canada. <sup>5</sup> Nestlé Research, Vers-chez-les-Blanc, 1010 Lausanne 26, Switzerland <sup>6</sup> Department of Mathematical and Industrial Engineering, Polytechnique Montréal, Montréal, Canada <sup>7</sup> Institute of Sustainable Energy, School of Engineering, University of Applied Sciences and Arts Western Switzerland, Switzerland <sup>8</sup> Department of Construction Engineering, École de technologie supérieure, Montréal, Canada. *Corresponding author: anbjo@dtu.dk. The paper is currently (June 11th, 2023) under review with Environmental Research Letters
DOI: 10.5281/zenodo.8024674
title: Supplementary information to Bjørn et al. (2023)

description: This spreadsheet contains the data behind all figures displayed in the following paper: Title: Differentiation of greenhouse gases in corporate science-based targets improves alignment with Paris temperature goal Authors: Anders Bjørn<sup>1-3</sup>*, Shannon Lloyd<sup>4</sup>, Urs Schenker<sup>5</sup>, Manuele Margni<sup>6,7</sup>, Annie Levasseur<sup>8</sup>, Maxime Agez<sup>6</sup> and Damon Matthews<sup>2</sup> <sup>1</sup> Section for Quantitative Sustainability Assessment, Department of Environmental and Resource Engineering, Technical University of Denmark, Kgs. Lyngby, Denmark. <sup>2 </sup>Department of Geography, Planning and Environment, Concordia University, Montréal, Canada. <sup>3 </sup>Centre for Absolute Sustainability, Technical University of Denmark, Kongens Lyngby, Denmark. <sup>4 </sup>Department of Management, Concordia University, Montréal, Quebec, Canada. <sup>5</sup> Nestlé Research, Vers-chez-les-Blanc, 1010 Lausanne 26, Switzerland <sup>6</sup> Department of Mathematical and Industrial Engineering, Polytechnique Montréal, Montréal, Canada <sup>7</sup> Institute of Sustainable Energy, School of Engineering, University of Applied Sciences and Arts Western Switzerland, Switzerland <sup>8</sup> Department of Construction Engineering, École de technologie supérieure, Montréal, Canada. *Corresponding author: anbjo@dtu.dk. The paper is currently (June 11th, 2023) under review with Environmental Research Letters
DOI: 10.5281/zenodo.8024630
title: ΝEW ABC_ WP2 _ Task 2-1 Mapping the NEW ABC platform requirements_20230609_v1

description: This data set consists of an analysis of users of existing platforms of other European projects, and the level of engagement they create, to inform the creation and successful use of NEW ABC project platform. This analysis will assess the number and typology of users who access these platforms and what kind of information and material is available to them. The data set will contain numerical and textual tabular data converted into digital format (survey made by online interviews with platform users), quantitative and qualitative data. Content of the files: file <strong><em>ΝEWABC_WP2_T2-1_Mapping the NEW ABC platform requirements_20230609_v1.csv </em></strong>contains a description of the data collected for each Horizon project relevant to the NEW ABC. file <strong>README_</strong><strong><em> ΝEWABC_WP2_T2-1_Mapping the NEW ABC platform requirements_20230609_v1.rtf</em></strong> contains basic information on the dataset uploaded.
DOI: 10.5281/zenodo.8024629
title: ΝEW ABC_ WP2 _ Task 2-1 Mapping the NEW ABC platform requirements_20230609_v1

description: This data set consists of an analysis of users of existing platforms of other European projects, and the level of engagement they create, to inform the creation and successful use of NEW ABC project platform. This analysis will assess the number and typology of users who access these platforms and what kind of information and material is available to them. The data set will contain numerical and textual tabular data converted into digital format (survey made by online interviews with platform users), quantitative and qualitative data. Content of the files: file <strong><em>ΝEWABC_WP2_T2-1_Mapping the NEW ABC platform requirements_20230609_v1.csv </em></strong>contains a description of the data collected for each Horizon project relevant to the NEW ABC. file <strong>README_</strong><strong><em> ΝEWABC_WP2_T2-1_Mapping the NEW ABC platform requirements_20230609_v1.rtf</em></strong> contains basic information on the dataset uploaded.
DOI: 10.34740/kaggle/dsv/5899043
title: Relation Prediction Datasets for GLMs
DOI: 10.5281/zenodo.8024672
title: Accuracy of physical examination versus Doppler ultrasonography for determining maturity in postoperative arteriovenous fistula formation

description: A physical examination was performed by a single vascular surgeon on patients with chronic kidney disease undergoing AVF placement, and a radiologist performed Doppler ultrasonography during the second and sixth postoperative weeks. AVF maturation was determined by dialysis nurses who were asked to perform cannulation. For a fistula to be considered mature, at least six consecutive successful cannulations with a blood flow rate of at least 300 mL/min were required. The accuracy of physical examination and Doppler ultrasonography was compared. The model was developed to predict the success of AVF use.
DOI: 10.5281/zenodo.8024671
title: Accuracy of physical examination versus Doppler ultrasonography for determining maturity in postoperative arteriovenous fistula formation

description: A physical examination was performed by a single vascular surgeon on patients with chronic kidney disease undergoing AVF placement, and a radiologist performed Doppler ultrasonography during the second and sixth postoperative weeks. AVF maturation was determined by dialysis nurses who were asked to perform cannulation. For a fistula to be considered mature, at least six consecutive successful cannulations with a blood flow rate of at least 300 mL/min were required. The accuracy of physical examination and Doppler ultrasonography was compared. The model was developed to predict the success of AVF use.
DOI: 10.5281/zenodo.7676631
title: Microbial carbon use efficiency promotes global soil carbon storage

description: This is the data for supporting the findings of the article "<em>Microbial carbon use efficiency promotes global soil carbon storage</em>" https://www.nature.com/articles/s41586-023-06042-3
DOI: 10.34740/kaggle/dsv/5850368
title: One-Punch Man Dataset
DOI: 10.34740/kaggle/dsv/5899509
title: Egypt Gold Prices | Daily Updated
DOI: 10.6084/m9.figshare.23498426
title: <strong>Non-Tuberculous</strong> <strong>Mycobacterium isolations from</strong> <strong>Tuberculosis</strong> <strong>presumptive cases at the</strong> <strong>National Tuberculosis Reference Laboratory Kenya, 2018 </strong>–<strong>2019</strong>

description: <br> Mycobacterial pathogens are among the top causes of diseases in humans. In Kenya, incidences of Non-Tuberculous Mycobacteria (NTM) species have steadily been on the increase. Most NTMs are resistant to first line treatment of tuberculosis and have a challenge in timely and accurate diagnosis. Misdiagnosis has led to prescribing anti-tuberculosis regimens to patients suffering from NTM. We aimed to determine the most prevalent Non-Tuberculous <em>Mycobacterium</em> in Kenya. <br>
DOI: 10.6084/m9.figshare.23498491
title: Master data for the control group and the test group.xlsx

description: This dataset includes three files: Master data for the control group and the test group Results table Sample size calculation <br> <br> <br>
DOI: 10.6084/m9.figshare.23260463.v1
title: Source data behind the graphs in Rheum genome paper

description: Source data behind the graphs in Rheum genome paper
DOI: 10.6084/m9.figshare.23498508
title: Extended data

description: This data subset contains : Child assent form Clinical trial protocol FLACC Scale IEC Approval Thesis Informed consent sheet Pain Rating Scale Patient information sheet
DOI: 10.5281/zenodo.8024769
title: Qualitative review data of Indian Public Sector Banks' qualitative review data

description: This data is very useful in text mining. This data s useful for identifying key service quality dimensions for mobile banking apps using text mining.