cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.27214200.v1
title: <b>Nondynamical correlation effects in multidimensional</b><b> </b><b>potential energy curves of prototypical hydrocarbons</b>

description: In this work, we demonstrate that simultaneously stretching all bonds in a molecule by small increments provides a systematic approach to gradually increasing its multireference character. We show this for four hydrocarbons—methane, ethane, ethylene, and acetylene—each representing progressively more complex electronic structures, i.e., with no C–C bond, and with a single, double, and triple C–C bond, respectively. We show that the <i>𝒯</i><sub>1</sub>, <i>D</i><sub>1</sub>, and %TAE[(T)] multireference diagnostics increase as all the bonds are stretched simultaneously. Additionally, we show that post-CCSD(T) correlation components of the total atomization energy (TAE) up to CCSDTQ systematically increase as the bonds are stretched. The extent of the increase in the multireference character correlates with the complexity of the electronic structure in the order methane  ethane  ethylene  acetylene. We proceed to examine the ability of density functional theory (DFT) methods to cope with the increasing degree of nondynamical correlation along the multidimensional potential energy curves. We find that the conventional DFT methods B97-D, TPSS, and TPSSh and double-hybrid DFT methods are more robust toward multireference effects. Finally, we propose that the CCSDTQ/CBS multidimensional potential energy curves generated in this study could serve as benchmarks for assessing the performance of DFT methods for strong correlation effects.
DOI: 10.6084/m9.figshare.6021545.v2
title: Simulation data and Analysis

description: (a) The reflection spectrum of 3 FBGs; (b) The Hilbert transform; (c) The first derivative of the transformed signal
DOI: 10.17632/ntgfb38k69
title: Dataset on rheological measurements of xanthan gum aqueous dispersions containing sodium chloride and settling dynamics of spheres and disks in these dispersions

description: This dataset contains (1) measurements of settling dynamics of spheres and disks in non-Newtonian aqueous solutions of sodium chloride with xanthan gum addition and (2) rheological characteristics of these solutions. Experiments on settling dynamics were carried out at the Laboratory of Hydrodynamic Micromodels, Institute of Geophysics Polish Academy of Sciences. Experiments comprised eleven test solutions with salt molar concentration varying between 0 M and 0.9 M and constant xanthan gum content equal to 1 g/L. Falling of two types of spheres, density of 1.41 g/cm3 varying in diameter (3.00 mm and 1.59 mm) and four types of disks, density of 1.43 g/cm3, thickness of 0.3 mm varying in diameter (1.5 mm, 2.0 mm, 2.5 mm, and 3.0 mm) was examined in a settling column using visualisation methods to achieve data on the position of particle centroid in time. Rheological measurements were carried out at the Faculty of Chemistry, Warsaw University of Technology to assess flow properties (shear dependent viscosity) and viscoelasticity (shear stress amplitude sweeps, frequency sweeps, the dependence of the first normal stresses difference on shear strain) of all test solutions.
DOI: 10.6084/m9.figshare.22639417.v1
title: Right Agent, Wrong Task: How High (vs Low) Hedonic Values in AI-performed Tasks Leads to Decreased Perceptions of Humanlikeness, Warmth, and Less Consumer Support.

description: Datasets used in the corresponding research.
DOI: 10.6084/m9.figshare.3510412.v1
title: Full Archive

description: Full Archive
DOI: 10.6084/m9.figshare.8251613.v1
title: Coding strategies in the otolith system differ for translational head motion vs. static orientation relative to gravity

description: Figure source data for manuscript titled "Coding strategies in the otolith system differ for translational head motion vs. static orientation relative to gravity" for review in eLife.
DOI: 10.17632/3k2tpx9ssr
title: Redefined indel taxonomy reveals insights into mutational signatures

description: Despite their deleterious effects, small insertions and deletions (indels) have received far less attention than substitutions1,2. Recent computational advances have surmounted previous technical challenges, enabling the study of mutational processes driving indel formation. Here we generated isogenic CRISPR-edited human cellular models of post-replicative repair dysfunction (PRRd), including individual and combined gene-edits of mismatch repair (MMR) and replicative polymerases (POLE and POLD1). Unique, diverse mutational footprints of MMR deficiency and polymerase dysfunction were revealed. However, the prevailing indel classification framework1 falls short in discriminating these indel signatures from background mutagenesis and among each other, as it condenses important biological signals into predominantly two indel subclasses, limiting signature analyses. To address this, we propose a novel classification system that considers the 5’ and 3’ nucleobases flanking an indel, as with substitution signatures, resulting in 89 indel subclasses. Our new indel classification enhances the disambiguation of experimental signatures, and through analysis of 4,775 cancer whole genomes from the 100,000 Genomes Project3, we uncover 37 indel signatures (InDs); 27 are new. Further, we develop a classifier – PRRDetect, which outperforms approved biomarkers, such as Tumor Mutational Burden (TMB), for immunotherapy. This re-defined indel taxonomy advances our understanding of mutagenesis and heralds potential clinical applications.

Deposited here are the de novo mutation lists from the experimental samples included in the study. Whole-genome sequencing short reads were aligned to GRCh38/hg38 using BWA-MEM. Post-processing filters were applied to improve the specificity of mutation-calling. Specifically, for single nucleotide variant calls by CaVEMan, we used CLPM == 0 and ASMD &gt;= 140. To reduce false positive calls by Pindel, we used QUAL &gt;= 250 and REP &lt; 10. Rearrangements were not assessed as they were too few to be informative. De novo substitutions and indels in subclones were obtained by subtracting from respective parental clone whenever available, or by removing mutations shared among subclones.
DOI: 10.17632/8fw93k4rny
title: LUMINA (Linguistic Unified Multimodal Indonesian Natural Audio-Visual)

description: LUMINA (Linguistic Unified Multimodal Indonesian Natural Audio-Visual) is a carefully curated constrained dataset designed to support research in the field of speech perception. Spoken exclusively in Indonesian, LUMINA contains high-quality audio-visual recordings featuring 14 native speakers, including 9 males and 5 females. Each speaker contributes approximately 1,000 sentences, resulting in a rich and diverse collection of data. The recorded videos focus on facial recordings, capturing essential visual cues and expressions that accompany speech. This extensive dataset provides a valuable resource for understanding how humans perceive and process spoken language, paving the way for advancements in speech recognition and synthesis technologies. This dataset aligns with the classification known within relevant research as a 'Constrained Audio-Visual Dataset,' which finds significant application in lip reading and speech synthesis ​. The dataset is stored in two separate folders according to sources, male and female. Inside each folder are audio files (.wav), after undergoing resampling and trimming to achieve a consistent sampling rate of 16000 Hz, and video files (.mp4), which have been compressed using the CRF28 standard and has been cropped to a width of 250 pixels and a height of 150 pixels with the cut point at the center of the mouth. Each file audio and video stored in P_S naming format for each audio and video file. Also included is an Excel (.xlsx) file containing a list of word combinations out of 2500 used during the Lumina dataset compilation.
DOI: 10.6084/m9.figshare.13190816.v2
title: pf_stull_smith.tgz

description: gene trees, dated species trees, morphological datasets
DOI: 10.6084/m9.figshare.16547427.v2
title: Introdução à Gestão de Dados de Pesquisa

description: Apresentação de slides e material suplementar sobre tópicos introdutórios em gestão de dados de pesquisa. Oficina ministrada durante o 41 Seminário de Informação, coordenado pela Profa. Dra. Maria de Fátima Oliveira Costa.
DOI: 10.6084/m9.figshare.22495141.v1
title: A dataset for multi-faceted analysis of electric vehicle charging transactions

description: This study discloses a dataset of electric vehicles’ (EVs’) charging transactions at a scale for multi-faceted analysis from both EV charger and user perspectives. The data comprises of whole sessions that occurred during a charging operation company’s annual commercial operation period, specifically including identifiers and charger location categories. For data acquisition, machine-to-machine wireless communication system with proper retransmission for interruption is utilised. Entire dataset is newly collected and available with 72856 sessions from 2238 EV users and 2119 chargers. The dataset can be used in a variety of ways to the functioning of power systems and markets, including EV charging service businesses, charger installation siting, demand transaction market design, and long-term investment planning of EV-related infrastructure.
DOI: 10.6084/m9.figshare.24805212.v2
title: Data From: ToTE: A global database on trees of the treeline ecotone

description: The database deals with the trees of the treeline ecotone worldwide. The ToTE (Trees of Treeline Ecotone) includes data on 208 tree species distributed across 34 mountain regions of the world. The database on the global tree species richness of the treeline is based on systematic review of 1202 studies published from 1962-2022. The database follows the scientific nomenclature as per Plants of the World Online (2022), the mountain classification as per Global Mountain Biodiversity Assessment (GMBA) Mountain Inventory v_2.0 (2022) and the biome classification as per Koppen and provides the current conservation status of the taxa as per IUCN (2022) ver. 2
DOI: 10.6084/m9.figshare.28263710.v1
title: Supplementary Material for: Multiple Primary Cutaneous Anaplastic Large Cell Lymphoma: A Case Report

description: Introduction: Anaplastic large cell lymphomas (ALCL) are a subtype of non-Hodgkin lymphoma categorized into systemic and cutaneous (cALCL) subtypes. cALCL are frequently characterized by their lack of ALK receptor expression, which differentiates them from their systemic counterparts. cALCLs present as solitary or grouped skin lesions. Due to their rarity, cALCLs are frequently misdiagnosed as other skin conditions.
Case presentation: We report the case of a female with a 30-year history of expanding skin lesions on the upper and lower limbs, abdomen, and back. During her initial presentation, the lesions were thought to be due to an arthropod bite. However, lesion biopsy revealed ALK-negative cALCL and methicillin-resistant Staphylococcus aureus. A full workup excluded systemic ALCL and, therefore, confirmed the diagnosis of primary cALCL. The patient was placed on methotrexate to treat the lesions and sulfamethoxazole/trimethoprim to treat the infection.
Conclusion: Our case highlights the need to consider cALCL in the differential diagnosis of patients with persistent skin lesions.
DOI: 10.6084/m9.figshare.c.3617615_d4.v1
title: Additional file 5: of Integrating epigenomic data and 3D genomic structure with a new measure of chromatin assortativity

description: A tab-formatted text file containing the results of the PCHi-C randomization preserving feature distributions along the chromosomes. (TXT 74 kb)
DOI: 10.17632/cw6b6953yy
title: Digital infrastructure development and green efficiency of water use

description: Paper: Digital infrastructure development and green efficiency of water use- A quasi-natural experiment based on "Broadband "China" strategy Empirical dataset
DOI: 10.6084/m9.figshare.16884601.v1
title: A Graph-based approach for representing and storing address in geodatabase

description: Please refer to the README file.
DOI: 10.6084/m9.figshare.17069954.v1
title: Data S4

description: Location of the sample plots with FC-like vegetation patterns for the distance analysis study sites in shapefile format.
DOI: 10.6084/m9.figshare.25975231.v1
title: RNA-seq data of Pancreatic Ductal Adenocarcinoma (PDA) patients. peripheral blood mononuclear cells

description: 20 samples of peripheral blood mononuclear cells from 10 PDA patients before (I) and after (II) CT treatment. The data reported here are a <i>tsv</i> for each sample obtained after applying the following pipeline. Assessment of fastq file quality was conducted using fastqc. Skewer was employed for trimming fastq files, and STAR 2.5 was used for mapping against the Human genome version hg38. The annotation by GTF file has already been performed.
DOI: 10.6084/m9.figshare.28390151.v1
title: <b>A multidimensional distributional map of future reward in dopamine neurons</b>

description: Raw and parsed data supporting the main findings of Sousa et al. 2025 (readme files included).
DOI: 10.6084/m9.figshare.28602974.v2
title: Paleo-upper range limit of tree elevation from the Last Glacial Maximum (LGM) to 1950 Common Era (CE)

description: Here, we presented a high-resolution (1 km) reconstruction of paleo changes in the upper range limits of trees across the Tibetan Plateau, at 100-year intervals since the Last Glacial Maximum (~22 kyr BP). This reconstruction was developed by integrating multi-satellite-derived high-resolution map, <i>in situ</i> dendrochronological observation and paleoclimate dataset into a novel climate-driven predictive model. Each row represents a specific location with its corresponding upper range limit of trees, while columns represent temporal intervals at 100-year resolution for past 22 ka. Grid cells marked as NaN indicate areas with no trees.
DOI: 10.17632/427xnk5wbg
title: aiming_strategy_DL

description: simulation data, GA benchmark datasets, training codes and validing codes for the article "A Method for Real-time Optimal Heliostat Aiming Strategy Generation via Deep Learning"
DOI: 10.17632/9gn99sgbvc
title: The Mediating Role of Sleep Disturbances in the Psoriasis-Depression Association: A Population-Based Study _Supplementary Material

description: 1.Supplementary Figure S1: Flowchart of screening study participants from NHANES database.
2. Supplementary Table S1: The association of psoriasis and the risk of depression.
DOI: 10.17632/njxxd9mrw8
title: International Journal of Management, Sciences, Innovation, and Technology IJMSIT

description: IJMSIT is an academic, online, open access, double-blind, peer-reviewed international journal. It aims to publish original, theoretical, and practical advanced researches. It is a bi-monthly international journal, being published in the months of January, March, May, July, September, and November It covers different topics and different categories such as Management, Sciences, Innovation, Medicine, and the latest Technologies.
DOI: 10.6084/m9.figshare.23540790.v3
title: Data for Fletcher et al. 2024: <b>An invasive prey and changing climate interact to shape the breeding phenology of an endangered predator</b>

description: phenology_code.R: Code for running all models reported in the article.phenology_metadata.csv. This file includes metadata for all data files in this repository. Information includes descriptions of each variable found in each of the below data files.init_range_1996-2021.csv: data for annual nest initiation quantiles, 1996-2021.These data include the quantiles for nest initiation for the entire population for each each year. It also includes associated temperature and non-native snail establishment information summarized for the year.<br>nest_int_week.csv: data for nest initiation rates by week, 1996-2021. These data include weekly nest initiation rates for each wetland (Area) each year. It includes associated temperature and non-native snail establishment information.nest_resight_int_1996-2021.csv: data on renesting and age of breeders, 1996-2021. These data only includes nests where parents were determined through mark-resight techniques. It includes information on the age of the breeder and whether nests were potential re-nesting events.CJS_1997_2021.csv: data for Cormack-Jolly-Seber (CJS) survival analyses, 1997-2021.These data mark-resight data for fledgling snail kites, and relevant covariates (e.g., date of fledgling, temperature, non-native snail establishment). Detection histories were used for CJS modeling of survival.CJS_time_intervals_1997_2021.csv: time intervals between surveys for Cormack-Jolly-Seber survival analyses, 1997-2021.These data include information on the overall survey design for mark-resight data from fledgling snail kites in terms of the amount of time between surveys in detection histories that were used for CJS modeling of survival.Invasion_year_source.csv: detailed information on how the year of non-native snail establishment was determined.snail_nest_perch_2004_2021.csv: data on opportunistically collected snail shells, which were collected at nests and at foraging perches that snail kites use. Once collected, shells were identified to species (native: <i>Pomacea paludosa</i>; nonnative: <i>Pomacea maculata</i>).snail_surveys_2010_2021.csv: data on whether native and non-native snails were detected during snail kite population surveys. Starting in 2010, surveyors summarized whether native or non-native snails were detected based on egg clusters, snail shells, or live individuals observed during the survey.Temperature data from Daymet included in above files comes from: https://daymet.ornl.gov/.
DOI: 10.6084/m9.figshare.28449221.v2
title: SPICE simulation results for the Number Partitioning Problem

description: SPICE simulation result of three examples of the Number Partitioning Problem. The data includes the real-time signal received by the halt node at the end of the 1-D chain. Direct Fourier transform can obtain the spectra in the figures. The N=20 example is shown in the main text and the N=8,12 examples are in the supplementary material.
DOI: 10.17632/h3pjg2f926
title: Thermogravimetric Analysis (TGA) Raw and Processed Data for the Co-Pyrolysis of Macadamia Nutshells and Coffee Husks

description: This dataset contains raw and processed thermogravimetric analysis (TGA) data used in the study titled “Synergistic and Antagonistic Interactions in the Co-Pyrolysis of Macadamia Nutshells and Coffee Husks: Thermogravimetric, Kinetic, and Thermodynamic Insights.” The experiments were conducted to investigate the thermal decomposition behavior of macadamia nutshells (MS), coffee husks (CH), and their blends under inert nitrogen atmosphere.

The dataset includes:

Raw TGA Data: Original mass loss and temperature data recorded during pyrolysis experiments for MS, CH, and three different blend ratios (CH75MS25, CH50MS50, CH25MS75).

Processed Data (Excel format): Calculated derivative thermogravimetric (DTG) curves, conversion (α) values, peak decomposition temperatures (Tp), onset/endset temperatures, and degradation rates.

OriginPro Project Files (.opj): Plotting files containing TGA and DTG curves, including annotations for key thermal events.

Supporting Metadata: Experimental conditions (heating rate, sample mass, gas flow rate, instrument settings) and sample descriptions.

All data are organized systematically to facilitate reproducibility of the thermal analysis and kinetic modeling. Researchers can use this dataset for further kinetic studies, master plot analysis, thermodynamic calculations, or comparative evaluation with other biomass materials.
DOI: 10.17632/xdk2frn44k
title: RDS Dataset Kenya
DOI: 10.6084/m9.figshare.12739111.v1
title: Tables from Sucking or lapping: facultative feeding mechanisms in honeybees (<i>Apis mellifera</i>)

description: Tables of the data recording the the occurence rate of the feeding patterns in honey bees, the switching of the feeding patterns in honey bees, the nectar intake rate and the corresponding energy intake rate of honey bees
DOI: 10.6084/m9.figshare.6025238.v6
title: DEMETER2 data

description: Cancer cell line genetic dependencies estimated using the DEMETER2 model. DEMETER2 is applied to three large-scale RNAi screening datasets: the Broad Institute Project Achilles, Novartis Project DRIVE, and the Marcotte et al. breast cell line dataset. The model is also applied to generate a combined dataset of gene dependencies covering a total of 712 unique cancer cell lines. For more information visit https://depmap.org/R2-D2/. <br>Visit the Cancer Dependency Map portal at https://depmap.org to explore related datasets. Email questions to depmap@broadinstitute.org <br>This dataset includes gene dependencies estimated using the DEMETER2 model, the raw input datasets used to fit the models, as well as associated metadata. See Readme file for more details about the dataset contents and version history.<br>-------------------------------------------------------------------Version history: (see README for more details)-------------------------------------------------------------------v1: Initial data release<br>v2: - Removed small number of non-human genes (e.g. GFP, RFP) from shRNA-to-gene mapping - Updated cell line names to be consistent with DepMap names, according to the following map (old -&gt; new):<br>v3: Added estimated seed effect matrices<br>v4: Added RNAseq and mutation data files used in analysis for manuscript<br>v5: Fixed minor bug with Marcotte LFC data that caused hairpins targeting multiple genes to appear multiple times in the LFC matrix. This created bias in the seed effect estimates for those hairpins, causing very minor differences to the resulting model parameters.<br>v6: Added tables with shRNA quality metrics for Achilles and DRIVE data<br>
DOI: 10.17632/7gwtb7mgrr
title: Genomic and Transcriptomic Characterization of NKTCL

description: Natural-killer/T-cell lymphoma (NKTCL) is an aggressive and heterogeneous entity of non-Hodgkin’s lymphoma, strongly associated with Epstein-Barr virus (EBV) infection. To identify molecular subtypes of NKTCL based on genomic structural alterations and EBV sequences, we performed multi-omics study on 128 biopsy samples of newly diagnosed NKTCL and defined three prominent subtypes.
DOI: 10.17632/c5j5czs9v6
title: Photocatalytic Degradation of Emulsion Wastewater over Nano-TiO2

description: It is a data availability statement for the the research article "Photocatalytic Degradation of Emulsion Wastewater over Nano-TiO2". All the data are listed in the table
DOI: 10.17632/cp2hdhkys3
title: Data of: Integration of handheld NIR and machine learning for the development of a “Measure & Monitor” technology for chicken meat authenticity

description: Near Infrared spectroscopy data of chicken meat (fillets) from multiple growth conditions and countries of origin (Netherlands and Ireland). 
The identifier 'Sample_number' relates measurements to a specific chicken fillet. In the original file, there were 166 (out of 4219) duplicate (i.e. copied) spectra. 
in the data ending with v2, these copies have been removed. Since the data is combined per 'Sample_number' the analytic results did not change in any noticeable way with respect to the published results.
DOI: 10.17632/pmndp6r35r
title: Peso138 &gt; Situs Slot Gacor Hari Ini Pasti Maxwin Mendadak Beli Tiket Avenged

description: Peso138 adalah situs slot gacor yang menjadi pilihan banyak pemuda pemudi di Indonesia. Peso 138 juga memiliki banyak varian Slot gacor yang sudah di rancang khusus untuk meledak hari ini !