cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/wndbd5r26y.1
title: A Primary Chest X-ray Dataset of Normal and Pneumonia Cases from Epic Chittagong, Bangladesh

description: 📌 Steps to Reproduce
This dataset contains a collection of primary chest X-ray images acquired from Epic Chittagong, Bangladesh. The dataset is designed for the study and development of deep learning and machine learning models for pneumonia detection and classification.
This dataset contains 3,355 primary chest X-ray images collected from Epic Chittagong, Bangladesh, categorized into two classes:
(1) Normal
(2) Pneumonia

📊 Dataset Composition
---------------------------------
Training Data : 
=&gt; Normal: 321 images
=&gt; Pneumonia: 321 images
=&gt; Total Training Samples: 642

Testing Data : 
-------------------
Normal: 1,363 images
=&gt; Pneumonia: 1,350 images
=&gt; Total Testing Samples: 2,713
👉 Grand Total: 3,355 X-ray images

📂 Folder Structure : 
-------------------------
/Chest_Xray_EpicChittagong_Dataset/
├── train/
│ ├── Normal/
│ └── Pneumonia/
├── test/
│ ├── Normal/
│ └── Pneumonia/

📷 Image Details : 
------------------------
Format: JPEG / PNG
Modality: Chest X-ray (CXR)
Color: Grayscale
Source: Epic Chittagong, Bangladesh 2025
Status: Primary dataset (raw and unprocessed)

🧪 Applications : 
---------------------
=&gt; Pneumonia vs. Normal chest X-ray classification
=&gt; Deep learning model training (CNN, transfer learning)
=&gt; Benchmarking medical imaging algorithms
=&gt; Computer-aided diagnosis (CAD)
=&gt; Radiology research and teaching

📬 Contact : 
------------------
For questions or collaboration 
Md Irfanul Kabir Hira
Email: erfanulkabirhira132@gmail.com
🎓 Department of Computer Science and Engineering 

🏛️ Institutions :
--------------------
Epic Chittagong, Bangladesh
National Institute of Textile Engineering and Research
University of Dhaka

📚 Categories : 
----------------------
Computer Science, Radiology, Health Sciences, Artificial Intelligence, Computer Vision, Medical Imaging, Pneumonia, Chest X-ray, Deep Learning, Machine Learning
DOI: 10.15468/dl.62qc6e
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Euphorbia neriifolia",
 "Country is Marshall Islands",
 "HasCoordinate is true"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036738-250920141307145/datasets/export for details.
DOI: 10.17632/n2w7xz48g6
title: (Supplemental Methods) Reduced Glomerular Filtration Rate in Hidradenitis Suppurativa: A Retrospective Cohort Analysis

description: Supplemental methods for the manuscript entitled: "Reduced Glomerular Filtration Rate in Hidradenitis Suppurativa: A Retrospective Cohort Analysis"
DOI: 10.17632/n2w7xz48g6.1
title: (Supplemental Methods) Reduced Glomerular Filtration Rate in Hidradenitis Suppurativa: A Retrospective Cohort Analysis

description: Supplemental methods for the manuscript entitled: "Reduced Glomerular Filtration Rate in Hidradenitis Suppurativa: A Retrospective Cohort Analysis"
DOI: 10.26023/s9wq-exaw-n411
title: SMART-R Radar Rain Rate Data: DYNAMO Legacy Collection. Version 1.0

description: This data set contains the 10 minute resolution gridded rain rate data from the SMART-R1 Doppler radar that was located on Addu Atoll of the Maldive Islands during DYNAMO. The data are in NetCDF format.
DOI: 10.17632/2w243pfz2v
title: Associação Entre Alunos de Faculdade

description: Um grafo associando alunos de uma determinada faculdade. Os vértices representam alunos e cada aresta entre dois vértices tem determinado peso com base no número de oferecimentos cursados em conjunto por eles.
DOI: 10.17632/2w243pfz2v.1
title: Associação Entre Alunos de Faculdade

description: Um grafo associando alunos de uma determinada faculdade. Os vértices representam alunos e cada aresta entre dois vértices tem determinado peso com base no número de oferecimentos cursados em conjunto por eles.
DOI: 10.17632/mc5s8mcs5b
title: Annual mean runoff and sediment load from 2015 to 2021 at Lijin station

description: This dataset was used to investigate the influence of runoff and sediment load on the hydro-geomorphology of the Yellow River Delta.
DOI: 10.17632/mc5s8mcs5b.1
title: Annual mean runoff and sediment load from 2015 to 2021 at Lijin station

description: This dataset was used to investigate the influence of runoff and sediment load on the hydro-geomorphology of the Yellow River Delta.
DOI: 10.13140/rg.2.2.22456.81927
title: Radiative Climate Forcings & NASA CERES Satellite Observations Leon Simons 2025
DOI: 10.17632/vskktt3v3k
title: Daily mean discharge and suspended sediment concentration from 2015 to 2021 at Lijin station

description: This dataset was used to develop and simulate a coupled hydro-sedimentary model for runoff and sediment transport.
DOI: 10.17632/vskktt3v3k.1
title: Daily mean discharge and suspended sediment concentration from 2015 to 2021 at Lijin station

description: This dataset was used to develop and simulate a coupled hydro-sedimentary model for runoff and sediment transport.
DOI: 10.17632/9696v986h6
title: Data Extraction From Scopus

description: This data was extracted from Scopus to support the processing of bibliometric data.
DOI: 10.17632/9696v986h6.1
title: Data Extraction From Scopus

description: This data was extracted from Scopus to support the processing of bibliometric data.
DOI: 10.17632/md6cgwt469
title: Services and Customer Satisfaction with Innovation Perceptions as Moderating Variable in Indonesia Libraries

description: Purpose – This study examines the impact of service quality dimensions on customer satisfaction in public libraries and examine the role of innovation both as a direct predictor and as a potential moderating variable. While libraries must adapt their services to meet evolving user needs in the digital era. The study reveals innovation directly influences customer satisfaction rather than strengthening the relationship between service quality and satisfaction.
Design/methodology/approach – This research employs Structural Equation Modeling (SEM) with data collected via questionnaires from 250 active library users across the multiple cities in East Java Indonesia, including Surabaya, Malang, Kediri, Nganjuk, and Ponorogo.
Findings – The analysis shows that the Tangibility (X2) and Empathy (X5) dimensions significantly affect customer satisfaction (Y), and Innovation (Z) also exhibits a significant direct effect. However, Reliability (X1), Responsiveness (X3), and Assurance (X4) do not significantly impact satisfaction.
Originality/value – The study contributes to the understanding of innovation's role in public service settings, demonstrating that innovation functions as a direct antecedent to satisfaction rather than a moderator between service quality dimensions and customer satisfaction.
DOI: 10.17632/md6cgwt469.1
title: Services and Customer Satisfaction with Innovation Perceptions as Moderating Variable in Indonesia Libraries

description: Purpose – This study examines the impact of service quality dimensions on customer satisfaction in public libraries and examine the role of innovation both as a direct predictor and as a potential moderating variable. While libraries must adapt their services to meet evolving user needs in the digital era. The study reveals innovation directly influences customer satisfaction rather than strengthening the relationship between service quality and satisfaction.
Design/methodology/approach – This research employs Structural Equation Modeling (SEM) with data collected via questionnaires from 250 active library users across the multiple cities in East Java Indonesia, including Surabaya, Malang, Kediri, Nganjuk, and Ponorogo.
Findings – The analysis shows that the Tangibility (X2) and Empathy (X5) dimensions significantly affect customer satisfaction (Y), and Innovation (Z) also exhibits a significant direct effect. However, Reliability (X1), Responsiveness (X3), and Assurance (X4) do not significantly impact satisfaction.
Originality/value – The study contributes to the understanding of innovation's role in public service settings, demonstrating that innovation functions as a direct antecedent to satisfaction rather than a moderator between service quality dimensions and customer satisfaction.
DOI: 10.17632/x79dmmnh73
title: Data associated with: Digital thread in fixture design: leveraging model-based definition for seamless information flow (https://doi.org/10.1080/0951192X.2025.2558831)

description: This folder contains the material associated with the paper “Digital thread in fixture design: leveraging model-based definition for seamless information flow” (https://doi.org/10.1080/0951192X.2025.2558831):
- en-STEP file for Product Case A (multiswitch_PCa)
-en-STEP file for Product Case B (multiswitch_PCb)
-Updated En-STEP file for Product Case B with reaction forces (updated_FP_multiswitch_PCb)
-STL file of the product (stl_model.stl)
-Demo video of the full proof-of-concept tool for the MBD-guided CAFD pipeline (MBD_guided_CAFD_pipeline.mp4)
DOI: 10.17632/x79dmmnh73.1
title: Data associated with: Digital thread in fixture design: leveraging model-based definition for seamless information flow (https://doi.org/10.1080/0951192X.2025.2558831)

description: This folder contains the material associated with the paper “Digital thread in fixture design: leveraging model-based definition for seamless information flow” (https://doi.org/10.1080/0951192X.2025.2558831):
- en-STEP file for Product Case A (multiswitch_PCa)
-en-STEP file for Product Case B (multiswitch_PCb)
-Updated En-STEP file for Product Case B with reaction forces (updated_FP_multiswitch_PCb)
-STL file of the product (stl_model.stl)
-Demo video of the full proof-of-concept tool for the MBD-guided CAFD pipeline (MBD_guided_CAFD_pipeline.mp4)
DOI: 10.26023/k4g2-6gbd-yw0b
title: SMART-R Radar Rain Type Data: DYNAMO Legacy Collection. Version 1.0

description: This data set contains the 10 minute resolution gridded rain type (convective and stratiform) data from the SMART-R1 Doppler radar that was located on Addu Atoll of the Maldive Islands during DYNAMO. The data are in NetCDF format.
DOI: 10.17632/vrmzycxbvb
title: Regulation of stress susceptibility by chromatin-binding protein PHF6 in the pituitary intermediate lobe

description: The excel data and the original data (uncropped, unmodified images) for figures.
DOI: 10.17632/vrmzycxbvb.1
title: Regulation of stress susceptibility by chromatin-binding protein PHF6 in the pituitary intermediate lobe

description: The excel data and the original data (uncropped, unmodified images) for figures.
DOI: 10.17632/4hc2xy547g
title: Transcriptome sequencing of Shewanella oneidensis and Pseudomonas putida
DOI: 10.17632/4hc2xy547g.1
title: Transcriptome sequencing of Shewanella oneidensis and Pseudomonas putida
DOI: 10.15468/dl.97gms7
title: Occurrence Download

description: A dataset containing 486480 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is Specimen",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Smallanthus, Pachyrhizus, Mirabilis, Arracacia, Tropaeolum, Ullucus, Oxalis, Lepidium, Canna)"
 ]
}

 The dataset includes 486480 records from 1313 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036716-250920141307145/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ecy37s
title: Occurrence Download

description: A dataset containing 1421 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Specimen, Human Observation)",
 "Country is Mexico",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Phrynosoma orbiculare (Linnaeus, 1758)",
 "Year 2009-2023"
 ]
}

 The dataset includes 1421 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0054107-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.tkhzov
title: Occurrence Download

description: A dataset containing 959445 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((8.404541015625 54.945918460786885, 8.3111572265625 55.15360932554501, 8.3331298828125 55.335237384402056, 8.67919921875 55.38207518920822, 9.2010498046875 55.38519573937594, 9.2669677734375 55.26957132067271, 9.283447265625 55.05619170552811, 9.3109130859375 54.92067057333673, 9.228515625 54.83217809683172, 9.1131591796875 54.76568117165306, 8.6956787109375 54.84483177664163, 8.404541015625 54.945918460786885))",
 "DatasetKey is DOF/BirdLife Denmark - Observations from DOFbasen",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 959445 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003323-171219132708484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.sw3ga9
title: Occurrence Download

description: A dataset containing 762 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Physarum tenerum Rex, 1890"
 ]
}

 The dataset includes 762 records from 49 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006375-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mxt9k5
title: Occurrence Download

description: A dataset containing 31 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Manis pentadactyla Linnaeus, 1758",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 31 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003324-150721130643939/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.38hztu
title: Occurrence Download

description: A dataset containing 21 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Coelogyne assamica Linden & Rchb.f."
 ]
}

 The dataset includes 21 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007102-240314170635999/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qcbep0
title: Occurrence Download

description: A dataset containing 191 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Narcissus gaditanus Boiss. & Reut."
 ]
}

 The dataset includes 191 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003324-150831095807960/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hbd3tv
title: Occurrence Download

description: A dataset containing 3842 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Allium strictum Schrad."
 ]
}

 The dataset includes 3842 records from 121 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0027219-240216155721649/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.70ae7i
title: Occurrence Download

description: A dataset containing 309 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Gulo gulo (Linnaeus, 1758)",
 "Geometry POLYGON((-169.37 36.39,-169.37 73.10,-59.15 73.10,-59.15 36.39,-169.37 36.39))",
 "HasGeospatialIssue is false",
 "Year is less than or equal to 1961"
 ]
}

 The dataset includes 309 records from 23 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003324-160526112335914/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.9dhwqz
title: Occurrence Download

description: A dataset containing 18653 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Acer tataricum L."
 ]
}

 The dataset includes 18653 records from 308 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0000109-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.3d1x2h
title: Occurrence Download

description: A dataset containing 266 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Arum dioscoridis Sm."
 ]
}

 The dataset includes 266 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003324-170714134226665/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.8yj8sy
title: Occurrence Download

description: A dataset containing 1520182 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation, Material sample, Material citation, Specimen, Fossil, Living Specimen, Occurrence evidence)",
 "Continent is one of (North America, South America)",
 "Issue is one of (Coordinate rounded, Coordinate out of range, Geodetic datum assumed WGS84, Continent derived from coordinates, Continent derived from country, Continent country mismatch, Continent coordinate mismatch, Country derived from coordinates, Country mismatch, Country coordinate mismatch)",
 "OccurrenceStatus is Present",
 "TaxonKey is Passerella iliaca (Merrem, 1786)",
 "Year 1946-2023"
 ]
}

 The dataset includes 1520182 records from 73 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001330-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hdzyx3
title: Occurrence Download

description: A dataset containing 1264 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Solanum viarum Dunal"
 ]
}

 The dataset includes 1264 records from 108 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003324-171113114016250/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nb3zmt
title: Occurrence Download

description: A dataset containing 14485 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Thunbergia alata Bojer ex Sims"
 ]
}

 The dataset includes 14485 records from 402 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001340-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ade693
title: Occurrence Download

description: A dataset containing 1078 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Limnocharis flava (L.) Buchenau"
 ]
}

 The dataset includes 1078 records from 119 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003324-180131172636756/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bgmbu7
title: Occurrence Download

description: A dataset containing 161 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Pterolebias longipinnis Garman, 1895"
 ]
}

 The dataset includes 161 records from 31 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001344-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hoy5e4
title: Occurrence Download

description: A dataset containing 2769 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Panthera leo (Linnaeus, 1758)"
 ]
}

 The dataset includes 2769 records from 149 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003325-150221044754056/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.5296u7
title: Occurrence Download

description: A dataset containing 27 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is China",
 "TaxonKey is Antrophyum vittarioides Baker"
 ]
}

 The dataset includes 27 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001352-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.0rraki
title: Occurrence Download

description: A dataset containing 999864 species occurrences available in GBIF matching the query:
{
 "Country" : [
 "is Papua New Guinea"
 ]
}

 The dataset includes 999864 records from 523 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0003325-150410134957023/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.mmpp4k
title: Occurrence Download

description: A dataset containing 3975 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Saccharum spontaneum L."
 ]
}

 The dataset includes 3975 records from 124 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022791-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vye2pc
title: Occurrence Download

description: A dataset containing 2421 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Ichthyaetus relictus (Lönnberg, 1931)"
 ]
}

 The dataset includes 2421 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0022792-241107131044228/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14186181
title: 20210921_Pajaro

description: UAV video collected from a DJI Phantom 4 RTK at Pajaro River, Monterey County, CA, USA by the Scripps Institution of Oceanography Coastal Processes Group (Athina MZ Lange, Rob L Grenzeback and Lauren Kim).
DOI: 10.5281/zenodo.14186182
title: 20210921_Pajaro

description: UAV video collected from a DJI Phantom 4 RTK at Pajaro River, Monterey County, CA, USA by the Scripps Institution of Oceanography Coastal Processes Group (Athina MZ Lange, Rob L Grenzeback and Lauren Kim).
DOI: 10.18112/openneuro.ds005636.v1.0.0
title: Effects of environmental enrichment on functional connectivity in C58 mice (adult cohort)