cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/njzkvs89xm
title: Discerning of Antimicrobial Peptides from Whole Genome Sequenced Temperate Fruit Crops

description: Antimicrobial peptide sequences from 5 temperate fruit crops (apple, blueberry, peach, raspberry and strawberry) were extracted in-silico. Two methods was used to extract the sequences, homology prediction as well as machine learning prediction using software tools. The extracted possible AMP sequences were analyzed for their physico-chemical properties and then categorized according to the same. All the possible AMP sequences are stored in a categorized worksheet. The data can be carried forward for further computational research or can be synthesized for wet lab works.
DOI: 10.17632/tk23g8rjps
title: Reproductive phenology of blackbuck in Velavadar National Park, India

description: This data set comprises calving in blackbuck from 2000-2002 in Velavadar National Park, India to examine its breeding phenology in relation to body-condition, forage abundance and quality. Seasonality poses significant nutritional constraints for ungulates. Consequently, most ungulates time their energy-demanding events like calving and lactation to the availability of abundant and high-quality nutritional resources. We investigated the reproductive phenology of blackbuck, Antilope cervicapra, in relation to resource seasonality, in a semi-arid grassland in western India. We examined whether the body-condition of females, forage abundance, and forage quality influenced the timing of blackbuck reproduction. We also used a conceptual model to explore whether blackbuck use behavioural adaptations in maternal care as an adaptive strategy to buffer the high nutritional demands of lactation. Blackbuck showed biannual calving, which occurred before (pre-monsoon) and after the rains (post-monsoon). We found statistically significant relationships, albeit small effect sizes, of body-condition, forage abundance (biomass), and moisture content of grasses on the proportion of lactating females. The biannual reproductive phenology seems more complex than a simple relationship of reproduction with body-condition and optimal nutrition supply. In the conceptual model based on our data, we propose that blackbuck females shortened their lactation time and weaned their calves sooner during the pre-monsoon calving to coincide with a period of optimal food quality, thus, ensuring sufficient nutrition for both weanlings and allowing the females to regain body-reserves. Whereas, resource availability during the post-monsoon calving likely allowed females to invest in longer lactation, weaning the calves later, as compared to the pre-monsoon calving season. Thereby, blackbuck may be maintaining biannual calving and thus increase their lifetime reproductive output.This data set is from the article accepted and in production for online publication in Journal of Zoology with DOI 10.1111/jzo.12928.
DOI: 10.17632/c9mx287jpg
title: The Influence of Hypergravity Field in the Process of Bubble Ripening in Porous Media

description: The datas provide the details behind the figure 4 to figure 7. 
The file names represents the saturation under different gravitational acceleration and simulation length, and dt represents the time step size(s). 
Parameters used for the simulation can be obtained from the paper support information. 
Theoretical model is based on DOI:10.1029/2019GL085175.
DOI: 10.17632/vx83444p8n
title: Exploring internal correlations in timing features of keystroke dynamics at word boundaries and their usage for authentication and identification

description: Dataset used in the article "Exploring internal correlations in timing features of keystroke dynamics at word boundaries and their usage for authentication and identification". Contains CSV files with the timing features (hold times and flight times) for the most frequent word of each length appearing in three free text datasets used in previous studies, by the author (LSIA) and two other unrelated groups (KM from and PROSODY, subdivided in GAY, GUN, and REVIEW). Two different languages are represented, Spanish in LSIA and English in KM and PROSODY. Two different languages are represented, Spanish in LSIA and English in KM and PROSODY. The original dataset KM was used to compare anomaly-detection algorithms for keystroke dynamics in the article "Comparing anomaly-detection algorithms forkeystroke dynamic" by Killourhy, K.S. and Maxion, R.A. The original dataset PROSODY was used to find cues of deceptive intent by analyzing variations in typing patterns in the article "Keystroke patterns as prosody in digital writings: A case study with deceptive reviews and essay" by Banerjee, R., Feng, S., Kang, J.S., and Choi, Y.
DOI: 10.17632/kg72t5t7yt
title: Microstructure and microhardness of porous SiC/AlSi10Mg composites fabricated by a liquid-state processing route

description: This dataset contains the microstructure and microhardness data of porous SiC/AlSi10Mg composites fabricated by a liquid-state processing route. The composites were prepared by using a replication method with NaCl as a space holder material. The porosity of the composites ranged from 800 to 1200 μm. The microstructural and microhardness characteristics of the composites were determined by light microscopy and Vickers indentation methods. The dataset consists of four folders, each containing the images and data of the composites with different porosity and SiC content. The folders are named as follows:

AlSi10Mg_800-1000_μm: open-cell AlSi10Mg materials with porosity 800 to 1000 μm
AlSi10Mg_1000-1200_μm: open-cell AlSi10Mg materials with porosity 1000 to 1200 μm
AlSi10Mg-SiC_800-1000_μm: open-cell AlSi10Mg-SiC composites with porosity 800 to 1000 μm
AlSi10Mg-SiC_1000-1200_μm: open-cell AlSi10Mg-SiC composites with porosity 1000 to 1200 μm
The samples are labeled as follows:

C: open-cell AlSi10Mg materials with porosity 800 to 1000 μm
E: open-cell AlSi10Mg materials with porosity 1000 to 1200 μm
SC: open-cell AlSi10Mg-SiC composites with porosity 800 to 1000 μm
SE: open-cell AlSi10Mg-SiC composites with porosity 1000 to 1200 μm
DOI: 10.17632/xt4gbx3rh5
title: Fostering Creativity in Agile Education: A Comparative Study of Students and Software Practitioners

description: The file “dataset-fostering_creativity_in_agile_education_a_comparative_study” provides the dataset of the surveys and table completed by the participants in each experiment of this study.
DOI: 10.15468/dl.5kysjs
title: Occurrence Download

description: A dataset containing 1546 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Oryctes rhinoceros (Linnaeus, 1758))",
 "BasisOfRecord is one of (Machine Observation, Human Observation, Observation, Literature Occurrence)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1546 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001592-250227182400228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/j3n7gv32v8
title: Supplementary Material S1-ATE-D-24-04532

description: As for the GMDH model design method, we used 416 sets of simulation data to calculate f and j, and then trained the GMDH model with this data to directly predict f and j. When comparing the performance metrics of the training and test sets between the two models shown in Table 7, we found that the GMDH model performs very well in predicting f, with high R2 values for both the training and test sets, indicating that directly using the GMDH model to predict f is reasonable and efficient. However, in predicting j, the R2 value of the GMDH model is lower. Although slightly worse than the performance for heat transfer Q, it is still at a good prediction level. The RMSE and MAPE values indicate that the model's prediction error is relatively small, especially the MAPE (1.85% on the test set), which shows a relatively low percentage error, better performance than for Q, and strong generalization ability. The clear model network structure and the calculation formulas for each neuron are presented in supplementary material (see Supplementary Material S1). The training data for the GMDH model is provided as supplementary material (see Supplementary Material S2).
DOI: 10.17632/rnczk4dc49
title: Overview of the Problems and Solutions Presented in the Virtual Math Competition 2021

description: The Virtual Math Competition also well-know as "Competencia Virtual de Matemáticas (CVM)" is an academic event in Honduras that aims to reward the existing mathematical talent in the country as a way to motivate them to continue in the process of academic training. In this database are presented all the exams that the students answered during the development of "CVM - 2021" as well as the versions of the exams in Spanish, English, Miskito, Tol Jicaque, Ch'orti' and Taushiro.
DOI: 10.17632/h7m6vjpzmd
title: Parathyroid autofluorescence

description: Utilization of near infrared autofluorescence for intraoperative identification of parathyroid glands in surgery of thyroid and parathyroid glands
DOI: 10.17632/k37bdb7dhj
title: Phylogenetic assessment of the Metamasius hemipterus species complex (Coleoptera, Curculionidae, Dryophthorinae).

description: We investigated the phylogenetics of the Metamasius hemipterus species complex, which comprises three weevil subspecies of a widely distributed agricultural pest. Several aspects of this species are uncharacteristic for weevils, such as its broad distribution and its compatibility with a wide array of host plants. Furthermore, the three subspecies of M. hemipterus are distinguishable only by color patterns, which may not constitute reliable indicators of species identity. We tested the validity of this species complex and its three-constituent subspecies, using a RAD-seq genome-skimming approach. Here, we show that Metamasius hemipterus carbonarius is a melanized form of M. h. sericeus; and that these two putative subspecies are genetically distinct from M. h. hemipterus. We revise the species limits of this complex, dividing it into two species (M. sericeus and M. hemipterus) and provide an updated taxonomic key.
DOI: 10.17632/jgmnzck69n
title: Corporate Flexibility in a Time of Crisis Code Files

description: Code used to produce results in the paper Corporate Flexibility in a Time of Crisis by John W. Barry, Murillo Campello.

https://papers.ssrn.com/sol3/papers.cfm?abstract_id=3778789
DOI: 10.17632/nhf6pbzc9d
title: Entry of taste precursor cells into taste bud

description: Keratin 14-positive progenitors were labeled with tdTomato. Taste buds were tracked over time and the labeled cells were quantified as they entered the taste bud.
DOI: 10.17632/v4pnwngs7j
title: meteorological parameters (Rad, RH, Tmax, Tmin, U2) for ETo estimates

description: set of dairy measurements of solar radiation/insolation, maximum and minimum temperatures, relative air humidity and wind speed to compute Penman-Monteith FAO56 equation in order to obtain Crop Reference Evapotranspiration (ETo) estimates.
DOI: 10.17632/39vxj757gp
title: Tianshan Mountian grid monthly merging precipitation

description: Readme document for PMRGSA_V1
(26 January, 2023)
1. Introduction
  The purpose of this work is to construct a gridded precipitation datasets by merging the interpolation precipitation based on in situ observation and satellite precipitation product in Tianshan mountain regions, northwest of China.
2. General Information
2.1 Products
The products we release are 0.01x0.01-degree gridded data over Tianshan mountain regions, northwest of China.
The gridded fields of monthly precipitation are defined by merging accurate quantitative observations from weather stations with continuous spatial information and from satellite-based estimate product. The gridded precipitation product exhibits a monthly temporal resolution and a spatial resolution of 0.01° for the Tianshan Mountains, while extending back to 1981. We use a suitable interpolation of ANUSPLIN was used to interpolate grid precipitation based on in situ data. The interpolation grid precipitation was then merged with the satellite precipitation product CHIRPS developed by the U.S. Geological Survey and the Climate Hazards Group.
Details are given in a forthcoming paper by Zhao et al. (2023).
2.2 Spatial and Temporal Coverage
Spatial coverage:  Tianshan Mountain (73.2.0E – 95.8.0E, 39.0S - 45.5N)
  Spatial resolution    :  0.01 degree latitude/longitude
  Temporal coverage     : January, 1981 - December, 2019 (39 years)
  Temporal resolution   :  Monthly
2.3 Units
  Precipitation: mm/month
2.4  Missing Code
Text or TIFF
   Precipitation :  -9999
NetCDF
  Precipitation :  -3.4028235e38
3. Data Files and Their Structure
The product is stored in one file per month.
3.1 Denotation
prec_ZZZZ
ZZZZ:  The year in 4 digits (e.g. 1981, 1982, ..., 2019)
For the file in Tiff format, filename ends with the suffix ".Tif"
For the file in ASCII format, filename ends with the suffix ".Txt"
For the file in NetCDF format, filename ends with the suffix ".nc"
3.2 Structure of Data Files
Each file contains monthly fields for a year. Monthly fields contain information on the precipitation amount. In the case of a 0.01-degree grid file, each field consists of a data array with longitude by latitude dimensions of 2205 x 624 elements. The data files are written in ArcGIS10.5. User can be generated other format data file used the ArcGIS.
4. Contacts
   Please contact us for further questions regarding this product.
    zhao_chch1978@163.com
    Dr. Chuancheng Zhao
     School of Information and Engineering
     11 jiefang road, anning district，lanzhou, Gansu province of China
     Tel:+86-13919996200
DOI: 10.17632/v4ggk4vzbx
title: Intrinsic viscosity of stud plant mucilage, Guar gum and Carboxymethyl cellulose blends

description: The data shows intrinsic viscosities (at infinity dilution) of polymeric blends of stud plant mucilage (SpM) with guar gum (GG) and carboxymethyl cellulose (CMC). Stud plant is a perennial plant that is found in abundance in southern and east Africa. Studies of synergism or interactions of stud plant mucilage with common gums can be of significance in optimizing its properties and widen its applications in various industries such as food or pharmaceutical.

The data shows flow time in the Ostwald viscometer measured in a controlled water bath at 27+/-0.1 Degrees Celcius. The solution contains relative portions of stud plant mucilage with either guar gum or carboxymethyl cellulose, at a concentration of 0.05g/dL. The blends were in SpM to GG or CMC ratios (SpM:GG or SpM:CMC) of 100:0, 75:25, 50:50, 25:75 & 0:100. We further evaluate the effects of salt concentrations on the intrinsic viscosity of the blends at 0, 20 & 40mM. All tests were done in 3 replicates. The time in which the solution flows through the Ostwald viscosity was measured in seconds.
DOI: 10.17632/xksp2tzb4b
title: Induced-agglomeration policy, firm productivity and survival

description: The data and code used in the article "Induced-agglomeration policy, firm productivity and survival: evidence from China"
DOI: 10.17632/hf7zvv8v8p
title: Data for: Job Goals During High School Related to Greater Academic Success

description: The rows of the Spreadsheet highlighted in green are of the people who had a job goal during high school. The ones highlighted in red are of the ones who did not have a job goal. The dependent variable is located in Column E, which is high school grades. Other statistics were also collected during the study in hopes of establishing a relationship, and basic information was also gathered. Each column represents the results to one question in the ten question survey. At the tables in the bottom, the totals of each type of grade (e.g. A+, A, A-) for the "Yes, I had a job goal" and 'No, I did not have a job goal" were calculated and displayed. The graphs visually depict the main table as well as the total tables for the grades of the respondents of the "Yes" and "No" categories.
DOI: 10.17632/d2hs6zt8gw
title: ZCP Dataset - Distorted Sinusoidal Signal

description: Zero-crossing point detection is necessary to establish a consistent performance in various power system applications. Machine learning models can be used to detect zero-crossing points. A dataset is required to train and test machine learning models in order to detect the zero crossing point.  These datasets can be helpful to the researchers who are working on zero-crossing point detection problem using machine learning models. All these datasets are created based on MATLAB simulations. Total 28 datasets developed based on various window size like 5,10,15,20 and noise levels like 10%,20%,30%,40%,50% and 60%.  Similarly, total 28 datasets developed based on various window size like 5,10,15,20 and THD levels like 10%,20%,30%,40%,50% and 60%. Also, total 36 datasets prepared based on window size like 5,10,15,20 and combination of  noise (10%,30%,60%) and THD (20%,40%,60%). Each dataset consists 4 input features called slope, intercept, correlation and RMSE, and one output label with the values either 0 or 1. 0 represents non zero-crossing point class, whereas 1 represents  zero-crossing point class. Datasets Information like number of samples and combinations (Window size, Noise and THD) is available in Data Details excel sheet. These datasets will be useful for faculty, students and researchers who are working on ZCP problem.
DOI: 10.17632/g863cgnhh5
title: 48-Volt Wiring for EV Conversion

description: Using a Series-Wound DC Motor from a 48-Volt Forklift, The following components were used to get this running an an EV conversion:

- Series-Wound 48-Volt DC Motor (KOMATSU)
- 48-Volt Contactor/Relay (KOMATSU)
- CURTIS 1205 1205M-5601 Motor Controller
- CURTIS PB-6 0-5k Ohm Potentiometer
- QTY: 4 12-Volt/120 amp-hour Deep Cycle Batteries
- 70mm2 Cable
- 500 Amp Fuses
DOI: 10.17632/d857z43fjr
title: KCH Lymphoma Study Burkitt Database

description: Database of prospective cohort of Burkitt lymphoma patients at Kamuzu Central Hospital, Lilongwe, Malawi. Manuscript published in Blood Advances; Painschab, et al., 2019. ABSTRACT Burkitt lymphoma (BL) is common in sub-Saharan Africa (SSA). In high-income countries, BL is highly curable with chemotherapy. However, there are few prospective studies from SSA describing non-pediatric BL and no regional standard of care. Thirty-five participants aged ≥15 years with newly diagnosed BL from 2013-2018 in Malawi were enrolled. Chemotherapy was administered according to local institutional guidelines, with concurrent antiretroviral therapy (ART) if HIV-infected. Median age was 21 (range 15-61) and 15 (43%) participants were HIV-infected. Twenty-seven (77%) participants had stage III/IV disease and 19 (54%) had ECOG performance status (PS) &gt;1. Among HIV-infected, median CD4 count was 130 (range 29-605), and ten (67%) had suppressed HIV viral load. Four (11%) patients died before chemotherapy initiation. First-line chemotherapy consisted of CHOP in 22 (71%), infusional EPOCH in four (13%), high-dose methotrexate-based chemotherapy in four (13%), and rituximab+CHOP in one (3%). Among 28 evaluable participants, fourteen (50%) achieved a complete response and six (21%) achieved a partial response. Median overall survival (OS) was seven months; one-year OS was 40% (95% CI 24-56%). 16/22 (73%) deaths were from disease progression. Death was associated with worse PS, lower BMI, higher stage, higher LDH, and higher creatinine. Compared with CHOP, more intensive chemotherapy was associated with decreased mortality (HR 0.24 [0.05-1.02], p=0.05). This is among the best characterized prospective cohorts of non-pediatric BL in SSA. Most deaths resulted from progressive BL. Patients who received more intensive therapy appeared to have better outcomes. Defining optimal approaches is an urgent priority in SSA.
DOI: 10.17632/nz2dbw8xbd
title: Raw SEM data

description: Raw SEM images of electrospun polyurethane/carbon nanotubes (PU/CNTs) composite with different concentration of CNTs: A) neat PU (0%), B) PU/1CNTs (1%), C) PU/2.5CNTs (2.5%), D) PU/5CNTs (5%), E) PU/7.5CNTs (7.5%) and F) PU/10CNTs (10%)mats.
DOI: 10.17632/3vsz7v53pn
title: Waveplot-based Dataset for Multi-class Human Action Analysis

description: This dataset comprises an assortment of waveplot images representing diverse human actions. Waveplot images are time-amplitude representations of audio signals that encapsulate the variation of audio amplitude over time. In this dataset, the audio signals correspond to disparate human actions, such as walking, running, jumping, and dancing. The waveplot images are created by plotting the amplitude of the audio signals against time, with each image representing a segment of the audio signal.

The dataset is explicitly designed for tasks like human action recognition, classification, segmentation, and detection based on auditory cues. It serves as a valuable resource for training and evaluating machine learning models that analyze human actions predicated on audio signals. The dataset caters well to researchers and practitioners in the disciplines of signal processing, computer vision, and machine learning, who are keen on devising algorithms for human action analysis using audio signals.

Crucially, the dataset is annotated with labels that denote the type of human action represented in each waveplot image. This ensures a supervised learning environment conducive for the development and testing of prediction models.
DOI: 10.17632/xnv6sffsyc
title: Data for: Denoising improves visualization of evoked potentials with limited number of trials
DOI: 10.17632/6th5cts43p
title: Evaluation of interactive, browser-based graphics for veterinary education

description: Evaluation study among students of interactive, browser-based graphics for three courses (animal nutrition, food sciences, zoology) in veterinary education. Three tables in one xlsx-file. Evaluation study was performed by questionnaires. Students were asked to rate on an ordinal scale from 1 (strongly disagree) to 5 (strongly agree) following statements • B1: I can imagine that the majority of students will handle easily interactive graphics. • B2: I´d wish to have more interactive graphics in veterinary school. • B3: I can image using this tool because it ́s intuitive. • C4: I was previously familiar with the taught content. • C5: I understood the teaching contents taught by the interactive graphic. • C6: The interactivity of the graphic had a positive impact on my interest about the taught content. • C7: The interactive graphic had no benefit to the course. • D9: Digitalization is a chance to improve academic education. Additionally, students were asked to provide information if and which other digital media they have been using for learning so far (D8).
DOI: 10.15468/dl.pvdwq7
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Human Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Scutellaria macra Epling"
 ]
}

 The dataset includes 31 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001629-250227182430271/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/sfpv2m95s6
title: Source data for unprocessed immuno-blots in manuscript CELL-STEM-CELL-D-19-00624
DOI: 10.17632/j2rv42npp5
title: A phase IIA extension study evaluating the effect of booster vaccination with a fractional dose of RTS,S/AS01E in a controlled human malaria infection challenge

description: Video related to the published article in Vaccine: James E. Moon et al. 2021
DOI: 10.1016/j.vaccine.2021.09.024
Clinical Trial Registration: NCT03824236
DOI: 10.17632/k6kcgz3ctb
title: Tracing subducted carbonates in Earth's mantle using zinc and molybdenum isotopes

description: Data for Tracing subducted carbonates in Earth's mantle using zinc and molybdenum isotopes