cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.22152128.v1
title: Dataset of BLC Lake.xlsx

description: Carbonate geochemistry, including species, content, and isotopic compositions, in the Beilianchi (BLC) Lake, northern China, was obtained. Carbonate species were identified using X-ray diffraction (XRD) and results show that carbonate consists of proto-dolomite and calcite. The dolomite and calcite contents were determined by a Nicolet 6700 Fourier transform infrared reflectance (FTIR) with a diffuse reflectance attachment (Meng et al., 2015). The C-O isotopic compositions of bulk carbonate were determined using a Thermo-Fisher MAT 253 plus mass spectrometer equipped with a Kiel preparation system through the reaction with 100% phosphoric acid. The δ13C and δ18O results are reported relative to Vienna Pee Dee Belemnite (VPDB) standard. The analytical error for both the δ13C and δ18O is better than 0.1‰. This dataset can help to reconstruct the effective moisture change in northern China.
DOI: 10.6084/m9.figshare.26239868.v1
title: wpa_model_rf.joblib

description: Weights for CS2 Random Forest Machine Learning Model that can be used with the Awpy demo parser.
DOI: 10.6084/m9.figshare.23929422.v1
title: CellTagged adipocyte precursors with Sox9-overexpressing preadipocytes (Cd9+) by single-cell RNA-seq at P32 in mouse skin adipose tissue

description: 10,734 single cells; whole transcriptomic data after quality control and filtering and other processing. 10X Genomics. Capybara scores and identities are included with own classification of P21 APCs used as reference. CellTags identify progenitors (Dpp4+) and preadipocytes (Cd9+) sorted by FACS with over-expression of Sox9, and a control CellTagged populations. See Figure 4G in https://www.biorxiv.org/content/10.1101/2023.06.01.543318v1.
DOI: 10.6084/m9.figshare.28466084.v1
title: SCZ_MWAS_meta_analysis_GSE80417_GSE152027_GSE84727.csv

description: Objective: This study sought to determine if the R package LDpred2, designed for polygenic risk score creation for genome-wide association studies using summary statistics, could be adapted for deriving DNA methylation scores from methylome-wide association studies. Recognizing that linkage disequilibrium, used as prior in LDpred2, does not apply to methylation, we explored co-methylated regions and topologically associating domains as alternative structural priors for correlation between methylation sites. A genomic sliding-window approach was also tested. The performance of the LDpred2-based models was evaluated on methylation data from schizophrenia and control samples (N=1,227). Results: LDpred2 models employing topologically associating domains and sliding window clusters as priors performed similarly to existing methods, explaining approximately 3.6% of schizophrenia phenotypic variance. The co-methylated regions model underperformed due to insufficient clustering of probes. The similarity in performance between the model using topologically associating domains and a null model consisting of random clusters suggests that the structural information provided by these domains enhances performance only marginally. In conclusion, while LDpred2 can be adapted for methylation data, it does not substantially enhance methylation score performance over existing methods, and the choice of structural prior may not be a critical factor .
DOI: 10.17632/d2kt6gnbmp
title: Logistics Performance Index and CIA Factbook

description: This database integrates information from the LPI 2023 (World Bank) with data on infrastructure, transportation, and energy from 139 countries. The information was obtained from the CIA platform. The database contains 82 data columns. This data is updated as of July 2023.
DOI: 10.17632/g5csrtddt4
title: Data for: Preparation and characterization of 12-HSA-based organogels as injectable implants for the controlled delivery of hydrophilic and lipophilic therapeutic agents

description: Raw data and statistical analyses
DOI: 10.17632/8phcfm2b5b
title: Simulated data set, and its R script, which was used to obtain the results provided in this paper.

description: Simulated data set, and its R script, which was used to obtain the results provided in this paper.
DOI: 10.17632/byyjd7kmvd
title: Holy Quran Kurdish Sorani Translation Dataset (HQKSTD)

description: The Kurdish Quranic Corpus is a comprehensive parallel dataset containing translations of the Holy Quran in Kurdish, alongside the original Arabic text and English translations. This valuable linguistic resource has been meticulously compiled through the collaborative efforts of theological experts in Quranic studies and Kurdish language scholars, ensuring both religious accuracy and linguistic authenticity. The corpus is structured across two primary Excel files: a raw text file containing the original translations and a cleaned version optimized for computational processing.

Each entry in the dataset is richly annotated with essential metadata, including the name of the Surah in both Arabic and Kurdish, the Surah number, its classification as either Makki or Madani, and the verse (Ayah) numbers. The corpus encompasses all 114 Surahs of the Holy Quran, comprising 6,236 verses, with 86 Makki and 28 Madani Surahs. This systematic organization facilitates easy access and reference for researchers and practitioners working with the text.

The dataset has been specifically designed to support a wide range of Natural Language Processing (NLP) applications. It serves as an invaluable resource for tasks such as machine translation, particularly for developing systems capable of translating between Arabic and Kurdish religious texts. Additionally, the corpus can be utilized for sentiment analysis, text classification, and the development of Kurdish language models pre-trained on religious texts. The inclusion of English translations further enhances its utility for multilingual NLP applications and comparative linguistic studies.

The technical implementation of the corpus pays careful attention to the specific requirements of processing Arabic and Kurdish texts. All content is encoded in UTF-8 to ensure proper handling of both languages' character sets, and the data structure accommodates right-to-left (RTL) text directionality. The cleaned version of the dataset offers normalized text with standardized character encodings and consistent formatting, making it immediately suitable for computational processing. This thoughtful preparation makes the corpus an ideal resource for researchers working on Kurdish language technology and religious text analysis.

This corpus represents a significant contribution to both computational linguistics and religious studies, bridging the gap between traditional Islamic texts and modern NLP applications. It opens new avenues for research in Kurdish language processing and provides a foundation for developing specialized language models for religious text analysis. The careful attention to both theological accuracy and linguistic precision makes this resource particularly valuable for researchers working at the intersection of religious studies and computational linguistics.
DOI: 10.17632/s4h2p5k7zh
title: SchynsLab - MEG - Third Pathway

description: This dataset contains code and data for The Brain Computes Dynamic Facial Movements for Emotion Categorization Using a Third Pathway, including behvioral data, analyzed MEG data, experimental code, preprocessing code and analysis code.
DOI: 10.6084/m9.figshare.1213781.v1
title: Example calcium imaging of C. elegans swimming in M9 with 50% dextran

description: This is a representative data file of calcium imaging of a worm swimming in M9 + 50% dextran. The .mat files require the .m files in image-processing-code.zip to be opened.
DOI: 10.6084/m9.figshare.22691302.v2
title: Untitled Item

description: The MIDOG++ dataset represents an extension of the data set used in the MIDOG 2021 and 2022 challenges. We provide region of interest images from 503 histological specimens of seven different tumor types with variable morphology: breast carcinoma, lung carcinoma, lymphosarcoma, neuroendocrine tumor, cutaneous mast cell tumor, cutaneous melanoma, and (sub)cutaneous soft tissue sarcoma. The human and canine samples were processed and stained at different human and veterinary pathology laboratories with standard H&E dye and digitized with different digital whole slide image scanners. We provide labels for 11,937 mitotic figures that have been differentiated against 14,351 imposter cells in a blinded consensus by two pathologists and a final decision by a third pathologist for disagreed labels.
DOI: 10.6084/m9.figshare.24539458.v1
title: Raw data of Articles that were produced from PubMed search using the included search string within the Journals listed in the Google metrics.

description: Stigmatizing language or non-person-centered language (PCL) has been shown to impact patients negatively, especially in the case of obesity. This has led many associations, such as the American Medical Association (AMA) and the International Committee of Medical Journal Editors (ICMJE) to enact guidelines prohibiting the use of stigmatizing language in medical research. In 2018, the AMA adopted PCL guidelines, including a specific obesity amendment that all researchers should adhere to. Our primary objective was to determine if PCL guidelines specific to obesity have been properly obeyed in the most interacted with sports medicine journals. We searched within PubMed for obesity-related articles between 2019 and 2022 published in the top ten most interacted sports medicine journals based on Google Metrics data. A predetermined list of stigmatizing and non-PCL terms/language was searched within each article.
DOI: 10.6084/m9.figshare.4595332.v1
title: MSCOCO Annotations in Torch T7 Format

description: This contains instances_train2014.t7 and instances_val2014.t7, converted from JSON for loading by Torch's COCO API as described here: https://gist.github.com/ryanfb/13bd5cf3d89d6b5e8acbd553256507f2#out-of-memory-loading-annotations-during-th-trainlua
DOI: 10.60893/figshare.jvb.27277947.v1
title: Supplement Number 1

description: Supplemental Information for Epitaxial SiGeSn Grown on Si by Ion Implantation Manuscript - Contains additional data (including tables and figures) for our XPS, RBS, TEM/EDS, SE results.
DOI: 10.17632/bw7jvhhd35
title: data foods PPEHPE oxidation
DOI: 10.17632/syhdb33jpt
title: Modeling SHH-driven medulloblastoma with patient iPS cell-derived neural stem cells

description: Additional raw data from Susanto et al
DOI: 10.6084/m9.figshare.3563757.v1
title: Supplement 1. Population projection matrices used in stochastic life table response experiment (SLTRE) analysis of the impacts of defoliation and shading on two and three populations of Cypripedium calceolus and Cephalanthera longifolia, respectively.

description: File List RawMatrices.csv -- (MD5: 4aacec375c600ff3fe151dccb83049a9) Description The data included in RawMatrices.csv consists of the raw matrices used in SLTRE analysis. The first 36 matrices comprise the <i>Cephalanthera</i> matrices, and the following 30 matrices comprise the <i>Cypripedium</i> matrices. Treatment, population, and year are given in comments at the head of each matrix.
DOI: 10.17632/gsrkzjbf2n
title: Data for: Integrated Product and Manufacturing System Platforms Supporting the Design of Personalized Medicines

description: The data output from modelling in CCM is attached as an excel-file. The model for MATLAB calculations; data filtration, population generation, performance assessment is attached.
DOI: 10.6084/m9.figshare.11968956.v1
title: L2 Section, Sample 26. 65 Year Old Female

description: A 3 mm thick para-sagittal slice of L2 vertebra from an 65 year old female embedded in PMMA then micro-milled block surfaces carbon coated for quantitative 20kV BSE SEM.<br><br>Later polished to remove coating and then imaged with high-contrast X-Ray Micro-tomography at 90 kV with 30 micron voxel size.
DOI: 10.17632/558jkx98rf
title: Digestive Acidification in Hagfish

description: Datasets are presented for Weinrauch et al. (In Prep). These are the functional transport data for proton secretion or ion absorption following feeding, or application of pharmacological agents. The first tab of the file describes each of the labels. Data are presented for each figure panel or the table. Experiments were conducted under the approval of the Canadian Council for Animal Care at Bamfield Marine Sciences Centre (RS17-03) and the University of Alberta (AUP 0001126) with a collection permit obtained from Fisheries and Oceans Canada (XR-136-2017). This dataset supports a study that investigated the mechanisms of digestive acidification in the Pacific hagfish.
DOI: 10.17632/5gzxb2bzs2
title: LieWaves

description: This dataset includes EEG signals for lie detection. EEG signals were collected using a wearable and portable EEG device called Emotiv Insight, which has 5 channels, from 27 different subjects. The subjects participated in two experiments, taking on the roles of deceivers and truth-tellers. In each experiment, a box with 5 different beads was given to the subjects, and they were instructed to take 2 beads from the box and place them in their pockets. In the first experiment, subjects were asked to decide whether to assume the role of a deceiver or a truth-teller. In the second experiment, they were required to take on the opposite role. During the experiments, subjects watched a video composed of images of the beads in the box placed in front of them. The video clip started with a 3-second black screen, followed by 2 seconds of bead images and 1 second of a black screen, repeating in this pattern. After obtaining EEG data, the initial 2 seconds of excessive signal data were removed from the raw data, resulting in a total of 75 seconds of EEG data. In the deceiver role, subjects clicked the button in their left hand labeled "no" if the displayed image matched the bead they took, and the button in their right hand labeled "yes" if it did not, thus deceiving about all the images. For the truth-teller role, the opposite actions were taken, clicking "yes" for the taken bead image and "no" for the not-taken bead image, thus telling the truth for all images. EEG signals were recorded following this procedure. The EEG signals underwent an offset removal process to obtain raw EEG data. Both raw data and preprocessed EEG data were stored in .csv format. The purpose of this dataset is to provide EEG signals for lie detection, offering an alternative and diverse dataset with different channel counts.
DOI: 10.17632/xpz3d7jhbp
title: Data for Deep Learning for Noninvasive Classification of Clustered Horticultural Crops – A Case for Banana Fruit Tiers

description: This real data has 194 collected banana tier images. It has two parts – the normal and the abnormal (reject) classes, having 139 and 55 samples, respectively. It can be observed the difficulty of classifying banana tiers based only on human recognition due to their clustered and varying physical structures. There are two excel files attached, the data_partition_normal_bananas and the data_partition_reject_bananas, where one can see the train-test data partitions for machine learning or deep learning application. In each file, there are five train-test sets for stratified sampling cross-validation purpose.
DOI: 10.6084/m9.figshare.28934222.v1
title: <b>Shared Molecular Mechanisms of Common Differentially Expressed Genes (C-DEGs) Linking Gallbladder Stones to Carcinogenesis: Integrated Bioinformatics and Experimental Validation</b>

description: Through comprehensive bioinformatics analysis and experimental validation, this study revealed common molecular mechanisms between GBS and GBC. We identified and validated 10 hub genes that exhibited significant differential expression in both conditions and were primarily involved in multiple cancer-related signaling pathways. Furthermore, we identified four transcription factors (E2F1, ETS2, EZH2, and MYC) showing differential co-expression in both GBS and GBC, which jointly regulated two hub genes (CDKN1A and MYC). These findings illuminate shared molecular mechanisms between GBS and GBC, providing novel insights for further investigation of their molecular pathological mechanisms and establishing an important theoretical foundation for future preventive and therapeutic strategies.
DOI: 10.17632/4j8nfpv9vh
title: Lignin hydrogel

description: Processed and raw data of the research work about synthesis of lignin-based hydrogel
DOI: 10.17632/989gp9rhtb
title: Data for: No glory without sacrifice – drivers of climate (in)action in the general population

description: Data are shared in csv-format and consist of 12 columns and 499 rows (with headings). The first line represents the respective index. The following columns describe the eight independent and three dependent variables of the regression models. “FOP_mean” is the mean index of the statements concerning feelings of powerlessness, “SAC_mean” is the mean index of the statements concerning willingness to sacrifice, “concern_mean” is the mean index of the statements regarding concern. “Knowledge” gives the accuracy scores without guessed answers for the ten climate statements that had to be answered. Gender is binary coded with female (0), male (1), not defined/no answer (NA). “age” is a metric variable, ranging from 18 to 72. “matura” is binary coded: without matura/high school degree (0), with matura/high school degree (1), not defined/no answer (NA). “partiesLR” represents left-wing (0) and right-wing (1) parties, not defined/no answer (NA). “conser_mean”, “social_mean” and “citizen_mean” represent mean indices for the behavior scales “conservation behavior”, “social climate protection” and “climate citizenship”. Data columns not relevant for this analysis were removed. Some variables have been recoded or were calculated from other variables. Further description of the data can be found in the method section of the paper. Data were collected in cooperation with the market research agency Norstat Deutschland GmbH.
DOI: 10.17632/zh3th25fxg
title: Eosinophils are Rare or Absent in DLE Supplemental Table #1

description: Mendeley supplemental table 1 for Eosinophils are Rare or Absent in Discoid Lupus Erythematosus: A Systematic Review
DOI: 10.6084/m9.figshare.14762967.v1
title: Appendices and Supplementary Material of Beutel et al., Patterns of morphological simplification and innovation in the megadiverse Holometabola (Insecta). Cladistics.

description: Appendices:I. Characters used in the analyses. II Apomorphies of Holometabola and its subgrous. III. References cited in appendices I and II.IV. Topology used for reconstruction of character evolution.Supplementary Data:<br>Data matrix (WinClada and NEXUS files).Visualisation of character evolution reconstructed for each character using maximum likelihood (ZIP-file).
DOI: 10.6084/m9.figshare.20771047.v2
title: Systematic evaluation of geoscience education programs that are designed for Indigenous students, or use Traditional Knowledge

description: The geoscience community has begun to grapple with the whiteness of the community and the harm and erasure of Indigenous communities done by earth and environmental scientists. We have come to understand that to recruit and retain Indigenous students, geoscience education needs to be culturally responsive by explicitly centering Indigenous students. This has created a great need for guidelines about how to approach and evaluate educational programs that are designed for Indigenous students, and/or use Traditional Knowledge. There are many recent initiatives, especially those led by Indigenous scientists and faculty, that have done this well. We present here a newly developed rubric and systematic review of publications about Indigenous geoscience initiatives for K-12, college education, and professional training. Our evaluation examines the implementation of the program, its content, approach (i.e., if the program used Indigenous ways of learning and knowing or taught Indigenous concepts in a western education framework) and research design. The goal of this review is to identify further areas of research, areas that need improvement, and to develop recommendations for similar future initiatives. Overall, the articles reviewed herein are consistently implementing multiple epistemologies, and explicitly centering and validating Indigenous culture. However, there is work to be done to improve the ways similar programs address racism, Indigenous identity, sovereignty, and data sovereignty moving forward.
DOI: 10.6084/m9.figshare.24294955.v2
title: Data for: <b>The Effect of Big Data Analytics Capability on Supply Chain Performance: The Role of Supply Chain Resilience.</b>

description: We investigate whether, when and how supply chain resilience connects big data analytics capabilities with supply chain performance.
DOI: 10.15468/dl.9rp7bk
title: Occurrence Download

description: A dataset containing 1509 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Thalia dealbata Fraser"
 ]
}

 The dataset includes 1509 records from 122 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013116-250525065834625/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/d8gsxym29n
title: Supplemental Table S1. List of variables analyzed with removal of outliers in a study in which lactating dairy cows were fed diets containing baleages harvested from alfalfa-grass mixture or red-clover grass mixture

description: Number of outliers removed from the data set per variable analyzed. This data set belongs to a study investigating the effect of diets containing alfalfa-grass or red clover-grass mixture on milk yield and composition, ruminal fermentation and microbiota taxa relative abundance, and nutrient utilization in dairy cows published in the Journal of Dairy Science (https://doi.org/10.3168/jds.2023-23836).
DOI: 10.17632/gd3sj6r6cw
title: Data for: 3296755

description: In the research study Pavement condition index, Spot speed, Skid resistance, Pavement rating, Deduct value. values were calculated for a selected road and its results were correlated to its pavement Rehabilitation period.
DOI: 10.17632/wd3ty7f2z9
title: LINF_180005700

description: Double zinc ribbon-containing protein; Leishmania infantum (strain JPCM5)
DOI: 10.6084/m9.figshare.24973095.v1
title: Dataset

description: Dataset of the nest temperature, ambient temperature and light intensity data recorded for the PhD project of Aurelia F. T. Strauß. The data is used for two projects:1. observational study linking diel timing, fitness and life history:"Female chronotype relates to lay date but not fitness in wild great tits" from Aurelia F. T. Strauß, Barbara M. Tomotani, Barbara Helm and Marcel E. Visser submitted to <i>Oecologia</i>2. experimental study (light treatments inside the nest-box) conducted in spring 2021"Short-time exposure to light at night affects incubation patterns and correlates with subsequent body weight in great tits (Parus major)" from Aurelia F. T. Strauß, Lies Bosma, Marcel E. Visser and Barbara Helm submitted to <i>Journal of Experimental Zoology Part A</i>.