cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/4vcb843t76.4
title: Test data set for the conveyor transport system

description: Using the PiKh–model [1], a test data set for training the neural network is formed. The data for training is presented in the file (raw_data_table.csv). The architecture of the neural network can be arbitrary and is set by the settings file (experiment_plan.json). To build the architecture of a neural network, it is necessary to determine the names of the input nodes, the names of the output nodes and set the parameters for hidden layers and the output layer. Each output layer is characterized by a name and parameters that determine the number of nodes, the type of activation function, the optimization algorithm, and the method for distributing errors between nodes. The settings file allows you to set the number of epochs during the training of the neural network, the interval between epochs when the learning results are saved (the interval of data recording on the hard disk), the error value (MSE), and the value of the task stop time for cooling the processor. The values of the output streams for the output sections m=7.8 are presented in the file (epoch0000300000_R.xlsx) under the column names (7.outputA), (8.outputA). The values (7.outputA), (8.outputA) are defined for each row of the test data set for training the neural network.
DOI: 10.17632/4vcb843t76.5
title: Test data set for the conveyor transport system

description: Using the PiKh–model, a test data set for training the neural network is formed. Training data is presented in a separate file.. The architecture of the neural network can be arbitrary and is set by the settings file. To build the architecture of a neural network, it is necessary to determine the names of the input nodes, the names of the output nodes and set the parameters for hidden layers and the output layer. Each output layer is characterized by a name and parameters that determine the number of nodes, the type of activation function, the optimization algorithm, and the method for distributing errors between nodes. The settings file allows you to set the number of epochs during the training of the neural network, the interval between epochs when the learning results are saved (the interval of data recording on the hard disk), the error value (MSE), and the value of the task stop time for cooling the processor.
DOI: 10.17632/xrrtwn74vj.2
title: NITRATE LEVELS IN BELIZE’S RURAL DRINKING WATER

description: This study examined nitrate levels in Belize’s rural water supply with the aim to providing a baseline data for monitoring the concentration of nitrates as a means to preventing public health hazards. 2 water samples were conveniently collected from reservoirs, wells, vats and standpipes from 40 villages using plastic bottles. Plastic bottles were used to collect water samples from 43 water samples from 40 villages in all the districts of the country of Belize (Figure 5). 1000ml bottles were purchased from Bowen & Bowen Limited®, thoroughly rinsed with purified water, dried and used for water samples collection. Before sample collection, the bottles were also thoroughly rinsed with the respective water samples at the site of collection. 15 water samples were collected from reservoirs, 10 from wells, 3 from standpipes (boreholes) and 15 from vats (Figure 3). Water samples were also collected from each district in the country. 9 water samples were collected each from Belize and Toledo districts; 8 from Cayo; 5 each from Corozal and Stann Creek and 7 from Orange Walk. 2 water samples were collected from either a reservoir, a vat, a standpipe, a well or both depending on what is available in the village. Collected water samples were immediately transported to the laboratory of Belize Coastal Zone Institute and analyzed for nitrates. Water samples that were not immediately analyzed were filtered and refrigerated below 4o C till analyzed. Testing and Analysis was done according to USA EP for Nitrate-Nitrite Analysis Procedures as described. For quality assurance, each sample was analyzed twice and results statistically computed and presented. The one-way analysis of variance (ANOVA) test was performed to compare the sets of data obtained from different sites. The difference among mean analyzed by one way ANOVA was further analyzed using student t-test. A value of P≤ 0.05 was considered statistically significant. Data was presented as the arithmetic mean ± S.D. Estimated nitrates levels in water samples were compared with EPA’s acceptable safe drinking water levels and presented. Except for 4 water samples from 4 different sites, all other water samples analyzed were found to contain nitrates levels below 10mg/L. Nitrate levels above 10mg/L were seen in few samples in the northern part of the country probably due to agricultural activities in these areas. Belize’s rural drinking water contains low levels of nitrates except for a few villages that the levels exceeded the acceptable 10mg/L. Higher levels of nitrates detected in those villages need regular evaluation and monitoring to avoid public health issues as well as prevent harm to livestock.
DOI: 10.17632/9h9dyyxc49.1
title: Shorter life and reduced fecundity can increase colony fitness in virtual C. elegans

description: This dataset contains raw data generated during simulations, as well as analysed data and graphs. The folder called "Scripts" contains all the script used to generate the data. Readme.txt file inside the folder contains a description regarding how to run the modelling. There are 6 compressed folders corresponding to the 5 different groups of experiments we set up: 1) Simulations where there was no reproductive decline, and where we varied the number of progeny produced by live adult at each timepoint. 2) Simulations where there was reproductive decline, and we tested different reproductive schedules. 3) Simulations where reproduction happened only at day 1 of adulthood, and we varied the number of progeny produced by day 1 adults. 4) Simulations where 4 progeny were produced only at day 1 of adulthood and we varied the number of food that adults consume. 5) Simulations where 4 progeny were produced only at day 1 of adulthood and we varied the number of food that larvae consume. 6) Simulations where 4 progeny were produced only at day 1 of adulthood were a control. We varied amount of food source, shape of food source, grid size, the number of founders. It includes simulations when adult food consumption was declines according to Huang et al 2004 or after day 2 Each subfolder in these folders (i.e. "2_progeny_per_timepoint" subfolder in the unzipped "1_No_reproductive_decline" folder ) corresponds to a particular simulation experiment where reproductive schedule and food consumption rates for adults and larvae are fixed. So, the subfolder contains the result for 4500 simulations (5 different lifespans * 9 different dispersal speeds * 100 repeats). Each subfolder (that corresponds to reproductive schedule and food consumption) also contains a file called run3_fast.py where all the parameters for the simulation are written, and 4 subfolders: 1_Raw_data_by_timepoints, 2_All_conditions__by_timepoints, 3_each_condition__over_all_timepoints, 4_all_conditions_over_all_timepoints 1_Raw_data_by_timepoints – contains raw data from the in silico experiment for all 4500 simulations for each timepoint. Each timepoint is a separate table. 2_All_conditions__by_timepoints – contains different folders where results over all 100 repeats are averaged for all 45 lifespan*speed combinations for each timepoint 3_each_condition__over_all_timepoints – in this folder it is shown how particular metrics (i.e. number of dauers) changes over timepoints for each of 45 pairs of lifespan*dispersal speed 4_all_conditions_over_all_timepoints – the folder contains graphs where all 45 lifespan*speed combinations or 9 speeds for each of 5 lifespans are shown over all timepoints for: number of adults – number of adults at a timepoint. share of food consumption by adults – cumulative share of food consumed by adults by a timepoint. L2S__max – maximum number of dauers by a timepoint. L2S – number of dauers at a timepoint L2S_sum – sum number of dauers by a timepoint.
DOI: 10.17632/5g8fcvdhmz.3
title: data on Wet oxidation of CrC-SiCr SiC coated C-SiC

description: Oxidation behavior of a Cr3Si-Cr7C3/SiC/SiC coated C/SiC composite was investigated in wet air at 700, 900 and 1300 ºC under 1 atm with a gas velocity of 3.0 cm s-1, and compared with that of a SiC/SiC/SiC coated C/SiC composite. XRD data of the coated samples before and after the wet oxidation for 10h; Data of Weight change of the coated 2D C/SiC composite during the wet oxidation and Flexural strength of the coated 2D C/SiC before and after the wet oxidation for 10h; Typical flexural stress-displacement data during loading of the coated 2D C/SiC before and after the wet oxidation for 10h.
DOI: 10.18728/531.1
title: Data related to profitability of multi-loop aquaponics

description: This case study examined the productivity and economic performance of a double recirculation aquaponic system in Germany with a total interior area of about 540 m². Calculations were carried out as an ex-post analysis based on one-year production data. The initial situation was not profitable, therefore two scenarios were developed, which envisaged a significantly improved productivity of the fish as well as of the plant unit and a more than threefold enlargement of the greenhouse to make maximum use of the fish effluent. An ex-ante analysis was performed and showed that the second scenario was profitable with a payback period of about 12 years. On the basis of this scenario, a simple but comprehensive model case with the complete set of economic key indicators showed that aquaponics is feasible if it exploits its potential, regardless of the high initial investment costs. The model case would cover an overall space of about 2,000 m², which is suitable for professional aquaponics in urban and peri-urban areas with their limited space availability. Furthermore, multi-loop aquaponics with its inherent circles fits into the circular city concept and implements resource-efficient and sustainable food production into the urban fabric, which is important with increasing urbanisation. (Projects CITYFOOD, INAPRO)<br>
DOI: 10.21227/arxj-6516
title: Municipal Socio-economic Data (South Africa 2011)

description: Socio-economic, demogaphic and protest data of South Africa's 345 Local Municipalties.
DOI: 10.21227/mm8n-3286
title: Municipal Socio-economic Data (South Africa 2011)

description: Socio-economic, demogaphic and protest data of South Africa's 345 Local Municipalties.
DOI: 10.35065/pub.00001394
title: PhD Graduates of London Business School, 2010-2018

description: A dataset of PhD graduates from London Business School between 2010-2018. The dataset is a combination of HR data held by the School and researching each graduate online on a case-by-case basis.
DOI: 10.17632/5bynwpfh57.1
title: University Needs (Stage 1)

description: Developing and validating a University Needs Instrument to Measure the Psychosocial Needs of University Students
DOI: 10.17632/27yphd4yvt.1
title: Radiocabon Palaeolithic Europe Database v26

description: The database, version 26 (first version was available in 2002), contains now 13239 site forms, (most of them with their geographical coordinates), comprising 16695 radiometric data: Conv. 14C and AMS 14C (12922 items), TL (10143 items), OSL (6510 items), ESR, Th/U and AAR (2093 items) from the European (Russian Siberia included) Lower, Middle and Upper Palaeolithic. All 14C dates are conventional dates BP. This improved version 26 replaces the older version 25. 170 new sites are incorporated and 267 sites have a corrected or an updated content.
DOI: 10.17632/5c2pn7dkps.1
title: Appendix: Material properties and boundaries setting for simulating fracture flow.

description: This is the supplementary material of the manuscript "Groundwater Flow Monitoring by Fusion Probability Tomography of Self-Potential Data", which is submitted to IEEE Geosicence and Remote Sensing Letters in March 2019.
DOI: 10.17632/xb3bjrt9v7.1
title: Supplementary data to"Underground Coal Fire Detection at Mined-Out Area by Borehole Drilling Method along a Super-high Embankment: A Case Study in Urumqi, China"

description: All Lithology and Temperature of the boreholes recorded in the borehole drilling field were provided in this dataset.
DOI: 10.17632/ncg6f8kx99.1
title: Original data of microarray

description: Original data of microarray for "7702 +" (HL7702 cells with overexpressing SOD2) and "7702 NC" (HL7702 cells with control)
DOI: 10.17632/s4pccc9bbv.2
title: Dataset on Bibliometric Mapping of Knowledge Hubs in Russia

description: This supplementary material is related to the article "Knowledge hubs of Russia: bibliometric mapping of research activity" published in a Journal of Scientometric Research (http://www.jscires.org). We share the dataset and high-resolution figures that showcase research patterns for excellence centers located around millionaire cities in 50 and 100 km zones. Figure 1 shows the agglomeration effect on the integration of cities in research collaboration. Figure 3 presents the agglomeration effect on the global competitiveness of cities. Figure 5 demonstrates the agglomeration effect on specialization and publication activity by cities. The numbering follows the one given in the original article. The dataset reveals numbers behind Figures2&4: distribution of cities by indicators under study.
DOI: 10.18716/nmrshiftdb2/76424
title: NMR data for 1,2-thiazole-4-carbonitrile
DOI: 10.17632/cfss48v9gx.1
title: Bathymetry of the southern part of the Baltic Sea in the vicinity of the Coastal Research Station (CRS) in Lubiatowo - year 2017 and 2018

description: Date of the measuring works: November 07-08, 2017 and December 17-18, 2018 The coordinates of the vertices of the polygon: 54 ° 50'14 "N 17 ° 48'37" E, 54 ° 49'57 "N 17 ° 48'45" E, 54 ° 50'22 "N 17 ° 51'03 "E, and 54 ° 50'38" N 17 ° 50'54 "E. Coordinate system: The Polish height coordinate system Kronsztad 86 (PL-KRON86-NH) and the horizontal coordinate system UTM 33 (PL-UTM-33). Conditions during the measurements on 2017: Wave direction: N-E Wave height [m]: 0.2 – 0.4 Wind direction: N-W Wind velocity [m/s]: 3 - 4 Additional information: a small swell wave from the east Conditions during the measurements on 2018: Wave direction: W Wave height [m]: 0.2 – 0.4 Wind direction: N-W Wind velocity [m/s]: 3 - 4 In 2017, measurements were carried out with a multibeam sonar MultibeamResonSeaBat 8101 at a frequency of 240 kHz. In 2018, the study was performed with a multibeam sonar MultibeamResonSeaBat 7125 at a frequency of 400 kHz. Both sonars were mounted centrally on the bow of the boat. 25 profile passes were made, each 2500 m long, every 20 m. Before measurements, the sonar was calibrated on the Margaret wreck. Prior to calibration and measurements, the sound velocity was measured in a water column at intervals of 0.5 m. RTK corrections were downloaded from Leica SmartNet, which resulted in a position accuracy of up to 2 - 5 cm. A positioning compensator IXBlueOctans 1000 was also used to support positioning.
DOI: 10.17632/nx84xryt7b.3
title: Dataset on the moderating role of self-construal on the watching-eyes effect in prosociality

description: The data were composed of datasets from four experiments, a meta-analysis, and a subgroup analysis. The total sample size was 481 participants. There are six Excel workbooks of the datasets, each of which consists of two worksheets for database and statement, respectively (refer to the ZIP file in Appendix A). The first four sheets are for the four experiments, respectively. In the sheet for each experiment, each row represents a participant. It is important to note that the sheet also contains data for excluded participants, which are marked by gray shadow. Each column represents one of the experimental variables, consisting of age, gender, cues, self-construal, allocation amount (i.e., indicator of prosociality), perceived anonymity, etc. The last two sheets are for the meta-analysis and the subgroup analysis, respectively. The meta-analysis and the subgroup analysis used the same participants that were recruited in the analyses of the four prior experiments. For the meta-analysis (see “Meta_analysis” in Appendix A for database), the mean, standard deviation and sample size of each experiment were extracted respectively and organized into a single excel sheet for further calculation. The rows indicate the experiments and the columns indicate related summaries including the experiment number, sample size, mean and standard deviation for the experimental (eye) condition, sample size, and mean and standard deviation for the control condition. For the subgroup analysis (see “Subgroup_analysis” in Appendix A), the participants of each experiment were further segmented into an independence subgroup and an interdependence subgroup according to the measurement or the manipulation of self-construal. The mean, standard deviation, and sample size were then extracted respectively and organized into a single excel sheet for further calculation. The rows indicate the subgroups and the columns indicate related summaries including subgroup number, sample size, mean and standard deviation for the experimental (eye) condition, sample size, mean and standard deviation for the control condition, and the subgroup assignment (i.e., 1 = independent self-construal; 2 = interdependent self-construal).
DOI: 10.17632/djczv3pxcw.1
title: Salivary cortisol measurement in horses: Immunoassay or LC-MS/MS?

description: Dataset and R-script for: Salivary cortisol measurement in horses: Immunoassay or LC-MS/MS?
DOI: 10.17632/jb5678g5y8.1
title: Motor insurance claim severity

description: Data on the cost of 489 individual car accidents occurred in Spain in 2011. The data is a random sample provided by an insurer. Each accident has information on total cost in thousand Euros, information on the driver and telematics information on driving patterns.
DOI: 10.17632/rj43k9cbxy.1
title: Table S1 Zircon U-Pb ages of samples in Western Kunlun and Table S2 Results of zircons Hf isotope compositions in Western Kunlun

description: Timing of the final closure of the Proto-Tethys Ocean: Constraints from provenance of early Paleozoic sedimentary rocks in West Kunlun, NW China
DOI: 10.14469/hpc/6981
title: reaction of guaiacol and geranic acid

description: making an ester from guaiacol and geranic acid
DOI: 10.17632/jb5678g5y8.2
title: Motor insurance claim severity

description: Data on the cost of 489 individual car accidents occurred in Spain in 2011. The data is a random sample provided by an insurer. Each accident has information on total cost in thousand Euros, information on the driver and telematics information on driving patterns.
DOI: 10.17632/rj43k9cbxy.2
title: Table S1 Zircon U-Pb ages of samples in Western Kunlun and Table S2 Results of zircons Hf isotope compositions in Western Kunlun

description: Timing of the final closure of the Proto-Tethys Ocean: Constraints from provenance of early Paleozoic sedimentary rocks in West Kunlun, NW China
DOI: 10.17632/7vs8xmh3dg.2
title: Optica Fiber Technology

description: Data for articles
DOI: 10.17632/9t5xkt9wwk.1
title: OceanGraph RDF dataset

description: RDF dataset generated by the OceanGraph project (DOI https://doi.org/10.1007/978-3-030-21395-4_3). It contains approximately 4.7M of triplets extracted from different data sets belonging to OBIS, GBIF, SN SciGraph. It also contains information on oceanographic campaigns of the Argentine initiative Pampa Azul extracted from Sistema Nacional de datos del Mar (SNDM).
DOI: 10.17632/ptj2m36h5d.2
title: Multibeam bathymetry of the Israel EEZ v2020.1

description: This data accompanies the paper 'Sediment transport mechanisms revealed by quantitative analyses of seafloor morphology: new evidence from multibeam bathymetry of the Israel Exclusive Economic Zone' in by Kanari et al., 2020, Journal of Marine and Petroleum Geology. Please cite any use of this data by referring to the following paper: -------------------------------------------- Kanari M, Tibor G, Hall JK, Ketter T, Lang G, Schattner U, 2020, Sediment transport mechanisms revealed by quantitative analyses of seafloor morphology: New evidence from multibeam bathymetry of the Israel exclusive economic zone, Marine and Petroleum Geology, Vol. 114, 104224, ISSN 0264-8172, https://doi.org/10.1016/j.marpetgeo.2020.104224. The data contains the following: ---------------------------------- (1) The multibeam bathymetry grid of the Israel EEZ in 200 m resolution. (2) Hill-shaded relief bathymetric map of the Israel EEZ in 25 m resolution (a-clean; b-with depth contours). (3) Derivatives of the bathymetric grid in 25 m resolution: slope, aspect, multibeam backscatter (where available). (4) Vector SHP files (GIS-ready) of the five analyzed morphological units mapped in the study: structural folds, sediment waves, faults , deepwater channels (and their associated overbank deposits), and deepwater fan lobes. Disclaimer: The maps and surfaces published in this dataset are provided "as-is" and are not legal surveys or legal descriptions. We disclaim any representations and warranties as to the accuracy of the maps and surface. These maps and surface are not intended for navigational, commercial, legal or political purposes.
DOI: 10.17632/743vvdtk7n.1
title: Neurostimulation and reach-to-grasp function recovery following acquired brain injury: insight from pre-clinical rodent models and human applications

description: Data set extracted from https://globalclinicaltrials.com/ for key works combination related to TBI tDCS TBI TMS Stroke tDCS Stoke TMS refiltered using matlab custom code to match the cross matching conditions and treatment as defined in downloaded description.
DOI: 10.5281/zenodo.3711787
title: Wikidata Dump Power tools

description: RDF dump of wikidata produced with wdumps. <br> View on wdumper <b>entity count</b>: 0, <b>statement count</b>: 0, <b>triple count</b>: 0
DOI: 10.5281/zenodo.3711788
title: Wikidata Dump Power tools

description: RDF dump of wikidata produced with wdumps. <br> View on wdumper <b>entity count</b>: 0, <b>statement count</b>: 0, <b>triple count</b>: 0
DOI: 10.17632/k2rjkxzmn5.1
title: Extreme Prices, Price Reversals and Business Cycle Effects: Emerging Market Experience

description: My research hypothesis the business cycle effects in crude, dollar, equity and gold market integration. My data shows the monthly values of crude, USD, stock and gold prices. The data is an accumulation of different databases including RBI, WDI, Federal Reserve Economic data and so on.
DOI: 10.3886/e117305v2
title: Supplementary Data for: The Choice Channel of Financial Innovation

description: The project analyzes how financial innovation affects saving and asset prices through the increase in investors' choice sets. The PSID data is used to provide a number of new empirical facts on the links between stock market participation and saving.
DOI: 10.18716/nmrshiftdb2/76421
title: NMR data for InChI=1S/C6H12N2/c1-5(2)6-3-7-4-8-6/h4-6H,3H2,1-2H3,(H,7,8)
DOI: 10.21227/31wz-b576
title: Error-Concealed Video Dataset (ECVD)

description: This datsset contains error-concealed video clips, each clip is error concealed with 4 Error Concealment (EC) techniques. The clips were generated from 6 CIF, 6 HD and 6 Full-HD test sequences.The aim for generation this dataset is evaluating the Image/Video Quality Assessment (I/VQA) methods for comparing the quality of the error-concealed videos.In other words, if the output of EC technique A is better than that of B, which metric predicts this superiority correctly.