cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.28931447.v1
title: Definitive Detection of Cosmic Shell Structures Predicted by Oscillatory Field Genesis

description: This dataset and analysis archive supports the paper "The Angular Architecture of Spacetime: Definitive Validation of Oscillatory Field Genesis Through Large-Scale Structure Shells" by Drippy (J.D.S.).

We present conclusive observational evidence for the angular shell architecture predicted by Oscillatory Field Genesis (OFG), using three independent lines of analysis:

1. Lensing Gradient Anisotropy: Full-sky analysis of Planck PR4 and Euclid ERO lensing maps reveals directional drift clustering at 0–10°, 25–35°, 75–85°, and 125–135°, matching OFG predictions.


2. Harmonic-Space Resonance: Multipole-space ($\ell$) alignments show consistent shell-band projections across galaxy auto-correlations ($C_\ell^{gg}$) and redshift-space distortions.


3. Velocity Drift Amplification: Velocity field power increases precisely at shell-predicted scales, suggesting Θ–Φ field coupling enhances redshift distortions.



These results yield a consolidated 5.2σ detection (p = 6 × 10⁻⁸) of OFG shell structures, representing the first multi-domain empirical verification of field-driven curvature quantization in cosmology.
DOI: 10.15131/shef.data.13066661.v2
title: Traffic data from the Urban Flows Observatory

description: Traffic data in the Hunter's Bar Area, Sheffield, UK from three monitors during February 2020. Data from the Urban Flows Observatory at The University of Sheffield.
DOI: 10.17632/6wtd46ry6s
title: Data for: Severity and duration of menopausal symptoms after risk-reducing salpingo-oophorectomy
DOI: 10.5061/dryad.2r7f832
title: Data from: Synthesis of 4-substituted ethers of benzophenone and their antileishmanial activities

description: Leishmaniasis is a vector-borne protozoan disease; it mainly originates from the bite of sandfly and initiated when parasite is transmitted to human at metacyclic flagellated promastigote form. In the current study, a synthesis of a series of 4-substituted benzophenone ethers 1–20 was carried out in good yields and their in vitro antileishmanial activities were also screened. Among synthetic derivatives, 15 compounds 1, 3, 5–12, 15 and 17–20 showed antileishmanial activities against promastigotes of Leishmania major with IC50 values in the range of 1.19–82.30 µg ml−1, and the values were compared with those of the standard pentamidine (IC50 = 5.09 ± 0.09 µg ml−1). Our study identified a series of new antileishmanial molecules as potential leads. Structures of these synthetic compounds were deduced by different spectroscopic techniques, such as 1H and 13C nuclear magnetic resonance, electron impact and high-resolution electron impact mass spectrometry and IR.
description: Supp
DOI: 10.6084/m9.figshare.28441865.v1
title: Optimizing Winner Determination for Sustainability and Timeliness in Fresh Agricultural Product Logistics Service Procurement Auctions: Insights from a Fourth-Party Logistics Perspective

description: a two-stage stochastic model for winner determination with timeliness and sustainability under uncertain demand in fresh agricultural products logistics service procurement auction.
DOI: 10.6084/m9.figshare.5151190.v1
title: T-Rex : A Large Scale Alignment of Natural Language with Knowledge Base Triples [Full Dump NIF]

description: Several datasets with alignments between knowledge base triples and free text have been built, for several independent tasks, such as Relation Extraction, Knowledge base population, Relation Discovery…But where the others datasets have a small number of documents (<em>TAC-KBP</em>), only have the relations without the original documents (<em>FB15K-237</em>), have a little amount of relations (<em>Google-RE</em>), we present a dataset containing large-scale high-quality alignments between DBpedia abstracts and Wikidata triples, <em>T-REx</em>.
DOI: 10.6084/m9.figshare.8342411.v2
title: world-population-centroids.zip

description: Population centroids of the world 1992 - 20132019-09-04 <br> The repository contain 3 <b>folders</b>: <br> * Scripts (R-scripts to generate centroids based on Aboufadel and Austin method and Barmore method. Also, included is R-script to generate the area/distance plot found in the paper. <br> * AboufadelAustin (Output data from Aboufadel and Austin method) <br> * Barmore (Output data from Barmore method) <br> <br> <b>File formats</b> <br> Following files belong to ESRI vector data storage format (shape files). <br> .shp — shape format; the feature geometry itself .shx — shape index format; a positional index of the feature geometry to allow seeking forwards and backwards quickly .dbf — attribute format; columnar attributes for each shape, in dBase IV format .prj — projection description .sbn and .sbx — a spatial indexof the features .shp.xml — geospatial metadata in XML format .cpg — used to specify the code page for .dbf or identifying the character encoding to be used <br> Tabular data file format Comma separated values file (CSV) <br> In each of the .shp, .shx, and .dbf files, the shapes in each file correspond to each other in sequence (i.e., the first record in the .shp file corresponds to the first record in the .shx and .dbf files, etc.). https://en.wikipedia.org/wiki/Shapefile <br> <br> <b>Files in AboufadelAustin and Barmore folders</b> <br> The centroid datasets created were separated by algorithm (Aboufadel or Barmore), year (1992-2013), and GADM (Database of Global Administrative Areas) level (0, 1 and 2). <br> In total 132 different datasets were created each including a quality flag for each centroid point. Since each dataset is small in terms of storage they are grouped by algorithm and GADM level making the resulting data files 6 in total (3 shapefiles and 3 CSV-files). <br> Centroids that did not fall within the corresponding administrative area were flagged, as were administrative areas that did not have a corresponding centre. In each shapefile (adm0, adm1, adm2) the field OUT_FLAG is used to store the flag value. In addition, there are three corresponding CSV-files, which in tabular form report on unplaced centroids. The user can then decide how to proceed with the handling of unplaced centroids based on the specific user needs and application at hand. <br> As an example, in the aboufadel folder there are 3 shapefiles for year 1992 providing centroids for administrative levels 0, 1 and 2. In addition, there are 3 textfiles (.CSV) reporting on unplaced centroids for each administrative level. <br> <b>In the file name</b>; DMSP_xxxx corresponds to the year of nighttime lights data, e.g. DMSP_1992 _gadm28_ is the Database of Global Administrative Areas version 2.8, _admx_ is administrative level number, 0, 1 or 2. e.g, _adm0_, _name is the corresponding method, e.g. Barmore, and _gcs_that a geographic coordinate system is used. <br> <br> <br> Ola Hall, Department of Human Geography, Lund University (Ola.hall@keg.lu.se)
DOI: 10.17632/79y8zh2b3f
title: Data for: Design and Evaluation of a Stiffness Measurement Apparatus (SMApp) for Ankle-Foot Orthoses

description: Study data.
DOI: 10.17632/h2rpfskmbw
title: Utility of imaging in diagnosing subungual glomus tumors: A single-center retrospective study

description: Supplemental Figure: T2-weighted MRI of a 5 mm subungual glomus tumor on the right fourth finger (A) compared to a negative T1-weighted MRI of a biopsy-proven fibroma of the left fifth finger (B).
DOI: 10.17632/hbmt435zs7
title: Data of GHGs from the sites in China

description: in-situ observation data at the Mt. Waliguan and Shangri-La
DOI: 10.6084/m9.figshare.17153441.v2
title: <b>The potential of arbuscular mycorrhizal fungi to improve soil organic carbon agricultural</b><b> </b><b>ecosystems: a meta-analytical approach</b>

description: Dataset associated to the work entitled: "<b>The potential of arbuscular mycorrhizal fungi to improve soil organic carbon agricultural</b><b> </b><b>ecosystems: a meta-analytical approach</b>". The database contain information for a meta-analysis evaluating the effect of arbuscular mycorrhizal fungi on soil organic carbon stocks in agricultural ecosystems.
DOI: 10.17632/nggvmdpbrt
title: WaveResist (WIN/MAC): An Artificial Neural Network Tool for Ship Wave Resistance Coefficient Calculation

description: WaveResist is a program designed to calculate the dimensionless coefficient of added wave resistance (CAW) for ships. This calculation is performed using four sets of artificial neural networks (ANNs). These ANNs utilize the following dimensionless hull shape parameters as inputs:
• L/B: Ratio of the length between perpendiculars to the beam (-),
• B/T: Ratio of the beam to the draught (-),
• L/T: Ratio of the length between perpendiculars to the draught (m),
• CB: Block coefficient (-),
• Fn: Froude numer (-),
• λ/L: Ratio of the wavelength to the length between perpendiculars (-).
To develop these four ANN sets, 919 measurements from model tests of 20 transport ship models were used. 
The primary data ranges used for training the ANN sets included:
• L/B in the range from 5.1 to 8.4,
• B/T in the range from 2.5 to 4.5,
• L/T in the range from 15.4 to 30.6,
• CB in the range from 0.503 to 0.87,
• Fn in the range from 0.087 to 0.27.
WaveResist implements four ANN sets with the following input parameters:
• L/B, B/T, L/T, CB, Fn, λ/L,
• L/B, L/T, CB, Fn, λ/L,
• L/B, B/T, CB, Fn, λ/L,
• L/T, CB, Fn, λ/L.
Each of the ANN sets consists of five elementary neural networks.
The added wave resistance coefficient was defined as: 

CAW = R / (ζₐ² ρ g (B² / L))

where:
CAW is the added wave resistance coefficient,
R is the wave resistance,
ζₐ is the amplitude of the regular wave,
ρ is the density of seawater,
g is the acceleration due to gravity,
B is the breadth of the ship,
L is the length of the vessel.

Binary files for WaveResist are available for macOS Intel and Silicon (WaveResist.dmg) and Windows (compressed with 7-Zip as WaveResistWin.exe), along with the Pascal source code (WaveResist_src.zip). The WaveResist_src.zip file contains all source files, and the unitconst.pas file includes the weights for all neural networks. The development and compilation of WaveResist were carried out using the Lazarus IDE. The Lazarus project files (WaveResist_src.zip) are also listed below for download.
DOI: 10.6084/m9.figshare.22656112.v1
title: <strong>Genome annotation files of </strong><em><strong>Zantedeschia elliottiana</strong></em><strong> ‘Jingcai Yangguang’</strong>

description: Genome annotation files of Z. hybrida ‘Jingcaiyangguang’
DOI: 10.6084/m9.figshare.8273816.v4
title: A soil phosphorus dynamics (SPD) model

description: The dynamics of soil phosphorus (P) control its bioavailability. Yet, it remains a challenge to quantify soil P dynamics. Here, we developed a soil P dynamics (SPD) model. We then assimilated eight datasets of 426-day changes in Hedley P fractions into the SPD model, to quantify the dynamics of six major P pools in eight soil samples that are representative of a wide type of soils. The performance of our SPD model was better for labile P, secondary mineral P, and occluded P than for non-occluded organic P (Po) and primary mineral P. All parameters describing soil P dynamics were approximately constrained by the datasets. The average turnover rates were labile P 0.040 g g<sup>-1</sup> d<sup>-1</sup>, non-occluded Po 0.051 g g<sup>-1</sup> d<sup>-1</sup>, secondary mineral P 0.023 g g<sup>-1</sup> d<sup>-1</sup>, primary mineral P 0.00088 g g<sup>-1</sup> d<sup>-1</sup>, occluded Po 0.0066 g g<sup>-1</sup> d<sup>-1</sup>, and occluded inorganic P 0.0065 g g<sup>-1</sup> d<sup>-1</sup>, in the greenhouse environment studied. Labile P was transferred on average more to non-occluded Po (transfer coefficient of 0.42) and secondary mineral P (0.38) than to plants (0.20). Soil pH and organic C concentration were the key soil properties regulating the competition for P between plants and soil secondary minerals. The turnover rate of labile P was positively correlated with that of non-occluded Po and secondary mineral P. The pool size of labile P was most sensitive to its turnover rate. Overall, we suggest data assimilation can contribute significantly to an improved understanding of soil P dynamics.<br>Paper on this data and model is published as follows: Hou, E., Lu, X., Jiang, L., Wen, D. & Luo, Y. Quantifying soil phosphorus dynamics: a data assimilation approach. Journal of Geophysical Research: Biogeosciences 124, 2159-2173 (2019).
DOI: 10.17632/9wb3sy3yrb
title: Data for: The interplay between climate and tectonics during the upward and outward growth of the Qilian Shan orogenic wedge, northern Tibetan Plateau 

description: •	Methods 

•	The statistical U–Pb geochronology data for each of the samples

•	Figure A1. Images of typical facies represented in drill core samples. 

•	Figure A2 Representative CL images of zircons from the 14 sandstone samples. The yellow circles show the location of the U–Pb analysis. Numbers are U–Pb ages in Ma.

•	Figure A3 U–Pb concordia diagrams for zircon grains of the 14 sandstone samples

•	Figure A4 Lithostratigraphy and well log data from Well S3 in the Suganhu basin.
DOI: 10.17632/gknrbfsfp5
title: Data set on the effectiveness of project-based learning in improving knowledge and perception of the Sustainable Development Goals among students in education degrees

description: Data was collected from a sample of 199 students from the Early Childhood Education and Primary Education degrees at a Spanish public university. A pre- and post-test was conducted to evaluate the effectiveness of an educational intervention using Project-Based Learning (PBL) methodology on the following aspects: knowledge of the Sustainable Development Goals (SDGs), the importance students place on integrating SDGs into the various subjects of their educational curriculum, and students' perceptions of the relevance of applying SDGs in their future professional and personal lives. The results supported the effectiveness of the intervention on the knowledge dimension of the SDGs. All information regarding the theoretical framework, hypotheses, method, results, and discussion has been submitted for publication.
DOI: 10.17632/jvhn6wbrrj
title: Mapeo participativo Mejillones

description: Esta base de datos da cuenta de 6 talleres en donde se mapeo, con diversos actores de la ciudad de Mejillones, Chile su percepción del riesgo en categorias rojo (alto), amarillo (medio) y verde (no hay riesgo). La descripción de lugares, conflictos y diversas problematica se clasifican en estresores urbanos-comunitarios y estresores urbanos.
DOI: 10.6084/m9.figshare.25942651.v1
title: <b>Appendix 4. </b><b>Speaking Evaluation Chart</b>

description: <b>Appendix 4. </b><b>Speaking Evaluation Chart</b>
DOI: 10.6084/m9.figshare.28431098.v1
title: rice d60_variants.vcf.gz.vcf

description: A vcf file of rice d60Hd16 line
DOI: 10.17632/hm25g2psgs
title: SSCKM

description: SSCKM CSV data file
DOI: 10.6084/m9.figshare.25605486.v1
title: Data and Code

description: Data and code in support of the research publication.
DOI: 10.6084/m9.figshare.28167065.v3
title: <b>When Code Smells Meet ML: On the Lifecycle of ML-specific Code Smells in ML-enabled Systems </b>- Replication Package

description: Replication Package of the article: <b>When Code Smells Meet ML: On the Lifecycle of ML-specific Code Smells in ML-enabled Systems</b>In this package you can find our online technical report with more details for each Machine Learning-Specific Code Smell and our replication package with data, script and our tool: CodeSmile. More details in the included README.md <br><br><br>Abstract:<br><br>The adoption of Machine Learning (ML)--enabled systems is steadily increasing.Nevertheless, there is a shortage of ML-specific quality assurance approaches, possibly because of the limited knowledge of how quality-related concerns emerge and evolve in ML-enabled systems.In this paper, we aim to investigate the emergence and evolution of specific types of quality-related concerns known as ML-specific code smells, \ie sub-optimal implementation solutions applied on ML pipelines that may significantly decrease the quality and maintainability of ML-enabled systems. More specifically, it presents a study of ML-specific code smells by empirically analyzing (i) their prevalence in real ML-enabled systems, (ii) how they are introduced and removed, and (iii) their survivability.Therefore, we provide an exploratory study, mining a large dataset of ML-enabled systems and analyzing over 400k commits about \numProjectsSampling projects. We tracked and inspected the introduction and evolution of ML smells through \CodeSmile, a novel ML smell detector that we built to enable our investigation and to detect ML-specific code smells.<br>Our results reveal that: 1) \CodeSmile can detect ML-CSs with 0.87\% and 0.78\% of precision and recall, respectively. 2) ML-CSs are often introduced during the file modification during new feature tasks. 3) Smells are typically removed due to new features, enhancement, or refactoring tasks. And, lastly, the majority of ML-CSs are resolved within the first 10\% of commits.
DOI: 10.6084/m9.figshare.28850765.v1
title: hnRNPI Gut Microbiota Dysbiosis_Supplemental Figures and Tables

description: This study identifies <i>P. bifermentans</i> and <i>Dubosiella</i> sp. as potential gut microbiota signatures in <i>hnRNPI</i> KO mice. KO mice were more susceptible to exacerbated colitis during the DSS challenge. Additionally, bacterial metabolites produced by <i>P. bifermentans</i> and <i>D. newyorkensis</i> may influence colon health in <i>hnRNPI</i> KO mice. Predicted pathway analysis from 16S rRNA gene sequencing revealed significant differences in pathways related to human diseases, including cancer. Finally, this study demonstrates that genetic aberrations, specifically <i>hnRNPI</i> KO, disrupt gut microbiota eubiosis, exacerbate colitis, and may potentially increase cancer risk.
DOI: 10.17632/g578j8tvsp
title: Genotypic selection and trait variation in sweet orange (Citrus sinensis L. Osbeck) dataset of Bangladesh

description: The dataset primarily focused on selecting genotypes of sweet oranges based on their phenotypic performances.
DOI: 10.6084/m9.figshare.12815276.v3
title: QM-symex-database

description: QM-symex-database
DOI: 10.6084/m9.figshare.27899754.v5
title: <b>InterHub: A Naturalistic Trajectory Dataset with Dense Interaction for Autonomous Driving</b>

description: We provide a dense interaction dataset, InterHub, derived from extensive naturalistic driving records to address the scarcity of real-world datasets capturing rich interaction events.The dataset provided on this page include:<b>A</b><b> CSV file </b>(Interactive_Segments_Index.csv) containing the <b>indexed list</b> of the extracted interaction events<b>. </b>In addition to indexing and tracing information about interaction scenarios, we also provide <b>some interesting labels</b> to facilitate more targeted retrieval and utilization of interaction scenarios.(For detailed information, please refer to https://github.com/zxc-tju/InterHub.)<b>Relevant unified data cache files </b>(InterHub_cache_files.zip that includes cache files of lyft_train_full, nuplan_train)<b>.</b>The Python codes used to process and analyze the dataset can be found at https://github.com/zxc-tju/InterHub. The tools for navigating InterHub involve the following three parts:0_data_unify.py converts various data resources into a unified format for seamless interaction event extraction.1_interaction_extract.py extracts interactive segments from unified driving records.2_case_visualize.py showcases interaction scenarios in InterHub.You can refer to the data structure of cache files presented in dataset.md, and after extracting the InterHub_cache_files.zip file, put it in the corresponding folder.
DOI: 10.17632/8smtb27h5j
title: Bank Specific Factors And Non-performing Loans of Commercial Banks In Liberia

description: This study investigates the nexus between bank-specific factors and nonperforming loans (NPLs) in Liberia's commercial banks through a retrospective panel study design, employing a quantitative approach based on the Moral Hazard Theory. Targeting the nine listed commercial banks in Liberia, the study focuses on key variables: return on equity (ROE), return on assets (ROA), bank cost efficiency, and bank income diversification. Data were sourced from certified audited records, and descriptive statistics, including correlation analysis via SPSS software, were applied. Results reveal a significant negative correlation (r = -0.957, p = 0.043) between ROE and NPLs at LBDI Bank. Conversely, no significant associations are found between ROA, bank cost efficiency, and bank income diversification with NPLs in commercial banks. The study underscores the centrality of ROE in influencing NPLs and recommends future research to incorporate a broader spectrum of both bank-specific and economic factors over an extended study period of 10-15 years for a comprehensive understanding of nonperforming loans in Liberia's commercial banks.
DOI: 10.17632/hjf5sctyt8
title: MATLAB implementation of an analytical model for the emission of x rays from an x-ray tube

description: An analytical model for the energy and angular distribution of bremsstrahlung and characteristic x rays emitted from an x-ray tube is provided for tungsten and molybdenum targets. The model includes photon mass attenuation coefficients, CSDA ranges, NIST bremsstrahlung cross sections, and bremsstrahlung shape functions extracted from the PENELOPE [v. 2014] materials database. Also included are Monte Carlo-calculated (PENELOPE) electron penetration data, describing the depth, energy, and angular distribution of electrons in thick x-ray targets.

The emission of characteristic x rays is taken into account using a previously developed model, which includes Monte Carlo-calculated depth distributions of x-ray fluorescence (see the related link to dataset below).

A Python implementation of the above model has been included in the following toolkit: 
https://bitbucket.org/spekpy/spekpy_release
Some of the key features of this toolkit are also available through a web-based graphical user interface (GUI):
https://spekpy.smile.ki.se/
DOI: 10.17632/yw43vjc36h
title: High level GPU-accelerated 2D PIV framework in Python

description: The Particle Image Velocimetry (PIV) method is widely used for optical measurment of flow velocity fields. This paper demonstrates the possibilities of using high-level libraries for GPU-accelerated PIV data analysis in Python. The Torch PIV library for the analysis of 2D PIV experiments based on the deep learning framework PyTorch with CUDA support was developed. The library implements a multi pass cross-correlation FFT PIV algorithm with an interrogation window shift. The chosen implementation does not require compilation from the user, has a compact codebase, is able to run both on the CPU and the GPU depending on the user choice, and also it is as flexible as the Python module. In this work, the performance of the CPU version of the developed method was compared with existing open source implementations. It is shown that the main functions of the developed module can be executed on the GPU at the speed of CUDA implementations. The developed library is tested on synthetic images and experimental data.
DOI: 10.6084/m9.figshare.22325683.v1
title: crystal structure dataset

description: Set of Cambridge Structural Database reference codes for crystal structures used in training a random forest model for space group prediction.