cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.29128016.v2
title: Structural Classification of Unclassified PFAS using Molecular Fingerprints and Graph Networks

description: This project provides a network-based structural classification resource for 13,028 per- and polyfluoroalkyl substances (PFAS) from the U.S. EPA’s 2024 PFAS8a7v3 list. Using eight molecular fingerprinting methods and K-Nearest Neighbor Graphs (K-NNGs), we assign Proximity Classes to 288 previously unclassified PFAS compounds. The dataset includes Proximity Class outputs, UMAP coordinates, edge lists, and interactive 3D network visualizations across multiple neighborhood sizes. All files are designed for reuse in regulatory prioritization, chemical substitution, and machine learning applications.
DOI: 10.17632/zpg4ddttck
title: FAI Hydroponic Fodder GHG 2020 Data Worksheet

description: FAI Hydroponic Fodder GHG Data Worksheet (2020)
DOI: 10.6084/m9.figshare.5830932.v1
title: All_Spp_PA_OE_FENZ_classes.csv

description: Raw data for <i>Predicting New Zealand riverine fish reference assemblages</i>
DOI: 10.6084/m9.figshare.6448226.v1
title: Frequency analysis of minimum flows

description: ABSTRACT The study of minimum flows is increasingly important due to the relationship with ecosystem sustainability, the economy and its role as a sentinel of climate change. The aim of this paper is to contribute to the theoretical treatment of minimum extremes and, specifically, minimum flows. The method has two approaches: i) conventional; ii) asymptotic. In conventional analysis, the Weibull (W2) and Lognormal distributions of two parameters (LN2) were adjusted to the series of annual minimum flows and minimum averages of 7-day flows. In the asymptotic analysis approach two parent distributions, the distributions of all average daily flows, with power behavior for minimum flows, are investigated: i) Gamma; ii) LN2. The theory studied in this paper is applied to 11 gauged stations in the Iguaçu river basin with 48-year data series. It was concluded that the LN2 distribution presents the best fit according to the χ 2 test. It was found that the Gamma distribution, with respect to the minimums, tends to a power function, and consequently the W2 distribution. The parameters k, b and μ X , of the normalized annual minimum flow series are well-fitted to the LN2 distribution. According to both approaches, LN2 can be recommended for studies of minimum flows in the Iguaçu river basin.
DOI: 10.17632/2h6975kdsx
title: Isolated Bengali Vowel and Word Speech Sounds

description: This dataset includes two separate datasets---one for vowel and another for words. Seven isolated Bengali vowels (/অ/ [/ɔ/], /আ/ [/a/], /ই/ [/i/], /উ/ [/u/], /ঋ/ [/ri/], /এ/ [/e/], /ঐ/ [/oi/]) and seven isolated Bengali words (বোতল, বন, কপি, দোকোন, শেষ, সঠিক, উপরে) were collected at Khulna University of Engineering and Technology, Khulna 9203, Bangladesh. We collected these speech sounds from twenty male and female volunteers (age 20-26 years) having Bengali as their first language. We guided the speakers to pronounce each vowel and word in a different local accent along with a normal accent. Thus, we produced 40 data in each class of the two datasets, i.e., each of the vowel classes (অ, আ, etc.) contains 40 data and each of the word class (বোতল, বন, etc.) also contains 40 data.
DOI: 10.17632/38w3bpjr6w
title: Data: Fostering Socio-Emotional Competencies in Children with Autism using a Parent-Assisted Serious Game: A Multicenter Randomized Controlled Trial

description: The data set refers to a multicenter randomized controlled trial that was conducted to test the effectiveness of the parent-assisted serious game "Zirkus Empathico" against an active control group. Eighty-two children aged 5-10 years with ASC were assessed at baseline, after six weeks of treatment, and three-month follow-up. Parent-rated empathy (GEM) and emotion recognition skills (KERMIT) were defined as the primary outcomes. The secondary outcomes included measures of distant emotion recognition (EKMAN), emotional awareness (LEAS-C), emotion regulation (ERC ER; N/L), autism social symptomatology (SRS parent/teacher rating), and subjective therapy goals (GAS). Data from all randomized participants was used for primary and secondary analyses according to the intention-to-treat principle. The training effects were estimated using path analyses with maximum likelihood estimation and robust ‘Huber-White’ standard errors (MLR). We specified three different path models to test our hypotheses. Please see the provided R scripts for a detailed description of the analyses. All the analyses were conducted using the RStudio software version 1.3.1073 (RStudio Team, 2015).
DOI: 10.17632/3ggxwf2vpr
title: Indoor Object Detection Dataset

description: The indoor object detection dataset is divided into three parts: the training set (94%), validation set (4%), and test set (2%), with 12,012 images for training, 490 for validation, and 245 for testing. The dataset contains a total of 12,747 images. The dataset is organized into seven classes, which are fire extinguisher, shelf, door, table, human, chair, and bin. The dataset class distribution for 7 classes: 2,693 fire extinguishers, 1,384 shelves, 8,530 doors, 3,959 tables, 5,010 humans, 9,687 chairs, and 3,475 bins. Moreover, in the training split, the chair class is most prevalent with 9,090 instances, followed by doors (8,050), humans (4,711), tables (3,731), bins (3,275), fire‑extinguishers (2,547) and shelves (1,316). The validation set shows a similar hierarchy—chairs (429) leading, then doors (305), humans (216), tables (161), bins (135), fire‑extinguishers (97) and shelves (48). In the test split, doors edge ahead with 175 instances, while chairs follow closely at 168, then humans (83), tables (67), bins (65), fire‑extinguishers (49) and shelves (20). In addition, preprocessing steps included auto-orientation and resizing all images to 640×640. To improve generalization for real-world applications, we applied data augmentation techniques, including horizontal and vertical flipping, 90-degree rotations (clockwise, counterclockwise, and upside down), random rotations within -15° to +15°, shearing within ±10° horizontally and vertically, and brightness adjustments between -15% and +15%. Additionally, this annotated, preprocessed, and augmented dataset enhances object detection accuracy in indoor scenes.
DOI: 10.17632/r34sk3mg2r
title: SUPPLEMENTARY MATERIAL - Sustained hair regrowth with continued ritlecitinib treatment through Week 48 in patients with alopecia areata with or without early target responses: post hoc analysis of the ALLEGRO phase 2b/3 trial

description: Supplemental Data, Plain Language Summary, and Video Abstract to accompany article: Piliang et al., Sustained hair regrowth with continued ritlecitinib treatment through Week 48 in patients with alopecia areata with or without early target responses: post hoc analysis of the ALLEGRO phase 2b/3 trial
DOI: 10.6084/m9.figshare.14552697.v4
title: SOMAS

description: SOMAS dataset and XYZ files
DOI: 10.6084/m9.figshare.24354952.v1
title: NDI DATA SET

description: This dataset contains the raw data used to test the psychometric properties of the NDI Hindi version. A codebook of the dataset and computation of MCD 95% CI is also attached.
DOI: 10.6084/m9.figshare.28795523.v2
title: Alzheimer's disease

description: 本研究评估了姜黄素、光果甘草及其组合在阿尔茨海默病 （AD） 小鼠模型中的治疗效果。
DOI: 10.17632/7sx9288bmx
title: Italian public perception of the Russian invasion of Ukraine

description: The test contained 41 questions in total, measured with different scales, divided into 6 thematic areas. 
The questions exploring the Italian population's reaction to the Russian invasion of Ukraine in February 2022, and monitoring this reaction for the first six months of the attack through a six-round survey. Each round involved a representative sample of approximately 1,010 (1,007 -1,015) Italian adult citizens. Participants were asked questions about emotional reactions to the Russian invasion, coping strategies used, solidarity behaviour toward Ukrainian refugees, perceptions of refugees as a threat to the country, trust in national and international authorities to manage the international situation, and prospects for the future. Demographic data of the respondents were also collected.
DOI: 10.17632/mjbz4vpdw8
title: Southwestward growth of plateau surfaces in eastern Tibet

description: This file encompasses 1 supplementary text, 3 Figures and 8 Tables, including protocols for the dating methods, sample information, geomorphic characteristics of the Zuogong, Markam and Weixi plateaux, new geochronology and thermochronology results, and input parameters of thermal-history modelling, as well as a compilation of available thermochronology data and exhumation/erosion rates of Cenozoic tectonics and river incision in eastern Tibet.
Supplementary text (Materials and Methods): Zircon U-Pb geochronology, apatite fission track and zircon and apatite (U-Th)/He, and inverse modeling.
Figure S1. Shaded topographic map and topographic swath superimposed by relict plateau surfaces and available thermochronological data around eastern Himalayan syntaxis. 
Figure S2. Geomorphic expression of the Zuogong, Markam and Weixi plateaux.
Figure S3. Thermal histories of the rocks in the Zuogong, Markam and Weixi plateaux derived from QTQt inverse modeling. 
Table S1. Exhumation or erosion rates of Cenozoic tectonics and river incision, as well as million to millennial timescale erosion since stabilization of low-relief plateau surfaces.
Table S2. Sample locations and dating information from low-relief plateau surfaces.
Table S3. Zircon U-Pb geochronologic data analyzed by Laser-Ablation ICP Mass Spectrometery.
Table S4. Apatite fission track data.
Table S5. Apatite (U-Th)/He data.
Table S6. Zircon (U-Th)/He data.
Table S7. A collection of available thermochronological data.
Table S8. Thermal history model input table modified from Flowers et al. (2015).
DOI: 10.17632/syxfwbh473
title: FAJAR Jurnal Pendidikan Islam

description: FAJAR: Jurnal Pendidikan Islam diterbitkan oleh Program Studi Pendidikan Agama Islam Fakultas Tarbiyah Universitas Islam Jember merupakan wadah publikasi yang berupa hasil penelitian dan kajian ilmiah Dosen, Guru, Praktisi, Pengawas, dan Mahasiswa yang membahas tentang permasalahan Pembelajaran Pendidikan Agama Islam dan pemikiran Tokoh Pendidikan Agama Islam.

FAJAR: Jurnal Pendidikan Islam diterbitkan secara berkala setiap dua kali dalam satu tahun, pada periode Maret dan September. Kami secara terus menerus akan berupaya meningkatkan kualitas jurnal ini, dan berharap jurnal ini dapat bermanfaat bagi pengembangan kualitas para akademisi dalam bidang Pendidikan Islam.
DOI: 10.17632/tkbdtvpht9
title: The Sounding Data

description: Using global high-altitude meteorological data from the University of Wyoming（ https://weather.uwyo.edu/upperair/sounding.html ）The original data includes air pressure, altitude, temperature, dew point, wind direction, wind speed, meridional wind speed, latitudinal wind speed, as well as observation time, latitude and longitude, and elevation information from sounding stations. This article collected a total of 156135 sounding records from 11 stations at two time intervals of 00:00 and 12:00. After processsed,there are 6 columns of data, including air pressure, altitude, temperature, dew point, wind direction, and wind speed in 9590026 lines.
DOI: 10.6084/m9.figshare.1416317.v2
title: IN SILICO PHARMACOPHORE SCREENING OF ANTI - CANCER DRUG AGAINST LEPROSY CAUSING PROTEIN SHMT

description: Leprosy and its interaction with man is one of suffering and misunderstanding. The newest research suggests that at least as early as 4000 B.C. individuals had been infected with Mycobacterium leprae. The disease develops slowly and results in skin lesions and deformities, most often affecting the cooler places on the body such as eyes, nose, earlobes, hands, feet, and testicles. The skin lesions and deformities can be very disfiguring and are the reason that infected individuals historically were considered outcasts in many cultures. The protein Serine hydroxyl-methyl-transferase (SHMT) play a key role in cell physiology as it participate in the different inter conversion pathway of folate coenzymes. Therefore,present work demonstrates to insilico pharmacophore screening, homology modeling and its validation, anticancer drug interaction against Leprosy causing Protein SHMT. The selected compounds were further analyzed and refined using drug - like filters and ADMET analysis. Finally, 25 hits with different scaffolds were picked out for docking studies. These seven hits were predicted to have high inhibitory activity and good ADMET properties; they may act as novel leads for SHMT inhibit ors designing. <strong>Keywords: </strong>Leprosy, Mycobacterium leprae, SHMT
DOI: 10.6084/m9.figshare.5537545.v1
title: Supplementary Material for: Online Education and e-Consent for GeneScreen, a Preventive Genomic Screening Study

description: <b><i>Background:</i></b> Online study recruitment is increasingly popular, but we know little about the decision making that goes into joining studies in this manner. In GeneScreen, a genomic screening study that utilized online education and consent, we investigated participants' perceived ease when deciding to join and their understanding of key study features. <b><i>Methods:</i></b> Individuals were recruited via mailings that directed them to a website where they could learn more about GeneScreen, consent to participate, and complete a survey. <b><i>Results:</i></b> Participants found it easy to decide to join GeneScreen and had a good understanding of study features. Multiple regression analyses revealed that ease of deciding to join was related to confidence in one's genetic self-efficacy, limited concerns about genetic screening, trust in and lack of frustration using the website, and the ability to spend a limited time on the website. Understanding of study features was related to using the Internet more frequently and attaining more information about GeneScreen conditions. <b><i>Conclusions:</i></b> The ease of deciding to join a genomic screening study and comprehension of its key features should be treated as different phenomena in research and practice. There is a need for a more nuanced understanding of how individuals respond to web-based consent information.
DOI: 10.17632/2rjg6v32d8
title: Data for: The Development of Stationary Battery Storage Systems in Germany – A Market Review

description: The Forschungszentrum Jülich (FZJ IEK-3) has been collecting the data of large-scale battery storage systems (LSS) in Germany since 2012. It contains location, installed capacity, installed power, investment, battery technology, commissioning date, operational status, area of application, and further information on the different LSS projects. We conducted our research through the evaluation of many press releases, prequalification results for ancillary services and bilateral contact to project planners and owners. The database is constantly updated. It contains both realized and planned BSS. The database is not exhaustive, as not all realized projects have publicly available information that can be included in it. Furthermore, storage systems outside of Germany, which are operating at least partly on the German market, are not included in the database. The project-specific sources are also included in the database to make the extended search for any information easier. The database was published together with our paper "The Development of Stationary Battery Storage Systems in Germany – A Market Review".
DOI: 10.17632/5m65gjs4sy
title: Replication Codes Q

description: Replication package for the paper 'Q: Risk, Rents, or Growth?' (Alexandre Corhay, Howard Kung, and Lukas Schmid)
DOI: 10.17632/fkyrwttynj
title: Northern Malawi (Nyika Plateau) Low-Temperature Thermochronology Data

description: Apatite fission track, Apatite (U-Th-Sm)/He and Zircon (U-Th)/He data for the northern Malawi, Nyika plateau region.
DOI: 10.6084/m9.figshare.17125025.v1
title: EMDS-6

description: In EMDS-6, there are 21 classes of environmental microorganisms (EMs). In each calss, there are 40 EM original images and their corresponding binary groud truth images. In ground truth images, the foreground is white and background is black.
DOI: 10.6084/m9.figshare.23977620.v1
title: Art for Schools_Phase 1_STUDENT DATA and Research Instruments

description: Aggregated, anoymised dataset from pre-intervention and post-intervention questionnaires conducted with students aged 8-9 years: part of a wider investigation into stakeholders' views of an arts programme provided by gallery educators for primary schools in England.
DOI: 10.17632/4sgf4t7nmm
title: Non-zero Onset Vietnamese Speech Dataset

description: This dataset consists of 348 non-zero onset Vietnamese speeches (with their transcripts and the labeled start and end times of each speech) extracted from approximately 30-hour of FPT Open Speech Data (released publicly in 2018 by FPT Corporation). The extraction process was done automatically by a Python program written by the contributor. The speeches are in *.mp3 format while the transcript file is in *.txt format with utf-8 encoding scheme. The dataset is useful for any onset detection research and development since the start and end times of each speech are already labeled. Copyright 2018 FPT Corporation Permission is hereby granted, free of charge, non-exclusive, worldwide, irrevocable, to any person obtaining a copy of this data or software and associated documentation files (the “Data or Software”), to deal in the Data or Software without restriction, including without limitation the rights to use, copy, modify, remix, transform, merge, build upon, publish, distribute and redistribute, sublicense, and/or sell copies of the Data or Software, for any purpose, even commercially, and to permit persons to whom the Data or Software is furnished to do so, subject to the following conditions: The above copyright notice, and this permission notice, and indication of any modification to the Data or Software, shall be included in all copies or substantial portions of the Data or Software. THE DATA OR SOFTWARE IS PROVIDED “AS IS”, WITHOUT WARRANTY OF ANY KIND, EXPRESS OR IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, OUT OF OR IN CONNECTION WITH THE DATA OR SOFTWARE OR THE USE OR OTHER DEALINGS IN THE DATA OR SOFTWARE. Patent and trademark rights are not licensed under this FPT Public License.
DOI: 10.17632/kdm6vrj8cc
title: Data for: Chronic nutrient inputs affect stream macroinvertebrate communities more than acute inputs: an experiment manipulating phosphorus, nitrogen and sediment

description: Benthic macroinvertebrate dataset
DOI: 10.17632/vc9gkt369r
title: Anti-inflammatory kavalactones from Alpinia zerumbet

description: NMR data of a new kavalactone derivative (aniba dimer C)
DOI: 10.6084/m9.figshare.26181209.v2
title: Dissolved Carbon Concentrations in Bohai Sea Seawater, Adjacent River Waters, and Coastal Groundwater

description: Two field campaigns were conducted in April (dry season) and August 2017 (wet season). A total of 514 water samples (83 river samples, 91 groundwater samples and 340 seawater samples) were collected to analyze DIC, DOC, and TA. Our observations cover the entire Bohai Sea and its coastline to capture the full range of hydrogeological conditions. Saline groundwater samples were extracted from the intertidal zone at depths of 0.5–2 m below the ground surface using push-point sampler (MHE instruments) and a peristaltic pump, while fresh groundwater samples were collected from inland monitoring wells at ~10 m. Seawater, fresh river water and estuary water samples were collected ~ 0.5 m below the surface. DOC samples underwent filtration through 0.7 µm GF/F filters and acidification to pH &lt; 2 with H3PO4 before storage in borosilicate vials. DIC samples were collected with no headspace and preserved with 100 µL of saturated HgCl2 solution. Salinity, oxidation-reduction potential (ORP), and pH were measured in situ for all samples using a handheld multi-parameter water quality meter (HI9829, HANNA, Italia). DOC and DIC concentrations were measured using a total organic carbon/nitrogen analyzer (Multi N/C 3100 Analyzer, Germany). Triplicate measurements were performed for all DIC and DOC samples, showing a relative standard deviation below 3%. TA was measured in situ using a digital titrator (Hach) with 0.08 N H2SO4 with analytical precision of 2 μmol L-1.
DOI: 10.6084/m9.figshare.28928051.v1
title: Supplementary data

description: This folder contains supplementary data used to generate figures and results for "The Looming Threat of Material Price Surges to Decarbonization in Developing Economies" by Pengfei Yuan et alall_metal_scenario_means contains data in Fig. 1.
DOI: 10.15468/dl.4e9twz
title: Occurrence Download

description: A dataset containing 61873544 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "License is CC0 1.0",
 "Year 2010-2017"
 ]
}

 The dataset includes 61873544 records from 1001 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013001-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/4tkphyg457
title: Data for: Application of life-dependent material parameters to lifetime calculation under multiaxial constant- and variable-amplitude loading

description: The data includes all necessary information for repeating the calculations, such as the specimen diameters, force amplitudes, β angles and experimental fatigue lives N_exp, are included. The registered force amplitude histories for all specimens subjected to variable-amplitude loading are stored.