cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.7910/dvn/251now
title: A cross-session motor imagery EEG dataset

description: # Pan2023 Dataset Documentation

## Abstract
The Pan2023 dataset is a collection of electroencephalography (EEG) signals from 14 subjects performing motor imagery (MI) tasks across two sessions. The dataset aims to facilitate the study of cross-session variability in MI-EEG signals and to support the development of robust brain-computer interface (BCI) systems.

## Dataset Composition
The dataset encompasses EEG recordings from 14 subjects, each participating in two sessions. The sessions involve MI tasks with visual cues for left-handed and right-handed movements. Data acquisition was performed using a Neuroscan SynAmps2 amplifier, equipped with 28 scalp electrodes following the international 10-20 system. The EEG signals were sampled at a frequency of 250Hz, with a band-pass filter applied from 0.01 to 200Hz to mitigate power line noise. The collected data is stored in Matlab format, labeled by subject and session number.

## Participants
The participant cohort includes 14 individuals (five females), aged 22 to 25, with two reporting left-handedness. All subjects were screened for neurological and movement disorders, ensuring a healthy participant profile for the study.

## Experimental Paradigm
Each experimental session comprised 120 trials, segmented into three distinct phases: Rest, Preparation, and Task. During the Rest Period (2 seconds), subjects were instructed to remain relaxed without engaging in mental tasks. The Preparation Period (1 second) involved a 'Ready' cue on the monitor, prompting subjects to focus and prepare for the upcoming MI task. The Task Period (4 seconds) required subjects to perform the MI task, visualizing the movement corresponding to the provided cues, either left or right-handed. This paradigm was designed to occur in a controlled, distraction-free environment.

## Data Acquisition and Preprocessing
EEG signals were captured using a Neuroscan SynAmps2 amplifier and 28 scalp electrodes positioned per the 10-20 system. The sampling rate was set at 250Hz, and a band-pass filter from 0.01 to 200Hz was employed to exclude power line interference. The signals were archived in Matlab format, systematically named by subject and session identifiers.

## Data Structure
The dataset's structure is encapsulated in a Matlab file, comprising a struct with the following components:
- `data`: A 3D matrix (`[n_trials, n_channels, n_samples]`) containing the EEG signals.
- `label`: A vector (`[n_trials]`) denoting each trial's label (1 for left-handed, 2 for right-handed movement).
- `trial_info`: A struct detailing each trial's phase (1 for Rest, 2 for Preparation, 3 for Task), the visual cue (1 for left-handed, 2 for right-handed movement), and the subject's identifier.
DOI: 10.7910/dvn/bkarjc
title: Clinical Dataset for Pre-Implementation and Implementation Phases

description: This dataset contains all data captured from clients charts at Jacaranda Health as part of the implementation of the INTERGROWTH-21st standards at Jacaranda Health.
DOI: 10.7910/dvn/bwhyeh
title: Additively Manufactured Ti–6Al–4V Thin-wall Thermal-Porosity Characterization Data

description: In-process thermal melt pool images and post-fabrication porosity labels are acquired for Ti-6Al-4V thin-walled structure fabricated with OPTOMEC Laser Engineered Net Shaping (LENS™) 750 system. The data is collected for nondestructive thermal characterization of direct laser deposition (DLD) build. More specifically, a Stratonics Dual-wavelength pyrometer captures a top-down view of the melt pool of the deposition heat-affected zone (HAZ), which is above 1660°C, and Nikon X-Ray Computed Tomography (XCT) XT H225 captures internal porosity reflective of lack of fusion during the fabrication process. The pyrometer images provided in Comma Separated Values (CSV) format are cropped to center the melt pool to temperatures above 1000℃, indicative of the shape and distribution of temperature values. Melt pool coordinates are determined using pyrometer specifications and thin wall build parameters. XCT porosity labels of sizes between 0.05 mm to 1.00 mm are registered within 0.5 mm of the melt pool image coordinate. An XCT porosity-labeled table provided in the Excel spreadsheet format contains time stamps, melt pool coordinates, melt pool eccentricity, peak temperature, peak temperature coordinates, pore size, and pore label. Thermal-porosity data utilization aids in generating data-driven quality control models for manufacturing parts with lower degrees of porosity.
DOI: 10.7910/dvn/gprrnd
title: Raw Assessor (from King County Assessor). 2014

description: Raw assessor information as downloaded from the King County Assessor at the end of the year 2014.
DOI: 10.7910/dvn/bhvebz
title: Replication Data for Mobilization and Counter-Mobilization

description: Replication data for Mobilization and Counter-Mobilization
DOI: 10.7910/dvn/fvx1vr
title: Replication Data for:Biological nitrification inhibition by Brachiaria grasses mitigates soil nitrous oxide emissions from bovine urine patches

description: High nitrogen (N) concentration in bovine urine, which generally exceeds plant N uptake rates, results in the formation of hotspots of N loss when bovine urine is deposited on grazed pasture soils. High spatial variability in the distribution of urine patches in grazed pastures poses a major challenge to mitigate N losses. Some exudates from the roots of several tropical forage grasses were shown to inhibit the activity of soil nitrifiers; a process known as biological nitrification inhibition (BNI). We hypothesized that nitrate (NO3−) production and nitrous oxide (N2O) emissions from urine patches deposited on soils under forage grasses with high BNI capacity are lower than those with forage grasses with low BNI capacity. This hypothesis was tested using field plots of two tropical forage grass cultivars, Brachiaria humidicola cv. Tully (BT) and interspecific Brachiaria hybrid cv. Mulato (BM) which, correspondingly, have high and low BNI capacity. Nitrification rates and amoA gene copy numbers of ammonia oxidizing archaea (AOA) and bacteria (AOB) in soils under the two forage grasses were quantified before and after urine and water (control) application, as well, an additional experiment was conducted to quantify denitrification potential. Moreover, soil N2O emissions from simulated urine (0.123 kg N m−2) and water patches were monitored over a 29-day period. Results showed a greater suppression of nitrification, denitrification and AOA abundance in soils under BT than those under BM. Positive relationships (p &lt; 0.05) existed between AOA and AOB abundance and NO3− contents in soils under BM. Bovine urine resulted in higher cumulative N2O fluxes from soils under BM (80 mg N2O-N m−2) compared to those under BT (32 mg N2O-N m−2). Consequently, N2O emission factors were higher for soils under BM (0.07%) than under BT (0.00002%). We conclude that tropical forage grasses with high BNI capacity play a key role in mitigating N2O emissions from bovine urine patches in archaea-dominated soils. This suggests that wide-spread adoption of tropical forage grasses with high BNI capacity may have a great potential to tighten N cycling in grazed pastures.
DOI: 10.7910/dvn/veo2bq
title: WorldPop Archive global gridded spatial datasets. Version Alpha 0.9. 100m OpenStreetMap (tiled)
DOI: 10.7910/dvn/vxqlpn
title: Data for Forest resistance to sea-level rise prevents landward migration of tidal marsh

description: Data for the locations of marsh plant resurvey plots, the start points of tree mortality transects (one file for Connecticut; one for New York), and master chronologies for red oak group (Quercus rubra, Q. velutina) and white oak group (Q. alba, Q. bicolor) growth rates from 1993-2013. Master chronologies are for trees at two site: Stewart B. McKinney NWR in Westbrook, CT and Barn Island WMA in Stonington, CT.
DOI: 10.7910/dvn/2hvecf
title: Loma Prieta Earthquake Citizen Survey: Santa Cruz, 1990 (M1095B)

description: The purpose of this study was to assess public response to the Loma Prieta earthquake emergency. Investigators wanted to be able to describe the public's experience with the earthquake and damage, and what the public did and did not do in response to the emergency. In addition, wanted to be able to explain why there were differences in how and why people responded; defined as an altruistic collective emergency response. The hypothesis of the investigators was that citizen involvement in response to the Loma Prieta earthquake emergency would 1) result as a consequence of victimization; 2) increase as a consequence of factors such as pre-event hazard salience and experience; 3) and would not be affected by nor vary by basic structural characteristics such as age, ethnicity, gender, socioeconomic status, community integration, or role membership. Two populations were selected for study: San Francisco (n=734) and Santa Cruz (n=918) counties. Questions covered the types of damage experienced, injuries, exposure to media, emergency response activities, community integration, other earthquake experiences, household roles and responsibilities, and socioeconomic status.
description: Subject: STANDARD DEPOSIT TERMS 1.0 Type: DATAPASS:TERMS:STANDARD:1.0 Notes: The UCLA Social Science Data Archive (“the Archive”) gives permission and any required licenses to Data-PASS to make the Content available for archiving, preservation and access (with permission of the Archive), within the Data Preservation Alliance for the Social Sciences ("Data-PASS") in accordance with the Data-PASS terms (the "Terms") of use (available from: http://www.icpsr.org/Data-PASS). Including permission to: (a) redisseminate copies of the Data Collection in a variety of distribution formats only according to the standard terms of use of the Archive; (b) promote and advertise the Data Collection in any publicity (in any form) for Data-PASS and the Archive; (c) describe, catalog, validate and document the Content; (d) store, translate, copy or re-format the Data Collection in any way to ensure its future preservation and accessibility, improve usability and/or protect respondent confidentiality; (e) incorporate metadata (cataloging information) or documentation regarding this study into public access catalogues. The Archive represents and warrants that the Content conforms to all Terms and that the Archive is lawfully entitled and has full authority to license Data-Pass to use the Materials in the ways described in the Terms.;
DOI: 10.7910/dvn/bjores
title: A13_25632.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/d161b1ca-1365-4e3d-9104-4e3294c992e0'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/d161b1ca-1365-4e3d-9104-4e3294c992e0
DOI: 10.7910/dvn/25447
title: Seed germination ecology of Echinochloa glabrescens and its implication for management in rice (Oryza sativa)

description: Echinochloa glabrescens is a C4 grass weed that is very competitive with rice when left uncontrolled. The competitive ability of weeds is intensified in direct-seeded rice production systems. A better understanding is needed of factors affecting weed seed germination, which can be used as a component of integrated weed management in direct-seeded rice. This study was conducted to determine the effects of temperature, light, salt and osmotic stress, burial depth, crop residue, time and depth of flooding, and herbicide application on the emergence, survival, and growth of two populations [Nueva Ecija (NE) and Los Banos (IR)] of E. glabrescens. Seeds from both populations germinated at all temperatures. The NE population had a higher germination rate (88%) from light stimulation than did the IR population (34%). The salt concentration and osmotic potential required to inhibit 50% of germination were 313 mM and -0.24 MPa, respectively, for the NE population and 254 mM and -0.33 MPa, respectively, for the IR population. Emergence in the NE population was totally inhibited at 4-cm burial depth in the soil, whereas that of the IR population was inhibited at 8 cm. Compared with zero residue, the addition of 5 t ha-1 of rice residue reduced emergence in the NE and IR populations by 38% and 9%, respectively. Early flooding (within 2 days after sowing) at 2-cm depth reduced shoot growth by 50% compared with non-flooded conditions. Pretilachlor applied at 0.075 kg ai ha-1 followed by shallow flooding (2-cm depth) reduced seedling emergence by 94 to 96% compared with the nontreated flooded treatment. Application of postemergence herbicides at 4-leaf stage provided 85 to 100% control in both populations. Results suggest that integration of different strategies may enable sustainable management of this weed and of weeds with similar germination responses.
description: Subject: null Type: Sustainable production theme Notes: Weed Science;
DOI: 10.7910/dvn/bwwvrl
title: Replication Data for: Can Digital Stethoscopes Improve Auscultation in Aircraft Cabins

description: The stethoscope is one of the elements of the medical emergency kit in airplanes.
Stethoscopes are the primary diagnostic tool for patient assessment and triage. However, during aeromedical transport, high noise limits the ability to auscultate.
DOI: 10.7910/dvn/cbu8y2
title: Demographic Indicators and Future Predictions of China, Hong Kong, Macao, and Taiwan: A Comparative Perspective

description: The demographic indicators of the People’s Republic of China, Hong Kong, Macao, and Taiwan were compiled from (1) the World Bank United Nations (UN) Population Division, World Population Prospects: 2022 Revision. (2) Census reports and other statistical publications from national statistical offices, (3) Eurostat: Demographic Statistics, (4) UN Statistical Division. Population and Vital Statistics Report (various years), (5) U.S. Census Bureau: International Database, and (6) Secretariat of the Pacific Community: Statistics and Demography Program. The dataset consists of descriptive demographic statistics of the People’s Republic of China, Hong Kong, Macao, and Taiwan and includes the following indicators: (1) total population, (2) population by broad age groups, (3) annual rate of population change, (4) crude birth rate and crude death rate, (5) annual number of births and deaths, (6) total fertility, (7) mortality under age 5, (8) life expectancy at birth by sex, (9) life expectancy at birth (both sexes combined), (10) annual natural change and net migration, (11) population by age and sex: 2101, (12) annual number of deaths per 1,000 population, and (13) annual number of deaths.
description: The dataset was developed in the framework of an edited book project and the “Promoting Order at the Edge of Turbulence (POET) Project” that is conducted in the Center for International Studies and Development (CISAD) at the Jagiellonian University in Krakow (Poland). “The Project is co-financed by the Polish National Agency for Academic Exchange under the NAWA Guest Professorship programme” and the “Polish National Agency for Academic Exchange within the NAWA Chair programme”. The author wishes to acknowledge the financial assistance of the NAWA Grant (PPN/PRO/2020/1/00003/DEC/1) from the Polish Academic Exchange Council and NCN grant (ZARZADZENIE NCN 94/2020) from the Polish National Science Council.
DOI: 10.7910/dvn/gpynbo
title: Reaching a Burning Plasma and Ignition Using Smaller Capsules/Hohlraums, Higher Radiation Temperatures and Thicker Ablator/Ice on the National Ignition Facility

description: In indirect-drive implosions, the final core hot spot energy and pressure and hence neutron yield attainable in 1D increases with increasing laser peak power and hence radiation drive temperature at fixed capsule and hohlraum size. We present simple analytic scalings validated by 1D simulations that quantify the improvement in performance and use this to explain existing data and simulation trends. Extrapolating to the 500 TW NIF peak power limit in a low gas-fill 5.4 mm diameter hohlraum based on existing high adiabat implosion data at 400 TW, 1.3 MJ and 1e16 yield, we find that a 2-3e17 yield (0.5 – 0.7 MJ) is plausible using only 1.8 MJ of laser energy. Based on existing data varying DT fuel thickness and dopant areal density, further improvements should be possible by increasing DT fuel areal density, and hence confinement time and yield amplification.
description: PSFC REPORT PSFC/JA-22-34<br><br>This work was performed under the auspices of the U.S. Department of Energy by Lawrence Livermore National Laboratory under Contract DE-AC52-07NA27344 and by General Atomics under contract DE-NA0001808. MIT's effort was supported in part by Lawrence Livermore National Lab under contract no B640112 and by DOE/NNSA under contract no 6940304.<br><br>If this record does not contain the full text, then the manuscript has been embargoed by the publisher thus restricting open access for 12 to 24 months after publication.
DOI: 10.7910/dvn/24416
title: 2010 - 2012 CCES Panel Study
DOI: 10.7910/dvn/cc42mm
title: Replication data for: Well-being Across America

description: Volume 93, Issue 4
DOI: 10.7910/dvn/v3hfnf
title: Childhood glaucoma

description: Characteristics and long-term outcomes of childhood glaucoma in Thailand
DOI: 10.7910/dvn/wxx1ro
title: A98_10383.jpg

description: Link to OCHRE database: &lt;a href = 'http://pi.lib.uchicago.edu/1001/org/ochre/c89f4f7e-c73f-44e2-6651-b5a63465e4c6'&gt;http://pi.lib.uchicago.edu/1001/org/ochre/c89f4f7e-c73f-44e2-6651-b5a63465e4c6
DOI: 10.7910/dvn/wy2ofu
title: Reproduction files for: "No Zeitenwende (yet): An early assessment of German public opinion toward foreign and defense policy after Russia’s invasion of Ukraine"

description: These data and code files allow researchers to reproduce the analyses in Mader, M. & Schoen, H. (2023). No Zeitenwende (yet): An early assessment of German public opinion toward foreign and defense policy after Russia’s invasion of Ukraine. Politische Vierteljahresschrift. For details, read the readme.txt file.
DOI: 10.7910/dvn/24466
title: Myanmar (2013): TRaC study monitoring condom use behaviors and determinants among female sex workers in Myanmar. Round I.

description: The study goal is to provide evidence for monitoring and evaluation of PSI/Myanmar HIV Prevention Program. The study is part of contribution to achieve the program goal to reduce the incidence of HIV among Key Affected Populations. This survey will help monitor the trends of changes in promoted health behavior (ie. consistent condum use with all types of partners) along with its determinants among target population (ie. FSW), and evaluate the effectiveness and impact of the program. The study design is for the first wave of the TRaC Survey. PSI/Myanmar implements a regularly-conducted study to monitor and measure behavior of FSW in two big cities of Myanmar regarding consistent cndom use with their partners of any type. The main objectives of this survey are to monitor changes in donor and project indicators, key behavior indicators, risk and behavior determinants, and exposure to PSI/Myanmar activities over time.
DOI: 10.7910/dvn/25085
title: Replication data for: Resource Extraction Contracts under Threat of Expropriation: Theory and Evidence

description: Volume 95, Issue 5
DOI: 10.7910/dvn/bkpmht
title: Covid Face-Mask Monitoring Dataset

description: During the present time, COVID-19 situation is the topmost priority in our life. We are introducing a new dataset named Covid Face-Mask Monitoring Dataset which is based on Bangladesh perspective. We have a main concern to detect people who are using masks or not in the street. Furthermore, few people are not wearing masks properly which is harmful for other people and we have the intention to detect them also. Our proposed dataset contains 6,550 images and those images collected from the walking street, bus stop, street tea stall, foot-over bridge and so on. Among the full dataset, we selected 5,750 images for training purposes and 800 images for validation purposes. Our selected dimension is 1080 × 720 pixels for entire dataset. The percentage of validation data from the full dataset is almost 12.20%. We used a personal cell phone camera, DSLR for collecting frames and adding them into our final dataset. We have also planned to collect images from the mentioned place using an action camera or CCTV surveillance camera. But, from Bangladesh perspective it is not easy to collect clear and relevant data for research. To extend, CCTV surveillance cameras are mostly used in the university, shopping complex, hospital, school, college where using a mask is mandatory. But our goal of research is different. In addition, we want to mention that in our proposed dataset there are three classes which are 1. Mask, 2. No_mask, 3. Mask_not_in_position.
description: COVID-19, Facial Mask Recognition, Image Classification
DOI: 10.7910/dvn/hrggtl
title: Banking the Unbanked? Evidence from Three Countries

description: We experimentally test the impact of expanding access to basic bank accounts in Uganda, Malawi, and Chile. Over two years, 17 percent, 10 percent, and 3 percent of treatment individuals made five or more deposits, respectively. Average monthly deposits for them were at the 79th, 91st, and 96th percentiles of baseline savings. Survey data show no clearly discernible intention–to–treat effects on savings or any downstream outcomes. This suggests that policies merely focused on expanding access to basic accounts are unlikely to improve welfare noticeably since impacts, even if present, are likely small and diverse.
description: Stata, 13
DOI: 10.7910/dvn/byqdsp
title: Replication Data for: Time-Reversal Symmetry Breaking Superconductivity between Twisted Cuprate Superconductors

description: Replication Data for the article entitled "Time-Reversal Symmetry Breaking Superconductivity between Twisted Cuprate Superconductors"
DOI: 10.7910/dvn/qiadjg
title: National Health and Nurition Examination Survey (NHANES)
title: Centers for Disease Control and Prevention (CDC)

description: Users can download reports, data tables and data sets to gain information regarding Americans' nutrition and health statuses.
&lt;p&gt;&lt;b&gt;Background&lt;/b&gt;&lt;/p&gt;The National Health and Nutrition Examination Survey (NHANES) is part of the National Center for Health Statistics at the Centers for Disease Control and Prevention (CDC). It is an annual survey that reports on Americans' nutrition and health statuses and uses that information to determine prevalence estimates and understand health trends. NHANES developed growth charts that are used to track the physical development of infants and children, and it has contributed to im
provements in food and health care in the United States. Information includes: diet, weight according to sex, age, race, ethnicity and age; disease history; serum cholesterol levels; depression; breastfeeding; intake of calories and nutrients, and much more.
&lt;p&gt;&lt;b&gt; User Functionality &lt;/b&gt;&lt;/p&gt;The website offers extensive tutorials to help users navigate and download the NHANES datasets. Datasets can be downloaded as SAS transport files, which can be downloaded into SAS, SPSS, and SUDAN. The datasets can also be converted to be read as Excel files. From the website, static data reports and tables are also available for download, and investigators can apply to get access to the non-publicly released data sets. &lt;p&gt;&lt;b&gt; Data Notes &lt;/b&gt;&lt;/p&gt;The survey co
nsists of an interview and a health examination by a trained physician. Participants are considered to be a nationally representative sample. Data is available from the first NHANES in 1971 to the present. The survey is continuous, and data is released as it becomes available, with the most recent data from 2008.