cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/97y2z8p2y6
title: Supplemental data files for: Neoproterozoic Amalgamation and Mesozoic Structural Reactivation of the South China Block: New Insights from Magnetotelluric Data

description: Data files for a Magnetotellurics array study on the deep geo-electrical structure of the lithospheric structure in the South China Block, conducted by China University of Geosciences Beijing.
DOI: 10.17632/2ybzk7hbp2.1
title: Brazilian indoor thermal comfort database

description: The Brazilian indoor thermal comfort database is a set of information related to the indoor thermal environment and the occupants’ characterization and thermal perception (right-here-right-now survey). The data collected came from field studies conducted indoors during daily occupation – “real” environments with occupants performing their habitual activities. The documented data was obtained through field studies in universities classrooms and offices in Brazil. 
According to the international measurement protocols recurrent in base surveys (De Dear, Brager and Cooper, 1997; De Dear and Brager, 1998; ASHRAE, 2010), the physical variables related to the indoor thermal environment (air temperature, mean radiant temperature, relative humidity and air velocity) were recorded by appropriated and previously calibrated instruments, while the subjective responses from the occupants and their personal antropometric information were documented in questionnaires. More details on the Brazilian thermal comfort database project can be accessed in: <https://labeee.ufsc.br/projetos/base-brasileira-de-dados-em-conforto-termico>).
DOI: 10.17632/rzth4wtvfx.1
title: Dataset to determine the boil-up rate variation of pressure drop over the distillation Column

description: the data set entails the variation of boil-up rate of pressure drop on the power input in kW in armfield UOP CC 33,) for a different experimental run. As the velocity of the vapours passing the column increases then so does the overall pressure drop. The velocity was controlled by varying the boil-up rate which was done by varying the power input in the re boiler. Under condition with no liquid present, the sieve tray will be behave like an orifice in the pressure drop which will be proportional to the square of the velocity.
DOI: 10.17632/4pvs4w3dng.1
title: Prediction of pIC50 bioactive values based on knowledge priors and attention neural networks

description: Certainly! Here's a refined version of your text:

The ERα data set is utilized for predicting the bioactive values of pIC50, encompassing 1974 compounds. The dataset includes SMILES representations along with corresponding IC50 values or pIC50 values of ERα. The IC50 (semi-inhibitory concentration) value serves as an indicator of the biological activity level, where lower values suggest greater effectiveness in inhibiting ERα. The pIC50 value is derived by taking the negative logarithm of IC50, with higher values indicating enhanced activity in inhibiting ERα. In this study, pIC50 is employed as the dependent variable for prediction.
DOI: 10.17632/289kxpnp57.1
title: Portrait Painting Dataset For Different Movements

description: The dataset is created for article: Novel Features for Art Movement Classification of Portrait Paintings The primary data source of the portrait painting dataset in that paper is from WikiArt: A well organized huge database consists of more than 80,000 fine-art paintings in 27 different artistic styles, ranging from fifteen centuries to modern times. We created this new dataset because most of the existing datasets consist of art works with a large variation of painting content. In our research, we want to focus on portrait paintings from different art movements as portrait artworks are a major painting content in lots of art movements. There are two datasets uploaded, orgimg and faces_6class. Both include six significant art movements in art history: High Renaissance, Impressionism, Northern Renaissance, Post Impressionism, Rococo, and Ukiyo-e. The 'orgimg' is a collection of portrait paintings, while 'faces_6class' is a cropped face area from 'orgimg'. Note that there are several images from 'orgimg' that can crop out multiple faces since a certain original image could contain several faces.
DOI: 10.17632/wwkrw3p9xt.1
title: Data for: Black carbon emissions from flaring in Russia in the period 2012-2017

description: The data contains new estimates for black carbon emissions from flaring in Russia for the period 2012-2017. Flaring locations and the flared gas volume were estimated from Visible Infrared Imaging Radiometer Suite (VIIRS). Black carbon emissions at flare sites were calculated based on oil and gas field-type-specific emission factors.
DOI: 10.17632/2kjmzjyrmd.3
title: Ningbo Traditional Chinese Medicine Chinese Herb Medicine (NB - TCM - CHM) Dataset

description: We have established two datasets containing 20 types of Chinese herbal medicine fruits intended for the automatic recognition research of herbal medicines. The first dataset (Dataset 1) was obtained through Google search and contains 3,384 images. The second dataset (Dataset 2) was obtained from photographs of Chinese herbal medicine taken with a smartphone in a traditional Chinese medicine pharmacy, comprising 400 images. In Dataset 1 and Dataset 2, each type of Chinese medicine herb is stored in a separate folder, with the folder named after its name. The 20 classes of images are (1) Psoralea Corylifolia, (2) Alpinia Katsumadai Hayata, (3) Toosendan Fructus, (4) Kochiae Fructus, (5) Amomi Fructus Rotundus, (6) Rubi Fructus, (7) Lycii Fructus, (8) Trichosanhes Kirilowii, (9) Rosae Laevigatae Frucyus, (10) Semen Armeniacae Amarum, (11) Forsythiae Fructus, (12) Chaenomelis Fructus, (13) Amomi Fructus, (14) Crataegi Fructus, (15) Cornifructus, (16) Persicae Semen, (17) Mume Fructus, (18) Schisandrae Chinensis Fructus, (19) Foeniculi Fructus, (20) Gardeniae Fructus. The two datasets form a Ningbo Traditional Chinese Medicine Chinese Herb Medicine (NB - TCM - CHM) Dataset.
DOI: 10.17632/7t7fn6bzjr.2
title: Red cotton bug_Temperature based phenology model_dataset

description: This dataset contains three main documents:
1. Raw data on temperature-based life cycle of red cotton bug Dysdercus koenigii (Pyrhocoriade: Heteroptera) collected in laboratory at six different temperatures between 15-35 oC which canbe very well used for constructing a temperature-based phenology model predicting potential population growth of the insect in response to temperature changes.

2. Real time maximum and minimum temperature data for 30 years (1995-2022) for six different geographical locations of India (Hisar, Junagadh, Akola, Nagpur, Parbhani and Coimbatore) for simulations of pest risk according to the temperature conditions of selected locations

3. A word document containing detailed information on data content, How data was collected, What are the file formats/structures of data arrangements for re-use, Dataset composition: Minimum number of sample size, replicated data with a final mean data presented, How data is being censored and the parameters worked out by the ILCYM software, Structure of data file for simulations using real-time data from various geographical locations. 

Use of the data:
Temperature-based phenology modelling and gis based risk mapping of the pest insect

Type of data:
Cohort based life table, wherein single life stage is evaluated separately at each of the test temperature

Method followed:
Cohort updating and rate summation approach Curry et al (1978)
Phenology modelling cetred on Cohort based life table using Insect Life Cycle Modelling Software (ILCYM) developed by International Potato Center, Lima, Peru (Tonnang et al., 2013; Sporleder et al., 2017)

Minimum sample size : 
Immature life stages: 100 individual insects per replication, experiments were three times replicated, so total 300 immature stages were evaluated at each test temperature

Adult life stages: 10 individual insects, each male and female adults separately at each of the test temperature, thrice replicated, total sample of 30 adults per test temperature
DOI: 10.17632/3fg6mh3jzs.1
title: Young Learners’ Intercultural Competence: Theoretical Construct and Ways of its Practical Application

description: This research can be considered significant as in the light of the current political situation the issue of peace and friendliness among nations plays a crucial role. Foreign languages can become a means of teaching peaceful and effective cooperation between people of various nations. The paper investigates the issue of defining the intercultural competence of young learners, in particular, of Russian elementary school children. The research objective is identifying and describing the components of intercultural competence of Russian young learners. The study is connected with both general scientific (analysis, synthesis, induction) and pedagogical methods (the method of studying advanced pedagogical experience, modeling). The leading European and Russian educational normative papers were analyzed for developing the construct of international competence of young learners. Subsequently the works of prominent scholars in the field of intercultural competence (Dr V. Safonova and Dr. M. Byram) were examined. As a result of the analyses and syntheses of these materials the construct of intercultural competence was proposed. The construct includes a set of knowledge, skills, acquired practices, abilities and attitudes that elementary school students are to acquire for effective intercultural communication. A number of developed practical ways of developing elementary school children intercultural competence contribute to the scientific novelty of the study. Several international projects viewed as one of the ways to develop young learners' intercultural competence are described and analyzed. These projects are specifically developed by the authors and aimed at forming elementary schoolchildren's intercultural competence.
DOI: 10.17632/n8ddttfpxn.2
title: Data on COVID-19 pandemic, and tourism customers behavior

description: Data on COVID-19 pandemic, and tourism customers behavior
DOI: 10.17632/d9gtv85dw5.1
title: IFRI Multiple Benefits from Forest Commons

description: IFRI research program is a network of collaborative research centres across North and South America, Africa, Asia, and Europe with a focus on case studies and analyses of local forest governance and forest resource outcomes in diverse socio‐political, ecological, and institutional contexts. IFRI sites are broadly representative of forests and the range of forest management regimes that exist in human‐dominated landscapes throughout the tropics (Congo Basin in Central Africa, Amazon Basin across nine Latin American countries, and Borneo across Indonesia and Malaysia). The dataset used for this analysis was drawn from the October 2018 compiled version of the full IFRI Database covering 1028 forests and villages in 26 countries. Our criteria for case selection excluded forests outside of the low‐income tropics, forests less than 5ha, and those with absent plot vegetation data. In cases where a forest had longitudinal data, we used the visit date with the most recent plot data available. These exclusions yielded a dataset of 314 forests in 15 countries located across Asia, Africa, and Latin America. Biomass, Biodiversity & Livelihoods We tested for pairwise strength of associations between our three benefits – Biomass, Biodiversity, and Livelihoods and a set of explanatory variables: Forest Size, Elevation, Population, Literacy, Food self-consumption (average number of months that households consume self-produced food), Commercial Value, Distance to market, Presence of association (Yes/No), Rulemaking (participation of local communities in making formal rules regarding governance of the forest), and Illegal Harvesting (None to Rampant). For each forest commons in our data, forest vegetation and biophysical data was collected in ~30 plots of 10 meters radius randomly distributed across the forest. We calculated the basal area of trees with a diameter greater than 10 cm at breast height. We calculated the non‐parametric Chao1 estimator of tree species richness as a proxy indicator for overall forest biodiversity using EstimateS. We measure livelihood contributions of forest commons by an index extracted through factor analysis of the proportions of (i) firewood, (ii) fodder, and (iii) timber for domestic use that each forest provides to local users. Using wards-linkage hierarchical clustering, we generated nested classes for 314 forests with Biomass, Biodiversity and Livelihoods as the component dimensions. Each cluster has observations that are similar to each other with respect to Biomass, Biodiversity, and Livelihoods, and dissimilar to forest commons in the other four clusters on the three dimensions. We divided the sample into five distinct groups; Sustainable Forests (119), Carbon Forests (23), Conservation Forests (88), Subsistence Forests (57), and Degraded Forests (27).
DOI: 10.17632/35dp3db8yj.1
title: RichSleep

description: RichSleep dataset contains overnight PSG sleep records of 24 subjects and corresponding label files. The dataset captured a total of eighteen physiological data in the PSG recordings, including six EEG channels ('F3-A2', 'F4-A1', 'C3-A2', 'C4-A1', 'O1-A2', 'O2-A1'), two EOG channels('EOG-L', 'EOG-R'), chin EMG, ECG, respiratory signals, snoring, leg movement, blood oxygen and carbon dioxide levels, chest and abdominal movement, and breath interval duration. The *xn.edf files are whole-night polysmnographic sleep recordings.The *xn-ann.txt files contain annotations of the sleep patterns that correspond to the PSGs. These patterns (hypnograms) consist of sleep stages W, 1, 2, 3, R . To minimize the effect of impedance on physiological signals, impedance was kept below 10 ohms during the collection process, with a sampling frequency of 200 Hz.
DOI: 10.17632/8ghkg576n7.3
title: Data for "Insights on the contradiction between the affinity and capacity of ferrihydrite towards As(III) and As(V): Surface reaction revisited"

description: This dataset is raw data associated with the paper entitled "Insights on the contradiction between the affinity and capacity of ferrihydrite towards As(III) and As(V): Surface reaction revisited" by Yuhong Huang et al.. The 15 worksheets in the excel file contain all table contents and data for all figures.
DOI: 10.17632/xk37cm6r34.1
title: Ribbit Rhythm Application

description: Ribbit Rhythms, a piano-themed rhythm game for Android, has been successfully developed. Through the GDLC methodology, the game development workflow was divided into multiple phases in an iterative process. This allows the game development to be built incrementally while listening to user feedback and testing results. Usability testing results show that the game is easy to play yet encourages the players to keep playing. The players enjoyed playing with different modes and felt challenged to achieve the highest score. Some users also remarked how the imported song would be greatly beneficial for piano practice. 
While Ribbit Rhythms has shown great potential, there are a few limitations to consider. The small number of participants and the varied levels of piano experience make it harder to apply these findings broadly. Additionally, the requirement of a MIDI device for input may restrict access for users without this equipment. A few suggestions on how this research could be further improved and developed include, adding more engaging modes, and increasing the number of playable octaves, expanding the platform on IoS and PCs. Additionally, the requirement of a MIDI device for input may restrict access for users without this device. Future suggestion for this game could solve this limitation by implementing alternative input methods, such as normal piano without the need for a special MIDI device. After some further adjustments, Ribbit Rhythms will be available to the public on the Play Store in the near future, allowing the public to benefit from its game-based approach to piano practice.
DOI: 10.17632/3xb4n9n6t4.1
title: Truths and Tales: Understanding Online Fake News Networks in South Korea

description: This study investigates the features of fake news networks and how they spread during the 2020 South Korean election. Using Actor-Network Theory (ANT), we assessed the network's central players and how they are connected. Results reveal the characteristics of the videoclips and channel networks responsible for the propagation of fake news. Analysis of the videoclip network reveals a high number of detected fake news videos and a high density of connections among users. Assessment of news videoclips on both actual and fake news networks reveals that the real news network is more concentrated. However, the scale of the network may play a role in these variations. Statistics for network centralization reveal that users are spread out over the network, pointing to its decentralized character. A closer look at the real and fake news networks inside videos and channels reveals similar trends. We find that the density of the real news videoclip network is higher than that of the fake news network, whereas the fake news channel networks are denser than their real news counterparts, which may indicate greater activity and interconnectedness in their transmission. We also found that fake news videoclips had more likes than real news videoclips, whereas real news videoclips had more dislikes than fake news videoclips. These findings strongly suggest that fake news videoclips are more accepted when people watch them on YouTube. In addition, we used semantic networks and automated content analysis to uncover common language patterns in fake news which helps us better understand the structure and dynamics of the networks involved in the dissemination of fake news. The findings reported here provide important insights on how fake news spread via social networks during the South Korean election of 2020. The results of this study have important implications for the campaign against fake news and ensuring factual coverage.
DOI: 10.17632/gh24xc9v68.1
title: Doxycycline for Central Centrifugal Cicatricial Alopecia (CCCA): A Single Center Retrospective Analysis

description: Supplementary Figure 1. Chart Review Analysis Method. CCCA=central centrifugal cicatricial alopecia, TC= topical corticosteroids, ILTAC= intralesional triamcinolone.

Supplementary Figure 2. Central scalp alopecia photographic scale in African American women. Reprinted from Olsen et al8 with permission from Wiley-Blackwell.

Supplementary Figure 3. Detailed analysis of the change in clinical grade highlighting improvement in hair loss patterns in doxycycline-treated group 1 vs group 2.

Supplementary Table 1. Demographic Parameters and Clinical Characteristics of Study Population

Supplementary Table 2. Treatment Response Characteristics
DOI: 10.17632/b33vwydv8f.1
title: Data for: Early mover advantage in RSPO certification: a panel evidence of plantation companies

description: Financial data of plantation companies listed in KLSE, 2000-2016.
DOI: 10.17632/9zrgsk2863.1
title: “INTER RATER RELIABILITY AND CONCURRENT VALIDITY OF STROKE SPECIFIC SHOULDER DISABILITY INDEX: A CROSS SECTIONAL STUDY”

description: There are many scales developed for assessment of upper extremity functions in stroke patients. But they could not include the shoulder domains like shoulder pain, subluxation, ROM and quality of life. A validated scale i.e. SSSDI was developed which covers all domains. Intra-rater reliability and content validity of this scale is already estimated. There is no specific study until date which calculates the inter-rater reliability and concurrent validity of SSSDI. So it is necessary to conduct a study which shows inter-rater reliability and concurrent validity of this scale. The objective of this study is to measure the inter-rater reliability and concurrent validity of this scale. So that researcher and clinicians use this scale effectively in clinics and academics purpose.
DOI: 10.17632/9sgpn5mdzs.1
title: Supplementary Online Repository for Modular Multilevel Converter Hardware and Simulation Comparison

description: Part of the supplementary data of the thesis "Modular Multilevel Converter Hardware and Simulation Comparison", written by Theodor Heath and submitted for the degree of PhD at the University of Manchester in 2019. Uploaded files include printed circuit board schematics and layouts for a number of designs used by the converter hardware prototype and the system code to control the converter hardware prototype using the distributed control architecture described in the thesis. Design files in Altium schdoc. and pcbdoc. and control programs in Verilog and LabVIEW 2016.
DOI: 10.17632/kgd3bbdwbf.1
title: Journal of Islamic Education; No. 34

description: The journal is set to publish original articles on a wide range of issues including;

 Philosophy of Islamic education;
 Schools and approaches to Islamic education;
 Educational jurisprudence (Fiqh);
 Foundations, principles and methodology of Islamic education;
 History of Islamic education;
 Educational thoughts, views and ideas of Muslim scholars;
 Educational sciences such as educational management, curriculum planning and educational psychology with an Islamic approach;
 Comparative studies;
 The areas and dimensions of education in Islam include religious education, devotional education, moral education, sexual education, political education, and so on;
 Methodology of research in Islamic education;
 Examining different aspects of formal education with Islamic perspective;