cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.7221548.v1
title: Phonon Dielectric Materials Project Dataset

description: Phonon (lattice/atoms vibrations) and dielectric properties of 1296 compounds computed via ABINIT software package in the harmonic approximation based on density functional perturbation theory.<br><br>Available as Monty Encoder encoded JSON and as CSV. Recommended access method is with the matminer Python package using the datasets module.<br> Note:* Only one of the three targets should be used in a ML training setting to prevent data leakage.<br>* For training, retrieval of formulas and structures via mpids can be done hence the usage of composition and structure featurizers is recommended.<br>Note on citations: If you found this dataset useful and would like to cite it in your work, please be sure to cite its original sources below rather than or in addition to this page.<br>Dataset described in:<br>Petretto, G. et al. High-throughput density functional perturbation theory phonons for inorganic materials. <i>Sci. Data</i> 5:180065 doi: 10.1038/sdata.2018.65 (2018).<br>Dataset modified from files available on Figshare (see references 3-4):<br>Petretto, G. et al. High-throughput density functional perturbation theory phonons for inorganic materials. <i>Sci. Data</i> 5:180065 doi: 10.1038/sdata.2018.65 (2018).
DOI: 10.6084/m9.figshare.7221440
title: readme

description: readme file
DOI: 10.7284/128919
title: GNSS (Global Navigation Satellite System) data collected during research cruise SP1731 using a Furuno GP-150 instrument system onboard the platform RV Robert Gordon Sproul

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.6084/m9.figshare.7221440.v2
title: readme

description: readme file
DOI: 10.7284/128916
title: Gyrocompass data collected during research cruise SP1731 using a Furuno Furuno SC-30 instrument system onboard the platform RV Robert Gordon Sproul

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.6084/m9.figshare.7221410
title: BoltzTraP Materials Project Data

description: Effective mass and thermoelectric properties of 8924 compounds in The Materials Project database that are calculated by the BoltzTraP software package run on the GGA-PBE or GGA+U density functional theory calculation results. The properties are reported at the temperature of 300 Kelvin and the carrier concentration of 1e18 1/cm3.<br><br>Available as Monty Encoder encoded JSON and as CSV. Recommended access method is with the matminer Python package using the datasets module.<br> Note:* When doing machine learning, to avoid data leakage, one may want to only use the formula and structure data as features. For example, S_n is strongly correlated with PF_n and usually when one is available the other one is available too.<br>* It is recommended that dos and bandstructure objects are retrieved from Materials Project and then use dos, bandstructure and composition featurizers to generate input features.<br><br>Note on citations: If you found this dataset useful and would like to cite it in your work, please be sure to cite its original sources below rather than or in addition to this page.<br>Dataset described in:<br>Ricci, F. <i>et al.</i> An <i>ab initio</i> electronic transport database for inorganic materials. <i>Sci. Data</i> 4:170085 doi: 10.1038/sdata.2017.85 (2017).<br>Data converted from json files available on Dryad (see references 3-4):<br>Ricci F, Chen W, Aydemir U, Snyder J, Rignanese G, Jain A, Hautier G (2017) Data from: An ab initio electronic transport database for inorganic materials. Dryad Digital Repository. https://doi.org/10.5061/dryad.gn001
DOI: 10.6084/m9.figshare.7221440.v1
title: Untitled Item

description: readme file
DOI: 10.6084/m9.figshare.7221395
title: Injunctive and Descriptive Norms in a Wikipedia Sub-Community - Wikimedia Research Showcase October 2018

description: Authors: Jonathan T. Morgan and Anna Filippova<br>Paper abstract: Open online communities rely on social norms for behavior regulation, group cohesion, and sustainability. Research on the role of social norms online has mainly focused on one source of influence at a time, making it difficult to separate different normative influences and understand their interactions. In this study, we use the Focus Theory to examine interactions between several sources of normative influence in a Wikipedia sub-community: local descriptive norms, local injunctive norms, and norms imported from similar sub- communities. We find that exposure to injunctive norms has a stronger effect than descriptive norms, that the likelihood of performing a behavior is higher when both injunctive and descriptive norms are congruent, and that conflicting social norms may negatively impact pro-normative behavior. We contextualize these findings through member interviews, and discuss their implications for both future research on normative influence in online groups and the design of systems that support open collaboration
DOI: 10.7284/128915
title: Meteorological Station data collected during research cruise SP1731 using a SIO MET-System instrument system onboard the platform RV Robert Gordon Sproul

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/128914
title: Winch data collected during research cruise SP1731 using a Markey DEYSH-3 instrument system onboard the platform RV Robert Gordon Sproul

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.6084/m9.figshare.7221410.v1
title: BoltzTraP Materials Project Dataset

description: Effective mass and thermoelectric properties of 8924 compounds in The Materials Project database that are calculated by the BoltzTraP software package run on the GGA-PBE or GGA+U density functional theory calculation results. The properties are reported at the temperature of 300 Kelvin and the carrier concentration of 1e18 1/cm3.<br><br>Available as Monty Encoder encoded JSON and as CSV. Recommended access method is with the matminer Python package using the datasets module.<br> Note:* When doing machine learning, to avoid data leakage, one may want to only use the formula and structure data as features. For example, S_n is strongly correlated with PF_n and usually when one is available the other one is available too.<br>* It is recommended that dos and bandstructure objects are retrieved from Materials Project and then use dos, bandstructure and composition featurizers to generate input features.<br><br>Note on citations: If you found this dataset useful and would like to cite it in your work, please be sure to cite its original sources below rather than or in addition to this page.<br>Dataset described in:<br>Ricci, F. <i>et al.</i> An <i>ab initio</i> electronic transport database for inorganic materials. <i>Sci. Data</i> 4:170085 doi: 10.1038/sdata.2017.85 (2017).<br>Data converted from json files available on Dryad (see references 3-4):<br>Ricci F, Chen W, Aydemir U, Snyder J, Rignanese G, Jain A, Hautier G (2017) Data from: An ab initio electronic transport database for inorganic materials. Dryad Digital Repository. https://doi.org/10.5061/dryad.gn001
DOI: 10.7284/128921
title: ADCP (Acoustic Doppler Current Profiler) data collected during research cruise SP1732 using a Hawaii UHDAS instrument system onboard the platform RV Robert Gordon Sproul

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/128928
title: CTD (Conductivity, Temperature, Depth) data collected during research cruise SP1732 using a Sea-Bird SBE-911+ instrument system onboard the platform RV Robert Gordon Sproul

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/128925
title: GNSS (Global Navigation Satellite System) data collected during research cruise SP1732 using a Garmin GPS-17HVS instrument system onboard the platform RV Robert Gordon Sproul

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.6084/m9.figshare.7221326
title: Raw data for: RNA processing errors triggered by cadmium and integrator complex disruption are signals for environmental stress

description: Raw data for: RNA processing errors triggered by cadmium and integrator complex disruption are signals for environmental stress
DOI: 10.6084/m9.figshare.7221326.v1
title: Raw data for: RNA processing errors triggered by cadmium and integrator complex disruption are signals for environmental stress

description: Raw data for: RNA processing errors triggered by cadmium and integrator complex disruption are signals for environmental stress
DOI: 10.7284/128926
title: GNSS (Global Navigation Satellite System) data collected during research cruise SP1732 using a Ashtech ADU2 instrument system onboard the platform RV Robert Gordon Sproul

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/128927
title: GNSS (Global Navigation Satellite System) data collected during research cruise SP1732 using a Furuno GP-150 instrument system onboard the platform RV Robert Gordon Sproul

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.6084/m9.figshare.7219058
title: DATA.xlsx

description: Data from research
DOI: 10.6084/m9.figshare.7219058.v1
title: DATA.xlsx

description: Data from research
DOI: 10.7284/128924
title: Gyrocompass data collected during research cruise SP1732 using a Furuno Furuno SC-30 instrument system onboard the platform RV Robert Gordon Sproul

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.25390/caryinstitute.7221095.v2
title: Artificial Streams: a practical guide for innovation and discovery in stream ecology

description: Artificial Streams: a practical guide for innovation and discovery in stream ecology
DOI: 10.25380/iastate.7218866.v2
title: Tissue-spEcific mrNa iSoform functIOnal Networks (TENSION) Predictions

description: This folder contains the input and predictions of the random forest model used to develop the Tissue-spEcific mrNa iSoform functIOnal Networks (TENSION). The README file describes the contents of the files.<br>Alternative Splicing produces multiple mRNA isoforms of a gene which have important diverse roles such as regulation of gene expression, human heritable diseases, and response to environmental stresses. However, very little has been done to assign functions at the mRNA isoform level. Functional networks, where the interactions are quantified by their probability of being involved in the same biological process are typically generated at the gene level. We use a diverse array of tissue-specific RNA-seq datasets and sequence information to train random forest models for predicting the functional networks following a leave-one-tissue-out strategy. Since there is no mRNA isoform-level gold standard, we use single isoform genes co-annotated to Gene Ontology biological process annotations, Kyoto Encyclopedia of Genes and Genomes pathways, BioCyc pathways and protein-protein interactions as functionally related (positive pair). To generate the non-functional pairs (negative pair), we use the Gene Ontology annotations tagged with “NOT” qualifier. We describe 17 Tissue-spEcific mrNa iSoform functIOnal Networks (TENSION) in addition to an organism level reference functional network for mouse. We validate our predictions by comparing its performance with previous methods, randomized positive and negative class labels, updated Gene Ontology annotations, and by literature evidence.<br><b>Version 2:</b> improvements were made to the framework resulting in better performance and new datasets.
DOI: 10.7284/128923
title: Meteorological Station data collected during research cruise SP1732 using a SIO MET-System instrument system onboard the platform RV Robert Gordon Sproul

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.25380/iastate.7218866.v1
title: Tissue-spEcific mrNa iSoform functIOnal Networks (TENSION) Predictions

description: This folder contains the input and predictions of the random forest model used to develop the Tissue-spEcific mrNa iSoform functIOnal Networks (TENSION). The README file describes the contents of the files.<br>Alternative Splicing produces multiple mRNA isoforms of a gene which have important diverse roles such as regulation of gene expression, human heritable diseases, and response to environmental stresses. However, very little has been done to assign functions at the mRNA isoform level. Functional networks, where the interactions are quantified by their probability of being involved in the same biological process are typically generated at the gene level. We use a diverse array of tissue-specific RNA-seq datasets and sequence information to train random forest models for predicting the functional networks following a leave-one-tissue-out strategy. Since there is no mRNA isoform-level gold standard, we use single isoform genes co-annotated to Gene Ontology biological process annotations, Kyoto Encyclopedia of Genes and Genomes pathways, BioCyc pathways and protein-protein interactions as functionally related (positive pair). To generate the non-functional pairs (negative pair), we use the Gene Ontology annotations tagged with “NOT” qualifier. We describe 17 Tissue-spEcific mrNa iSoform functIOnal Networks (TENSION) in addition to an organism level reference functional network for mouse. We validate our predictions by comparing its performance with previous methods, randomized positive and negative class labels, updated Gene Ontology annotations, and by literature evidence.
DOI: 10.7284/128922
title: Winch data collected during research cruise SP1732 using a Markey DEYSH-3 instrument system onboard the platform RV Robert Gordon Sproul

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.6084/m9.figshare.7218734
title: Data for Social Success of Perfumes

description: Data for a paper "Social Success for Perfumes"
DOI: 10.7284/128929
title: ADCP (Acoustic Doppler Current Profiler) data collected during research cruise SP1733 using a Hawaii UHDAS instrument system onboard the platform RV Robert Gordon Sproul

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.6084/m9.figshare.7218725
title: Pupil Size, Eye-tracking and Neuropsychological Dataset from ADHD-diagnosed and control participants performing a cognitive task.

description: Data are organized in a Matlab® structure array called Pupil_dataset, which contains one index per session recorded. The structure contains five fields:<br> <i>Subject</i>. An integer identifying a given participant.<br>Age. Participant age (in years), at the moment of performing the task.<br><i>Group</i>. Experimental group: ‘off-ADHD’, ‘on-ADHD’ and ‘Ctrl’, indicating off-medication ADHD participant, on-medication ADHD participant, and control participant, respectively.<br><i>Task_data</i>. Table array containing all the raw data from that participant and session. The data are arranged in four columns: ‘Time’, provides the timestamps in milliseconds. ‘Diameter’, contains the pupil diameter, in arbitrary units. ‘Position’, contains the x- and y-coordinates of the gaze positions, in pixels, relative to the screen size in pixels (1920 x 1080). ‘Events’, contains the relevant task and behavioral events.<br> <i>Task_epoch.</i> Table array containing processed pupil data, with one epoch per trial. Rows are trials and columns are events and data. ‘Trial’ column simply indexes the trial. ‘Load’ codes the memoranda types, indicating one-dot (1) or two-dot (2). ‘Distractor’ codes the distractor types. ‘CorrResponse’ contains the information about the correct response the participant was expected to give. ‘Perform’ corresponds to the participant’s performance, which could be either correct (1) or incorrect (0). ‘RTime’ contains the reaction time in milliseconds. ‘Pupil’ contains two vectors, containing the session timestamps and the the pupil in z-score units. The data in Task_epoch corresponds to the data used in Wainstein et al (2017). <br> <i>WISC</i>. This field consists of a table array with the WISC data. Each column corresponds to a subtest within WISC and the entries contain the associated scores.<br>
DOI: 10.6084/m9.figshare.7218734.v1
title: Data for Social Success of Perfumes

description: Data for a paper "Social Success for Perfumes"
DOI: 10.7284/128937
title: CTD (Conductivity, Temperature, Depth) data collected during research cruise SP1733 using a Sea-Bird SBE-911+ instrument system onboard the platform RV Robert Gordon Sproul

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.6084/m9.figshare.7218722
title: Raw data, scripts and dissertation related to "Hijacking Internet-connected Devices to Provoke Harmful Oscillations in an Electrical Network: a Feasibility Assessment"

description: Simply all the supporting scripts, data and documentation relating to this work.<br>Get in touch if you want to build on this and need clarity.<br>
DOI: 10.7284/128934
title: GNSS (Global Navigation Satellite System) data collected during research cruise SP1733 using a Garmin GPS-17HVS instrument system onboard the platform RV Robert Gordon Sproul

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/128935
title: GNSS (Global Navigation Satellite System) data collected during research cruise SP1733 using a Ashtech ADU2 instrument system onboard the platform RV Robert Gordon Sproul

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.6084/m9.figshare.7218722.v1
title: Raw data, scripts and dissertation related to "Hijacking Internet-connected Devices to Provoke Harmful Oscillations in an Electrical Network: a Feasibility Assessment"

description: Simply all the supporting scripts, data and documentation relating to this work.<br>Get in touch if you want to build on this and need clarity.<br>
DOI: 10.7284/128936
title: GNSS (Global Navigation Satellite System) data collected during research cruise SP1733 using a Furuno GP-150 instrument system onboard the platform RV Robert Gordon Sproul

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.6084/m9.figshare.7218722.v3
title: Raw data, scripts and dissertation related to "Hijacking Internet-connected Devices to Provoke Harmful Oscillations in an Electrical Network: a Feasibility Assessment"

description: Simply all the supporting scripts, data and documentation relating to this work.<br>Get in touch if you want to build on this and need clarity.<br>
DOI: 10.6084/m9.figshare.7218722.v2
title: Raw data, scripts and dissertation related to "Hijacking Internet-connected Devices to Provoke Harmful Oscillations in an Electrical Network: a Feasibility Assessment"

description: Simply all the supporting scripts, data and documentation relating to this work.<br>Get in touch if you want to build on this and need clarity.<br>
DOI: 10.7284/128933
title: Gyrocompass data collected during research cruise SP1733 using a Furuno Furuno SC-30 instrument system onboard the platform RV Robert Gordon Sproul

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/128932
title: Meteorological Station data collected during research cruise SP1733 using a SIO MET-System instrument system onboard the platform RV Robert Gordon Sproul

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/128931
title: Winch data collected during research cruise SP1733 using a Markey DEYSH-3 instrument system onboard the platform RV Robert Gordon Sproul

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/128938
title: ADCP (Acoustic Doppler Current Profiler) data collected during research cruise SP1734 using a Hawaii UHDAS instrument system onboard the platform RV Robert Gordon Sproul

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/128946
title: CTD (Conductivity, Temperature, Depth) data collected during research cruise SP1734 using a Sea-Bird SBE-911+ instrument system onboard the platform RV Robert Gordon Sproul

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/128943
title: GNSS (Global Navigation Satellite System) data collected during research cruise SP1734 using a Garmin GPS-17HVS instrument system onboard the platform RV Robert Gordon Sproul

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.25380/iastate.7218602.v2
title: Tissue-spEcific mrNa iSoform functIOnal Networks (TENSION) Datasets

description: This folder contains the datasets used to build Tissue-spEcific mrNa iSoform functIOnal Networks (TENSION) and the 17 tissue-specific mRNA isoform level functional networks. README file contains descriptions for each of the files.<br>Alternative Splicing produces multiple mRNA isoforms of a gene which have important diverse roles such as regulation of gene expression, human heritable diseases, and response to environmental stresses. However, very little has been done to assign functions at the mRNA isoform level. Functional networks, where the interactions are quantified by their probability of being involved in the same biological process are typically generated at the gene level. We use a diverse array of tissue-specific RNA-seq datasets and sequence information to train random forest models for predicting the functional networks following a leave-one-tissue-out strategy. Since there is no mRNA isoform-level gold standard, we use single isoform genes co-annotated to Gene Ontology biological process annotations, Kyoto Encyclopedia of Genes and Genomes pathways, BioCyc pathways and protein-protein interactions as functionally related (positive pair). To generate the non-functional pairs (negative pair), we use the Gene Ontology annotations tagged with “NOT” qualifier. We describe 17 Tissue-spEcific mrNa iSoform functIOnal Networks (TENSION) in addition to an organism level reference functional network for mouse. We validate our predictions by comparing its performance with previous methods, randomized positive and negative class labels, updated Gene Ontology annotations, and by literature evidence.<br><b>Version 2:</b> improvements were made to the framework resulting in better performance and new datasets.<br>
DOI: 10.6084/m9.figshare.7218536
title: Data base Gómez-González et al. ForEcoMan

description: p { margin-bottom: 0.25cm; direction: ltr; color: rgb(0, 0, 10); line-height: 120%; text-align: left; }p.western { font-family: "Calibri", serif; font-size: 11pt; }p.cjk { font-family: "Calibri"; font-size: 11pt; }p.ctl { font-family: "Times New Roman"; font-size: 11pt; } This data base includes information on the cumulative number of fires and burned area in 5x5 Km grid cells in Central Chile in two distinct periods of time (2000-2005 and 2011-2016). It also includes a set of environmental variables that account for climate, the type of fuel (land use), human impact, and topography. Original data were taken from CONAF (www.conaf.cl).<br>