cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5258/soton/d0614
title: Data set for A Beamforming Aided Full-Diversity Scheme for Low-Altitude Air-to-Ground Communication Systems Operating with Limited Feedback

description: Unmanned aerial vehicles (UAV) have gained significant popularity in the recent past owing to their easy deployability and wide range of applications. In most of the short and medium range applications, WiFi is used as the access technology for establishing communication between the ground stations and the UAVs. Although WiFi is known to perform well in most of the scenarios, it is important to note that WiFi has been mainly designed for indoor communication in rich scattering environments, whereas the air-to-ground (A2G) channel is characterised by sparse scattering. Considering this important difference in the channel characteristics, we revisit some of the WiFi features and propose efficient design alternatives. Firstly, we provide a statistical model for the sparse A2G channel and design an optimal time-domain quantizer (TDQ) for its feedback. In contrast to the frequency-domain quantizer (FDQ) of 802.11n/ac standard, the proposed TDQ exploits the time-domain sparsity in the channel and requires about fifteen times lesser quantization bits than FDQ. Secondly, we propose a beamforming scheme with the aid of full-diversity rotation (FDR) matrices and analytically evaluate its symbol error probability in order to quantify the attainable diversity order. Our numerical simulations demonstrate that the proposed FDR beamforming (FDR-BF) scheme outperforms the relevant benchmark schemes in both coded as well as uncoded scenarios. Specifically, the proposed FDR-BF scheme was observed to attain a signal-to-noise ratio gain as high as 6dB compared to the popular geometric mean decomposition based beamforming scheme, when operating at an elevation angle of $7.5^o$.
DOI: 10.5258/soton/d0616
title: Research Data: Duality of Quantum and Classical Error Correction Codes: Design Principles and Examples

description: Dataset for the paper "Duality of Quantum and Classical Error Correction Codes: Design Principles and Examples", IEEE Communications Surveys & Tutorials (doi: 10.1109/COMST.2018.2861361).
DOI: 10.5258/soton/d0613
title: Dataset for Metamaterial analogue of Ising model

description: Dataset supports:
Cong, L. et al. (2018). Metamaterial analogue of Ising model. Advanced Materials.
DOI: 10.17632/2n95sn7t6v.1
title: Economic impact of Certifications in Colombia - TRANSSUSTAIN

description: Original dataset containing cross-sectional data on the economic impact of industry and company-led certifications in two cooperatives in Colombia's coffee belt (n=612). The household-level data was collected in 2016 and the recall period was year 2015.
DOI: 10.17632/466w5kdkh8.2
title: DPH_Laurdan_and_SEM_S.aureus

description: structure of S. aureus biofilms imaged by scanning electron microscopy (SEM). A mature biofilm has been formed at 37 °C under gravity-fed flow conditions on a clinical catheter.Data GP Laurdan and DPH Polarization of lipid extract from S. Aureus and lipid sinthetic
DOI: 10.17632/hwwsdz8997.1
title: Carbonaceous chondrite organics triple oxygen isotope composition

description: Raw oxygen isotope data obtained by secondary ion mass spectrometry (both CAMECA IMS 1270/80 and NanoSIMS 50L ion probes) on organics from CI and CM chondrites.
DOI: 10.17632/th48ctg5ww.1
title: Data for: Measuring Streambank Erosion: A Comparison of Erosion Pins, Total Station, and Terrestrial Laser Scanner

description: This is data for the manuscript "Measuring Streambank Erosion: A Comparison of Erosion Pins, Total Station, and Terrestrial Laser Scanner" by Dan Myers (myersda@mail.gvsu.edu), Dr. Rick Rediske, and Dr. Jim McNair of the Annis Water Resources Institute (Muskegon, MI, USA). The abstract is included below: Streambank erosion is important to watershed managers because it can be the dominant entry pathway of sediment to streams and also damages aquatic habitat for fish and invertebrates, riparian areas, and infrastructure. Bank erosion is difficult to measure and quantify and both models and field methods are needed to assess the significance of this important source. Our objectives were to 1) evaluate and compare three techniques for quantifying sediment pollution from streambanks: erosion pins, total station surveyor, and laser scanning, 2) spatially assess streambank erosion rates in the Indian Mill Creek watershed of Michigan, USA, and 3) relate streambank erosion results with a modeling study of nonpoint source pollution in the Indian Mill Creek watershed. We were unable to detect significant differences between measurement techniques. Total station and laser scanner data were correlated, but neither erosion pins and total station nor erosion pins and laser scanner were correlated. The terrestrial laser scanner collected high resolution data on barren streambanks with a clear line of sight, but the coarser erosion pin or total station techniques are preferable for vegetated banks because of better coverage. We estimate that streambank erosion contributes 2,020 Mg yr-1 of sediment to Indian Mill Creek, which is 28.5% of the total sediment load. This research is important for watershed managers addressing the sources of fish and macroinvertebrate community impairments in Indian Mill Creek and other watersheds that are degraded by excessive sediment.
DOI: 10.17632/3cr7fs8r53.1
title: Data for: Health and Environmental Consciousness Effects of Wealth in Low Income Countries: Evidence from Households’ Energy, Water, and Sanitation Services Consumption in Burkina Faso

description: This R format Dataset of 8065 observations is extracted from the individual recode component of the 2014 United States Agency for International Development’s (USAID) Demographic and Health Survey (DHS) data on Burkina Faso. It is a representative sample of 6500 Households covering the 13 administrative regions in Burkina Faso, and was collected from September 29 to November 28, 2014.
DOI: 10.17632/gdhzyrs7gf.1
title: Video sub-action parsing algorithm (ASP) on the frisby-catch action of THUMOS2014 dataset.

description: 1.Please unzip the file codeUploadNew.rar. The code, data and result dirs represent the Matlab version of algorithm (Matlab 2014a is adopted), all the features and groundtruth of dataset and the running result of our ASP method. 2.In dir 'code', a_main.m is the main function. Before you start the a_main.m function. You should place your feature of dataset under the dir 'stipFeatureThumos'. An example of the feature file is included in the `stipFeatureThumos'. 3. In dir 'data', dir 'parameters' includes some parameters of ASP and SP. 'videoGrounTruth' is the ground truth of THUMOS'14: ambiguous segments, framerate and frames of videos, and the ground truth segments.'codeAll' and `confAll' are the BoW coding we've learned. 4.A video showing the result of ASP is attached together with its explanation doc file. 5.The paper 'Soft Video Parsing by Label Distribution Learning' is published at AAAI17. The extended version would be published at Frontiers of Computer Science. If you have any question, please contact miaogen6@gmail.com or xgeng@seu.edu.cn.
DOI: 10.17632/x7n9j4rxbh.1
title: Source code for paper "Coupled FPM for simulations of wave and structure interaction"

description: This code is compiled by C. The theory of code can be acquired from the paper “Coupled FPM for simulations of wave and structure interaction”. The code contains a 2D-wave case with the parallel model. The reader may contact me by Email：huangcancan@163.com.
DOI: 10.17632/yjjr5j4rvj.1
title: Antipsychotic Polypharmacy and High-Dose Antipsychotics Amongst Compulsorily Admitted Patients in Acute Care

description: This set of data comprises information about compulsory admitted patients in an acute ward, namely demographic, clinical and therapeutic plan characteristics, by the time of discharge. It was gathered through the review of clinical notes and it was meant to determine what factors were associated with Antipsychotic Polypharmacy and High-Dose Antipsychotics in involuntary patients.
DOI: 10.5525/gla.researchdata.651
title: Nonparametric statistical downscaling for the fusion of data of different spatiotemporal support
DOI: 10.17632/466w5kdkh8.3
title: DPH_Laurdan_and_SEM_S.aureus

description: structure of S. aureus biofilms imaged by scanning electron microscopy (SEM). A mature biofilm has been formed at 37 °C under gravity-fed flow conditions on a clinical catheter.Data GP Laurdan and DPH Polarization of lipid extract from S. Aureus and lipid sinthetic
DOI: 10.17632/65fj8z3tg5.1
title: Drivers of structural similarity

description: The dataset contains a measure of structural similarity/convergence (pairwise Krugman specialization index) along with 54 potential determinants of structural similarity.
DOI: 10.17632/rs4xcjf69y.1
title: In-air particle induced X-ray emission elemental and physical trait data of organically produced roasted coffee beans from Ethiopia, Colombia, Honduras, and Mexico

description: Assessing the physico-elemental traits of coffee beans may assist in determining its nutritional and commercial value as well as geographical origin. Although a number of studies exist describing the physico-chemical traits of coffee, there are no studies describing the physico-elemental profile of organically produced roasted coffee beans. In this study, the levels of trace and toxic metals in organically produced roasted coffee beans from four top coffee production regions (Ethiopia, Colombia, Honduras, and Mexico) that are commercially available in South Africa were compared using in-air particle induced X-ray emission (PIXE). In addition, physical traits of the roasted coffee beans from the selected regions were compared using microscopy. In-air PIXE analysis revealed the presence of P, S, Cl, K, Ca, Ti, Mn, Fe, Cu, Zn, Br, Rb, and Sr in samples. Physical trait data showed that coffee beans from Mexico weighed more than beans from other regions, whilst coffee beans from Honduras had the highest width. In conclusion, physico-elemental analysis using in-air PIXE and microscopy may be promising tools in guiding the nutritional and commercial value as well as geographical origin of coffee.
DOI: 10.17632/ksjfk46x8n.2
title: Skin innate immunity of diskless-fingered odorous frogs (Odorrana grahami) with spatial-temporal variations

description: Data for SPSS and results by SPSS
DOI: 10.17632/rgkmbmk894.1
title: Data For: The Relative Influence of Generic Essential Drugs and Nursing Staff Supplies on Access to Primary Healthcare Services in Burkina Faso: A Trivariate Probit Modeling Approach

description: This R formatted dataset of 18156 observations and 18 variables is extracted from the 2011-2012 pilot project “Community Monitoring for Better Health and Education Services Delivery Project (P121714; CMP)” in Burkina Faso, which used a clustered-randomized controlled design to target 36 health facilities in 9 poor rural municipalities within the three administrative regions of the country: the Cascades, Central-Plateau, and the Sahel region.
DOI: 10.17632/x3rxb2rxzb.1
title: CCH data

description: Replication data for Caballero-Candelaria-Hale paper
DOI: 10.7910/dvn/kn56tv/k9crey
title: Raw data_PhD research_Jayanta.rar
DOI: 10.17632/5xbskdjnm9.2
title: Therapeutic itinerary of children living with epilepsy in Kinshasa features, determinants and relationships with behavioral problems and cognitive impairment

description: It is the dataset of a study describing the therapeutic itinerary of children living with epilepsy of Kinshasa (Democratic Republic of the Congo). The features of this care pathway and its relationships with behavioral problems and cognitive impairment are analyzed. The therapeutic itinerary is described by four variables: i) the types of consultation (TypeOfConsultation and NumberOfTypeConsultation), ii) the first source of suspicion or diagnostic of disease (SuspicionDiagnostic), iii) the previous treatment before reaching the site of study (PreviousTreatment) and the duration between the first epileptic seizure and the first arrival to the site of study. This duration is subdivised in three: the duration I (DurationI) between first seizure and suspicion or diagnostic of epilepsy, the duration II (DurationII) between the suspicion or diagnostic of disease and the first arrival to the site of study, and total duration (TotalDuration) between first epileptic seizure and first arrival to the site of study. Relationships between features of therapeutic itinerary are analyzed by the Pearson chi-square test, non parametric tests (Mann-Whitney U-test and Kruskal Wallis test) and parametric tests (with planned contrast) when equality of variances is assumed and without high asymmetry. For planned contrasts for variable "source of suspicion or diagnostic" we used 3 contrasts: Western Medicine (3/0/0), None (-1/2/0), Traditional healer (-1/-1/1) and family or relatives (-1/-1/-1). For planned contrasts for variable "previous treatment" we used 3 contrasts: AED (3/0/0), AED-Traditional (-1/2/0), Traditional treatment (-1/-1/-1) and None (-1/-1/1).
DOI: 10.17632/fhtkyp5fs2.1
title: Consumption in Context - Study 1

description: The study consists of a 2 x 2 ANOVA between-subjects design where both context dependence (context dependent vs. context independent) and social cue (present vs. absent) were manipulated. Because participants were responding online, serving intentions were used as the dependent variable in lieu of actual serving behavior. Intentions were used as a proxy for actual behavior as they are highly correlated when measured specifically (see Trafimow, 2000 for a review). First level of context dependence was temporarily manipulated using the method developed by Kühnen et al. (2001). Using this method, participants were asked to list the ways they are similar (different) to their family and friends to increase (decrease) their context dependence then asked to describe themselves in 10 phrases as a manipulation check. Afterwards, participants were given a scenario where they are hungry and arrive at a party with a snack table. They were then shown a picture of a table featuring a bowl and a sign saying “Please take some pretzels.” In the absent social cue condition the table also featured an exemplar plate with a large (150g) serving of pretzels on the plate. The photos were identical except with the exemplar plate edited out of the “absent” condition. Participants were then asked how many pretzels they would take in this scenario on a sliding scale (1 – 100). Questions pertaining to dietary restraint, BMI and time spent exercising were then asked to ensure no significant covariates exist. Additionally, a manipulation check was done to ensure the social nature of the cue.
DOI: 10.17632/g3vxppc8k4.1
title: Outlier Detection

description: This data is the input data for the model developed in https://ideas.repec.org/p/xrp/wpaper/xreap2018-2.html. The algorithm you can consult is in https://github.com/sebalp1987/outlier_model. As it is a real dataset, the data is totally masked.
DOI: 10.17632/t34d9sssbx.1
title: Electrochemical testing data for "Investigation on the Corrosion Resistance of SS316L under the Combined Effect of Shot Peening and Corrosion Inhibitor"

description: The combined effect of shot peening and application of Imidazole as a corrosion inhibitor on the electrochemical behavior of austenitic stainless steel (SS316L) in a high chloride environment was investigated. SS316L specimens were shot-peened according to AMS 2430 standard. Electrochemical experiments were conducted using the Princeton Applied Research PARSTAT 2273 Potentiostat/Galvanostat for shot-peened and unpeened specimens in the presence and absence of corrosion inhibitor (25 ppm Imidazole) in an aerated environment with a concentration of 3.5wt.% NaCl. Specimens were labelled as using N for untreated (not peened), S for shot-peened, 1 for non CI, and 2 for 25 ppm Imidazole addition environment. As an example, S2 used as a label for shot-peened samples with 25 ppm Imidazole used as corrosion inhibitor. The results analysed by using Electrochemistry Powersuite software. A graphite electrode that has a diameter of 10 mm was used as a counter electrode (CE) and an Ag/AgCl (3M) was used as reference electrode (RE). Working electrodes (WE) were shot-peened and unpeened SS316L with an area of 17.4 cm2 of samples. The electrolytic cell was made of a 600 ml Pyrex glass flask with four entrances on the top lid for RE, WE, CE, and aeration/ de-aeration. The surfaces of the WE were polished to mirror finish. Firstly, WE were immersed in the electrolyte to determine the open circuit potential (OCP) which was correlated to the corrosion potential. Then linear polarization resistance (LPR) was performed to determine the rate of corrosion by monitoring the relationship between electrochemical potential and current generated between the electrically charged electrodes. Tafel polarization curves were constructed, both anodic and cathodic branches were plotted for all samples. The EIS was conducted to compare and validate the Rp obtained from LPR results.the Nyquist plot is the real impedance (Zre) against the imaginary impedance (Zim) and the curve obtained is the charge transfer resistance (Rct) validated Rp at the limit of low frequency.
DOI: 10.17632/v92gk6zt5n.1
title: Consumption in Context

description: 131 undergraduate students from a university were recruited for participation in an experiment in exchange for course credit. 8 subjects failed to complete the survey or failed the attention check and their data was removed from analysis while one participant was removed for serving themselves a plate more than 3 SDs from the mean. The Group Embedded Figures Test (GEFT) was used to measure context dependence (Oltman, Raskin, & Witkin, 2013). This measure is a long-established, proprietary means for determining context independence in the psychology literature (see van Baaren et al., 2004 for a recent example). Participants are asked to find simple shapes embedded in larger, more complicated shapes. Because context dependence is associated with a lower ability to disembed information, lower values on the GEFT indicate greater levels of context dependence (range = 1-18) Participants signed a consent form to participate in a study involving visual tasks and providing feedback on a new snack product after which they were given a participant number. In order to minimize the effects of potential demand characteristics, participants were not informed that their serving and consumption behavior was being measured. Participants then served themselves a plate of a pretzel snack to leave at the station that corresponded with their participant number. In both conditions, a sign was provided that said “Please take some pretzels” and in one condition, an exemplar plate was set up that demonstrated a 150g portion of pretzels identical to the one used in study 1. The control condition included the same sign with no exemplar plate. If participants asked for further direction for a desired serving behavior, they were simply told “Take as few or as many as you would like.” Pretzel snacks were chosen because they are a common, recognizable snack item without a strong flavor that could repel some participants. Pretzels have also been used before in consumer research (Aydinoğlu & Krishna, 2011). Participants were then escorted to a separate room to complete the GEFT, during which time their plates were weighed. When finished, they were asked to return to the first room to eat as little or as much as they would like. When the participants were done they completed an "End of Meal Survey" containing questions related to demographic variables in addition to other individual difference measures related to food. During the End of Meal Survey, the participants’ plates were weighed again. They then returned to the room to sign a debriefing form before being dismissed.
DOI: 10.17632/7y2p3w6s5w.1
title: Data for: Microstructural and mechanical properties of low-carbon ultra-fine bainitic steel produced by multi-step austempering process

description: XRD raw files and figures
DOI: 10.17632/ksjfk46x8n.1
title: Skin innate immunity of diskless-fingered odorous frogs (Odorrana grahami) with spatial-temporal variations

description: Data for SPSS and results by SPSS
DOI: 10.17632/xjvz2m8z6r.1
title: Supplemental Data for 'Correlated Evolution of two Copulatory Organs via a Single Cis-Regulatory Nucleotide Change'

description: Raw and analysed data .
DOI: 10.17632/xkhby9b3zv.2
title: Supplementary data: Surface-based Three-dimensional Cephalometry: An Objective Analysis of Cranio-Mandibular Morphology

description: Definitions of cranial and mandibular landmarks. Selection of landmarks.
DOI: 10.5281/zenodo.1342352
title: Enron Email Time-Series Network

description: We use the Enron email dataset to build a network of email addresses. It contains 614586 emails sent over the period from 6 January 1998 until 4 February 2004. During the pre-processing, we remove the periods of low activity and keep the emails from 1 January 1999 until 31 July 2002 which is 1448 days of email records in total. Also, we remove email addresses that sent less than three emails over that period. In total, the Enron email network contains 6 600 nodes and 50 897 edges.

To build a graph <em>G = (V</em><em>, E</em><em>)</em>, we use email addresses as nodes <em>V</em>. Every node <em>v<sub>i</sub></em> has an attribute which is a time-varying signal that corresponds to the number of emails sent from this address during a day. We draw an edge <em>e</em><em><sub><em>ij</em></sub></em> between two nodes <em>i</em> and <em>j</em> if there is at least one email exchange between the corresponding addresses.

Column <em>'Count'</em> in <em>'edges.csv'</em>  file is the number of 'From'-&gt;'To' email exchanges between the two addresses. This column can be used as an edge weight.

The file <em>'nodes.csv'</em> contains a dictionary that is a compressed representation of time-series. The format of the dictionary is <em>Day-&gt;The Number Of Emails Sent By the Address During That Day.</em> The total number of days is 1448.

<em>'id-email.csv'</em> is a file containing the actual email addresses.
DOI: 10.5517/ccdc.csd.cc1n7znj
title: CCDC 1527018: Experimental Crystal Structure Determination

description: Related Article: Jean‑Pierre Brog, Aurélien Crochet, Joël Seydoux, Martin J. D. Clift, Benoît Baichette, Sivarajakumar Maharajan, Hana Barosova, Pierre Brodard, Mariana Spodaryk, Andreas Züttel, Barbara Rothen‑Rutishauser, Nam Hee Kwon, Katharina M. Fromm|2017|J. Nanobiotechnol.|15|58|doi:10.1186/s12951-017-0292-3
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc1n7zpk
title: CCDC 1527019: Experimental Crystal Structure Determination

description: Related Article: Jean‑Pierre Brog, Aurélien Crochet, Joël Seydoux, Martin J. D. Clift, Benoît Baichette, Sivarajakumar Maharajan, Hana Barosova, Pierre Brodard, Mariana Spodaryk, Andreas Züttel, Barbara Rothen‑Rutishauser, Nam Hee Kwon, Katharina M. Fromm|2017|J. Nanobiotechnol.|15|58|doi:10.1186/s12951-017-0292-3
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.