cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25318/3410018501-eng
title: Asset management practices for municipally owned culture, recreation and sport facilities, by urban and rural, and population size, Infrastructure Canada, inactive

description: Asset management practices for municipally owned culture, recreation and sport facilities for all provinces and territories, by urban and rural and population size. Values are presented for 2016.
DOI: 10.17632/n35zwbzhcf.1
title: Vibration Data for Laminated Composite Structures: Healthy and Delamination States

description: This dataset contains vibration data collected from laminated composite structures in three health states: healthy and two delamination cases. The composites were fabricated using carbon fiber prepreg (T700SC-12k-60E) with a [0/90/0/90]s ply configuration via hot press compression molding. Delaminations were introduced using PTFE Teflon film near the fixed and free ends. Vibration data were acquired using an accelerometer (Type 4517-C) under cantilever conditions, excited by random signals. Each health state includes data from five samples, with ten random responses per sample, captured over 15 seconds at a 2.5 kHz sampling rate. This dataset supports prognostics and health monitoring (PHM), and structural health monitoring (SHM) research.

Dataset Structure:
The dataset is organized into three folders, each representing a different health state: healthy, delamination-1, and delamination-2. Within each folder, there are five MAT files, corresponding to data collected from five samples of the respective health state. Each MAT file contains 10 data structures (referred to as variables P01, P02,...,P10), representing 10 random vibration responses for each sample. Each response consists of two columns: the first column represents the input excitation signal sent to the shaker, and the second column captures the output vibration signal measured by the accelerometer. 

More details about the dataset can be found in the below references (if you use this dataset please cite): 

1. Azad, Muhammad Muzammil, and Heung Soo Kim. "Hybrid deep convolutional networks for the autonomous damage diagnosis of laminated composite structures." Composite Structures 329 (2024): 117792. https://doi.org/10.1016/j.compstruct.2023.117792
2. Azad, Muhammad Muzammil, Prashant Kumar, and Heung Soo Kim. "Delamination detection in CFRP laminates using deep transfer learning with limited experimental data." Journal of Materials Research and Technology 29 (2024): 3024-3035. https://doi.org/10.1016/j.jmrt.2024.02.067
3. Azad, Muhammad Muzammil, Sungjun Kim, and Heung Soo Kim. "Autonomous data-driven delamination detection in laminated composites with limited and imbalanced data." Alexandria Engineering Journal 107 (2024): 770-785. https://doi.org/10.1016/j.aej.2024.09.004
4. Azad, Muhammad Muzammil, and Heung Soo Kim. "An explainable artificial intelligence‐based approach for reliable damage detection in polymer composite structures using deep learning." Polymer Composites (2024). https://doi.org/10.1002/pc.29055
5. Azad, Muhammad Muzammil, and Heung Soo Kim. "Noise robust damage detection of laminated composites using multichannel wavelet-enhanced deep learning model." Engineering Structures 322 (2025): 119192. https://doi.org/10.1016/j.engstruct.2024.119192
DOI: 10.17632/n35zwbzhcf.2
title: Vibration Data for Laminated Composite Structures: Healthy and Delamination States

description: This dataset contains vibration data collected from laminated composite structures in three health states: healthy and two delamination cases. The composites were fabricated using carbon fiber prepreg (T700SC-12k-60E) with a [0/90/0/90]s ply configuration via hot press compression molding. Delaminations were introduced using PTFE Teflon film near the fixed and free ends. Vibration data were acquired using an accelerometer (Type 4517-C) under cantilever conditions, excited by random signals. Each health state includes data from five samples, with ten random responses per sample, captured over 15 seconds at a 2.5 kHz sampling rate. This dataset supports prognostics and health monitoring (PHM), and structural health monitoring (SHM) research.

Dataset Structure:
The dataset is organized into three folders, each representing a different health state: healthy, delamination-1, and delamination-2. Within each folder, there are five MAT files, corresponding to data collected from five samples of the respective health state. Each MAT file contains 10 data structures (referred to as variables P01, P02,...,P10), representing 10 random vibration responses for each sample. Each response consists of two columns: the first column represents the input excitation signal sent to the shaker, and the second column captures the output vibration signal measured by the accelerometer. 

More details about the dataset can be found in the below references (if you use this dataset please cite): 

1. Azad, Muhammad Muzammil, and Heung Soo Kim. "Hybrid deep convolutional networks for the autonomous damage diagnosis of laminated composite structures." Composite Structures 329 (2024): 117792. https://doi.org/10.1016/j.compstruct.2023.117792
2. Azad, Muhammad Muzammil, Prashant Kumar, and Heung Soo Kim. "Delamination detection in CFRP laminates using deep transfer learning with limited experimental data." Journal of Materials Research and Technology 29 (2024): 3024-3035. https://doi.org/10.1016/j.jmrt.2024.02.067
3. Azad, Muhammad Muzammil, Sungjun Kim, and Heung Soo Kim. "Autonomous data-driven delamination detection in laminated composites with limited and imbalanced data." Alexandria Engineering Journal 107 (2024): 770-785. https://doi.org/10.1016/j.aej.2024.09.004
4. Azad, Muhammad Muzammil, and Heung Soo Kim. "An explainable artificial intelligence‐based approach for reliable damage detection in polymer composite structures using deep learning." Polymer Composites (2024). https://doi.org/10.1002/pc.29055
5. Azad, Muhammad Muzammil, and Heung Soo Kim. "Noise robust damage detection of laminated composites using multichannel wavelet-enhanced deep learning model." Engineering Structures 322 (2025): 119192. https://doi.org/10.1016/j.engstruct.2024.119192
DOI: 10.25318/3410018501-fra
title: Pratiques de gestion des installations culturelles, sportives et de loisirs de propriété municipale, selon la zone (urbaine ou rurale) et la taille de population, Infrastructure Canada, inactif

description: Pratiques de gestions des installations culturelles, sportives et de loisirs de propriété municipale pour toutes les provinces et tous les territoires, selon la zone (urbaine ou rurale) et la taille de la population. Les données sont présentées pour 2016.
DOI: 10.15468/dl.yvx5kr
title: Occurrence Download

description: A dataset containing 2657 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((9.62413 51.68013,9.78424 51.68013,9.78424 51.7725,9.62413 51.7725,9.62413 51.68013))",
 "HasGeospatialIssue is false",
 "License is one of (CC-BY 4.0, CC-BY-NC 4.0, CC0 1.0)"
 ]
}

 The dataset includes 2657 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011528-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.13021/orc2020/ajxik0/37ifye
title: mito_cnn_binary.py
DOI: 10.13021/orc2020/ajxik0/4zifov
title: data_wrangling.py
DOI: 10.13021/orc2020/ajxik0/ishy97
title: 2023-10-10_GMU_Non-Commercial Copyright License.pdf
DOI: 10.13021/orc2020/ajxik0/lfkkif
title: train_cbd_classifier.py
DOI: 10.13021/orc2020/ajxik0/qa2kr9
title: data_loaders.py
DOI: 10.13021/orc2020/ajxik0/sg83df
title: mito_cnn_ternary.py
DOI: 10.13021/orc2020/ajxik0/uus2lf
title: README.txt
DOI: 10.13021/orc2020/ajxik0/yv9dqe
title: image_analysis.py
DOI: 10.13021/orc2020/ajxik0/zo7rhq
title: train_condition_classifier.py
DOI: 10.17632/h3b7p2byfk.1
title: Exploring Engineering Students' Perceptions of AI in Education with the Technology Acceptance Model (TAM)

description: This research investigates perceptions of Artificial Intelligence (AI) in education through the framework of the Technology Acceptance Model (TAM).
DOI: 10.25318/3410018401-eng
title: Asset management practices for publicly owned culture, recreation and sport facilities, Infrastructure Canada, inactive

description: Asset management practices for provincially, territorially, regionally and municipally owned culture, recreation and sport facilities for all provinces and territories. Values are presented for 2016.
DOI: 10.17632/6fsrsk3mb8.1
title: Dengue Fever Hematological Dataset: Clinical Insights for Improved Diagnosis and Patient Management

description: Data were collected from 1,523 patients at Jamalpur 250-Bedded General Hospital in Jamalpur, Bangladesh, from February 10, 2024, to September 27, 2024, following ethical guidelines with patient confidentiality protected. Each patient’s clinical and hematological profile was meticulously recorded to ensure a detailed representation of dengue's impact on hematological parameters. The dataset contains detailed hematological data of patients diagnosed with dengue fever, focusing on parameters that are crucial for diagnosis and severity assessment. It includes comprehensive blood indices like hemoglobin, total and differential white blood cell counts, RBC, and platelet counts, among others. Such data are critical for refining diagnostic criteria and developing predictive models for early detection and severity classification of dengue cases, potentially improving patient outcomes through timely interventions.


Clinical Parameters Included:

Age: Patient’s age (in years).
Gender: Male or Female.
Hemoglobin (g/dL): Levels of hemoglobin in blood.
Neutrophils (%), Lymphocytes (%), Monocytes (%): White blood cell counts.
RBC: Total red blood cells.
Hematocrit (HCT): Proportion of blood volume occupied by RBCs.
MCV (fL), MCH (pg), MCHC (g/dL): Red blood cell indices.
RDW-CV (%): Red cell distribution width.
Platelet Count (x10^3/µL): Total platelets in the blood.
PDW (%): Platelet distribution width.
MPV (fL): Mean platelet volume.
PCT (%): Plateletcrit, percentage of blood occupied by platelets.
WBC Count (x10^3/µL): Total white blood cells.
Result: Dengue test result (Positive/Negative).


Dataset Structure
Format: CSV
Rows: 1,523 (individual patient records)
Columns: 19 (including clinical and demographic characteristics)
DOI: 10.17632/6fsrsk3mb8.2
title: Dengue Fever Hematological Dataset: Clinical Insights for Improved Diagnosis and Patient Management

description: Data were collected from 1,523 patients at Jamalpur 250-Bedded General Hospital in Jamalpur, Bangladesh, from February 10, 2024, to September 27, 2024, following ethical guidelines with patient confidentiality protected. Each patient’s clinical and hematological profile was meticulously recorded to ensure a detailed representation of dengue's impact on hematological parameters. The dataset contains detailed hematological data of patients diagnosed with dengue fever, focusing on parameters that are crucial for diagnosis and severity assessment. It includes comprehensive blood indices like hemoglobin, total and differential white blood cell counts, RBC, and platelet counts, among others. Such data are critical for refining diagnostic criteria and developing predictive models for early detection and severity classification of dengue cases, potentially improving patient outcomes through timely interventions.


Clinical Parameters Included:

Age: Patient’s age (in years).
Gender: Male or Female.
Hemoglobin (g/dL): Levels of hemoglobin in blood.
Neutrophils (%), Lymphocytes (%), Monocytes (%): White blood cell counts.
RBC: Total red blood cells.
Hematocrit (HCT): Proportion of blood volume occupied by RBCs.
MCV (fL), MCH (pg), MCHC (g/dL): Red blood cell indices.
RDW-CV (%): Red cell distribution width.
Platelet Count (x10^3/µL): Total platelets in the blood.
PDW (%): Platelet distribution width.
MPV (fL): Mean platelet volume.
PCT (%): Plateletcrit, percentage of blood occupied by platelets.
WBC Count (x10^3/µL): Total white blood cells.
Result: Dengue test result (Positive/Negative).


Dataset Structure
Format: CSV
Rows: 1,523 (individual patient records)
Columns: 19 (including clinical and demographic characteristics)
DOI: 10.17632/kg9hftwx7k.1
title: Benchmark study of R packages for optimisation

description: This repository provides R scripts and data to reproduce a comprehensive benchmark study of optimisation algorithms: Convex Partition, Differential Evolution, Genetic Algorithms, and Particle Swarm Optimisation.

We use the standard CEC2013 benchmark suite, available as the CRAN package cec2013 0.1-5, to rigorously evaluate these algorithms. Each benchmark function is tested 10 times in three different dimensions: 30, 50 and 100.

The following optimisation packages are compared in this study
 - CPoptim 0.1.0: Convex partition
 - DEoptim 2.2.6: Differential Evolution
 - genalg 0.2.1: Genetic Algorithms
 - pso 1.0.4: Particle Swarm Optimisation
DOI: 10.17632/kg9hftwx7k.2
title: Benchmark study of R packages for optimisation

description: This repository provides R scripts and data to reproduce a comprehensive benchmark study of optimisation algorithms. We use the standard CEC2013 benchmark suite, available as the CRAN package cec2013 0.1, to rigorously evaluate these algorithms. Each benchmark function is tested 10 times in three different dimensions: 30, 50 and 100.

The experiment evaluates the following optimisation algorithms:
 - Genetic Algorithm (geneticAlgorithm using the genalg package).
 - Differential Evolution (differentialEvolution using the DEoptim package).
 - Particle Swarm Optimisation (particleSwarm using the pso package).
 - Convex Partition (convexPartition using the CPoptim package).
 - Bayesian Treed Constant (tgpCART using the tgp package).
 - Gaussian Bayesian Optimisation (regr.randomForest using the mlrMBO package).
 - DIRECT Algorithm (nloptrDirect using the nloptr package).
 - Nelder-Mead Algorithm (Nelder-Mead using R's built-in optim function).
DOI: 10.17632/8252f5p8bj.1
title: Comparisons of planktonic growth of Streptococcus spp. strains

description: Figure 2 - Resume

Comparisons of planktonic growth of Streptococcus spp. strains under a 10% CO₂ atmosphere.

A) S. sanguinis strains, including 2 endocarditis isolates (Ss 8648, Ss 13197) and 1 oral reference strain (Sk36).
B) S. gordonii strains, including 3 endocarditis isolates (Sg 12745, Sg 8774, Sg 5769) and 1 oral reference strain (Challis).
C) S. salivarius strains, including 2 endocarditis isolates (Sv 13331, Sv 11312) and 1 oral reference strain (NCTC 8618).

Values represent means from an independent experiment performed in triplicate; error bars indicate standard deviations. Symbols (*) denote statistically significant differences in absorbance values (A550nm) compared to the reference strain of each species at the same incubation time. Two-Way ANOVA with Dunnett's post-test, p &lt;0.05.
DOI: 10.17632/8252f5p8bj.2
title: Comparisons of planktonic growth of Streptococcus spp. strains

description: Figure 2 - Resume

Comparisons of planktonic growth of Streptococcus spp. strains under a 10% CO₂ atmosphere.

A) S. sanguinis strains, including 2 endocarditis isolates (Ss 8648, Ss 13197) and 1 oral reference strain (Sk36).
B) S. gordonii strains, including 3 endocarditis isolates (Sg 12745, Sg 8774, Sg 5769) and 1 oral reference strain (Challis).
C) S. salivarius strains, including 2 endocarditis isolates (Sv 13331, Sv 11312) and 1 oral reference strain (NCTC 8618).

Values represent means from an independent experiment performed in triplicate; error bars indicate standard deviations. Symbols (*) denote statistically significant differences in absorbance values (A550nm) compared to the reference strain of each species at the same incubation time. Two-Way ANOVA with Dunnett's post-test, p &lt;0.05.
DOI: 10.25318/3410018401-fra
title: Pratiques de gestion des installations culturelles, sportives et de loisirs de propriété publique, Infrastructure Canada, inactif

description: Pratiques de gestion des installations culturelles, sportives et de loisirs de propriété provinciale, territoriale, régionale et municipale pour toutes les provinces et territoires. Les données sont présentées pour 2016.
DOI: 10.17632/hhvy9vjkfy.1
title: Comparative analyzes of biofilm biomass

description: Figure 3 - Resume 

Comparative analyses of biofilm biomass formed over 18 hours by S. sanguinis, S. gordonii, and S. salivariusbstrains. Biofilms were grown in 96-well plates using BHI medium with 1% sucrose under three conditions: BHI only (black), BHI supplemented with 10% human saliva (light gray), and BHI supplemented with 20% human serum (dark gray). 

Columns represent the mean of a representative triplicate experiment out of four independent experiments. Error bars indicate the standard deviation. Symbols denote statistically significant differences (Two-way ANOVA with Tukey’s post-test, p &lt; 0.05). 

- Asterisk (*) indicates a significant difference between conditions for the same strain, using BHI as the control condition.
- Hashtag (#)indicates a significant difference between strains for the same condition, using the reference strain as the control.
DOI: 10.17632/42vch2xn9f.1
title: Sulawesi Oryzias RH2

description: raw data: RH2
DOI: 10.17632/35wf73x54p.1
title: Assessing the Diagnostic Metrics of Cutaneous Leiomyomas in Hereditary Leiomyomatosis and Renal Cell Cancer (HLRCC) Syndrome: an Observational Study

description: - Figure S1: Age-dependent Negative Predictive Value of Cutaneous Leiomyomas Absence in the Diagnosis of HLRCC 
- Figure S2: Fagan Nomogram based on Bayes Theorem
- Supplementary Methods and STROBE Statement
- Table S1. Demographic Characteristics of the Study Cohort and Reason for Referral (n= 118)
- Table S2. Demographics and Clinical Characteristics of the HLRCC Cohort (n= 68)
- Table S3: Demographics and Clinical Characteristics of FH GPV Carriers with no CL (n= 5) and FH GPV Non-Carriers with CL (n= 1)
DOI: 10.15468/dl.q3hpep
title: Occurrence Download

description: A dataset containing 19 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is iNaturalist Research-grade Observations",
 "GadmGid is one of (CHN.12_1, CHN.12.13.2_1, CHN.12.13.1_1)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Alcedo Linnaeus, 1758",
 "Year 1969-2025"
 ]
}

 The dataset includes 19 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011530-250127130748423/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/jf43bxxp8y.1
title: Exploring factors influencing the green purchase intention toward soft drink products

description: The dataset provides valuable insights into college and university students’ green purchase intentions. The data collection process was carried out from December 2024 to January 2025. A questionnaire was distributed to students at colleges and universities in the Mekong Delta, Viet Nam. After removing answer sheets with missing or identical choices, 387 of the 431 responses collected were considered valid for analysis.
DOI: 10.17632/rkrps2sbx6.1
title: Real-world experience of bimekizumab for plaque psoriasis in adult patients with prior exposure to interleukin-23 inhibitors: A multicenter retrospective review

description: In routine clinical practice, biologic switching is common in adult patients with plaque psoriasis. While our group previously reported overall real-world 16-week and 52-week treatment outcomes of bimekizumab, a novel interleukin (IL)-17A/IL-17F inhibitor, limited information exists on switching class from an IL-23 inhibitor (IL-23i) to bimekizumab. This subset analysis of our retrospective cohort study specifically analyzes bimekizumab use following IL-23i exposure.
DOI: 10.5281/zenodo.14802691
title: ptychadena_goweri_zanfona_1.fasta.gz
DOI: 10.5281/zenodo.14802692
title: ptychadena_goweri_zanfona_1.fasta.gz
DOI: 10.17632/xx2jsmm33f
title: data for "Different response mechanisms of phosphorus availability to nutrient addition and mowing in soil aggregates of a meadow steppe"

description: This dataset including all datas which for paper "Different response mechanisms of phosphorus availability to nutrient addition and mowing in soil aggregates of a meadow steppe".
DOI: 10.17632/xx2jsmm33f.1
title: data for "Different response mechanisms of phosphorus availability to nutrient addition and mowing in soil aggregates of a meadow steppe"

description: This dataset including all datas which for paper "Different response mechanisms of phosphorus availability to nutrient addition and mowing in soil aggregates of a meadow steppe".
DOI: 10.25318/3410017401-eng
title: Information system(s) used for management of municipally owned bridge and tunnel assets, by urban and rural, and population size, Infrastructure Canada, inactive

description: Information system(s) used for management of municipally owned bridges, culverts and tunnels for all provinces and territories, by urban and rural and population size. Values are presented for 2016.
DOI: 10.17632/gcgrjvwmm2.1
title: Mango Dataset

description: The dataset consists of 1,025 images of mangoes, distributed across three main folders: Single, Proximal, and Far-Field. Each of these folders is further divided into two subfolders: images and labels. To incorporate diversity in the dataset the following challenges are addressed like environmental variability – lighting conditions, shadowed reflections; tree structure complexity – occlusion and variation in tree architecture; mango morphology; Image quality – distance from mangoes are included
DOI: 10.25318/3410017401-fra
title: Utilisation d’au moins un système pour la gestion des actifs routiers de propriété municipale sous forme de ponts et de tunnels, selon l’évaluation de l’état physique, la zone (urbaine ou rurale) et la taille de population, Infrastructure Canada, inactif

description: Utilisation d’au moins un système pour la gestion des actifs de propriété municipale sous forme de ponts, ponceaux et tunnels pour toutes les provinces et territoires, selon la zone (urbaine ou rurale) et la taille de population. Les données sont présentées pour 2016.
DOI: 10.17632/snsx45mph2.1
title: Get Multiple Shade Structure Solutions At Enviroclass

description: Rain, hail, or shine, ENVIROCLASS offers multiple shade structure solutions to make your outdoor activities happen. Hire us and get amazing work with a trustworthy and dedicated team. Every project is unique, so we strive to deliver an individual, innovative, and affordable outcome every time.
Our core projects typically include constructing covered outdoor learning areas, playgrounds, basketball courts, soccer pitches, tennis courts, and other sports arenas such as netball, cricket, football, hockey, volleyball, rugby, baseball, softball, golf, and skateboarding. We can also assist councils with shade structures and similar in public spaces such as car parks. Visit our website - https://enviroclass.com.au/ and get in touch with us!
DOI: 10.17632/3zcfx82zyf.1
title: Dichiarante et al. (2024) – Repository

description: This data repository provides the MATLAB code and data related to the publication:
Dichiarante A.M., Torgersen E., Redfield T., Köhler A., Torabi A, Svendby K., and Oye V. (2024). Spectral analysis of topography as proxy for lineament analysis. Journal of Geophysical Research: Solid Earth (in review).

Refer to the file 'Instructions for Running the MATLAB Scripts.docx' and the two demo video files, 'video_demo_validation.mp4' and 'video_demo_case_study.mp4', for instructions on running the script.