cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.19249643
title: Images

description: Fitness images for "Polycomb-mediated repression of paternal chromosomes maintains haploid dosage in diploid embryos of Marchantia"<br>
DOI: 10.21227/yy4h-rc98
title: Indian Cautionary Traffic Sign data-set

description: In this the Indian Cautionary Traffic sign data-set has been proposed for classifying the cautionary traffic signs. It is composed of more than 9900 images clustered in 17 different classes. The dataset is trained with different convolutional neural networks and the performance of the classification has been compared and analyzed and achieved high performance when compared with state - of- the - art methodologies
DOI: 10.6084/m9.figshare.19036946.v2
title: Antimicrobial data_Kariuki_Catha edulis

description: Antimicrobial data_Catha edulis_Embu County<br>
DOI: 10.6084/m9.figshare.19039607.v2
title: Raw data_Biochemistry_Kariuki

description: The dataset is a summary of the biochemical parameters in male and female rats treated with the aqueous extract of <i>Catha edulis</i><br>
DOI: 10.17632/7cgxs47cjg.1
title: Age-depth models and dust-mass accumulation rates for loess-palaeosol sequences from the Carpathian Basin

description: Figure 1 represents the Bacon.r age-depth models for the: a) Irig b) Nosak c) Stari Slankamen and d) Crvenka loess-palaeosol sequences while figure 2 shows the corresponding dust-mass accumulation rates (minimum, maximum, mean and median values) calculated according to the modeling results for the same sites. Appendix A contains the modeled ages for the Irig, Nosak Stari Slankamen and Crvenka loess-palaeosol sequences.
DOI: 10.17632/dwr96htx3j.1
title: PAG-EEG_2022-04-17

description: Anxiety and panic are both elicited by threat and co-occur clinically. But, at the neural level, anxiety appears to inhibit the generation of panic; and vice versa. Panic and anxiety are thought to engage more posterior/medial (m) and anterior (a) parts of the periaqueductal gray (PAG), respectively. Anxiety also engages the hippocampus and medial prefrontal cortex. Here we tested if mPAG but not aPAG stimulation would suppress prefrontal and hippocampal theta rhythm as do anxiolytic drugs. Twelve male rats with implanted electrodes were stimulated alternately (30 s interval) in the left PAG or right reticular formation (RPO - as a positive control) with recording in the left prelimbic cortex and left and right hippocampus. PAG stimulation was set to produce freezing and RPO to produce 7-8 Hz theta rhythm before tests lasting 10 minutes on each of 5 days. mPAG stimulation decreased, and aPAG increased, theta power at all sites during elicited freezing. mPAG, but not aPAG, stimulation decreased prefrontal theta frequency. Stimulation did not substantially change circuit dynamics (pairwise phase consistency and partial directed coherence). Together with previous reports, our data suggest that panic- and anxiety-control systems are mutually inhibitory, and neural separation of anxiety and panic extends down to the aPAG and mPAG, respectively. Our findings are consistent with recent proposals that fear and anxiety are controlled by parallel neural hierarchies extending from PAG to the prefrontal cortex.

The data are provided as Spike2 files. Trigger coding is: StimOnRPO = onset of 1s RPO train; StimOnPAG = onset of 8s PAG train; Inject (downward) = pump on; StimOff = offset of train; StimOn = onset of train; Stim = stimulation pulses. Channel coding is: P = prefrontal; HR = right hippocampus; HL = left hippocampus; digits are electrode numbers. Note that recording was against a common reference, but analysis was of electrode pairs (e.g. the difference of HR2 and HR5 for calculation of a nominal bipolar right hippocampal recording). Voltage values are after amplification x5,000. Sampling rate is 512Hz.
DOI: 10.17632/wx5ydxhsry.1
title: code: qad: An R-package to detect asymmetric and directed dependence in bivariate samples

description: Supporting code for the manuscript "qad: An R-package to detect asymmetric and directed dependence in bivariate samples" by Florian Griessenberger, Wolfgang Trutschnig, and Robert R. Junker published in Methods in Ecology and Evolution. 

Supplementary information 1: R-Code (Supplementary information 1.R) including data generation from the studied dependence structures for the empirical experiments on extreme settings and power analysis. 

Supplementary information 2: Additional R-Code and shiny app (dep_measures.R and app.R) for studying the empirical behaviour of the eight dependence measures on various dependence structures, noise levels and sample sizes.

Supplementary information 3: Short description of the dependence measures and additional results/plots of the comparison with other dependence measures (dependence scores in extreme settings, empirical power analysis and runtime analysis).
DOI: 10.6084/m9.figshare.20375622
title: Supplementary Material for: High-Throughput Next-Generation Sequencing of the Kidd Blood Group: Unexpected Antigen Expression Properties of Four Alleles and Detection of Novel Variants

description: <b><i>Background:</i></b> The blood supply for patients with foreign ethnic backgrounds can be challenging, as they often have blood group and HPA patterns that differ from the variants prevalent in the German population. In addition, hemoglobinopathies requiring regular blood transfusion may be more common in such populations. High-throughput genotyping tests can facilitate the identification of the most compatible blood products, thereby reducing the risk of transfusion reactions. The present study reports the results of a molecular study for the Kidd (JK) blood group. Allele frequencies and antigen prevalence data are presented for &gt;8,000 individuals of various origins. <b><i>Material and Methods:</i></b> More than 8,000 blood donors were genotyped for 22 blood group systems and 5 HPA genes using an amplicon-based next-generation sequencing (NGS) approach. As part of the test system, we focused on the JK system in more detail. Double-ARMS PCR analysis was performed for the haplotype phasing of the <i>JK1/JK2</i> and two more common synonymous polymorphisms. We performed transcript analysis to detect potential alternative splice products. For a subset of samples, a comparison between serotype and red cell genotype was conducted. Allele frequencies were determined for geographically different panels of individuals. <b><i>Results:</i></b> We successfully genotyped the JK blood group for 99.6% of the samples. Haplotype phasing revealed 96 different alleles. For several alleles that carry one of the synonymous SNVs c.588A&gt;G and c.810G&gt;A, we could not confirm the reported JK phenotypes. We found a higher frequency of JK:1 alleles for all populations except Iraqis. <i>JK</i>*<i>01W.01</i> alleles were more common in the Asian groups and sub-Saharan Africans. A variant of the allele <i>JK</i>*<i>02N.01</i> was present exclusively in Southeast Asians. <b><i>Conclusion:</i></b> Genotyping for JK antigens with a targeted NGS assay can easily be performed in routine. The interpretation that c.588A&gt;G leads to a weak phenotype and c.810G&gt;A to a null phenotype is questionable. IDs as well as the descriptions of alleles carrying these SNVs should be revised in the ISBT JK table.
DOI: 10.17632/ygvjzdx3w3.1
title: Thunderstorm ground enhancements abruptly terminated by a lightning flash registered both by WWLLN and local network of EFM-100 electric mills.

description: In this dataset, we present a  subsample of 18 TGEs terminated by lightning flashes detected by our recording system that coincide with those found in the database of the World Wide Lightning Location Network (WWLLN). One of the WWLLN’s nodes is located at the Yerevan headquarters of Cosmic Ray Division which operates Aragats research station. The mean value of distance estimated by the WWLLN is 6.6 +/- 5.6 km, by EFM – 4.5 +/- 2.6 (based on 18 TGEs). The times of lightning occurrences measured by Aragats facilities and by the WWLLN coincide within a few microseconds. TGEs were interrupted by lightning during positive and negative near-surface electric fields. The TGEs which started at the negative (positive) near-surface electric field and contracted during the positive (negative) electric field were  also observed.
DOI: 10.3886/e113269v1
title: Replication data for: Does Job Corps Work? Impact Findings from the National Job Corps Study

description: This paper presents findings from an experimental evaluation of Job Corps, the nation’s largest training program for disadvantaged youths. The study uses survey data collected over four years and tax data over nine years on a nationwide sample of 15,400 treatments and controls. The Job Corps model has promise; program participation increases educational attainment, reduces criminal activity, and increases earnings for several postprogram years. Based on tax data, however, the earnings gains were not sustained except for the oldest participants. Nonetheless, Job Corps is the only federal training program that has been shown to increase earnings for this population. (JEL I28, I38, J13, J24)
DOI: 10.5281/zenodo.6321800
title: Images for fracture extraction in FRIS

description: The dataset inlcudes clipped MOA2009 and Landsat 8 images covering FRIS of summer, 2014-2015, which are applied for fraction extraction in FRIS.
description: {"references": ["Haran, T., Bohlander, J., Scambos, T., Painter, T., & Fahnestock, M. (2014). MODIS Mosaic of Antarctica 2008\u20132009 (MOA2009) image map. Boulder, Colorado USA, National Snow and Ice Data Center, 10, N5KP8037. doi:10.7265/N5KP8037"]}
DOI: 10.5281/zenodo.5120971
title: Data for Jucker and Goyal, Ozone-forced Southern Annular Mode during Antarctic Stratospheric Warming Events, Geophysical Research Letters 2022

description: Data from climate model simulations and reanalysis which were analysed in associated paper. Read README.md file for detailed information on each file.
DOI: 10.6084/m9.figshare.16970701.v4
title: Questionnaire to determine the ethnopharmacological uses of Catha edulis

description: Contents of the questionnaire on the ethnopharmacological uses of <i>Catha edulis</i><br>
DOI: 10.6084/m9.figshare.20306415.v1
title: Dataset_Inconclusive RT-qPCR_MK.xlsx

description: The databaset are provided by COVID-19 Laboratory School of Medicine and Health Sciences, Atma Jaya Catholic University of Indonesia. It is a clinded data, no patient information and will not influence any of patients results. This is a collective retrospective data set.
DOI: 10.17632/ztz59y79vv.1
title: Data for: The evolution of the Patagonian Ice Sheet from 35 ka to the Present Day (PATICE)

description: Supplementary Data. Includes Excel data tables for ages and shapefiles for ages, geomorphology and ice-sheet reconstruction.
DOI: 10.5066/p9jx8yvl
title: WRTDS-K nutrient and sediment loads at Illinois EPA Ambient Water Quality Monitoring Network sites, from WY 1978 through 2020

description: This data release contains estimates of annual nitrate, suspended sediment, phosphorus, and chloride loads and uncertainty from sites in the Illinois Environmental Protection Agency (Illinois EPA) Ambient Water Quality Monitoring Network. The loads were estimated using Weighted Regressions on Time, Discharge, and Season with Kalman filtering (WRTDS-K) and existing discrete water-quality data and discharge data collected by Illinois EPA, the U.S. Geological Survey, and Illinois State Water Survey through water year (WY) 2020. All water-quality and discharge data used in this work are available from the Water Quality Portal and the National Water Information System. The data release comprises a single comma-separated values (CSV) file containing annual loads, load uncertainty, and sample counts for each Ambient monitoring station.
DOI: 10.5281/zenodo.5637580
title: Extended data for 'Revisiting the Rist diagram for predicting operating conditions in blast furnaces with multiple injections'

description: Extended data for ‘Revisiting the Rist diagram for predicting operating conditions in blast furnaces with multiple injections’ (https://doi.org/10.12688/openreseurope.14275.1): Appendix A – Terms of the energy balance in the elaboration zone Appendix B – Heat of decomposition of coal (dry basis) Appendix C – Energy balance in the preparation zone Appendix D – Calculation of the flame temperature through Eq.(62) DISIPO_OPEN DATA_1.xlsx
DOI: 10.5281/zenodo.6784561
title: Historical patterns and sustainability implications in worldwide bicycle ownership and use

description: This dataset is for the paper "Historical patterns and sustainability implications in worldwide bicycle ownership and use" published on communication earth & environment.
DOI: 10.13026/jz9p-0m02
title: Will Two Do? Varying Dimensions in Electrocardiography: The PhysioNet/Computing in Cardiology Challenge 2021

description: The electrocardiogram (ECG) is a non-invasive representation of the electrical
activity of the heart. Although the twelve-lead ECG is the standard diagnostic
screening system for many cardiological issues, the limited accessibility of
twelve-lead ECG devices provides a rationale for smaller, lower-cost, and
easier to use devices. While single-lead ECGs are limiting
[[1](https://pubmed.ncbi.nlm.nih.gov/9740885/)], reduced-lead ECG systems hold
promise, with evidence that subsets of the standard twelve leads can capture
useful information [[2](https://pubmed.ncbi.nlm.nih.gov/12539095)],
[[3](https://www.sciencedirect.com/science/article/abs/pii/S0022073606005346)],
[[4](https://pubmed.ncbi.nlm.nih.gov/3812249)] and even be comparable to
twelve-lead ECGs in some limited contexts. In 2017 we challenged the public to
classify AF from a single-lead ECG, and in 2020 we challenged the public to
diagnose a much larger number of cardiac problems using twelve-lead
recordings. However, there is limited evidence to demonstrate the utility of
reduced-lead ECGs for capturing a wide range of diagnostic information.

In this year’s Challenge, we ask the following question: **‘Will two do?’**
This year’s Challenge builds on [last year’s
Challenge](/content/challenge-2020/)
[[5]](https://doi.org/10.1088/1361-6579/abc960), which asked participants to
classify cardiac abnormalities from twelve-lead ECGs. We are asking you to
build an algorithm that can classify cardiac abnormalities from twelve-lead,
six-lead, four-lead, three-lead, and two-lead ECGs. We will test each
algorithm on databases of these reduced-lead ECGs, and the differences in
performances of the algorithms on these databases will reveal the utility of
reduced-lead ECGs in comparison to standard twelve-lead EGCs.
DOI: 10.15482/usda.adc/1415994
title: Hyalella azteca Genome Assembly 1.0
DOI: 10.5066/f7mg7mnn
title: National USEPA Clean Watershed Needs Survey WWTP nutrient loads 1978 to 2012

description: This dataset contains tabular data for U.S. Environmental Protection Agencys (EPA) Clean Watersheds Needs Survey (CWNS) wastewater treatment facility information. Literature-based average total nitrogen and total phosphorous concentrations were substituted for wastewater treatment levels reported for each facility because little or no concentration data is reported in the CWNS. Concentrations were based on the treatment levels of raw, primary, secondary, and advanced. Concentration and effluent flow-value data gaps were filled in through simple linear assumptions, based on each facilitys responses to the survey in years bracketing the data gap or were based on an un-bracketed single year survey response. Unlike the McMahon and others (2007) method used to complete the EPA Permit Compliance System/Integrated Compliance Information System (PCS/ICIS) dataset where data from similar facilities was used to fill the data gaps, treatment level and flow data unique to each facility were used to complete the Clean Watershed Needs Survey dataset. [McMahon, Gerard, Tervelt, Larinda, and Donehoo, William, 2007, Methods for estimating annual wastewater nutrient loads in the southeastern United States: U.S. Geological Survey Open-File Report 2007-1040, 81 p., https://pubs.usgs.gov/of/2007/1040/] The Clean Watershed Needs Survey data were collected by the EPA for the years 1978, 1980, 1982, 1984, 1986, 1988, 1990, 1992, 1996, 2000, 2004, 2008 and 2012, and total nitrogen and total phosphorous loads were calculated using reported annual flows and nutrient concentration values substituted from literature for reported treatment levels from the CWNS. The long-term nutrient loads are provided as supportive information for studies being conducted by the USGS National Water Quality Assessment (NAWQA) Project.
DOI: 10.5281/zenodo.5808913
title: Data for "Meta-analysis of induced anti-herbivore defence traits in plants from 647 manipulative experiments with natural and simulated herbivory"

description: Data used in analysis in "Meta-analysis of induced anti-herbivore defence traits in plants from 647 manipulative experiments with natural and simulated herbivory" in Journal of Ecology. Code used for analysis are included as Supplementary Material of the main article.
DOI: 10.7303/syn27082597
title: Brighten Studies - Baseline Demographics
DOI: 10.6084/m9.figshare.12367277.v3
title: Supplementary Material - SMS on ITs for TDM activities

description: Supplementary Material of the paper "Bridging the Gap: A Perception of How Intelligent Techniques Support Technical Debt Management Activities
DOI: 10.6084/m9.figshare.20711617
title: Supplementary Material for: Removal of Subfoveal Massive Hard Exudates through an Intentional Macular Hole in Patients with Diabetic Maculopathy: A Report of Three Cases

description: Recently, good postoperative visual acuity has been reported using surgical removal of hard exudates (HEs) through an intentional macular hole (iMH). We report 3 cases of subfoveal HE secondary to diabetic maculopathy (DM) treated with HE removal via an iMH. Pars plana vitrectomy (PPV) was performed in three eyes of 3 patients with subfoveal HE secondary to DM. In all eyes, after PPV, internal limiting membrane (ILM) peeling of the lower half was performed within the range of papilla diameter 2 centered on the fovea, leaving the upper half for subsequent inverted ILM flap technique. Then, by grabbing the inner layer of the fovea using ILM forceps, an iMH was created. The HE was then flushed from the iMH with a balanced salt solution as much as possible. Finally, the inverted ILM flap technique was performed using the upper half of the ILM that was left during the previous maneuver. At the end of the surgery, the eyes were flushed with 50 mL of 20% sulfur hexafluoride (SF6) after the fluid-air exchange of the vitreous cavity. After surgery, HE was adequately removed, iMH was completely closed, and visual acuity improved in all eyes. This surgical procedure did not cause a central scotoma but rather improved the central sensitivity of the visual field in all eyes. No serious surgery-related complications occurred. In conclusion, HE removal via an iMH hole can be one of the treatment options for patients with subfoveal HE secondary to DM.
DOI: 10.5066/f77w699s
title: Selected environmental characteristics of sampled sites, watersheds, and riparian zones for Midwest Stream Quality Assessment

description: The Midwest Stream Quality Assessment is the first of several regional studies that are being conducted as part of the Regional Stream Quality Assessment (RSQA) project, a component of the Cycle 3 National Water Quality Assessment (NAWQA) project. The MSQA was a collaborative study amongst NAWQA, the USGS Columbia Environmental Research Center (CERC), and the USEPA National Rivers and Streams Assessment (NRSA). The objective of the MSQA study was to characterize water-quality stressors - contaminants, nutrients, sediment, and habitat and ecological conditions in streams across the Midwest and to determine the relative effects of these stressors on aquatic biota in the streams (U.S. Geological Survey, 2012). During the 2013 crop growing season, 100 streams in the MSQA study region were monitored to assess water quality and ecological conditions. Water chemistry at the sampled sites are influenced by the physical and anthropogenic characteristics of the site and associated watershed, the area of land that forms the drainage system for the sampled stream. Land use and land cover characteristics of riparian zones upstream and near the sampled site assist in determining the streams ecological condition. Efficient quantification of these environmental characteristics requires the geographic coordinates of the sampled sites, and the geospatial delineations of their watershed boundary and riparian-zone boundary. This dataset consists of the data tables of quantified environmental variables of the sites, watersheds, and riparian zones, and a data dictionary that defines the variables in the characteristics data tables.
DOI: 10.5284/1000032
title: Defence Areas: a national study of Second World War anti-invasion landscapes in England

description: The Defence Areas Project was carried out between April 2002 and June 2004. Its overall aim was to build on the results of the Defence of Britain Project (April 1995-March 2002) by examining in more detail anti-invasion defence works that form a coherent and legible grouping and survive well in landscapes largely unchanged from those of 1940/41. The purpose is to promote people's understanding and enjoyment of these defence landscapes, and to encourage them to think of World War Two archaeology at landscape scale. The aim is to ensure greater recognition of the value of these well-preserved landscapes and the need to conserve the components they include, while at the same time recognising that they represent a selection of a much larger number of such places. Some of the components surviving within the landscapes will be recommended for statutory protection. This project represents an original thematic approach to archaeological landscape survey.
DOI: 10.5522/04/12631580
title: Multi-Objective Software Effort Estimation: A Replication Study

description: This repository is supplementary to the paper entitled "Multi-Objective Software Effort Estimation, A Replication Study", which is accepted for publication by IEEE TSE. It contains the Java source code and datasets used in the study.
DOI: 10.15121/1148796
title: New River Geothermal Exploration (Ram Power Inc.)

description: The New River Geothermal Exploration (DOE Award No. EE0002843) is located approximately 25km south of the Salton Sea, near town of Brawley in Imperial County and approximately 150km east of San Diego, California. A total of 182 MT Logger sites were completed covering the two separate Mesquite and New River grids. The data was collected over a frequency range of 320Hz to 0.001Hz with variable site spacing. A number of different inversion algorithms in 1D, 2D and 3D were used to produce resistivity-depth profiles and maps of subsurface resistivity variations over the survey area. For 2D inversions, a total of eighteen lines were constructed in east-west and north-south orientations crossing the entire survey area. For MT 3D inversion, the New River property was divided in two sub-grids, Mesquite and New River areas. The report comprises of two parts. For the first part, inversions and geophysical interpretation results are presented with some recommendations of the potential targets for future follow up on the property. The second part of the report describes logistics of the survey, survey parameters, methodology and the survey results (data) in digital documents. The report reviews a Spartan MT survey carried out by Quantec Geoscience Limited over the New River Project in California, USA on behalf of Ram Power Inc. Data was acquired over a period of 29 days from 2010/06/26 to 2010/07/24.
DOI: 10.5281/zenodo.1194346
title: Internet As-Graph Edgelist For Network Analysis

description: This edgelist serves network analyses.