cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.3458257
title: Data for: Comparison of contributions to chloride in urban stormwater from winter brine and rock salt application

description: <strong>Abstract:</strong> The use of road salt to increase roadway safety during winter storms releases high concentrations of chloride into urban and suburban stormwater. This stormwater flows into nearby streams, resulting in concentrations of chloride that can exceed water quality standards intended to protect aquatic life. As chloride pollution is not readily filtered by soil or plants, mitigation will require reductions in the amount of salt used. In this study, cities in St. Louis County, Missouri, U.S., were used as a test case for brining as a best management practice (BMP) to reduce salt use relative to the standard practice of spreading solid rock salt. The practice of brining involves the dissolution of road salt in water and the application of the resulting brine solution to roadways in advance of a forecasted winter storm. During the winters of 2016-17 and 2017-18, stormwater runoff from residential areas was monitored in paired cities to determine if the availability of brining as a BMP for salt application on residential roads would result in a decrease of chloride in stormwater and, therefore, a decrease in chloride reaching urban streams. The use of brining by city governments resulted in a 45% average reduction of chloride loads conveyed to streams, demonstrating that brining is a highly viable BMP for local municipal operations. <strong>Publication DOI:</strong> https://doi.org/10.1021/acs.est.9b02864
description: File Descriptions: (1) Data in "StormwaterSites.zip" were collected using Onset Hobo dataloggers set at 5-minute intervals and deployed in stormwater pipes in 25 residential areas of St. Louis County, Missouri, USA. (2) Grab samples (and associated QA) used in regression development are found in "Chloride Grabs and QA.xlsx"; this file also contains pipe dimensions used to calculate flow. (3) View "Analytical Process.pdf" for details on the generation and processing of these data, including notes on QA. Funding: This project was funded in part by a U.S. EPA Urban Waters grant (UW97755501).
DOI: 10.5281/zenodo.3458258
title: Data for: Comparison of contributions to chloride in urban stormwater from winter brine and rock salt application

description: <strong>Abstract:</strong> The use of road salt to increase roadway safety during winter storms releases high concentrations of chloride into urban and suburban stormwater. This stormwater flows into nearby streams, resulting in concentrations of chloride that can exceed water quality standards intended to protect aquatic life. As chloride pollution is not readily filtered by soil or plants, mitigation will require reductions in the amount of salt used. In this study, cities in St. Louis County, Missouri, U.S., were used as a test case for brining as a best management practice (BMP) to reduce salt use relative to the standard practice of spreading solid rock salt. The practice of brining involves the dissolution of road salt in water and the application of the resulting brine solution to roadways in advance of a forecasted winter storm. During the winters of 2016-17 and 2017-18, stormwater runoff from residential areas was monitored in paired cities to determine if the availability of brining as a BMP for salt application on residential roads would result in a decrease of chloride in stormwater and, therefore, a decrease in chloride reaching urban streams. The use of brining by city governments resulted in a 45% average reduction of chloride loads conveyed to streams, demonstrating that brining is a highly viable BMP for local municipal operations. <strong>Publication DOI:</strong> https://doi.org/10.1021/acs.est.9b02864
description: File Descriptions: (1) Data in "StormwaterSites.zip" were collected using Onset Hobo dataloggers set at 5-minute intervals and deployed in stormwater pipes in 25 residential areas of St. Louis County, Missouri, USA. (2) Grab samples (and associated QA) used in regression development are found in "Chloride Grabs and QA.xlsx"; this file also contains pipe dimensions used to calculate flow. (3) View "Analytical Process.pdf" for details on the generation and processing of these data, including notes on QA. Funding: This project was funded in part by a U.S. EPA Urban Waters grant (UW97755501).
DOI: 10.5281/zenodo.3458557
title: somalier files for thousand genomes high-coverage VCF for 2504 samples

description: somalier files extracted from the thousand genomes VCF to be used for ancestry prediction with somalier.
DOI: 10.25606/surf.578c6039-35989df7
title: The Cosmogrid Simulation: Statistical Properties of Small Dark Matter Halos (2048-732)

description: We present the results of the "Cosmogrid" cosmological N-body simulation suites based on the concordance LCDM model. The Cosmogrid simulation was performed in a 30 Mpc box with 2048³ particles. The mass of each particle is 1.28x10^5 Msun, which is sufficient to resolve ultra-faint dwarfs. We found that the halo mass function shows good agreement with the Sheth & Tormen fitting function down to ~10^7 Msun. We have analyzed the spherically averaged density profiles of the three most massive halos which are of galaxy group size and contain at least 170 million particles. The slopes of these density profiles become shallower than -1 at the inner most radius. We also find a clear correlation of halo concentration with mass. The mass dependence of the concentration parameter cannot be expressed by a single power law, however a simple model based on the Press-Schechter theory proposed by Navarro et al. gives reasonable agreement with this dependence. The spin parameter does not show a correlation with the halo mass. The probability distribution functions for both concentration and spin are well fitted by the log-normal distribution for halos with the masses larger than ~10^8 Msun. The subhalo abundance depends on the halo mass. Galaxy-sized halos have 50% more subhalos than ~10^11 Msun halos have. This is snapshot 732 of the 2048³ resolution collection.
DOI: 10.21421/d2/bv9esn
title: Phenotypic evaluation data of International Chickpea varietal trial (ICVT) - Desi in Indore for year 2016-17

description: This dataset contain the phenotypic data on Chickpea-desi improvement at IARI Indore . The Chickpea breeding materials supplied by ICRISAT have been extensively used by Indian Chickpea breeding programs. These breeding materials directly or after further selections have led to release of 40 Chickpea cultivars in India. These cultivars have shown high impacts on the area and productivity of chickpea, particularly in southern and central India. Chickpea breeding program of ICRISAT supplied 2,669 samples of breeding materials, which included advanced breeding lines, varieties, segregating populations, marker assisted backcross lines, near isogenic lines and other genotypes for evaluation by partners during 2016-17. This phenotypic evaluation data was received from IARI Indore. Trials from various locations were analyzed individually. Scientists can select entries for further evaluation and use them in the breeding programs based on the performance at respective locations Experiment location on Google Map
DOI: 10.25345/c5dd3h
title: MassIVE MSV000084370 - Massive_D6O9_Neg_Mice_Blood_Benzinidizole_treatment_ddMS2
title: Blood samples from mice (infected with Chagas diseases) after treatment with Benzinidizole using ddMS2 in positive polarity mode in Q Exactive Plus.
DOI: 10.5285/233f19d4-77af-47b7-865f-ce77385f1bc2
title: UK Geoenergy Observatories (UKGEOS) Glasgow bedrock pre-drill model

description: The UK Geoenergy Observatories (UKGEOS) Glasgow bedrock model outputs, created by the British Geological Survey, provide a semi-regional overview of the depth and extent of bedrock lithostratigraphic units, coals and faults. The model allows users to visualise the likely subsurface sequence to be found beneath this part of Glasgow, applicable at a scale of around 1: 25,000 to 1: 10,000. The data is supplied as grids, triangulated surfaces and shapefiles over a 5 by 4.15 km area, with the depth range to around 350 m below Ordnance Datum. This model describes an interpretation of the bedrock geology before the UKGEOS Glasgow boreholes have been drilled, and was used to inform the expected sequence on drilling. Further details and model limitations can be found in the accompanying metadata report http://nora.nerc.ac.uk/id/eprint/522737
DOI: 10.17632/8hpz3x3d6n.1
title: Data for: Unraveling the efficient use of waste lignin as a bitumen modifier for sustainable roads.
DOI: 10.5519/qd.8qk6aya9
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (1 records)
DOI: 10.3886/e112004
title: An operational (tier 3) tableau dashboard for use by two or more UC Health Medical Center revenue cycle teams focused on accounts (not claims)

description: UC medical centers struggle with insurance reimbursement. Sometimes the revenue stream is affected externally, internally or in combinations that are difficult to fathom. This work is an effort to understand this fiscal performance in ways that allow people to focus efforts on those areas likely to maximize returns. Equally important is an effort to provide views that prevent people from being distracted or overwhelmed with the hundreds of publicly reported measures that are available. This work accelerates the sharing of information and provides a scaffolding to further automate the collection of critical data elements as well as unify analytics across multiple teams. This dashboard employs a consistent visualization of critical measures. A brief glance at the dashboard allows a person to assess the state of 12 KPIs. The first set (of 6) are outward facing (corporate) focusing on payer behaviors. A second set (of 6) are inward facing focusing on the activities, composition and functioning of staff whose work is designed to 'move the needle' on the displayed results. The visuals consist of a number on each bar compared to a goal (the color based on performance against benchmark), over time (sparkline), and most recent (ball color at end of sparkline). From these views, a person can drill through to a linked dashboard to learn more (perhaps another Tableau dashboard that you recently built or even a dashboard on another platform so a person can provide additional context for any KPIs). We also link to reference material (perhaps an NQF measure specification or an internal wiki page) and provide a view of performance through the lens of a statistical process control chart SPC (where the signals for special cause variation are described).
DOI: 10.3886/e112004v1
title: An operational (tier 3) tableau dashboard for use by two or more UC Health Medical Center revenue cycle teams focused on accounts (not claims)

description: UC medical centers struggle with insurance reimbursement. Sometimes the revenue stream is affected externally, internally or in combinations that are difficult to fathom. This work is an effort to understand this fiscal performance in ways that allow people to focus efforts on those areas likely to maximize returns. Equally important is an effort to provide views that prevent people from being distracted or overwhelmed with the hundreds of publicly reported measures that are available. This work accelerates the sharing of information and provides a scaffolding to further automate the collection of critical data elements as well as unify analytics across multiple teams. This dashboard employs a consistent visualization of critical measures. A brief glance at the dashboard allows a person to assess the state of 12 KPIs. The first set (of 6) are outward facing (corporate) focusing on payer behaviors. A second set (of 6) are inward facing focusing on the activities, composition and functioning of staff whose work is designed to 'move the needle' on the displayed results. The visuals consist of a number on each bar compared to a goal (the color based on performance against benchmark), over time (sparkline), and most recent (ball color at end of sparkline). From these views, a person can drill through to a linked dashboard to learn more (perhaps another Tableau dashboard that you recently built or even a dashboard on another platform so a person can provide additional context for any KPIs). We also link to reference material (perhaps an NQF measure specification or an internal wiki page) and provide a view of performance through the lens of a statistical process control chart SPC (where the signals for special cause variation are described).
DOI: 10.5281/zenodo.3459075
title: Appendices to 'The genetic Position of Anindilyakwa' paper

description: This is the dataset that is referred to in the paper 'The genetic Position of Anindilyakwa'. It contains all the cognate words that have been uncovered between the North Australian languages Anindilyakwa, Wubuy and Ngandi.
DOI: 10.7910/dvn/mdfloz/9duy93
title: 20190630_285nm_170us_ODT_off.dat

description: :unav
DOI: 10.7910/dvn/mdfloz/fciaxd
title: ionCountsOverTime.mat

description: :unav
DOI: 10.7910/dvn/mdfloz/ifuwhb
title: TOF_Lineshape_K2_Rb2.dat

description: :unav
DOI: 10.7910/dvn/mdfloz/lugveo
title: twoBodyDecayFit.m

description: :unav
DOI: 10.7910/dvn/mdfloz/menjg6
title: gaussianoffset.m

description: :unav
DOI: 10.7910/dvn/mdfloz/s73yhr
title: main_Fig3_newLaser.m

description: :unav
DOI: 10.7910/dvn/mdfloz/sn9yvl
title: main_Fig1.m

description: :unav
DOI: 10.7910/dvn/mdfloz/yoknjd
title: TOF_Lineshape_KRb2.dat

description: :unav
DOI: 10.7910/dvn/mdfloz/e4mzqa
title: 2019_01_29_1.dat

description: :unav
DOI: 10.7910/dvn/mdfloz/edheye
title: 20190513_712nm.dat

description: :unav
DOI: 10.7910/dvn/mdfloz/fuaybx
title: main_Fig4_ODTeffect_summary.m

description: :unav
DOI: 10.7910/dvn/mdfloz/ihbf4x
title: main_Fig2_FigS2_oldLaser.m

description: :unav
DOI: 10.7910/dvn/mdfloz/nauufk
title: main_Fig4_K2Rb2_new_laser.m

description: :unav
DOI: 10.7910/dvn/mdfloz/whiael
title: TOF_Lineshape_KRb.dat

description: :unav
DOI: 10.7910/dvn/mdfloz/yb7ghb
title: main_Fig4_KRb2_new_laser.m

description: :unav
DOI: 10.17632/stbx779nt6.1
title: Interpretable machine learning models for classifying low back pain status using functional physiological variables.

description: Codes used to run the analysis and produce the results of the study
DOI: 10.17632/stbx779nt6.2
title: Interpretable machine learning models for classifying low back pain status using functional physiological variables.
DOI: 10.18112/openneuro.ds002196.v1.0.0
title: CEREBRuM: a 3T MRI segmentation tool
DOI: 10.5519/qd.2enef1fj
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (205 records)
DOI: 10.5519/qd.lxfszstb
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (225 records)
DOI: 10.17632/2yh76zzr77.1
title: Pacheco et al. Controlling unpleasant thoughts: adjustments of cognitive control based on previous-trial load in a working memory task.

description: This dataset contains the following individual data: (1) Early Posterior Negativity mean amplitudes (200-300ms time-window) for neutral and unpleasant conditions (2) thought control ability traits (3) K index (Working memory capacity)
DOI: 10.17632/jcz7wcs8vd.1
title: Managing agitation and raising quality of life: ethnographic observations in hospital and care homes of agitated people living with dementia

description: We examined how staff interpreted agitation behaviour in people living with dementia nearing end of life, how this may influence their responses and impact on the quality of care. Structured and semi-structured non-participant observations of people living with dementia nearing end of life in hospital and care homes. These data were collected using a structured toll and checklist for behaviours classed as agitation and staff and institutional responses. 29 observations were made in acute hospital setting and 12 were made in the care home setting (files have _CH in the name).
DOI: 10.17632/jcz7wcs8vd.2
title: Managing agitation and raising quality of life: ethnographic observations in hospital and care homes of agitated people living with dementia

description: We examined how staff interpreted agitation behaviour in people living with dementia nearing end of life, how this may influence their responses and impact on the quality of care. Structured and semi-structured non-participant observations of people living with dementia nearing end of life in hospital and care homes. These data were collected using a structured tool and checklist for behaviours classed as agitation and staff and institutional responses. 29 observations were made in acute hospital setting and 12 were made in the care home setting (files have _CH in the name).
DOI: 10.21227/smnq-6v34
title: Morse Code Symbol Classification

description: We present two synthetic datasets on classification of Morse code symbols for supervised machine learning problems, in particular, neural networks. The linked Github page has algorithms for generating a family of such datasets of varying difficulty. The datasets are spatially one-dimensional and have a small number of input features, leading to high density of input information content. This makes them particularly challenging when implementing network complexity reduction methods. The linked research paper explores the effects on network performance by deliberately adding various forms of noise and expanding the feature set and dataset size.
DOI: 10.21227/wbhw-py68
title: Morse Code Symbol Classification

description: We present two synthetic datasets on classification of Morse code symbols for supervised machine learning problems, in particular, neural networks. The linked Github page has algorithms for generating a family of such datasets of varying difficulty. The datasets are spatially one-dimensional and have a small number of input features, leading to high density of input information content. This makes them particularly challenging when implementing network complexity reduction methods. The linked research paper explores the effects on network performance by deliberately adding various forms of noise and expanding the feature set and dataset size.
DOI: 10.17632/rhf44kpmbn.1
title: Data of the hydraulic fracturing propagation across a discontinuity in layered formations

description: This dataset comprises the results of the hydraulic fracturing test: raw and unprocessed video files, fluid pressures, stress intensity factors, and fracture velocities. Conditions for each experiment are indicated in the description with gelatin stiffness: L for low stiffness, M for medium stiffness, H for high stiffness, and VH for very high stiffness. Total 9 cases of the experiment, 3 cases of homogeneous gelatin samples and 6 cases of layered gelatin samples, were investigated.
DOI: 10.5258/soton/d0893
title: Dataset for: Apodized silicon photonic grating couplers for mode order conversion

description: Dataset for the manuscript 'Apodized silicon photonic grating couplers for mode order conversion' by Iosif Demirtzioglou, Cosimo Lacava, Abdul Shakoor, Ali Khokhar, Yongmin Jung, David J. Thomson, and Periklis Petropoulos.The research data corresponds to the above-stated manuscript and it should be read and interpreted in the context of its published form. Each set of data describes a figure illustrated in the published manuscript and is accompanied by appropriate captions which correspond to the figure numbers, axis titles and legend entries stated in the manuscript.
DOI: 10.17632/fjbkrdykvd.1
title: In vitro neuromuscular junction functionality

description: Abolition of contractile activity in in vitro neuromuscular junctions within multi-nodal microfluidic chips using alpha-Bungarotoxin. Chips seeded as described above were allowed to mature for 21 days after seeding. Chips were selected for high contractile activity of myotubes that had visual contact with axons (more than 1 contraction per minute over 5 minutes with at least 1 contraction in each minute, the day prior to the experiment). Video of pre-experiment activity was recorded for 1 min followed by counting of the total number of contractions in 10 min. The cells were allowed to recover for 1 h at 37°C, 5% CO2 before addition of 1:100 of α-BTX at a final concentration of 1.25μM or of 0.75μl sterile PBS and incubation of 10 min at 37°C, 5% CO2. The α-BTX was only added to the central well containing the myotubes, which was fluidically isolated by hydrostatic pressure throughout the incubation. Another 1 min video of activity after intervention was recorded before counting the total number of contractions in 10 min. Cells were fixed immediately after the final count. For quantitative analysis the experiment was repeated with 10 min video being recorded as baseline followed by 1 h recovery at 37°C, 5% CO2 and treatment. Another 10 min video was recorded after treatment, and blinded quantification was carried out for both.
DOI: 10.5281/zenodo.3458570
title: Generation of synthetic, realistic vehicular traces for three access highways of Quito using SUMO

description: These files present the maps of three access highways of Quito simulated in SUMO. The contributions are. Careful validation of the imported maps from OpenStreetMaps (imported in July 2019) including time intervals in traffic lights, location of traffic lights, suppression on non-existing junctions, edges, etc. Simulation of realistic number of vehicles for each road considerings the statistics from traffic authority of Quito Configuration of the 5 generation tools provided in the SUMO package. We used all the meaningful configuration for each tool to obtain synthetic realistic vehicular traces
description: The authors gratefully acknowledge the financial support provided by the Escuela Politécnica Nacional, for the development of the projects PIJ-15-20 "E-iRoads: Ecuador - Intelligent Roads. Un Sistema inteligente para la gestión de tráfico en las periferias de grandes ciudades (Caso de Estudio: Quito)", PIJ-16-01-"Modelamiento de la Packet Error Rate (PER) incluyendo condiciones de Peak-to-Average Power Ratio (PAPR) para transmisiones Ad-Hoc", and the Spanish Government through project TEC2017-84197-C4-3-R "Secure sMArt Grid using Open Source Intelligence, MAGOS". Pablo Barbecho Batista is recipient of a Ph.D. grant from Secretaria Nacional de Educación Superior, Ciencia y Tecnología~(SENESCYT), Ecuador.
DOI: 10.5281/zenodo.3458571
title: Generation of synthetic, realistic vehicular traces for three access highways of Quito using SUMO

description: These files present the maps of three access highways of Quito simulated in SUMO. The contributions are. Careful validation of the imported maps from OpenStreetMaps (imported in July 2019) including time intervals in traffic lights, location of traffic lights, suppression on non-existing junctions, edges, etc. Simulation of realistic number of vehicles for each road considerings the statistics from traffic authority of Quito Configuration of the 5 generation tools provided in the SUMO package. We used all the meaningful configuration for each tool to obtain synthetic realistic vehicular traces
description: The authors gratefully acknowledge the financial support provided by the Escuela Politécnica Nacional, for the development of the projects PIJ-15-20 "E-iRoads: Ecuador - Intelligent Roads. Un Sistema inteligente para la gestión de tráfico en las periferias de grandes ciudades (Caso de Estudio: Quito)", PIJ-16-01-"Modelamiento de la Packet Error Rate (PER) incluyendo condiciones de Peak-to-Average Power Ratio (PAPR) para transmisiones Ad-Hoc", and the Spanish Government through project TEC2017-84197-C4-3-R "Secure sMArt Grid using Open Source Intelligence, MAGOS". Pablo Barbecho Batista is recipient of a Ph.D. grant from Secretaria Nacional de Educación Superior, Ciencia y Tecnología~(SENESCYT), Ecuador.