cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.7561854
title: Long-term daily hydrometeorological drought indices, soil moisture, and evapotranspiration for ICOS ecosystem sites

description: Standardized drought indices to support research at ICOS ecosystem sites. Dataset to Nature Scientific Data submission. "The dataset comprises four files for each of the 101 sites: "[site_name]_input" contains the observational data extracted from E-OBS, PET estimates as well as the simulated soil water storage and actual evapotranspiration from mHM; and threemore files for each of the standardized drought indices ("SSMI_[site_name]", "SPI_[site_name]", "SPEI_[site_name]"). Details on the variables, their units and their origin are given in Tab. 1. For the SPI and SPEI, the file of each site contains the estimates for various aggregation times, ranging from 5 to 730 days in steps of 5 days from 5 to 365 and steps of 10 days from 370 to 730. Each data file has a daily temporal resolution and covers the time span from 1950 to 2021."
description: v1.2 added SSMI files, which were missing in v1.1
DOI: 10.17632/trxwr9hhfg.1
title: Brief Analysis Data 

description: It contains air temperature of 6 readings recorded in the month of December  and wall temperature in for 24 hours recorded in the month of October. Sheet 2 contains observed data describing features and compiled data.
DOI: 10.17632/y6t9ctk9p9.1
title: Induced microseismic event with strong rupture directivity and superimposed attenuation effects

description: Data used in the paper: Induced microseismic event with strong rupture directivity and superimposed attenuation effects published in Seismological Research Letters.
DOI: 10.17632/y6t9ctk9p9.2
title: Induced microseismic event with strong rupture directivity and superimposed attenuation effects

description: Data used in the paper: Induced microseismic event with strong rupture directivity and superimposed attenuation effects published in Seismological Research Letters.
DOI: 10.17632/ncmn7tnjv5.1
title: Long-term temporal trends in gastrointestinal parasite infection in wild Soay sheep

description: Data associated with "Long-term temporal trends in gastrointestinal parasite infection in wild Soay sheep", published in the journal Parasitology. Data consist of samples collected from individuals in the Augusts of 1988-2018 and the prevalence and abundance of different parasites: fec (strongyles), foc (coccidia), nematodirus, trichuris, capillaria, and moniezia. The suffic "-prev" indicates that this is a variable indicating the presence or absence of a given parasite. The "anthelmintic" variable is a binary variable stating whether or not an animal had been treated with an anthelmintic in the 12 months prior to sample collection.
DOI: 10.17632/ncmn7tnjv5.2
title: Long-term temporal trends in gastrointestinal parasite infection in wild Soay sheep

description: Data associated with "Long-term temporal trends in gastrointestinal parasite infection in wild Soay sheep", published in the journal Parasitology. Data consist of samples collected from individuals in the Augusts of 1988-2018 and the prevalence and abundance of different parasites: fec (strongyles), foc (coccidia), nematodirus, trichuris, capillaria, and moniezia. The suffic "-prev" indicates that this is a variable indicating the presence or absence of a given parasite. The "anthelmintic" variable is a binary variable stating whether or not an animal had been treated with an anthelmintic in the 12 months prior to sample collection.

SOAY SHEEP PROJECT DATA REUSE:
The attached file(s) contain data derived from the long term field project monitoring individual Soay sheep on St Kilda and their environment.  This is a request to please let us know if you use them.  Several people have spent the best part of their careers collecting the data.  If you plan to analyse the data, there are a number of reasons why it would be very helpful if you could contact Dan Nussey (dan.nussey@ed.ac.uk) before doing so.

[NB. If you are interested in analysing the detailed project data in any depth you may find it helpful to have our full relational database rather than the file(s) available here.  If so, then we have a simple process for bringing you onto the project as a collaborator.]

1) The data can be subject to change due to updates in the pedigree, merging of records, occasional errors and so on.
2) The data are complex and workers who do not know the study system may benefit from advice when interpreting it.
3) At any one time a number of people within the existing project collaboration are analysing data from this project. Someone else may already be conducting the analysis you have in mind and it is desirable to prevent duplication of effort.
4) In order to maintain funding for the project(s), every few years we have to write proposals for original analyses to funding agencies. It is therefore very helpful for those running the project to know what data analyses are in progress.
5) Individual identifiers may vary relative to other data archives from papers using the individual-level data.
DOI: 10.17632/t7t8kbjpyg.1
title: Data for: Data on ADME parameters of bisphenol A and its metabolites for use in physiologically based pharmacokinetic modelling

description: The material in this repository is related to the article entitled "Data on ADME parameters of bisphenol A and its metabolites for use in physiologically based pharmacokinetic modelling" to be published in Data in Brief (Wiśniowska et al., 2023). The related article provides the physicochemical parameters of bisphenol A (BPA) and its sulfate (BPAS) and glucuronide (BPAG) conjugates, as well as parameters characterizing their absorption, distribution, metabolism, and excretion (ADME) behaviour following oral administration of BPA. This set of parameters was used to implement a physiologically based pharmacokinetic (PBPK) model in Simcyp® Simulator V21. The PBPK model was used to simulate the human toxicokinetic studies of Thayer et al. (2015) and Teeguarden et al. (2015). This repository contains the Simcyp workspace (*.wksz), two files with the observed data (Observed*.xml, Observed*.xlsx), and the Simcyp output file (Simulation*.xlsx) for each simulated study. The Simcyp workspace contains all of the simulation details, including compound and population data, as well as trial design information. The PBPK model parameters are additionally be compiled in an Excel file named "PBPK model parameters.xlsx". This repository also contains an R script (*.R) which was used to extract the predicted and observed plasma/serum concentration-time profiles and cumulative urinary excretion-time profiles from the Excel files to generate a graphical representation of all data in a single figure (*.pdf). The PBPK model can be used to test various scenarios with oral exposure to BPA. It can also be extended to include other exposure routes, such as the dermal route. Therefore, the developed PBPK model can be used to support the assessment of human health risk of BPA, the interpretation of human biomonitoring data, and the establishment of the relationship between external and internal exposure measures.
DOI: 10.17632/tdnsvtgkpv.1
title: Consumer trust database

description: The database describe about consumers' choice of sources of information on a product and their level of trust in that information
DOI: 10.17632/6zvbrtw2xb.1
title: Data set urban cycling mobility after COVID-19 outbreak

description: Variables calculated on the movements made in the bike-sharing system of the city of Valencia in 2019 and 2020.
DOI: 10.17638/datacat.liverpool.ac.uk/2130
title: Magnetic, Electronic and Thermal properties of buckled kagome Fe3Ge2Sb

description: Underlying magnetic, heat capacity, resistivity and thermal conductivity data for Fe3Ge2Sb are shown here, along with a cif from the solved structure.
DOI: 10.17632/sgh484jxzy.2
title: Batik Nitik 960

description: Batik is one of the Indonesian cultural heritages which have noble cultural and philosophical meaning in every motif. This article introduces a dataset from Yogyakarta, Indonesia, "Batik Nitik 960". Dataset was captured from a piece of fabric consisting of 60 Nitik motifs. The dataset provided by Paguyuban Pecinta Batik Indonesia (PPBI) Sekar Jagad Yogyakarta, collection of Winotosasto Batik, and the data taken in APIPS Gallery. The dataset is divided into 60 categories with a total of 960 images, and each class has 16 photos. The images were captured by Sony Alpha a6400, lighting using Godox SK II 400, and data was filtered using jpg format. Each category has four motifs and is augmented using rotation using 90, 180, and 270 degrees. Each class has a philosophical meaning which describes the history of the motif. This dataset allows the training and validation of machine learning models to classify, retrieve, or generate a new batik motif using a generative adversarial network. To our knowledge, this is the first publicly available Batik Nitik dataset with philosophical meaning. Data provides by a collaboration of PPBI Sekar Jagad Yogyakarta, Universitas Muhammadiyah Malang, and Universitas Gadjah Mada. Hope this dataset "Batik Nitik 960" can support batik research and we are open to research collaboration.
DOI: 10.17632/sgh484jxzy.1
title: Batik Nitik 960

description: Batik is one of the Indonesian cultural heritages which have noble cultural and philosophical meaning in every motif. This article introduces a dataset from Yogyakarta, Indonesia, "Batik Nitik 960". Dataset was captured from a piece of fabric consisting of 60 Nitik motifs. The dataset provided by Paguyuban Pecinta Batik Indonesia (PPBI) Sekar Jagad Yogyakarta, collection of Winotosasto Batik, and the data taken in APIPS Gallery. The dataset is divided into 60 categories with a total of 960 images, and each class has 16 photos. The images were captured by Sony Alpha a6400, lighting using Godox SK II 400, and data was filtered using jpg format. Each category has four motifs and is augmented using rotation using 90, 180, and 270 degrees. Each class has a philosophical meaning which describes the history of the motif. This dataset allows the training and validation of machine learning models to classify, retrieve, or generate a new batik motif using a generative adversarial network. To our knowledge, this is the first publicly available Batik Nitik dataset with philosophical meaning. Data provides by a collaboration of PPBI Sekar Jagad Yogyakarta and Universitas Muhammadiyah Malang. Hope this dataset "Batik Nitik 960" supports batik research.
DOI: 10.17632/j7cb5zzpn6.1
title: MARGO-D-23-00015

description: Data set for CADMAS-SURF (Super Roller Flume for Computer Aided Design of Marine Structure) wave simulation model: five files (five study site: Shiraho, Ikei, Ohara, Tomori, and Arita) for input data including topographic data and one file for output data.
DOI: 10.17632/bccjcwb84z.1
title: female_bluebird_aggression

description: Studies investigating the integration of ornamental signaling, aggression, and their hormonal mediation have focused on male birds but there has been a more recent shift to females. The change is being driv-en by increasing evidence for direct selection on female aggression and ornamental traits despite their increased sensitivity to androgens. In male eastern bluebirds (Sialia sialis), ultra-violet blue structural coloration signals aggression and larger melanin pigmented patches are associated with higher quality parental care. While less pronounced, female bluebirds display similar ornamentation. Although less research has focused on the signaling potential of the ornaments of female bluebirds, evidence suggests plumage color is associated with body condition and reproductive output. We provide evidence that female ornaments may signal hormonal profiles after aggressive encounters. In the wild, we presented females with simulated territorial intrusions of unfamiliar females prior to egg-laying and measured aggression, testosterone, corticosterone, and ornamental plumages. We found that females with greater corticosterone and less-ornamented melanin plumage had greater levels of circulating testosterone after exposure to social intrusion. Interactions between corticosterone and melanin suggest that to-gether they limit high levels of testosterone. Our data supports the hypothesis that ornamentation sig-nals hormone profiles after aggressive encounters. Further research during molt is necessary to under-stand the mechanisms whereby social interactions may influence hormone profiles, sensitivity of tis-sues to hormones, and the development of ornaments in female bluebirds.
DOI: 10.17632/2bbnf77kr9.1
title: Are monetary policy shocks causal to bank health? Evidence from the euro area

description: Time series, high-frequency data on euro area banks,
data on bank health in the euro area

The data were used for an event study to examine the (causal) influence of ECB monetary policy on a range of bank health indicators, sample 1999 to 2017, ECB meeting data and monthly data.

The study shows through a high-frequency identification approach that the causal effect of conventional monetary policy action and communication by the ECB on bank stock prices differed over time, whereas its influence on bank financing costs was robust. The study also provides new evidence showing that information effects related to policy easing surprises in the aftermath of the 2008 financial crisis hampered the ECB efforts to improve bank health and that its Odyssean communication signals (related to forward-looking announcements of policy easing) supported bank health during this phase. Local projections suggest that the response of banks to monetary policy shocks displayed some persistence, where ECB policy surprises and communications that shifted up (down) the yield curve were normally positive (negative) for bank health. The findings solicit a new perspective when assessing the influence of the ECB’s monetary policy measures on euro area banks.

For details see the summary table of the dataset and the (forthcoming) publication in Journal of Macroeconomics.
DOI: 10.17632/kdkryh5rs2.1
title: WiHArD: Wikipedia based Hierarchical Arabic Dataset

description: WiHArD (Wikipedia based Hierarchical Arabic Dataset) is a hierarchical Arabic dataset of 6027 texts extracted from Wikipedia Web site. WiHArD is structured into three "level 1" classes and nine "level 2" classes:
•	"Level 1" classes are Culture (ثقافة), History (تاريخ) and Math (رياضيات). Texts in this level describe general notions related to these domains.
•	"Level 2" classes are Clothes (ملابس), Food_drinks (طعام و شراب), Tourism (سياحة), Events (أحداث), Inventions (اختراعات), Monuments (أثار), Algebra (جبر), Analysis (تحليل) and Geometry (هندسة). Texts in this level describe specific notions related to these sub-domains.

Four files are shared for the benefit of the NLP and IA communities, especially researchers working on Arabic language:
1.	WiHArD_Directory_Hierarchy.zip contains the directory hierarchy.
2.	WiHArD.csv, a CSV file of three columns: "text" column contains the Arabic texts; "category_path" and "category_code" columns contain respectively the category path and the category code.
3.	WiHArD_Level1.csv, a CSV file restricted to the texts the first level, namely Culture (ثقافة), History (تاريخ) and Math (رياضيات).
4.	WiHArD_Level2.csv, a CSV file restricted to the texts of the second level, namely Clothes (ملابس), Food_drinks (طعام و شراب), Tourism (سياحة), Events (أحداث), Inventions (اختراعات), Monuments (أثار), Algebra (جبر), Analysis (تحليل) and Geometry (هندسة).
DOI: 10.17632/xtgdr9283r.1
title: DATA_HARMCOMP

description: DATA_HARMCOMP_1
We contribute to the longstanding challenge of how to explain the listener’s acceptability for a particular piece of music, using harmony as one of the crucial dimensions in music, one of the least examined in this context. We propose three measures for the complexity of harmony: (i) the complexity based on usage of the basic tonal functions and parallels in the harmonic progression, (ii) the entropies of unigrams and bigrams in the sequence of chords, and (iii) the regularity of the harmonic progression. Additionally, we propose four measures for the acceptability of musical pieces (perceptual variables): difficulty, pleasantness, recognition, and repeatability. These measures have been evaluated in each musical example within our dataset, consisting of 160 carefully selected musical excerpts from different musical styles. The first and the third complexity measures and the musical style of excerpts were determined by the first author using criteria described in the article, while the entropies were computed by computer using Shannon’s formula after the harmonic progression was determined. The four perceptual variables were obtained by a group of 21 participants, taking their mean values as the final score. 
A statistical analysis of this dataset shows that all the measures of complexity are consistent and are together with the musical style's important features in explaining musical acceptability. These relations were further elaborated by regression tree analysis for difficulty and pleasantness after unigram entropy was eliminated due to the high correlation with bigram entropy. Results offer reasonable interpretations and also illuminate the relative importance of the predictor variables. In particular, the regularity of the harmonic progression is in both cases the most important predictor.
Link do the research work: https://doi.org/10.1145/3375014
DATA_HARMCOMP_2
In this study,  we replace the human experts involved in the detection of (ir)regularity with artificial intelligence algorithms. We evaluated eight variables measuring entropy and information content, which can be analyzed for each musical piece using the computational model IDyOM. The algorithm was tested using 160 musical excerpts. A preliminary statistical analysis indicated that three of the eight variables were significant predictors of regularity (Ecpitch, ICcpintfref,andEcpintfref).  Additionally, we observed linear separation between regular and irregular excerpts;  therefore, we employed support vector machine and artificial neural network (ANN) algorithms with a linear kernel and a linear activation function, respectively, to predict regularity.  The final algorithms were capable of predicting regularity with an accuracy ranging from 89% for the ANN algorithm using only the most significant predictor to 100% for the ANN algorithm using all eight prediction variables. Link to the research article:  DOI: https://doi.org/10.34768/amcs-2020-0056
DOI: 10.17632/h3htv4rsvj.1
title: Materials for "Indirect Discharge of Electric Field Responsible for Gamma-ray Glow Production"

description: # Materials for "Indirect Discharge of Electric Field Responsible for Gamma-ray Glow Production" 

## About
This data repository contains data and materials used for Wada et al. "Indirect Discharge of Electric Field Responsible for Gamma-ray Glow Production" submitted to Geophysical Research Letters. If you have any questions or comments, please contact the corresponding author of the paper. 

## Contact 
Yuuki Wada (Graduate School of Engineering, Osaka University) wada (at) yuuki-wd.space
DOI: 10.17632/nns8rtrcfk.1
title: OPHTHALMIC EDUCATORS’ PERSPECTIVE ON THE IMPACT OF THE FIRST YEAR OF THE COVID-19 PANDEMIC ON OPHTHALMIC RESIDENCY TRAINING IN NIGERIA

description: Data on the perspective of ophthalmic educators at the peak of the reality and scare of the pandemic in the most populous black nation, Nigeria.  A nationwide survey of trainers in accredited ophthalmology residency training institutions.
DOI: 10.17632/3ysvv6fytd.1
title: INHIBITORY CONTROL, RESPONSE TIME, PLASMA BDNF CONCENTRATIONS AFTER A AEROBIC AND RESISTANCE EXERCISE BOUT IN MIDDLE-AGED AND OLDER ADULTS WITH TYPE 2 DIABETES 

description: This pilot study took part in a controlled clinical trial registry in the Brazilian Registry of Clinical Trial (register no. RBR86hfz5, WHO international clinical trials registry platform no. U1111-1202-6942).

Sample characteristics
Eleven physically active middle-aged and older adults (9 post-menopausal women/ 2 men) with a physician diagnosis of T2DM following American Diabetes Association criteria were recruited between September and October/17. 

Experimental design
In the within-subject counterbalanced trial, four visits were programmed to answer the research questions (Figure 1). The first visit was designed to baseline blood samples and cognitive screening. The second visit was intended for anthropometric measures, familiarisation with cognitive tasks, and physical testing to determine the intensity of exercise sessions. Then, at the subsequent two visits, the AER (aerobic exercise) and RES (resistance exercise) situations were performed in a counterbalanced design. Before and immediately after each exercise session, we evaluated cognitive tasks and collected blood samples. 
 
Physical testing and exercise protocol 
The exercise protocols were planned according to the recommendations of the American Diabetes Association for aerobic and resistance exercise in T2DM subjects (Kanaley et al. 2022). Exercise protocols were not energy expenditure matched and were designed to support a greater ecological validity. These 40-minute exercise sessions were interspaced by 72 h and occurred between 2:00 and 4:00 PM. 

The AER exercise intensity was determined by the six-minute walk test (6MWT). In 6MWT, participants should walk at maximal speed for six minutes in a 30-meter indoor room (Rikli and Jones 2013). In AER, participants should walk at 90-95% of the speed obtained in 6MWT. The RES exercise intensity was determined by 10-Repetition Maximum Test (10RM) following the 10-RM protocol guidelines (Baechle, Thomas R.; Earle, Roger 2008). In RES, participants performed eight strength exercises for upper and lower limbs (leg press, bench press, calf raises, front pulldown, knee extension machine, dumbbell shoulder press, wide-grip inclined cable row, and abdominal crunches). The subjects performed three sets of ten repetitions in each exercise, at 70% of 10-RM and 60 seconds of rest between sets. 

Plasma BDNF concentrations
Pre- and post-exercise blood samples were collected in EDTA tubes during the fed state and at the same hour (2-3 PM or 3-4 PM) to measure plasma BDNF concentrations. After collection and plasma separation (10 min, 3500rpm, and 4°C), samples were stored at -80° C until further BDNF determination using sandwich enzyme-linked immunosorbent assay (ELISA) with a commercial kit (DY248 DuoSet, R&D Systems™, MN, USA). Samples were diluted at 1:64 to fit the standard curve range (detection range: 23-1500 pg/ml).
DOI: 10.17632/mt7v2sv3cr.1
title: A central chaperone-like role for 14-3-3 proteins in human cells

description: Raw western blot, Autoradiograph, and Microscopy images for the data shown in Segal et al., Molecular Cell, 2023