cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/ctgg7k4m5g.1
title: Data for: Raman and Infrared Spectroscopic Analysis: Classification and Peroxide Value Prediction of Naturally Aged Edible Oils

description: The provided dataset includes information on edible oil samples collected from grocery stores in and around Newark, Delaware, between the summer of 2014 and the spring of 2016. A total of 100 oil bottles were obtained, and three different data sets were created.
 
Data Set 1 contains measurements from all 100 samples and was obtained using NIR, MIR, and Raman spectroscopic techniques. The peroxide values (PVs) of the samples were determined through titration at Lawrence Livermore National Laboratory. Data Set 1 is divided into two subgroups: Data Set 1A, measured in 2016, and Data Set 1B, measured in 2019.
 
Data Set 2 is a subset of Data Set 1, consisting of 53 oil samples. These samples were measured using Raman spectroscopy and titrated to determine the PV at the University of Delaware.
 
Data Set 3 is another subset of Data Set 1, comprising 356 IR spectra of 20 varieties of edible oils as well as 406 spectra of extra virgin olive oil that has been adulterated by corn oil, canola oil or almond oil. These samples were measured using ATR-FTIR spectroscopy at Oklahoma State University. Data Set 3 includes pure oil samples as well as adulterated oil samples, specifically adulterated extra virgin olive oil (EVOO) with corn oil, canola oil, or almond oil.
 
The measurement techniques and parameters varied for each data set. NIR spectra were acquired using FTIR spectrometers with different optical path lengths, MIR spectra were collected using a liquid nitrogen-cooled mercury cadmium telluride (MCT) detector, and Raman spectra were obtained with different Raman probes and lasers. The spectroscopic measurements were complemented with titration measurements to determine the PVs.
 
The dataset is provided as a MATLAB file, with each data set organized as a two-dimensional matrix, where the columns represent wavelength information and the rows contain sample information. Additionally, a summary table is included, providing details such as sample ID, oil brand, oil type, purchase location, purchase year, oil class, and PVs for each run.
 
Note: There are a few instances where replicates were not taken or certain samples were replaced with NaN variables to maintain the proper matrix dimensions.
DOI: 10.57754/fdat.hps0d-n5j53
title: On order variations of two adjacent high adverbials (AJTadvhigh)

description: Acceptability Judgment. 
Rating Study: Order variations of two adjacent high adverbials (Sentence and domain adverbial) and a propositional and a temporal modifier was rated on a 5-1 Likert scale.
Rating Study: Order of two adjacent high adverbials (Sentence and domain adverbial) in relation to topicality of subject was rated on a 5-1 Likert scale
description: Research carried out in work package B08 of the SFB 833.
DOI: 10.17632/2vkk2r9tx3.1
title: Dataset for Gait Analysis of Cerebellar Ataxic Patients and Healthy Adults Using MediaPipe Pose

description: This dataset is composed of human gait analysis data extracted using the human pose estimation framework MediaPipe Pose applied on two types of videos:
1. Cerebellar Ataxic Gait Videos.
2. Normal Gait Videos.

Each one of the "Cerebellar Ataxic Gait " and "Normal Gait" folders contains 20 feature datasets extracted from 20 videos. The datasets are numbered from 1 to 20 with each numbering representing a healthy subject for the normal gait dataset and the same subject mimicking the cerebellar ataxic gait. 

Each dataset consists of 47 gait analysis features:
1. 3D coordinates (x, y, z) of 12 joints in the human body: right and left shoulders, elbows, wrists, hips, knees, and ankles (36 features).
2. Kinematic parameters representing joint angles: right and left shoulders abduction and adduction, hips flexion and extension, and knees flexion and extension (6 features).
3. Spatiotemporal parameters: step length, step width, feet clearance, and right and left stride speed (5 features).

This dataset can be used for training medical diagnosis machine learning models, which can be beneficial for physicians in assisting patients diagnosed with cerebellar ataxia or other similar neurodegenerative diseases with their gait rehabilitation process.

For those who want to use this dataset for their research, make sure to cite the following paper associated with this dataset:

@inproceedings{khalil2022diagnosis,
 author={Khalil, Hisham and Saad, Ahmed Mohamed Saad Emam and Khairuddin, Uswah},
 booktitle={2022 IEEE-EMBS Conference on Biomedical Engineering and Sciences (IECBES)}, 
 title={Diagnosis of Cerebellar Ataxia Based on Gait Analysis Using Human Pose Estimation: A Deep Learning Approach}, 
 year={2022},
 pages={201--206},
 doi={10.1109/IECBES54088.2022.10079396}}
DOI: 10.17632/4wzgyxzhpv.2
title: 15N [0013] TROSY-/anti-TROSY-CPMG

description: Example datasets for 15N [0013] TROSY-/anti-TROSY-CPMG experiments.
DOI: 10.17632/cyhchpxwps.1
title: ECG & EEG features for mental workload and multilevel stress classification in different sexes

description: The data were collected from 66 healthy university students (21 males, 24 females in the follicular phase of the menstrual cycle, and 21 females in the luteal phase of the menstrual cycle) . The Montreal Imaging Stress Task (MIST) was modified and used in this study. A series of computer-based mental arithmetic tasks is designed to evaluate responses in control and stressful conditions. The experiments thus conducted in two separate sessions for the two conditions, which were two weeks apart. Each of the 2 sessions consisted of 7 periods: training, eyes open (EO), mental arithmetic task (MAT) on 4 consecutive levels of difficulty (arithmetic calculation level 1, AC1–arithmetic calculation level 4, AC4), and recovery.

The control condition started with a training period to familiarize the subject with the experimental procedure, during which ECG and EEG signals were not recorded. During this period, the subject was presented with a series of computerized sampled questions at 4 difficulty levels of mental arithmetic tasks. Answer choices for every question were displayed on a computer screen in a sequence of integers between 0 and 9. The subject was requested to use a wireless computer mouse to click on the correct answer. Following the training period, the recordings started, and the subjects were asked to sit in a relaxed position with no movement and to focus on a black dot displayed on a computer screen for 5 minutes (the eye-open, EO, period). These requirements were critical to constructing a reliable EEG baseline with the minimum amount of artifacts caused by eye and body movements. After that, an instruction to perform mental arithmetic calculations was shown on the computer screen. The mental arithmetic task is composed of 4 levels of difficulty. Each level lasted 5 minutes. Level 1 (Arithmetic Calculation Level 1 – AC1): addition (+) and subtraction (-) of 3 single-digit numbers, e.g., 7-4+1. Level 2 (Arithmetic Calculation Level 2 – AC2): addition (+), subtraction (-), and multiplication (x) of 3 single- and double-digit numbers, e.g., 6x8-30. Level 3 (Arithmetic Calculation Level 3 – AC3): addition (+), subtraction (-), and multiplication (x) of 4 single- and double-digit numbers, e.g., 35+10-4*8. Level 4 (Arithmetic Calculation Level 4 – AC): addition (+), subtraction (-), multiplication (x), and division (/) of 4 single- and double-digit numbers, e.g., 96/4x2-11. No time limit or negative feedback messages were given to the subjects. After each question, the correct/incorrect message was displayed. After the AC4 period, the subjects relaxed and sat still for 5 minutes (the recovery period). ECG and EEG signals were recorded from the beginning of the EO period until the end of the recovery period.

The protocol for the mental-stress condition was the same as it was for the control condition, but with a time limit and social evaluative threat components introduced. Several negative feedbacks were introduced to actively induce stress.
DOI: 10.17632/cyhchpxwps.2
title: ECG & EEG features for mental workload and multilevel stress classification in different sexes

description: The data were collected from 66 healthy university students (21 males, 24 females in the follicular phase of the menstrual cycle, and 21 females in the luteal phase of the menstrual cycle) . The Montreal Imaging Stress Task (MIST) was modified and used in this study. A series of computer-based mental arithmetic tasks is designed to evaluate responses in control and stressful conditions. The experiments thus conducted in two separate sessions for the two conditions, which were two weeks apart. Each of the 2 sessions consisted of 7 periods: training, eyes open (EO), mental arithmetic task (MAT) on 4 consecutive levels of difficulty (arithmetic calculation level 1, AC1–arithmetic calculation level 4, AC4), and recovery.

The control condition started with a training period to familiarize the subject with the experimental procedure, during which ECG and EEG signals were not recorded. During this period, the subject was presented with a series of computerized sampled questions at 4 difficulty levels of mental arithmetic tasks. Answer choices for every question were displayed on a computer screen in a sequence of integers between 0 and 9. The subject was requested to use a wireless computer mouse to click on the correct answer. Following the training period, the recordings started, and the subjects were asked to sit in a relaxed position with no movement and to focus on a black dot displayed on a computer screen for 5 minutes (the eye-open, EO, period). These requirements were critical to constructing a reliable EEG baseline with the minimum amount of artifacts caused by eye and body movements. After that, an instruction to perform mental arithmetic calculations was shown on the computer screen. The mental arithmetic task is composed of 4 levels of difficulty. Each level lasted 5 minutes. Level 1 (Arithmetic Calculation Level 1 – AC1): addition (+) and subtraction (-) of 3 single-digit numbers, e.g., 7-4+1. Level 2 (Arithmetic Calculation Level 2 – AC2): addition (+), subtraction (-), and multiplication (x) of 3 single- and double-digit numbers, e.g., 6x8-30. Level 3 (Arithmetic Calculation Level 3 – AC3): addition (+), subtraction (-), and multiplication (x) of 4 single- and double-digit numbers, e.g., 35+10-4*8. Level 4 (Arithmetic Calculation Level 4 – AC): addition (+), subtraction (-), multiplication (x), and division (/) of 4 single- and double-digit numbers, e.g., 96/4x2-11. No time limit or negative feedback messages were given to the subjects. After each question, the correct/incorrect message was displayed. After the AC4 period, the subjects relaxed and sat still for 5 minutes (the recovery period). ECG and EEG signals were recorded from the beginning of the EO period until the end of the recovery period.

The protocol for the mental-stress condition was the same as it was for the control condition, but with a time limit and social evaluative threat components introduced. Several negative feedbacks were introduced to actively induce stress.
DOI: 10.17632/sh8b35h8wm.1
title: Polyphenols_rheology_digestion_corn starch gels_bread features

description: Effect of polyphenols from Ascophyllum nodosum seaweeds on the rheology and digestion of corn starch gels and gluten-free bread features
DOI: 10.17632/55ghcyt8kb.1
title: EvfG is a multi-function protein located in the Type VI secretion system for ExPEC

description: The original date and figures in this artical
DOI: 10.17632/5w5k83sdfc.1
title: goose follicle selection

description: Two files which named Data1.xlsx and Data2.xlsx were uploaded to the database.
DOI: 10.17632/hbx9bfnp3m.1
title: Phage Therapy Combined with Gum Karaya Injectable Hydrogels for Treatment of Methicillin-resistant Staphylococcus aureus Deep Wound Infection in a Porcine Model

description: Supplementary data to Fig. 6. Evaluation of the antibacterial effect of combined Gum Karaya injectable hydrogel/hydrogel film with phage preparation on staphylococcal infection, hydrogel films only, injectable hydrogel only or untreated wounds during the treatment of methicillin-resistant S. aureus infection.
DOI: 10.17632/32yrv7mwfz.1
title: LINF_260031750

description: hypothetical protein - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.17632/hv5m2gsg74.1
title: LINF_260031300

description: protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.17632/z42fcnkdyz.1
title: LDHU3_17.0100

description: ADP-ribosylation factor-like protein 1 | ARL-1; Leishmania donovani (HU3 strain)
DOI: 10.17632/xb26thhk8r.1
title: Nutrient concentration and Discharge for streams of Krycklan Catchment Study (2008-2019)

description: This dataset DB.KCS.Q&Nut comprises all data for discharge (l/s) and nutrient concentration: DOC (ppm), TDN (ppm), DIN (ppb), NO3 (ppb), NH4 (ppb) and PO4 (ppb) for 12 streams of the Kryclan Catchment Study for the period of 2008-2019 used in the manuscript: "Concentration-discharge patterns reveal catchment controls over the stoichiometry of carbon and nutrient supply to boreal streams", to be submitted to a scientific journal shortly after the publication date of this dataset.
DOI: 10.17632/r2z7246x5c.1
title: Field study on pregnant women’s thermal preference in different trimesters in winter

description: The data were used to analyze the differences in the thermal preference of pregnant women in different trimesters and their impact factors. This dataset includes data of questionnaire information, graphs, and tables. The questionnaire information included the subject's age, height, pre-pregnancy weight, current weight, pregnancy week, pregnancy diseases, and thermal preference questionnaire. Pregnancy diseases include hyperthyroidism, hypothyroidism, anemia, diabetes, hypertension, and hypotension et al. The thermal preferences questionnaire was designed according to the psychological and behavioral aspects of pregnant women, and the options corresponding to cool, neutral, and warm preferences were designed. A total of 1388 questionnaires were collected, including participants in the first trimester (225), second trimester (498), and third trimester (665). In addition, a total of four thermal environmental parameters, i.e., air temperature (Ta), air velocity (Va), black globe temperature (Tg), and relative humidity (RH), were tested in the obstetric waiting room in the hospital. They were recorded by an environmental multiparameter detector (model Testo 400). The findings showed that the thermal preference of pregnant women shifted from warm preference to cool preference as pregnancy developed. The differences in thermal preference of pregnant women were associated with pregnancy diseases, pre-pregnancy body mass index (PBMI), and exercise.
DOI: 10.17632/dns97tfdjn.1
title: Dataset to track concrete cracking using DIC with fixed and moving camera

description: Today, Digital Image Correlation (DIC) has become a standardized method to track displacements and crack-propagation of civil engineering structures in a laboratory environment. The benefit of using DIC over other standard methods is that it is contact-free and only requires a standard DSLR camera. Moreover, the displacement can be tracked over the entire image, which is a great advantage compared to the limitations of standard sensors that only measure the deformation at a specific point. In standard DIC, the displacements are directly extracted from the images. Hence, the position of the camera must be fixed during the entire test. Therefore, DIC is commonly used in a laboratory environment to measure displacement during short-term testing, e.g. testing of the structural capacity of a reinforced concrete beam. The data presented in this paper was used to verify a newly developed and innovative photogrammetric algorithm, Deformation from Motion (DfM). This algorithm overcomes the standard limitation of traditional DIC and enables high-accuracy measurements to be performed using a camera with no fixed position. As a reference, the crack propagation was on one side monitored with a LVDT and on the other side with a camera with a fixed position. During testing, a moving camera also captured imagery on both sides.
DOI: 10.17632/kpkgytbztj.3
title: Hydrogeochemistry Characteristics and Formation-Evolution Mechanism of Certain Solid-Tidal Sensitive Geothermal Waters from Maoming-Yulin Region in Southern China_Huang

description: This dataset is related to figures in manuscript entitled “Hydrogeochemistry Characteristics and 
Formation-Evolution Mechanism of Certain Solid-Tidal Sensitive Geothermal Waters from 
Maoming-Yulin Region in Southern China”
DOI: 10.17632/8ky976zv3h.1
title: LDHU3_17.0150

description: Elongation factor 1-alpha; Leishmania donovani (HU3 strain)
DOI: 10.17632/32xzxd3g7n.1
title: LINF_270006000

description: protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.17632/gt84wxyrxp.1
title: LINF_260032400

description: protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.17632/5mn65jt56t.1
title: LDHU3_17.0130

description: Elongation factor 1-alpha; Leishmania donovani (HU3 strain)
DOI: 10.17632/dmwmd8j67d.1
title: LINF_270005200

description: Queuine tRNA-ribosyltransferase accessory subunit 2; Leishmania infantum (strain JPCM5)
DOI: 10.17632/96typ9bd2m.1
title: LINF_270008600

description: RNA-binding protein | DRBD14; Leishmania infantum (strain JPCM5)
DOI: 10.17632/b44c5bs3df.1
title: LINF_270007600

description: Flap endonuclease 1 | FEN-1; Leishmania infantum (strain JPCM5)
DOI: 10.17632/6yp9csd9wn.1
title: Media Coverage of Organ Donor Trafficking in Hürriyet (1954-2024)
DOI: 10.15468/dl.cqvuhy
title: Occurrence Download

description: A dataset containing 261 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is The Hemiptera collection (EH) of the Muséum national d'Histoire naturelle (MNHN - Paris)",
 "Geometry POLYGON((49.87178 -11.47687,48.72984 -11.51046,47.85659 -13.55923,44.12851 -16.14538,42.78505 -20.10857,42.95298 -23.7359,44.66589 -26.52357,47.62149 -25.38164,51.75261 -15.17138,49.87178 -11.47687))"
 ]
}

 The dataset includes 261 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0004292-250117142028555/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/g8h26tbdp8.1
title: LDHU3_05.0370

description: Monothiol glutaredoxin; Leishmania donovani (HU3 strain)
DOI: 10.17632/b6znbv2mx9.1
title: LDHU3_05.0420

description: Protein of unknown function – conserved; Leishmania donovani (HU3 strain)
DOI: 10.17632/d49m3pw38x.1
title: LDHU3_05.0340

description: ARPC5 | Arp2/3 complex subunit 5; Leishmania donovani (HU3 strain)
DOI: 10.17632/kh2dtnfvfc.1
title: LINF_270009500

description: protein of unknown function - conserved; Leishmania infantum (strain JPCM5)
DOI: 10.17632/kvw2nc9t89.1
title: LDHU3_05.0270

description: Iron hydrogenase; Leishmania donovani (HU3 strain)
DOI: 10.17632/y5252tv6bm.1
title: 2022 Agua Salud Soil CO2 Fluxes - Raw Data

description: Raw data on soil CO2 fluxes, forest floor mass, soil moisture, soil temperature and soil organic carbon collected from 20 forest sites in a chronosequence in Agua Salud, Panama between September 2 2022 and December 2 2022. Data was collected in order to determine how soil CO2 fluxes and relevant drivers change as tropical moist forest naturally regenerates on former pasture lands. Measurements were taken in pasture plots and three secondary forest age classes including 7 years, 24-32 years, and 80+ years after forest establishment. 10 samples for soil CO2 flux, forest floor mass, soil temperature and soil moisture were collected for each site, split between upslope and downslope transects (200 measurements total), while 5 samples for soil organic C were collected per site (100 measurements total). The data shows a significant (nearly two-fold) decrease in soil CO2 fluxes between the pasture plots and forest plots. The table shows site identification, forest age, intermediate values for relevant calculations and final values for CO2 flux, forest floor mass, soil organic C, soil temperature and soil moisture.
DOI: 10.17632/g9ntbg4tmj.1
title: Canton tower new particle formation vertical observation dataset in 2020

description: In-situ measurements of ultrafine particles (UFP) and New particle formation (NPF) observed at the ground and at the top of the Canton Tower (454 m) located in downtown Guangzhou in southern China were analyzed using the measurements of multiple meteorological and physicochemical quantities.
DOI: 10.17632/c4wm27z8f6.1
title: Dimensionality reduction reveals separate translation and rotation populations in the zebrafish hindbrain - Feierstein et al. 2023

description: This repository contains the data and code for generating the figures in our manuscript "Dimensionality reduction reveals separate translation and rotation populations in the zebrafish hindbrain" by Feierstein et al. 2023.
DOI: 10.17632/zg89v9sfkz.1
title: Original images Basu et al., MCB 2023

description: Original raw western blot images that were used for making figures as described in Basu et al., MCB 2023
DOI: 10.17632/jwgghwd3z8.1
title: Teachers Paper-prototyping Augmented Reality Activities for Classroom Use

description: The dataset compiles Augmented Reality activities imagined and created by a large variety of teachers during a 6-step co-design session. The data was collected in 2022, among 18 teachers in metropolitan France and Futuna, a French overseas collectivity in the Pacific Ocean. The data describes the profiles of these teachers, in terms of teaching experience, experience using technology in class, educational subjects taught (sciences, languages, sports), and the type of school they teach in (primary schools, middle school, high school, and university). These teachers were purposely selected to provide a large variety of profiles. The data also shows the Augmented Reality activities they imagined, the educational scenarios they want to use them in, and their pedagogical goals. The described activities show the teachers’ conceptions and misconceptions of Augmented Reality and reveal similar patterns in the instructional design.
DOI: 10.17632/fscfhy6kdk.1
title: Screening of Bacillus thuringiensis strains against Aedes aegypti_Nascimento et al

description: Data relating to the selective bioassay of Bacillus thuringiensis strains against Aedes aegypti.
Evaluation of mortality at 1, 24, 48 and 72 hours after the experiment was set up.
DOI: 10.17632/x5rmd28h73.1
title: UTeMo audiovisual dataset for emotion recognition

description: UTeMo is the first database recorded with statements lexically vocalized in a Mexican variant of the Spanish language, which is specifically designed for multi-modal (audiovisual) emotion recognition (using vocal and facial expressions). It comprises 1801 video samples with a total of 105 minutes. It is composed of high quality data, as it supplies high resolution images (1920x1080 pixels at 30 fps) and high fidelity audio (sampling rate of 48KHz) files.
UTeMo can be considered as a database whose number of samples is balanced according to the seven emotion classes (sadness, surprise, joy, anger, fear, disgust and neutral), so every emotional state is well represented.
DOI: 10.17632/669bz9n7gh.2
title: Replication files for Regional aggregation bias in the global Computable General Equilibrium model by Kunimitsu

description: Replication files for the article: "Regional aggregation bias in the global Computable General Equilibrium model: Issues in assessing the economic impact of climate change and trade liberalization" by Yoji Kunimitsu in Economic Modelling
DOI: 10.17632/mbrg3ccf66.1
title: Effect of social context on behaviour in anemonefish hierarchies

description: Behavioural data collected from groups of Amphirpion clarkii in Kimbe Bay.