cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/bzk9zbyvv7
title: Online Education System - Review

description: Pandemic has influenced all spheres of the humanity.  COVID-19 impacted the education vertical in larger manner. Traditional classroom environment plays a very vital role in molding the life of an individual. Bond nurtured in the early ages of the life acts as the great moral support in the latter stages of the journey. As the pandemic has forced us into online education, this data collection aims to analyze the impact of online education. To check out the satisfactory level of the learners, review was conducted.

Gender – Male, Female
Home Location – Rural, Urban
Level of Education – Post Graduate, School, Under Graduate
Age – Years
Number of Subjects – 1- 20 
Device type used to attend classes – Desktop, Laptop, Mobile
Economic status – Middle Class, Poor, Rich
Family size – 1 -10
Internet facility in your locality – Number scale (Very Bad to Very Good)
Are you involved in any sports? – Yes, No
Do elderly people monitor you? – Yes, No
Study time – Hours
Sleep time – Hours
Time spent on social media – Hours
Interested in Gaming? – Yes, No
Have separate room for studying? – Yes, No
Engaged in group studies? – Yes, No
Average marks scored before pandemic in traditional classroom – range
Your interaction in online mode - Number scale (Very Bad to Very Good)
Clearing doubts with faculties in online mode - Number scale (Very Bad to Very Good)
Interested in? – Practical, Theory, Both
Performance in online - Number scale (Very Bad to Very Good)
Your level of satisfaction in Online Education – Average, Bad, Good
DOI: 10.6084/m9.figshare.26124763.v1
title: Chrimson optogenetic VIP stimulation experiments

description: These are the sessions recorded from mice expressing Chrimson in VIP interneurons in the ACC. Data are presented as neuron x timepoint array with timepoint indices of onsets and offsets of task stimuli
DOI: 10.17632/twm2fvbmy9
title: Distinct clinical implications of patient- vs. clinician-rated motor symptoms in Parkinson’s disease

description: The files deposited here are intended to increase the transparency of the analysis conducted in the paper "Distinct clinical implications of patient- vs. clinician-rated motor symptoms in Parkinson’s disease"
DOI: 10.15468/dl.2eq9dk
title: Occurrence Download

description: A dataset containing 281 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 },
 "TaxonKey is Nemophila parviflora Douglas ex Benth.",
 "Year is less than or equal to 2000",
 "Year is greater than or equal to 1970",
 {
 "or" : [
 {
 "not" : {
 "EstablishmentMeans" : [
 "is one of (MANAGED, INTRODUCED)"
 ]
 }
 },
 "EstablishmentMeans is null"
 ]
 },
 {
 "or" : [
 "CoordinateUncertaintyInMeters is less than 1000",
 "CoordinateUncertaintyInMeters is null"
 ]
 }
 ]
}

 The dataset includes 281 records from 36 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012916-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/hppt3xj39r
title: Data set on the GC-MS profile of Selaginella bryopteris from India

description: The present data set gives the analysis for Gas chromatography-Mass Spectrometry (GC-MS) of the methanolic (M) and acetone (A) extracted fractions of Selaginella bryopteris whole plant obtained from three different locations in India namely the states of Karnataka (UKA and UKM), Maharashtra (UMA and UMM) and Tamil Nadu (UTA and UTM).
DOI: 10.17632/kvms7x8jyk
title: [dataset] Descriptively Analysis of Coffee & Production Challenges in Kenya from 1893 to 2018

description: The dataset (attached as excel file) contains data collected from FAOSTAT, ICO and online research publication on coffee. Specifically, data was collected on coffee production from 1961 to 2018 for East African countries (Kenya, Uganda, Tanzania, Rwanda, Burundi and Ethiopia) and major global producers of coffee (Brazil, Colombia and Vietnam). This data was used to determine the competitiveness of Kenyan coffee in the wake other players in the East African region and top global producers. To examine the challenges facing coffee production Kenya, data for several variables were considered: depressed coffee prices (average auction price 1998/99-2017/18); coffee marketing (weight and value of Kenyan coffee sold through Direct Sales System and the value and weight of coffee traded between 2007/2008 and 2017/2018 through Nairobi Coffee Exchange); cost of coffee production (determined by average production cost in Kenya); levels of consumption of coffee in Kenya ( determined by average proportion in percentage of coffee consumption by coffee exporting countries and average proportion in percentage of coffee consumption by coffee exporting countries); coffee competition with other enterprises (determined by coffee production in comparison with tea and horticulture from 1961-2018); source of agricultural credit; levels of women and youth participation in coffee farming (determined by access to agricultural credit by gender); source of financing coffee sector (determined by agricultural credit from 1995 to 2011). The data is in one excel file indifferent sheets.
DOI: 10.17632/tbbdsymytm
title: Prioritisation of factors influencing foreign direct investment in wind and solar energy projects into a nascent Market

description: AHP Data
DOI: 10.17632/zpzs7vms3w
title: A general program for computing angular integrals of the Breit–Pauli Hamiltonian with non-orthogonal orbitals

description: Abstract The BREIT_NO program performs the angular integrations necessary for expressing the matrix elements of the Breit–Pauli Hamiltonian as a linear combination of radial integrals. Any amount of non-orthogonality between the orbitals may be present leading to overlap factors in the matrix elements. The calculations follow the method based on the representation of configuration wave functions through the Slater determinants. All matrix elements for a given list of configuration states may be evalua... Title of program: BREIT_NO Catalogue Id: ADLA_v1_0 Nature of problem In many atomic processes involving inner atomic shells, the relaxation of electron orbitals plays an important role. The relaxation can be most naturally taken into consideration by using non-orthogonal orbitals for the initial and final state. In atomic structure calculations, the rate of convergence of the many-configuration expansion to an acceptable accuracy may be much faster if the orbitals associated with different configurations and terms are not necessarily required to be orthogonal. Th ... Versions of this program held in the CPC repository in Mendeley Data ADLA_v1_0; BREIT_NO; 10.1016/S0010-4655(99)00441-5 This program has been imported from the CPC Program Library held at Queen's University Belfast (1969-2019)
DOI: 10.17632/8wgf5sj7nk
title: Replication Package for "Financial Inclusion Across the United States"

description: Finclusion_Programs.zip is a replication package in Stata that creates and analyzes pseudo-microdata with the same variables as the actual tax microdata used in “Financial Inclusion Across the United States” by Yogo, Whitten, and Cox (Journal of Financial Economics, 2025).

Finclusion_Excel.zip (Excel format) and Finclusion_Stata.zip (Stata format) contain aggregate datasets, based on the actual tax microdata, on financial participation by year, ZCTA, and income quintile. These datasets are intended to facilitate future research.
DOI: 10.17632/g55n9xmnt2
title: eQE 2.0: Subsystem DFT beyond GGA functionals

description: By adopting a divide-and-conquer strategy, subsystem-DFT (sDFT) can dramatically reduce the computational cost of large-scale electronic structure calculations. The key ingredients of sDFT are the nonadditive kinetic energy and exchange-correlation functionals which dominate it's accuracy. Even though, available semilocal nonadditive functionals find a broad range of applications, their accuracy is somewhat limited especially for those systems where achieving balance between exchange-correlation interactions on one side and nonadditive kinetic energy on the other is crucial. In eQE 2.0, we improve dramatically the accuracy of sDFT simulations by (1) implementing nonlocal nonadditive kinetic energy functionals based on the LMGP family of functionals; (2) adapting Quantum ESPRESSO's implementation of rVV10 and vdW-DF nonlocal exchange-correlation functionals to be employed in sDFT simulations; (3) implementing “deorbitalized” meta GGA functionals (e.g., SCAN-L). We carefully assess the performance of the newly implemented tools on the S22-5 test set. eQE 2.0 delivers excellent interaction energies compared to conventional Kohn-Sham DFT and CCSD(T). The improved performance does not come at a loss of computational efficiency. We show that eQE 2.0 with nonlocal nonadditive functionals retains the same linear scaling behavior achieved previously in eQE 1.0 with semilocal nonadditive functionals.
DOI: 10.17632/gmz69p9dmr
title: The Freelancer Index

description: The data cover individual factors that may be important for career planning for freelancers in OECD countries and an overall rating of these factors. The data consists of an outcome variable (Freelancer Index) and its combined components of seven separate condition variables. The Freelancer Index is derived from the scores shared by Tipalti. When calculating the Freelance score, the constituent factors were ranked separately with a score out of 10. Then, each of them is averaged to obtain a freelancing score out of 10. The higher the score, the better and more suitable a country is for freelancing.
Number of Self-Emloyed People
 (NSEP) Freelancer Indexi oluşturan birinci bileşen, 2021 yılı Serbest Meslek Sahibi kişi sayısıdır. Ülkeler içerisinde Yüz Bin kişi başına düşen serbest meslek sahibi kişi sayısını kapsamaktadır. Yoğunluk ne kadar yüksekse freelance çalışmaya eğilim de o denli artmaktadır.
Cost of Living (Monthly)
(CLM) Sonuç indeksini oluşturan diğer bir faktör 2022 yılı Yaşam Maliyeti’dir. Buna göre her ülke için dolar cinsinden yaşam maliyeti hesaplanmaktadır. Bu maliyet; barınma, vergi, yiyecek, çeşitli hizmetler gibi konfor seviyesini sürdürmek için gereken para miktarını temsil etmektedir.
Number of Coworking Spaces
(NCS) Diğer bir nedensel koşul, freelancer çalışanların yoğunlukla çalıştığı yerleri temsil eden 2022 yılı Ortak Çalışma Alanları sayısıdır. Her Yüz Bin kişiye düşen ortak çalışma alanları sayısını kapsamaktadır.
Average Broadband Speed
(ABS) Ortalama internet download hızlarının saniye başına megabit cinsinden ölçülmesi ile hesaplanmaktadır. Freelance çalışmanın temel yapı taşı olan internetin hızı arttıkça çalışanlar, daha uygun koşullarda işlerini sürdürebilmektedir.
Average Broadband Price
(ABP) Freelance skorun oluşumunda etkili diğer bir koşul 2020 yılı Ortalama Broadband Fiyatları’dır. Bu faktör internete ulaşmanın maliyetini ortaya çıkarmaktadır.
Average Mobile Speed
(AMS) Mobil cihazlar için ortalama internet download hızlarının saniye başına megabit cinsinden ölçülmesi ile hesaplanmaktadır. Freelance çalışmanın temel yapı taşı olan mobil arttıkça çalışanlar, daha uygun koşullarda işlerini sürdürebilmektedir.
Annual Searches
(AS) Her ülke için freelancer için yapılan aramaları kapsamaktadır. Freelance çalışanlara olan iş talebini ortaya çıkarmamızda etkendir. 2021 yılı Freelancera Talep sayısıdır.
DOI: 10.17632/tg3wbfb63x
title: Metabolic_Liver_Injury

description: To explore the intricate connections between metabolic factors and liver injury progression. This dataset includes key lipid-related markers such as triglycerides and lipoprotein(a) [Lp(a)], along with detailed clinical measurements of liver health indicators like gamma-glutamyl transferase (Gamma-GTP), glutamate pyruvate transaminase (GPT), and triglycerides serum levels.

In addition to metabolic parameters, the dataset captures the severity of liver damage through histological features such as **lobular inflammation**, **ballooning**, and **steatosis**, classified into multiple stages. The liver injury progression is further detailed through NAS (NAFLD Activity Score) and categorized by stage to assess non-alcoholic steatohepatitis (NASH) risk.

The dataset also includes drug usage data such as **statin**, **ezetimibe**, **fibrate**, and **EPA usage**, allowing researchers to investigate the effects of these medications on metabolic liver injury. Demographic variables like **gender** and **age** are included to enable the assessment of potential confounding factors.

This dataset is valuable for exploring the effects of metabolic disturbances and drug interventions on liver health, aiming to contribute to the understanding of conditions like non-alcoholic fatty liver disease (NAFLD) and NASH.

**Key Attributes:**
- Statin_Usage, Colestilan_Usage, Ezetimibe_Usage, Fibrate_Usage, EPA_Usage
- Age, Gender
- Liver enzymes: GPT, Gamma-GTP
- Lipid-related factors: Triglycerides_Serum, Lp(a)_mg_dL
- Histological markers: Lobular_Inflammation (1-3), Ballooning (1-2), Steatosis (2-3)
- Disease severity stages: NAS_Stage, Stage_Category, Group_Statin+Ezetimibe
DOI: 10.17632/wpwxgvwhtt
title: Cuneiform Tablets

description: pictures of the Assyrian writings for 14 stone tablets were collected from the Iraq Museum, and the rest of the pictures were collected from the Cuneiform Digital Library Initiative (CDLI (website. As for the Sumerian and Babylonian writings, part of them were collected from the CDLI website, and some of them are different pictures from what is available online. The Assyrian images reached 1327, the Sumerian ones reached 1435, and the Babylonian ones reached 1321 images.
DOI: 10.6084/m9.figshare.5754120.v1
title: T-DNA database

description: This file is a database, containing all <i>Agrobacterium</i>'s genes, found in different types of T-DNA.The head of each sequences contains names of the gen, strain, species, and an Acs.number.
DOI: 10.17632/7g5dkwz9ys
title: Data for: young people’s intention towards COVID-19 booster vaccines in Malaysia

description: The data are related to the intention of young Malaysians towards booster vaccines for controlling coronavirus disease 2019 (COVID-19) virus transmission. This study was conducted through an online survey from 1 January 2022 to 31 January 2022 involving semester 1 (2021/2022) students pursuing Philosophy and Current Issues course in the National University of Malaysia.
DOI: 10.17632/838gm89sr2
title: The Data on Molecular Docking of Cinnamic Acid Amide on Dengue Viral Target NS2B/NS3 

description: I have submitted my raw data files behind interaction of model Figure 2-4 as the supplementary information.
DOI: 10.17632/fk37gb6dmp
title: Financial news headlines

description: This excel file contains data extract from news websites via "BeautifulSoup", with corresponding sentiment labels "positive or negative or neutral". Contains a 18k rows of news headlines. Useful for fine tuning large language models for sentiment analysis tasks.
DOI: 10.17632/ggk8nsxcmw
title: Micro-Indentation Study on Titanium Substrates and Ti/SiC Metal Matrix Nanocomposite Coatings

description: This dataset includes the experimental and numerical results of a micro-indentation study on Titanium substrates and Ti/SiC Metal Matrix Nanocomposite coatings .
DOI: 10.6084/m9.figshare.13147324.v3
title: QMOF Database

description: This repository hosts the Quantum MOF (QMOF) database – a dataset of quantum-chemical properties for over 14,000 metal–organic framework structures.<br>Please refer to the following GitHub repository for a description of the files hosted here, supplemental scripts, and other related information:https://github.com/arosen93/QMOF.<br>If you are looking to download any of these files to a compute cluster, you can avoid transferring them from your local machine by instead: 1) right-clicking the "download" link for the file you want; 2) selecting "copy link"; 3) running `wget https://ndownloader.figshare.com/files/######` (where this is the copied link) on the computer cluster; 4) after it downloads, renaming the file with the appropriate extension and unpacking it as usual.<br>The pre-print corresponding to this work can be found at: https://doi.org/10.26434/chemrxiv.13147616.<br>This work was supported in part by the U.S. Department of Energy, Office of Basic Energy Sciences, Division of Chemical Sciences, Geosciences and Biosciences through the Nanoporous Materials Genome Center under Award Number DE-FG02-17ER16362.
DOI: 10.17632/hpg3kwmz8m
title: Replication files to China shocks to oil market

description: The replication file is used for estimating the impulse response functions of China political shocks to the oil market dynamics.
DOI: 10.17632/p87pgwfdb6
title: Data for: Medicine in Extreme Environments: A New Medical Student Elective Class for Wilderness, Aerospace, Hyperbaric, Exercise, and Combat Medicine

description: Medicine in Extreme Environments post-course satisfaction survey and knowledge assessment results
DOI: 10.17632/yrd8hysgp4
title: Raw data - Calegari et al. manuscript

description: Raw data - EIS, FTIR, SEM
DOI: 10.17632/vyzy36545w
title: Data for: Preparation, characterization and adsorption properties of tetraalkylphosphonium organobeidellites

description: IR spectra of purified sodium beidellite sample
DOI: 10.6084/m9.figshare.20327754.v1
title: Supplementary material

description: Supplementary Information for Contrasting effects of altered precipitation regimes on soil nitrogen cycling at the global scale
DOI: 10.6084/m9.figshare.24573232.v1
title: FT ICR-MS data in the Lake Taihu watershed.xlsx

description: FT ICR-MS data in the Lake Taihu watershed.
DOI: 10.17632/d45xg84bcj
title: Archaeogenomic Distinctiveness of the Isthmo-Colombian Area

description: This repository contains information to get access to the genotypes of 84 Indigenous and admixed individuals from Panama published in Capodiferro et al. (2021), Cell, 184(7): 1706-1723.e24 (https://doi.org/10.1016/j.cell.2021.02.040).
This data has beed deposited in the EGA database (dataset ID: EGAD00010002473), please follow the instructions in the README file to get access.
DOI: 10.17632/83wh6zdpz9
title: Original data on performance of conventional and additively manufactured 316L under thermomechanical fatigue at 550-750 °C

description: Original data obtained within the comparative study on microstructure-property relation in 316L stainless steel manufactured conventionally by hot rolling and additively by laser powder bed fusion. Both 316L variants were subjected to thermomechanical fatigue in in-phase and out-of-phase mode at 550-750 °C.
DOI: 10.17632/pxn9wm869d
title: Tariff War (Lashkaripour, JIE)

description: Replication material for "Measuring the Cost of a Global Tariff War: A Sufficient Statistics Approach"
DOI: 10.6084/m9.figshare.5598568.v1
title: Usability Evaluation Documentation

description: Usability evaluation documents - 3rd iteration in (informal) usability evaluation. The evaluation methodology is described in detail in the paper.Quick user guide includes all modules tested in all three iterations - participants evaluated a sub-set of the tools available, dependent on evaluation stage and participant demographic information.
DOI: 10.17632/rxhpvwwmbz
title: Multi-Label Arabic Dataset

description: The dataset is a collection of hierarchical multi-label Arabic texts, related to the Islamic field. It consists of 26,470 instances distributed over 578 labels ordered in a hierarchy. After ranking the features using (BR-Chi-Square) feature selection method, a different number of the high-ranking features are selected for evaluation purposes which are 1000, 2000, 3000, 4000, 5000, 6000, 7000, 8000 features. The processed version of the dataset with all aforementioned features sets is available in the ARFF file format suitable for MULAN multi-label classification tool, along with the XML file format that defines the hierarchical structure of the labels.
DOI: 10.17632/xypnpdsmmy
title: TALIS PROGRAM

description: Dataset for manuscript "Talenta Life Skill (TALIS) Program Effectiveness as Rapid Early Intervention for Children with Neurodevelopmental Disorders"
DOI: 10.17632/xfdhrbfjc2
title: Mango Quality Classification using Surface Defects

description: Mango Fruity Quality classification
DOI: 10.6084/m9.figshare.22680283.v1
title: Climate change drives migratory range shift via individual plasticity in shearwaters.

description: These data are summary data generated from light-level geolocation of Balearic shearwater migration. Each row represents a single migration, with multiple rows per individual where multiple migrations were recorded from a single individual. The data include metrics representing aspects of the animal's migratory behaviour, as well as its sex and island of origin.
DOI: 10.17632/5mwtm4d25g
title: The role of habits in investing behaviors

description: Contains the data for variables AGE,GENDER,MARITAL_STATUS,GROSS_ANNUAL_INCOME,EDUCATION,OCCUPATION,CASH,EQUITY,	INSURANCE,FIXED_DEPOSIT,GOLD,MUTUAL_FUNDS,BEH,RP1,RP2,RP3,RA1,RA2,RA3,FQPB,PBC1,PBC2,PBC3,PBC4,GOAL,BI1,BI2. Note MUTUAL_FUNDS and BEH are the same, BEH is reverse coded, GOAL - is a concatentation of
3 goals given by 1 to 8 numbers. There are 423 records, no data is missing.
DOI: 10.17632/h4ndhvbdjt
title: Liquidity Risk in FinTech Lending

description: Liquidity Risk in FinTech Lending
DOI: 10.17632/vp3cr74n7g
title: Vertical velocity fields along the Eastern Mediterranean coast as revealed by late Holocene sea-level markers

description: These datasets accompany the paper "Vertical velocity fields along the Eastern Mediterranean coast as revealed by late Holocene sea-level markers" (Liberatore et al., 2022). The publication of these data is intended to facilitate the reader's understanding of the results, ensure their reproducibility, and encourage future research.
 - The file "EASTMED.xlsx" represents all the late Holocene sea-level markers used in the analysis.  It includes 200 points along the entire coast from Turkey to Israel. It represents the input file of the vertical velocity analysis published in the article.
- In the file "RSL_curves" the elevation and age of the individual sea-level markers are plotted together with the Relative Sea Level curves calculated with the Glacial Isostatic Adjustment (GIA) models. An initial legend will clarify how to read these results.
- "GIA_corrections_table" file displays the GIA correction for each marker and each GIA model used in the analysis.
-
DOI: 10.17632/6kp9kjkc58
title: Data for Meta-analysis of risk factors of canine leptospirosis

description: Datasets and R scripts used in the Article "Meta-analysis of risk factors of canine leptospirosis"