cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/m4f38w49fb.1
title: Dataset for studying information flow among macaque lateral prefrontal cortex

description: Learning leads to changes in population patterns of neural activity. We wanted to examine how these changes in activity patterns affect the dimensionality of neural responses and information about choices. We carried out high channel count recordings in the dorsolateral prefrontal cortex (dlPFC; 768 electrodes) while macaques performed a two-armed bandit reinforcement learning task (see doi: 10.1523/JNEUROSCI.0631-17.2017). The high channel count recordings allowed us to study population coding while the animals learned choices between actions or objects. This dataset includes spike counts from time bins (20ms, consecutive) around the onset of the cue that instructed the animals to respond to the recorded neural population. In addition, behavioral choice data used to model behavior is included. The dataset consists of 8 recording sessions. There is one MAT file per session. Using this dataset, we have found that the dimensionality of neural population activity was higher across blocks in which animals learned the values of novel pairs of objects, with respect to the dimensionality across blocks in which they learned the values of actions. The increase in dimensionality with learning in object blocks was related to less shared information across blocks. Thus, patterns of neural activity were less similar compared to learning in action blocks. Furthermore, these differences emerged with learning and were not a simple function of the choice of a visual image or action. Therefore, learning the values of novel objects increases the dimensionality of neural representations in dlPFC.
DOI: 10.17632/sstjw74ryh.3
title: ETo‐Brazil: A Daily Gridded Reference Evapotranspiration Data Set for Brazil - Repository

description: Shortname: ETo-Brazil Longname: Gridded reference evapotranspiration for Brazil based on machine learning - 1-Day 0.1 degree x 0.1 degree DOI: 10.17632/sstjw74ryh.3 Version: 03 Format: TIFF Spatial Coverage: -74.0, -34.7, -33.8, 5.3 -- (xmin, xmax, ymin, ymax) Temporal Coverage: 2000-06-01 to 2019-12-31 File Size: ~0.3 MB per file Coordinate Reference System: WGS 84 - Geodetic coordinate system for World (EPSG: 4326) Data Resolution Spatial: 0.1° x 0.1° (rougly ~10 x 10 km) Temporal: 1-Day Highlights: - The grid cells of the ETo-Brazil matches the grid cells from the Global Precipitation Measurement data (position and resolution). - The overall root mean square error (RMSE) of this dataset (using weather stations as observed data) is 0.60 mm/day. This is an improvement on earlier attempts to map ETo using interpolation and geostatistics. ** ALWAYS CHECK FOR NEWEST VERSION ** History: - V3 (2020-07-12): - Fixed a small problem with the covariates projection. This fixed grid cells positioning and lead to an improvement in performance: RMSE reduced from 0.65 to 0.60 mm/day; - Extended the temporal coverage up to 2019-12-31; - V2 (2020-05-21): Masked files for Brazil boundaries only. Reduced file size in ~40%. - V1 (2020-03-20): First published
DOI: 10.15468/dl.882spg
title: Occurrence Download

description: A dataset containing 129209 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Prunus L.",
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is Specimen"
 ]
}

 The dataset includes 129209 records from 852 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009316-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/jthx67f54v.1
title: Commodity Dependence and Trade Variables of Selected Sub-Saharan Countries

description: The study used annual balanced panel data from 2000 to 2020 that was obtained from world bank (World Development Indicators, 2022). These include: terms of trade (TOT), exchange rate (XRATE) and balance of trade (BOT), export value of the dependent commodity of country, total export value of country and trade openness. Data of control variables (gross capitation formation (GCF) and population growth (POPGT)) were also collected from WDI. Data for agricultural commodity prices, global oil prices (GOP) and mineral and metal ore prices are obtained from World Bank commodity price data portal. The commodity dependency index of country i at time i was computed as the as the ratio of export value of the dependent commodity to the total export value of the country. Due the challenge of obtaining the consistent data, 31 sub-Saharan countries were considered in the study. Specifically, 11 agricultural commodity dependent countries, 6 energy commodity dependent countries and 14 mineral and metal ore dependent countries were selected. Appendix Table 1 provide a list of these countries.
DOI: 10.17632/vvvhskpj36.2
title: Impact of Wine Influencers' Characteristics on Consumer Behavior

description: This curated data is part of study on Wine influencer's chareactersitcs on consumer behaviour. Using the Elaboration Likelihood Model, this study examines the impact of wine influencers' characteristics on consumers' attitudes, purchase intentions, and actual buying behavior. A survey of 404 social media users was conducted using a structured questionnaire. The structural modeling analysis found that perceived credibility impacts attitudes toward influencers but not recommended brands. However, we have included only 100 rows of data of important study constructs.
DOI: 10.17632/dgyrt473vs.1
title: Loss-of-Function Mutations in Dnmt3a and Tet2 Lead to Accelerated Atherosclerosis and Concordant Macrophage Phenotypes

description: Multiplexed imaging data associated with "Loss-of-Function Mutations in Dnmt3a and Tet2 Lead to Accelerated Atherosclerosis and Concordant Macrophage Phenotypes"
DOI: 10.17632/dbwtsxnr29.2
title: Mantle-driven uplift and transpression influence shallow crustal exhumation across the India-Asia convergent margin (Fission Track Data)
DOI: 10.17632/hf6sf8zrkc.2
title: BanglaLekha-Isolated

description: This dataset, BanglaLekha-Isolated, is a collection of Bangla handwritten isolated character samples . It contains samples of 50 Bangla basic characters, 10 Bangla numerals and 24 selected compound characters. 2000 handwriting samples for each of the 84 characters were collected, digitized and pre-processed. After discarding mistakes and scribbles, 1,66,105 handwritten character images were included in the final dataset. The dataset also includes information about the age and gender of the subjects from whom the handwriting samples were collected. This information is mapped to each individual image. A separate spreadsheet gives an assessment of the aesthetic quality of the handwriting samples, collected from three independent assessors. This assessment is done on groups of 84 characters and not on individual characters.
DOI: 10.17632/5g72zmhjnn.1
title: [SADE] a Maple package for the symmetry analysis of differential equations

description: Abstract We present the package SADE (Symmetry Analysis of Differential Equations) for the determination of symmetries and related properties of systems of differential equations. The main methods implemented are: Lie, nonclassical, Lie–Bäcklund and potential symmetries, invariant solutions, first-integrals, Nöther theorem for both discrete and continuous systems, solution of ordinary differential equations, order and dimension reductions using Lie symmetries, classification of differential equations,... Title of program: SADE Catalogue Id: AEHL_v1_0 Nature of problem Determination of analytical properties of systems of differential equations, including symmetry transformations, analytical solutions and conservation laws. Versions of this program held in the CPC repository in Mendeley Data AEHL_v1_0; SADE; 10.1016/j.cpc.2010.09.021 This program has been imported from the CPC Program Library held at Queen's University Belfast (1969-2018)
DOI: 10.17632/dzf54fyw6d.1
title: R package for: Analyzing patterns in population dynamics using repeated population surveys with three types of detection data

description: R package to analyze repeated population survey using the approach described in the paper, with graphic user interface
DOI: 10.17632/9rcv8mm682.4
title: Safety Helmet detection with Extended Labels 5K images (SHEL5K)

description: We extended the number of labels in Kaggle’s safety helmet detection dataset, which has 5000 images and 5000 annotations. The original dataset had three classes (person, head and helmet) and a total of 2501 labels. Moreover, the original dataset was incompletely labelled. We added three new labels on the dataset in results, the new labels consists of six classes (helmet, head with helmet, person with helmet, head, person no helmet, and face) and total of 75578 labels.
DOI: 10.17632/wmrgrb455c.5
title: Conjunto de dados de prontuários médicos de paciente COVID-19

description: Amostras coletadas de prontuários de pacientes COVID-19.
Rótulos: melhora clinica, óbito
DOI: 10.17632/493pdbgf2f.2
title: Data for: LA-ICP-MS trace element analysis of magnetite and pyrite from the Hetaoping Fe-Zn-Pb skarn deposit in Baoshan block, SW China: implications for ore-forming processes

description: Appendix B is table 1 trace element concentrations (in ppm) of magnetite from Hetaoping analyzed by LA-ICP-MS Appendix A is table 2 trace element concentrations (in ppm) of pyrite from Hetaoping analyzed by LA-ICP-MS
DOI: 10.17632/bb9h4wcgvx.1
title: Bibliometric:Meta

description: Bibliometric: Metaverse
DOI: 10.17632/xdxbr2665f.3
title: DATASET FOR INCOME INEQUALITY AND HEALTH IN SSA

description: Dataset for the analysis of impact of income inequality on health in Sub-Saharan Africa. It is made up of ten variables which comprises of two alternate dependent variables, six explanatory variables, and two sets of dummy variables. The study examined the impact of income inequality in 29 SSA countries over the period 1996 to 2015, and also examined possible differences in impact of income inequality between countries richly endowed with natural resources and those that are not. Findings from the study show that income inequality does not have significant impact on health therefore does not significantly explain changes in health in SSA. Instead, quality of the environment, education, health expenditure as well as global factors are variables that significantly explain changes in health in SSA.
DOI: 10.17632/5hzs8w46jh.1
title: Buddhist datasets

description: This dataset is released as the public data source of the manuscript entitled "A Novel Masking Model for Buddhist Literature Understanding by Using Generative Adversarial Networks". The subfiles contains that:
The Buddhist pretraining source documents:
--pretrainDataset.zip

The Buddhist functional word dictionary:
--function_words.txt

The Buddhist terminology dictionary:
--buddhist_words.txt

The Zen Text Segmentation (ZTS) dataset:
--ZTSdataset.zip
 --Train set: segDataTrain.npy
 --Validation set: segDataVal.npy
 --Test set: segDataTest.npy

The Zen Sentiment Classification (ZSC) dataset:
--ZSCdataset.zip
 --Train set: ZSCTrain.npy
 --Validation set: ZSCVal.npy
 --Test set: ZSCTest.npy
DOI: 10.17632/84tgg5hvym.1
title: La Autobiografía Académica

description: La autobiografía, hace parte de los textos narrativos que rara vez se escriben en los entonos académicos, es por ello, por lo que innovar en escritos que parten desde el estudiante, se vuelve fundamental para sus procesos de escritura. Se presenta una estructura clara de la autobiografía, así como la intencionalidad de este texto para perder el miedo a escribir. Esta nota de curso, hace parte de los ejercicios vivenciales de escritura desarrollados en la asignatura Humanidades I.
DOI: 10.17632/6gk2f74vbd.1
title: Data for: Multi-variate and Single-Variable Flood Fragility and Loss Approaches for Wood Frame Buildings

description: The provided data includes statistics for the flood depth and flood duration resistance for each component in terms of mean and standard deviation of this resistance along with their upper and lower bounds. Additionally, these components were assigned to prescribed damage states based on the description provided in the paper in Table (2). Component descriptions are also provided to indicate how each dataset was developed. Some assumptions related to the flood depth and duration resistance are from van de Lindt and Taggart [1,2] and others are from the experimental investigation by Aglan [3]. Additionally, some engineering assumptions related to flood depth and duration were made by the authors based on engineering judgment to be able to create a full probabilistic damage model; these are explicitly stated in the manuscript. The mean unit price of each component was also provided based on data collected from different online sources that use an extensive cost database from contractors biding all over the US such as Home Advisor [4], Home Guides [5], and UpCodes [6]. These source gives the prices in terms of the upper and lower bounds based on the building location and other parameters related to labor cost, materials used, etc. Therefore, minimum, maximum and mean value of the replacement cost of each component was provided along with their standard deviations calculated using the Range Rule of Thumb [7]. Furthermore, the mean and standard deviation of each damage state replacement cost are provided in USD and also provided as a percentage of the total building replacement cost. References [1] van de Lindt JW, Taggart M. Fragility Analysis Methodology for Performance-Based Analysis of Wood-Frame Buildings for Flood. Nat Hazards Rev 2009;10:113–23. doi:10.1061/(ASCE)1527-6988(2009)10:3(113). [2] Taggart M. THESIS Performance based design of wood frame structures for flooding. 2007. [3] Aglan H. Field testing of energy-efficient flood-damage-resistant residential envelope systems summary report. Oak Ridge National Lab.(ORNL), Oak Ridge, TN (United States); 2005. [4] Home Advisor 2019. https://www.homeadvisor.com/?gclid=EAIaIQobChMI9OOambL05AIVExx9Ch3E3w6zEAAYASAAEgIrb_D_BwE. [5] Home Guides 2019. https://homeguides.sfgate.com/. [6] Up Codes 2019. https://up.codes/. [7] Triola MF. Elementary statistics. Pearson/Addison-Wesley Reading, MA; 2010.
DOI: 10.17632/6mpxrdgh79.1
title: Collaboration networks and word cloud

description: A total of 296 articles on COVID-19 in the field of Dentistry published from February to September 6, 2020, is presented through collaboration networks and word cloud. The scientific collaboration network where nodes are authors and links are co-authorships is given in Appendix Network file 1, revealing regular study groups and pivotal authors of the Covid-19 research in the field of Dentistry. The collaboration network among the 250 most productive institutions can be explored through Appendix Network file 2, where colours are used to make distinctions between different clusters, and the size of the nodes representing institutions indicates the total number of identified COVID-19 articles. The social structure represented on a macro level using the collaboration network among countries is given in Appendix network file 3. The overview of the authors' keywords revealing COVID-19 interests of dental researchers and the frequency of their occurrence is shown in Appendix Word Cloud 1. Bibliometric networks were graphically presented using R packages bibliometrix version 3.0.2 and wordcloud2 version 0.2.1.
DOI: 10.17632/8ztnn4br66.1
title: Techno-Economic Energy Dataset for Hydrogen Pathways Modelling

description: The dataset compiles techno-economic data for modelling hydrogen pathways, encompassing 36 technologies that span from hydrogen production to its various end uses in transport and industry. The dataset's structure is designed to align with the Open Source Energy Modelling System (OSeMOSYS); however, the techno-economic data can be applied to any modelling framework. The data presented within this dataset was sourced from reports, websites, datasets of international and national organizations, as well as peer-reviewed journal papers. It includes both standard values and projected data for the years 2021-2050, covering capital costs, fixed costs, variable costs, operational lifetimes, efficiencies, and capacity factors.
DOI: 10.17632/pyvykfycdk.1
title: Data for: The effect of irradiation temperature on damage structures in proton-irradiated zirconium alloys

description: These data files were used in the analysis of 2.3 dpa Zircaloy-2 and Low-Sn ZIRLO samples, irradiated at various temperatures.
DOI: 10.17632/2dg8xgw622.1
title: Data for: Traffic Flow Analysis in Emerging Country (India)

description: Traffic flow monitoring data file in Ahmedabad in India
DOI: 10.17632/mpgn9by7z2.1
title: A long look at short prokaryotic Argonautes 

description: These files contain the data described in the manuscript "A long look at short prokaryotic Argonautes ".
DOI: 10.17632/5vdz5cftz7.1
title: Neonatal Sepsis Registry: Time to Antibiotic Dataset

description: Fully de-identified cohort of 1946 sepsis evaluations among infants at Children's Hospital of Philadelphia. Data were collected between September 2014 and February 2018. These data were used to evaluate associations between time to antibiotics, baseline clinical characteristics, and clinical outcomes.
DOI: 10.17632/9zmx4b5sdd.1
title: A program for simplifying summation of Wigner 3j-symbols

description: The program presented in this paper aims to simplify formulas involving products of a large amount of Wigner 3j-symbols summed over various magnetic quantum numbers. The algorithm used in our program is based on the graphical techniques originally developed by Yutsis, Levinson, and Vanagas, and later revised by some others. The output of our program is expressed as a weighted sum of products of 3j-, 6j- and 9j-symbols, with appropriate phase factors embedded. Compared with the previous literature, the present program is more flexible in a sense that it can deal with not only closed diagrams, such as the angular momentum recoupling coefficients, but also open diagrams. Our program is particularly useful to high precision atomic and molecular structure calculations using correlated electron–electron coordinates.
DOI: 10.17632/67xd92zdkt.3
title: Supplementary figures for "Artifactual pseudo-cheilitis: a case series of an underreported condition"

description: Supplementary figures for "Artifactual pseudo-cheilitis: a case series of an underreported condition" published in JAAD Case Reports. Please see this article for full case and figure descriptions.
DOI: 10.17632/7c6y233rys.1
title: An effective method to calculate RHEED rocking curves from nanoheteroepitaxial systems

description: We report a simulation program which facilitates the calculation of changes in the intensity of specular reflection of electron beams in RHEED experiments for thin epitaxial films deposited on crystalline surfaces. It has been shown that the amplitude of the RHEED intensity oscillations greatly depends on the glancing angle of the incident electron beam, the coverages of the growing layers and the model of the scattering potential. The usefulness of the program has been tested on a well-known system of Ag grown on a Si(111) surface. The obtained experimental and computational results correspond closely. The presented algorithm, together with properly modified input data, can be applied to other systems of crystalline ultrathin layer and substrate. It also enables the implementation and tests of different combinations of the scattering potentials of the crystal, and can be applied to interpret experimental RHEED rocking curves. The previous version of this program (AETW_v1_0) may be found at https://doi.org/10.1016/j.cpc.2014.07.003.
DOI: 10.17632/gwbz3fsgp8.1
title: ECG Images dataset of Cardiac and COVID-19 Patients

description: ECG images dataset of Cardiac and COVID-19 Patients created under the auspices of Ch. Pervaiz Elahi Institute of Cardiology Multan, Pakistan that aims to help the scientific community for conducting the research for COVID-19 and Cardiovascular diseases.
DOI: 10.17632/52vc6v4czj.1
title: QazUNTv2: Dataset of high school math problems on english and russian languages

description: This dataset is intended for the subsequent verification of the correctness of LLM (GPT-3.5 Turbo) generated responses to mathematics problems similar to those found in exams for graduate schools. The dataset includes problems and their types in both Russian and English, along with five options, manually solved answers, and detailed solutions in both languages. The primary goal is to analyze and compare LLM (GPT-3.5 Turbo)-generated answers with provided correct solutions. 
The data has been collected and structured across the following sections of mathematics: Algebra, Probability and Logic. We ensured a comprehensive evaluation of GPT's capabilities in understanding and solving these problems. The dataset is divided into the following sections with the corresponding number of problems: 
1. Algebra: 436 problems; 
2. Logic: 312 problems; 
3. Probability: 163 problems.
This dataset will facilitate a detailed assessment of GPT's performance in mathematical problem-solving across various domains.
For the future analysis, we also calculated quantity of tokens that may help to generate responses from ChatGPT-3.5 Turbo: 
The English math problems comprise 37563 tokens. 
The Russian math problems comprise 66406 tokens. 
The average number of tokens per English task is approximately 39.96 and for the problems in Russian this number is approximately 70.64.
DOI: 10.17632/x8mc6y45x2.1
title: Students' academic performance in video-conference-assisted online learning during the COVID-19 pandemic

description: This research dataset was collected from respondents through an electronic Google form. Participants in this study were students who participated in VCAOL during the COVID-19 pandemic from several institutions in Jakarta. The target variable for classification was the academic performance of the student. The labels were encoded as follows: 'decreased' as 0, 'stable' as 1, and 'good' as 2.
DOI: 10.17632/4yz3htmxjc.1
title: Location-based mobile applications

description: Survey conducted on location-based mobile applications: drivers and barriers for its acceptance.
DOI: 10.17632/spwgrcnjdg.1
title: QSAR datasets - Meta-QSAR

description: We extracted 2,219 protein targets from ChEMBL with a diverse number of drug-like chemical compounds, ranging from 30 to about 6,000, each target resulting in a dataset with as many examples as compounds. The datasets were originally used in (Olier et al. Meta-QSAR: a large-scale application of meta-learning to drug design and discovery. Machine Learning, 2018, 107 (1), 285-311). Chemical compounds were intrinsically described using a standard fingerprint representation (as it is the most commonly used in QSAR learning), where the presence or absence of a particular molecular substructure in a molecule (e.g. methyl group, benzene ring) is indicated by a Boolean variable. Specifically, we used the RDKit to calculate the 1024 bits FCFP4 fingerprint representation, which is one of the extended-connectivity fingerprints (Rogers and Hahn, 2010) for molecular characterisation. Each dataset consisted of 1,024 input binary variables, one for each fingerprint bit, and one floating-point output variable which represented the chemical compound activities against the target. We used IC50 values, inhibitory drug concentrations at 50%. IC50 value states the concentration of the drug compound that is required to block or inhibit 50% of the proteins. This response data has been normalised by taking the negative log of the drug concentrations that inhibited 50% of a target (pXC50).
DOI: 10.17632/4j2hxyrcf6.1
title: FTIR spectra of Graphene oxide

description: The spectra show the presence of oxygenated functional groups C-O-C (1040 cm-1), C-O-H (1220 and1420 cm-1), C–C (980 cm-1), C=C (1615 cm-1), and C=O (1720 cm-1).