cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/xrfsd5jvzr
title: Synthetic HDR Image Dataset For Quality Assessment Research

description: Synthetic HDR Image Dataset

This dataset contains 300 synthetic High Dynamic Range (HDR) images generated using a Python script. Each image is 256x256 pixels in size and is created by combining different intensity layers to simulate HDR effects. The images are further processed using random gamma correction to emulate tone mapping, followed by the addition of random noise to create a realistic HDR-like appearance.

Total Images: 300
Image Size: 256x256 pixels
Format: PNG
Color Channels: 3 (Simulated RGB)
The dataset can be used for various image processing tasks, including HDR tone mapping, color correction, and machine learning experiments involving synthetic HDR content.
DOI: 10.17632/p6yrkvryn4
title: Data for "Regional House Price Cohesion in the UK: Recent Trends and Covid"

description: This si the data for the paper "Regional House Price Cohesion in the UK: Recent Trends and Covid", which shows that UK house price co-movement has decreased and not recovered to its (low) pre-covid level. This may be related to the Work-from-Home phenomenon and the "flattening of the gradient" found for house prices in some other markets.
DOI: 10.17632/srv59nyktk
title: law enforcement on drunk driving-fatal accidents

description: law enforcement
DOI: 10.17632/zh5zjr44zk
title: GRF Data for Ankle-related Fractures

description: This dataset is submitted in support of publication submission. This includes the analysed data from a portion of GaitRec Data published previoulsy. In this data three dimensional ground reaction forces (GRF) are reported for three fractured and one normal condition. This data is filtered and normalised. The GRF(s) are reported for both fractured and intact sides as two separate excel files. In the metadata file, all subjects information is presented. Peak magnitudes of normalised GRF(s) and data for interlimb correlations is presented as two further Excel files.
DOI: 10.6084/m9.figshare.12649388.v1
title: Multimodal adolescent white matter imaging dataset

description: Adolescent white matter imaging dataset collected at the Alberta Children's Hospital. Subjects were healthy 6-16 year olds who volunteered to participate in our study. Data was collected on a GE 3T MRI scanner, and is provided after coregistration to subject FA maps.
DOI: 10.6084/m9.figshare.5631994.v3
title: Scripts, queries, and database tables to accompany Doube et al. 2018

description: R scripts and MySQL queries, along with raw measurements, spreadsheets and database tables that form the basis of figures 3-7 and tables 1-3 of Doube et al. 2018
DOI: 10.6084/m9.figshare.6998549.v1
title: eclipse_commit_to_bug_fixed_source

description: This CSV contains: bug_id, commit, source file fixed for eclipse project.
DOI: 10.17632/463zxfknwv
title: Toilet effluent separation and brown water treatment: survey and initial feasibility testing in Mexico.

description: Table S2: Results of survey on toilet usage in Mexico
The survey results on toilet usage in Mexico contain inquiries aimed at collecting data on diverse aspects, such as toilet paper usage, the use of disinfectants, pharmaceuticals consumption, the volume of water consumed per flush, and their willingness to consider toilet modifications and effluent separation.
DOI: 10.17632/9xjx8twk8p
title: Bangla Online Comments Dataset

description: The total amount of collected comments is 44001. The dataset aims to differentiate whether a comment is a bully expression or not with the help of Natural Language Processing and to what extent it is improper if it is an inappropriate comment. The comments are labeled with different categories of harassment with the help of experts and consensus.
DOI: 10.17632/ggjtzh452d
title: Algorithm and Dataset for Selecting Mid-Height IVD Slice in Traverse Lumbar Spine MRI

description: This dataset and the corresponding source code is hosted as part of the review process of our paper entitled: Automated Selection of Mid-Height Intervertebral Disc Slice in Traverse Lumbar Spine MRI using a Combination of Deep Learning Feature and Machine Learning Classifier, which is submitted to PLOS ONE.

Abnormalities and defects that can cause lumbar spinal stenosis often occur in the Intervertebral Disc (IVD) of the patient’s lumbar spine. Their automatic detection and classification require an application of an image analysis algorithm on suitable images, such as mid-sagittal images or traverse mid-height intervertebral disc slices, as inputs. Hence the process of selecting and separating these images from other medical images in the patient’s set of scans is necessary. However, the technological progress in making this process automated is still lagging behind other areas in medical image classification research. In this paper, we report the result of our investigation on the suitability and performance of different approaches of machine learning to automatically select the best traverse plane that cuts closest to the half-height of an IVD from a database of lumbar spine MRI images. This study considers images features extracted using eleven different pre-trained Deep Convolution Neural Network (DCNN) models. We investigate the effectiveness of three dimensionality-reduction techniques and three feature-selection techniques on the classification performance. We also investigate the performance of five different Machine Learning (ML) algorithms and three Fully Connected (FC) neural network learning optimizers which are used to train an image classifier with hyperparameter optimization using a wide range of hyperparameter options and values. The different combinations of methods are tested on a publicly available lumbar spine MRI dataset consisting of MRI studies of 515 patients with symptomatic back pain. Our experiment shows that applying the Support Vector Machine algorithm with a short Gaussian kernel on full-length image features extracted using a pre-trained DenseNet201 model is the best approach to use. This approach gives the minimum per-class classification performance of around 0.88 when measured using the precision and recall metrics. The median performance measured using the precision metric ranges from 0.95 to 0.99 whereas that using the recall metric ranges from 0.93 to 1.0. When only considering the L3/L4, L4/L5, and L5/S1 classes, the minimum F1-Scores range between 0.93 to 0.95, whereas the median F1-Scores range between 0.97 to 0.99.
DOI: 10.17632/zyrmh5pztx
title: Data for: Incongruence between species tree and gene trees and phylogenetic signal variation in plastid genes

description: Here we provide the alignments in nexus format and markdown files with the code used for preprocessing the data, genome assembly, phylogenetic inference, and tree landscape and phylogenetic signal exploration.
DOI: 10.17632/246rygcbjd
title: An Effective Multi-Objective Optimization Method for Maximizing Coverage and Minimizing Overlap in A Drone Network Using MOGOA Algorithm

description: The data is used in "An Effective Multi-Objective Optimization Method for Maximizing Coverage and Minimizing Overlap in A Drone Network Using MOGOA Algorithm" when optimizing the localization of DBSs drone base stations is necessary to ensure effective network coverage and minimize overlap, thereby enhancing the overall performance of drone networks.
DOI: 10.17632/tcv77p7chp
title: Soil analysis were obtained from research site.

description: The soil used for the experiment in Grobogan has a clay texture (80%) and is slightly alkaline. The extracted P and K nutrients from 25% HCl are relatively high. Ca dominates the basic cations, while Mg, K, and Na are low. The soil has a Ca nutrient saturation of 95%, while the Mg and K nutrients are 4.20% and 0.46%, respectively. The soil has a high CEC and very high base saturation.
In Pandeglang, the soil has a clay texture and is slightly acidic, close to neutral (pH 6.40). The soil extracted from 25% HCl has high P and K nutrient content, as well as high available P content. However, the organic C and total N content are low. The cation content in the soil is quite high in Mg (34.1%) and low in K (1.19%), while the nutrient Ca is close to ideal (63.2%). Soil CEC is high and base saturation is very high.
The soil has a clay texture and is acidic (pH 4.62). The soil has low levels of organic carbon and total nitrogen, but high levels of potential and available phosphorus nutrients. However, potential and exchangeable potassium is low. Additionally, the soil has low cation exchange capacity (CEC) and base saturation.
DOI: 10.6084/m9.figshare.23598732.v4
title: <strong>Single-Cell Reconstruction and Mutation Enrichment Analysis Identifies Dysregulated Cardiomyocyte and Endothelial Cells in Congenital Heart Disease</strong>

description: Supp. Table 1: A reference list of 29 studies published between January 2000 and December 2020 that formed the basis of the CHD variant database.Supp. Table 2: A database of 16,349 CHD-associated genetic variants.Supp. Table 3: Classification of priority genes based on its functional annotation.Supp Table 4: CHD genes from literature, CHDgene and OMIM database.Supp. Table 5: Gene enrichment analysis network.
DOI: 10.6084/m9.figshare.25464577.v1
title: Genome annotation for Mytilus galloprovincialis genome.

description: To perform functional annotation, we compared the predicted protein sequences to the SwissProt database using <i>blastp</i> v2.13.0 with an e-value threshold of 1e-5. Additionally, we used <i>InterProScan</i> version 5.57 and <i>kofam_scan</i> v1.3.0 for Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) annotation.
DOI: 10.6084/m9.figshare.29092532.v1
title: Data collection tool

description: The purpose of this questionnaire is to gather information about the consumption of sugar-sweetened beverages (SSBs) among young adults living in Langa. Your responses will help us understand patterns of beverage intake and how they may relate to health and socioeconomic factors in this community.<br>
DOI: 10.60893/figshare.apl.28620938.v1
title: Supplement Materials

description: The Supplementary Materials include the experimental
setup and sample characterizations, numerical simulation
based on FDTD and simulation of the two-temperature model
DOI: 10.17632/5kvtk253ng
title: Activity computer program for calculating ion irradiation activation

description: A computer program, Activity, was developed to predict the activity and gamma lines of materials irradiated with an ion beam. It uses the TENDL (Koning and Rochman, 2012) proton reaction cross section database, the Stopping and Range of Ions in Matter (SRIM) (Biersack et al., 2010) code, a Nuclear Data Services (NDS) radioactive decay database (Sonzogni, 2006) and an ENDF gamma decay database (Herman and Chadwick, 2006). An extended version of Bateman’s equation is used to calculate the activity at time t, and this equation is solved analytically, with the option to also solve by numeric inverse Laplace Transform as a failsafe. The program outputs the expected activity and gamma lines of the activated material.
DOI: 10.17632/95564j8y5j
title: Meta-analysis and systematic evaluation of traditional Chinese and Conventional therapies for Amyotrophic lateral sclerosis

description: Background:
ALS, as a neurodegenerative disease with an unclear mechanism, is now available to patients with many therapies, but the majority of patients respond with a poor outcome.
Objectives:
Encompassing traditional riluzole and edaravone, as well as TCM and numerous alternative therapies, with the goal of identifying the remedy that demonstrates efficacy for ALS patients.
Search methods:
The English literature sources for this study were collected from PubMed,and the Chinese literature were from the three primary Chinese databases - Wipu, Wanfang, and CNKI - using the search term "Mesh (ALS, treatment)". 
Selection criteria:
Types of studies: randomised trials or cohort studies
Types of subjects: patients with a diagnosis of amyotrophic lateral sclerosis 
Data collection and analysis: 
We identified 18 eligible trials.
Authors’ conclusions
The efficacy of riluzole at 100 mg/d was significantly different from that of placebo, whereas the efficacy of edaravone was not significant. In Chinese medicine, acupuncture and tuina treatment or the use of Chinese herbs may further enhance the efficacy of riluzole and improve patients' quality of life.More recent therapies, such as stem cell therapy, have varying degrees of efficacy in patients and need to be further validated.
DOI: 10.17632/cx37ztfdg8
title: Refuse to Believe The Giant in Rembrandt’s Night Watch and the Prophecy of Isaiah in the Gospel of John

description: The entire article is based on an extensive search of the Bible text. This
Excel file, which compiles verse numbers containing relevant keywords
(themes) from multiple software programs, is appended to the article’s
entry on SSRN for readers’ verification.
DOI: 10.15468/dl.rcfbx6
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Platytroctes Günther, 1878",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is one of (Specimen, Living Specimen, Observation, Human Observation, Machine Observation, Material sample, Literature Occurrence, Material citation, Occurrence evidence)",
 "Geometry POLYGON ((42.8012 -16.5547,42.4342 -16.6376,42.2188 -17.038,42.391 -17.4288,42.6657 -17.5533,43.0375 -17.4752,43.2579 -17.0968,43.0959 -16.69,42.8012 -16.5547))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012992-250525065834625/datasets/export for details.
DOI: 10.17632/6xtwdhrzv9
title: 3D-printed serpentine columns for size-exclusion chromatography with mass spectrometric detection

description: This dataset contains the raw experimental data generated during the development and evaluation of 3D-printed serpentine columns for size-exclusion chromatography (SEC) directly coupled to mass spectrometry (MS). Included are mass spectral files used for analyzing key chromatographic parameters such as retention times, peak shapes, theoretical plate numbers, and resolution for various protein and peptide mixtures. Data were acquired using both LTQ and Q Exactive mass spectrometers, with capillary vibration sharp-edge spray ionization (cVSSI) employed as the ionization source. This dataset supports the results and conclusions presented in the associated manuscript.
DOI: 10.17632/mkxmkmjf3k
title: Dataset on social support and using social media for the health awareness and pandemic information in Indonesia

description: Data
DOI: 10.17632/v8cvntnvdn
title: A new approach for identifying critical nodes of sediment connectivity in agricultural catchments by integrating graph theory and sediment source tracing

description: Associated results of nodes
DOI: 10.17866/rd.salford.7605743.v1
title: Working Script and Dinner Menu, The Death Dinner and Performance Project: A Study of the Efficacy of Performance to Enhance Conversations Around Death and Dying

description: This file contains the Working Script and Dinner Menu for The Death Dinner and Performance Project: A Study of the Efficacy of Performance to Enhance Conversations Around Death and Dying project
DOI: 10.17632/2rp2s7zjs2
title: Trauma centers in New Jersey

description: This data set presents a list of level 1 and level 2 trauma centers accredited by the NJDHSS (The national department of health and senior services, as of April 2023. The different levels are Level I, II, III, IV or V refer to the resources available in a trauma center and the number of patients admitted. The categories are national standards for trauma care in hospitals. Trauma Center locations and accreditation is determined by state or local level. Level 1 focuses providing total care for every aspect of injury. Level 2 is able to initiate definitive care for all injured patients. We focus solely on level 1 and level 2 due to they usually provide more comprehensive care than the others.
DOI: 10.17632/88p28c9b23
title: Sentinel lymph node biopsy vs observation in high-risk cutaneous squamous cell carcinoma in immunosuppressed

description: Supplementary material of observational study of the survival benefit of sentinel lymph node biopsy (SLNB) in immunocompetent and immunosuppressed patients with high-risk cutaneous squamous cell carcinoma (cSCC)
DOI: 10.17632/yk48hvkwyv
title: Data Repository SDGs Disclosure in Indonesia

description: This file contains the research data needed for the SDG in Indonesia paper
DOI: 10.6084/m9.figshare.27851658.v1
title: Supplementary Material for: Functional Role of the Incisive Duct in Neonatal Dogs

description: Introduction: The detection of chemical signals by the vomeronasal organ (VNO) is critical for mammals from an early age, influencing behaviors such as suckling and recognition of the mother. Located at the base of the nasal cavity, the VNO features a duct covered with a sensory epithelium. A critical aspect of VNO functionality is the efficient access of stimuli from the nasal and oral cavities to the receptors. In adult dogs, it has been demonstrated how the VNO duct (VD) communicates to the environment through the incisive duct (ID). In newborn puppies, the existence of functional communication between the ID and the VD has not been confirmed to date, raising doubts about the potential physiological obliteration of the ID. Determining this aspect is necessary to evaluate the role played by chemocommunication in the survival and socialization of puppies. Methods: This study employs serial histological staining to examine the presence and functionality of the ID in neonatal dogs. Additionally, a histochemical study was conducted using PAS and Alcian Blue staining, along with labelling with six lectins to characterize the expression of glycoconjugates in the incisive papilla and in the area between the ID and the VD. Results: The histological study has confirmed both the existence of functional communication between both ducts in perinatal puppies, and the dual functional communication of the ID with the oral and nasal cavities. The ID is associated with a sophisticated cartilaginous complex that prevents its collapse, as well as erectile tissue that acts as a cushion, facilitating its action under pressure induced by sampling behaviors such as tonguing. Lectin labelling has allowed for the characterization of the glycoconjugate expression profile in the papilla and ID, showing significant differences between lectins . Discussion: This investigation demonstrates the communicative capabilities of the VNO during the perinatal stage in dogs.
DOI: 10.6084/m9.figshare.28946021.v1
title: CMBB Poster

description: Poster for CMBB day 2025 in Marburg.
DOI: 10.17632/5nrk9f3p24
title: Dataset and codes for "Spatial regimes in heterogeneous territories: The efficiency of local public spending"

description: This is replication data and programs for "Spatial regimes in heterogeneous territories: The efficiency of local public spending" paper.
DOI: 10.17632/b5ymcdcrrp
title: Data for: Assessing One-minute Diffuse Fraction Models Based on Worldwide Climate Features

description: The following files were built from minute-basis solar radiation measurements taken from the Baseline Surface Radiation Network (BSRN) [1] and the Australian Bureau of Meteorology (BOM) [2]. Solar radiation data from a total of 52 stations across the world was acquired from these sources and then submitted to the quality check procedure described in [3]. Global clear sky irradiance was calculated for the qualified data points, using the simplified Solis model presented by [4]. This model requires inputs of aerosol optical depth (700 nm) data and water vapor column data, which were obtained from the CAMS database [5]. It is important to mention that AOD and water vapor column data were corrected for site altitude (see [3]), and the values contained in the files from this database are the altitude-corrected values, not the ones taken directly from the CAMS database. The database also contains the estimates of diffuse fraction delivered by the proposed separation models: local adjusted model, model adjusted to simplified Köppen-Geiger classification, and model adjusted to the complete Köppen-Geiger classification. For a more detailed description of these models, see [3]. The file 01_stations_summary.xlsx lists all the stations whose data is available. This file contains information about the station’s location, altitude, time zone, the source of measured data for this station, as well as the climate classification of the location according to the Köppen-Geiger classification criteria [6]. The file 02_column_names_and_units.txt contains the names of the columns in the data files, as well as the units of the data in each column. Finally, there are other 52 .h5 files in this data repository, each one containing data for one of the stations listed in 01_stations_summary.xlsx. These files are identified by the station code, present in the third column of 01_stations_summary.xlsx. A brief description of each of the columns in these files is presented in the table presented in the file 03_Data_description.docx.
DOI: 10.17632/ft6g34zvys
title: Data for JGR-solid earth-How does CO2 Adsorption Alter Coal Wettability? Implications for CO2 Geo-sequestration

description: S1 is NMR experiment result; S2 and S3 are from Material studio in MD simulaiton; S4 comes from PEFPROP
DOI: 10.17632/mgpp5v5kzb
title: Data for: Monolignins affect the release of fermentable sugar from enzymatic hydrolysis of steam explosion assist chemistry treated cotton stalk

description: Fig. 1 Hydrolysis of steam explosion treated cotton stalk in cellulase, xylanase, and cellulase/xylanase solutions. (a. SE-1MPa, b. SE-2.4MPa). Fig. 1 Hydrolysis of steam explosion treated cotton stalk in cellulase, xylanase, and cellulase/xylanase solutions. (a. SE-1MPa, b. SE-2.4MPa). Fig. 2 Hydrolysis of SE/acid treated cotton stalk in cellulase/xylanase solutions.(a. HCl, b.CH3COOH). Enzyme digestion supernatant at 72 h were collected for HPLC analysis). SE-2.4MPa:Steam explosion pressure 2.4MPa (square);SE-1MPa:Steam explosion pressure 1MPa(circle); control HT-125℃: High temperature acid pretreatment at 125℃(pentagram). Fig. 3 Hydrolysis of SE/acid treated cotton stalk in cellulase/xylanase solutions.(a. NaOH, b. NH3•H2O). Enzyme digestion supernatant at 72 h were collected for HPLC analysis. SE-2.4MPa:Steam explosion pressure 2.4MPa (square);SE-1MPa:Steam explosion pressure 1MPa(circle); control HT-125℃:High temperature acid pretreatment at 125 ℃(pentagram). Fig. 4 Correlation coefficient between sugar yield and lignin monomer content in SE/acid and SE/alkali treated cotton stalk samples (n=32). Table 1 Chemical composition of cotton stalk samples and reducing sugar released from hydrolysis of steam explosion treated cotton stalk samples in cellulase/xylanase solution Table 2 The monolignin composition of cotton stalk samples
DOI: 10.17632/rvypj5rs5b
title: Fault data set

description: The dataset belongs to features of high-impedance faults (HIF) and other faults/switching transients in Microgrid (MG) power networks. The features are originally extracted from simulated fault and transient current signals with the help of Discrete Wavelet Transform (using Matlab-Simulink). These features are then used to train Machine learning algorithms to classify HIF and other transients in MG system.
Class: Normal (no fault); LG (line to ground); LLG (line-line to ground); LLLG (all three phases to ground); LL (line to line); HIF (high impedance fault); CS (capacitor switching transient); LS (Load switching transient)
EA-Energy features from phase A (of each class event)
EB-Energy features from phase B (of each class event)
EC-Energy features from phase C (of each class event)