cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.3667466
title: Data for "A systematic evaluation of interneuron morphology representations for cell type discrimination"

description: This folder contains all the data to reproduce the figures of the publication <em>A systematic evaluation of interneuron morphology representations for cell type discrimination (</em>https://doi.org/10.1101/591370<em>).</em> statistic_descriptions.csv : links each feature's statistic_id with a short description classification: This folder holds the multi-class and the pairwise classification performances of all feature representations (relevant for figure 4 and figure 5). It also holds the pickled multi-class models trained on morphometric statistics which coefficients are visualized in figure S5. embedding_data: This folder holds all the data used for the t-SNE visualizations of figure 8 and S4. features: This folder holds all computed feature representations of each data set and each modality (full, axon, dendrite). Features are indexed by a statistic id. Some example features are shown in figure 2. Careful, this folder is large (~6GB)! reconstructions: This folder contains all the neural reconstructions used for figure 1.
DOI: 10.21227/765h-5e33
title: H2Arm - BSP vs PID experiments

description: Many different methods have been proposed in the control and robotics literature for the control of robotics arms. Our main aim is to provide a complete software and hardware platform which allow the statistical replication of our results and the experimentation of other more or less sophisticated control strategies and algorithms.In our work, in order to validate our reproducible research platform and provide a template methodology for its usage, we have thoroughly compared in a reproducible way the performance of simple BSP and PID controls when applied to a light-weight, low accuracy and compliant open source robot arm (H2Arm). BSP significantly outperforms PID on this platform, but not w.r.t. to all metrics.The findings are interesting by themselves. They also show how easily statistically weak results can lead to qualitatively wrong conclusions, if you cherry-pick results.The present dataset contains: i) CAD design to 3D-print the H2Arm; ii) experimental data of comparison BSP vs PID; iii) all the code used to perform the experiments (both BSP and PID).
DOI: 10.23729/f10e4ce2-5c81-44ff-999d-37b654257fc4
title: SMEAR I Värriö forest meteorology, air quality and soil

description: This dataset contains long-term measurements of meteorology, ambient air trace gases, solar and terrestrial radiation, and soil performed at SMEAR I research station in Värriö, Salla, Finland during years 1992–2018.
DOI: 10.23729/2001890a-2f0b-4e37-8c70-4d2cb5f40273
title: SMEAR II Hyytiälä forest meteorology, greenhouse gases, air quality and soil

description: This dataset contains long-term measurements of 1) atmospheric greenhouse gas and trace gas concentrations (O3, NO, NO2, SO2, CO, CO2, H2O, CH4 and VOC) and 2) meteorology, solar and terrestrial radiation, and soil done at SMEAR II research station near Hyytiälä Forestry Field Station, Juupajoki, Finland during years 1996–2018.
DOI: 10.17632/g42vvyxmjr.1
title: Data for: Effects of cognitive and visual loads on driving performance after take-over request (TOR) in automated driving

description: Data for: Effects of cognitive and visual loads on driving performance after take-over request (TOR) in automated driving
DOI: 10.7910/dvn/2nkjid/h9urpr
title: IFNG_final_data_v2-1.tab

description: Analysis dataset (CSV format)
DOI: 10.7910/dvn/2nkjid/jl5m0e
title: IFNG_analysis_KM.do

description: Analysis Code (STATA)
DOI: 10.23729/c14a9329-eb64-4512-8e91-866ac5673525
title: SMEAR I Värriö forest eddy covariance

description: This dataset contains time series of turbulent exchange of CO2, heat and momentum measured at two heights at SMEAR I research station in Värriö, Salla, Finland during years 2012–2018. The flux measurements were done in tower above the forest and at 2.5 m height below the canopy.
DOI: 10.5281/zenodo.3667486
title: Mapping Manuscript Migrations Knowledge Graph

description: # Mapping Manuscript Migrations Knowledge Graph Version 1.1.0. The Mapping Manuscript Migrations (MMM) project transformed three separate datasets into a unified knowledge graph. The source databases include - Schoenberg Database of Manuscripts from the Schoenberg Institute for Manuscript Studies,<br> - Bibale database from the Institute for Research and History of Texts, and<br> - Medieval Manuscripts Catalogue from the Bodleian Libraries. The Knowledge Graph has been created using the MMM data transformation pipeline.<br> This dataset can be directly deployed on a SPARQL endpoint using this docker recipe. To test and demonstrate its usefulness, the MMM Knowledge Graph is in use in the MMM Semantic Portal.
DOI: 10.7910/dvn/2nkjid/cxrkpi
title: IFNG_final_data_v2.tab

description: Analysis dataset (STATA version(15))
DOI: 10.21227/2tj8-8975
title: Double Identity Fingerprint Database

description: Double-identity fingerprint is a fake fingerprint created by aligning two fingerprints formaximum ridge similarity and then joining them along an estimated cutline such that relevant features of both fingerprintsare present on either sides of the cutline. The fake fingerprint containing the features of the criminal and his innocuousaccomplice can be enrolled with an electronic machine readable travel document and later used to cross the automatedborder gates by claiming identity of the accomplice.This is a recent, new fingerprint alteration technique and due to the unavailability of any such public database, we havegenerated a new database double-identity fingerprints.
DOI: 10.21227/3879-6e20
title: Double Identity Fingerprint Database

description: Double-identity fingerprint is a fake fingerprint created by aligning two fingerprints formaximum ridge similarity and then joining them along an estimated cutline such that relevant features of both fingerprintsare present on either sides of the cutline. The fake fingerprint containing the features of the criminal and his innocuousaccomplice can be enrolled with an electronic machine readable travel document and later used to cross the automatedborder gates by claiming identity of the accomplice.This is a recent, new fingerprint alteration technique and due to the unavailability of any such public database, we havegenerated a new database double-identity fingerprints.
DOI: 10.23729/371cd3e4-26ae-41c9-96d7-69acccc206f7
title: SMEAR II Siikaneva 1 wetland meteorology and soil

description: This dataset contains time series of meteorology, solar and terrestrial radiation, ground heat flux, peat temperature, moisture and water table depth measured at SMEAR II Siikaneva 1 fen site, Ruovesi, Finland, during years 2005–2018.
DOI: 10.17632/3p94hs2c2f.3
title: Age-specific binding effects
DOI: 10.17632/7cz7rgg76d.2
title: OBEBS (Optimally Balanced Entropy-Based Sampling)

description: In active learning, Optimally Balanced Entropy-Based Sampling (OBEBS) method is a selection strategy from unlabelled data. At active zero-shot learning there is not enough information for supervised machine learning method, thus, our sampling strategy was based on unsupervised learning (clustering). The cluster membership likelihoods of the items were essential for the algorithm to connect the clusters and the classes; i.e. to find assignment between them. For best assignment, Hungarian algorithm was used. We developed and implemented adaptive assignment variants of OBEBS method in the software.
DOI: 10.17632/d48nx9tnk2.1
title: Raw data on time-dependent temperature change of warm water footbaths with and without the addition of medicinal substances

description: This data was collected to address the question of natural cooling of footbaths, with or without addition of ginger and mustard. Three conditions were tested: water only; water with addition of 80 grams of powder of mustard (sinapis nigra); water with addition of 80 grams of powder of ginger (zingiber officinale).
DOI: 10.17632/ht2wxh47ww.1
title: Video S1-S2

description: Video S1 shows the process that the liquid level in the cylinder gradually decreased between 0 and 12 h, while the thickness of the bright thin layer at the bottom increased, which is the supplementary datum of Figure 1a. Video S2 presents that the gel, supported on the filter paper, can be obtained by decanting the upper suspension.
DOI: 10.17632/3v2k3xt7b8.1
title: Data on experimental characterization of AMR constructed using LBM technique

description: This data set contains experimental data on characterization of the nature-inspired geometry for fluid flow through a solid porous regenerator used in active magentocaloric cooling applications. The data is sorted into several groups: 1. Passive data. This data was collected during the passive testing of 6 regenerators, of which 3 were made out of aluminum and 3 out of magnetocaloric material (MCM). The aim of these experiments was to determine the thermal effectiveness of the regenerators and the pressure drop though them. Since the aluminum regenerators had better surface quality and higher permeability than MCM ones, passive tests allowed to compare performance of different flow channel geometries. The passive testing on MCM regenerators was done in order to determine pressure drop and qualitatively evaluate surface roughness of the flow channels. 2. Active data. In this data set, the raw data from active magnetic testing are stored. MCM regenerators were characterized in a small-scale magnetocaloric demonstrator. The aim of this study was to investigate the behavior of the MCM regenerators under thermo-magnetic cycling. Each of the data files in this group contains full experimental data, but only the last 200s from the recorded data is used for the analysis, since the regenerators reached the periodic steady state condition. 3. Adiabatic temperature change measurements. This experiment was done under heating protocol. The sample and the cabinet were cooled to 273 K. The sample was thermally insulated from surroundings. Once the experiment was started, the cabinet temperature was increased to 302 K. The sample was cyclically magnetized and demagnetized until it reached thermal equilibrium with the cabinet. The data set contains recordings of sample temperature when it was magnetized and demagnetized, as well as induction effect, which must be eliminated before data analysis. 4. Microscopy images. There are microscopy images of randomly selected flow channels of each regenerator. 5. VSM and DSC data. These data are available only in Matlab figure format.
DOI: 10.17632/9ktv578p59.3
title: Emotional Instability and Behavior Difficulties Scale (EIBDS)
DOI: 10.17632/9ktv578p59.2
title: Emotional Instability and Behavior Difficulties Scale (EIBDS)
DOI: 10.17632/kcwrk7xztp.5
title: experimental data of multi channel multi gap gas switch with different insulation gases

description: we carried out a series of experiments about breakdown performance of multi channel multi gap gas switch for linear transformer driver by using several different kind of insulation gases. we publish the results of our test which has been finished in 2019.
DOI: 10.17632/p3zzk5kmc6.2
title: An ecological measure of rapid and automatic face-sex categorization - Data

description: Preprocessed EEG data, behavioral measures, participants infos and experiment code for the study 'An ecological measure of rapid and automatic face-sex categorization'. Please find additional information in 'READ_ME.txt' file.
DOI: 10.17632/3p94hs2c2f.4
title: Age-specific binding effects

description: 3x2x2 design factor 1: condition (feature-alone color, feature-alone shape, binding) factor 2: block (two experimental runs/condition/participants) factor 3: group (old vs young participants) In this study, we compared the electrophysiological activity associated with the binding process in young (N=22, mean age=28.5) and old (N=22; mean age=67.4) participants in a change detection task. Analysis of event-related brain potentials (ERP) focused on the differences between feature-alone (color or shape) and feature-conjunction (color-shape) conditions in stimulus encoding. Independently of aging, discrimination ability was significantly attenuated in the binding condition. The effect, however, was more pronounced in old participants. ERP components related to the visual feature detection and processing (posterior N1 and frontal P2) were not modulated in the binding condition. Only in old participants, a late positive ERP component (LPC) was increased signaling the allocation of additional resources.
DOI: 10.17632/mgd4h2vnzd.5
title: Dataset on business managers' perceptions of cloud computing adoption

description: This is analytical proofs and raw data for research article, “The Influence of Dependability in Adopting Cloud Computing: Focus on Similarities and Differences by IT Intensity and Service Type”. The original study explored the role of a multi-faceted dependability in cloud computing adotion, focusing on clarifying the similarities and differences by IT intensity (by industry) and service type. This article is consists of analytical proofs, measurement items, analytic tables, and raw data. Files included are as follows. ○ File 1 - Title: Details of prior studies on cloud computing adoption - Description: This file presents a review of seventy-nine studies (2009 to 2019) that focused on the adoption of cloud computing adoption at both individual and organizational level. ○ File 2 - Title: Measurement items - Description: This file reports details of the measurement items used in the original research article. ○ File 3 - Title: Samples profiles - Description: This file shows the demographic profiles of the samples. ○ File 4 - Title: Results of measurement invariance test - Description: This file shows the results of measurement invariance test. ○ File 5 - Title: Results of multicollinearity - Description: This file shows the results of variance inflation factor (VIF). ○ File 6 - Title: Hypothesis test results (table format) - Description: This file shows the results of hypothesis test on both full data set and subgroups. ○ File 7 - Title: results of mediation test for full data set - Description: This file shows the results of hypothesis test on both full data set and subgroups. ○ File 8 - Title: results of mediation test for IT intensity by industry - Description: This file shows the results of hypothesis test on IT intensity by industry ○ File 9 - Title: results of mediation test for for service type - Description: This file shows the results of hypothesis test on on service type ○ File 10 - Title: data - Description: This file contains raw data for the original study: 230 samples were used for its analysis.
DOI: 10.17632/zgrngg5hp5.1
title: Data for: Modelling the global economic consequences of a major African swine fever outbreak in China
DOI: 10.23729/bcc98726-ead8-45d4-ac39-1e4b1bf5e243
title: SMEAR II Siikaneva 1 wetland eddy covariance

description: This dataset contains time series of turbulent exchange of CH4, CO2, heat and momentum measured at SMEAR II Siikaneva 1 fen site, Ruovesi, Finland, during years 2005–2018.
DOI: 10.17632/338k6b9kn3.1
title: Case Study Results for: Sentiment Analysis of Disaster Response

description: This is the case study results for paper "Sentiment Analysis of Disaster Response".
DOI: 10.17632/hsvnkcc8w8.2
title: Supplemental Table 1 for: Real-world trends in biologic, oral systemic and phototherapy in United States patients with psoriasis or psoriatic arthritis

description: Supplemental Table 1 for "Real-world trends in biologic, oral systemic and phototherapy in United States patients with psoriasis or psoriatic arthritis"
DOI: 10.17632/7wc7wscfpm.1
title: Static triggering shows the full spectrum of earthquake modes

description: This includes three Excel files of friction experimental data with normal stresses of 3.4, 6.8 and 10.2 MPa, respectively. Where, U denotes the loading displacment, u represents sliding displacement, and F is the shear force.
DOI: 10.17632/rt6x6362yx.1
title: Laboratory Analysis Data_Stanley and Reading, 2019

description: Results from laboratory analysis on groundwater and soil samples; data used for research and publication.
DOI: 10.23729/022e1ce9-d738-4e04-903e-d8c53a5979fc
title: SMEAR II Siikaneva 2 wetland meteorology and eddy covariance

description: This dataset contains time series of meteorology, peat temperature, water table depth, and turbulent exchange of CH4, CO2, heat and momentum measured at SMEAR II Siikaneva 2 bog site, Ruovesi, Finland, during years 2011–2016.
DOI: 10.17632/9tht4cy4tj.1
title: Testing Plog's model of tourist personality traits

description: Survey dataset for testing Plog's model of tourist personality traits (psychocentrics/dependables/traditionals vs. allocentrics/venturers). Data include observations on the original last version of the scale developed by Stanley C. Plog, the purpose of the last leisure overnight trip, the number of overnight leisure trips taken over the last 12 months, and the distance of all destinations visited on overnight leisure trips over the last 12 months.
DOI: 10.17632/kcwrk7xztp.4
title: experimental data of multi channel multi gap gas switch with different insulation gases

description: we carried out a series of experiments about breakdown performance of multi channel multi gap gas switch for linear transformer driver by using several different kind of insulation gases. we publish the results of our test which has been finished in 2019.
DOI: 10.15129/3da7087a-91a3-40be-9a83-7e412156db59
title: Wireless data transmission at 20 Mb/s over 750 m distance using a single microscopic blue LED and a Single Photon Avalanche Diode detector chip

description: Video documentation of an optical wireless data transmission experiment between The Lighthouse, Glasgow, and the Livingstone Tower, Glasgow. The transmitter was a blue light-emitting diode (LED) with a digitally interfaced complementary metal-oxide semiconductor (CMOS) driver and placed on the viewing platform of The Lighthouse. The receiver was a CMOS single photon avalanche diode (SPAD) chip located on the top floor of the Livingstone Tower. Both, transmitter and receiver used simple lens optics of approximately 1 inch diameter. Data were transmitted error free (i.e. with a bit error rate below the detection limit of 1e-5) at a data rate of 20 Mb/s. The video contains photographic and video footage of the experiment as well as visualisations of the geographic location created in Google Earth. The background music is from http://www.bensound.com/royalty-free-music Thanks go to The Lighthouse for enabling access to their viewing platform.
DOI: 10.17632/tw6d38fzyy.1
title: Optimized metabarcoding with Pacific Biosciences enables semi-quantitative analysis of fungal communities
DOI: 10.3886/e117581
title: 2017 Annual Survey of Refugees

description: Since the 1980s, the Office of Refugee Resettlement[1] (ORR) has conducted the Annual Survey of Refugees (ASR), which collects information on refugees during their first five years after arrival in the U.S. The ASR is the only scientifically-collected source of national data on refugees’ progress toward self-sufficiency and integration. ORR uses the ASR results alongside other information sources to fulfill its Congressionally-mandated reporting requirement following the Refugee Act of 1980. <br><br>In the spring of 2018, ORR completed its 51st Annual Survey of Refugees (ASR). The data from the ASR offer a window into respondents’ first five years in the United States and show the progress that refugee families made towards learning English, participating in the workforce, and establishing permanent residence. This public use data deposit is only for the 2017 ASR with future years likely to be added to the ICPSR archive. . <br> [1] The Office of Refugee Resettlement (ORR) at the Administration for Children and Families in the U.S. Department of Health and Human Services (HHS) serves refugees and other humanitarian entrants, including asylees, Cuban and Haitian entrants, Special Immigrant Visa holders, Amerasians, victims of human trafficking, and unaccompanied children. By providing these arrived populations with critical resources, ORR promotes their economic and social well-being. Of these populations, the Annual Survey of Refugees focuses solely on refugees who have come to the U.S. in the past five fiscal years.
description: Household- and person-level analytic weights were developed for the 2017 ASR to allow for valid statistical estimates of the target refugee population. Both sets of weights are comprised of two components – a base weight reflecting the selection probability and an adjustment that corrects for differential nonresponse and aligns the population to known totals from the sampling frame (RADS universe file).
description: Response Rates: An overall response rate of 25 percent was achieved. The response rate was driven by the ability to locate and speak to (1515+534)/6006 = 32 percent of the sample, meaning that two thirds of the sample could neither be located nor (if located) successfully contacted. <br><br>The overall response rates decreased with time since arrival to the U.S., varying from 18 percent for FY 2012-13 refugees to 26 percent for FY 2014-15 refugees and a high of 34 percent for FY 2016 refugees.
description: telephone interview;
description: Refugees aged 16 years old or older at the time of interview and arrived in the U.S. during FY 2012-2016. Smallest Geographic Unit: Census region originally resettled in and the country of birth
description: The 2017 ASR employed a stratified probability sample design of refugees. The first stage of selection was the household (PA) and the second stage was the selection of persons within households. Principal features of the sample design are highlighted below.
DOI: 10.17632/7ttmgrmb6d.1
title: Dataset of Biopolymers from Wine Industry

description: Main authors potentially importatn from the chimical epistemic field in byopolimers. (from 2006 to 2019) - Patents registered and papers (Conferences are not included. Database in .bib bibliographic format.