cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/ypttkp5fb5.1
title: Amrapali Mango Fruit Diseases: A Cultivar-Specific Image Dataset for Computer Vision and Deep CNN Classification

description: This dataset comprises a carefully curated set of labeled images for the Amrapali variety of mango fruits, specifically for the cultivar-specific detection of diseases using computer vision and convolutional neural networks (CNNs). The primary aim of this dataset is to aid research related to the automatic classification of diseases with zero inter-cultivar variance; hence, the study is limited to the Amrapali variety, which is commonly found in South Asia.
The dataset comprises a cumulative total of 3,500 high-quality images of fruits belonging to seven clearly distinguishable classes: Healthy, Anthracnose, Bacterial Canker, Scab, Powdery Mildew, Sooty Mould, and Stem End Rot, with each category having a fixed set of 500 images for fair training and testing of deep learning algorithms. The images were captured using consumer-grade mobile camera devices simulating practical field setups and natural lighting intensities in actual orchards and post-harvest setups.
The disease categories included in the study and development stages were determined based on the prevalence rate, distinctness, and importance with regard to fruit disease classification. Disorders, whether physiological or disease-related, that lack distinctness or can easily pass unnoticed from visual perception, especially in disease categorization concerning fruit, also did not take part in the study. The smaller categories undergo augmentation, including safe transformations such as rotation, flipping, and adjustment of brightness, while larger categories undergo downsampling.
All images are stored in class-wise folders and are systematically renamed based on a common naming convention for easy reproducibility and use. The dataset is meant for use in disease classification, transfer learning, comparison of deep CNN models for classification, and other comparative studies of precision agriculture models. By focusing on a single cultivar, this dataset enables the development of robust cultivar-specific disease detection models and contributes to reproducible research in agricultural computer vision.
DOI: 10.17632/bny5bsj9gp
title: Clinical and recurrence data of Granulomatous lobular mastitis (Sichuan, 2019-2024)

description: Source: GLM patient data were collected from two tertiary hospitals, Sichuan Maternal and Child Health Hospital and Chengdu 363 Hospital, between January 2019 and December 2024.
Sample: Includes records of 318 female patients diagnosed with GLM.
Core indicator: The primary endpoint is recurrence within one year after diagnosis (recurrence rate 32.4%).
DOI: 10.5281/zenodo.18127441
title: Linked collectors and determiners for: Revision of the Genus Polytes Stål (Heteroptera: Scutelleridae).

description: Natural history specimen data linked to collectors and determiners held within, "Revision of the Genus Polytes Stål (Heteroptera: Scutelleridae)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/67f1c016-8a34-4f50-a7f8-16cdb3df12e1 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/67f1c016-8a34-4f50-a7f8-16cdb3df12e1. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18127439
title: Linked collectors and determiners for: Arizona Western College Herbarium.

description: Natural history specimen data linked to collectors and determiners held within, "Arizona Western College Herbarium". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/67653691-c3be-4f88-8d61-3d87c760a887 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/67653691-c3be-4f88-8d61-3d87c760a887. Formatted as a Frictionless Data package.
DOI: 10.17632/bny5bsj9gp.1
title: Clinical and recurrence data of Granulomatous lobular mastitis (Sichuan, 2019-2024)

description: Source: GLM patient data were collected from two tertiary hospitals, Sichuan Maternal and Child Health Hospital and Chengdu 363 Hospital, between January 2019 and December 2024.
Sample: Includes records of 318 female patients diagnosed with GLM.
Core indicator: The primary endpoint is recurrence within one year after diagnosis (recurrence rate 32.4%).
DOI: 10.5281/zenodo.18127444
title: Linked collectors and determiners for: Taxonomic and Zoogeographic Study of the Japanese Phygadeuontinae (Hymenoptera, Ichneumonidae), with Descriptions of 17 New Species.

description: Natural history specimen data linked to collectors and determiners held within, "Taxonomic and Zoogeographic Study of the Japanese Phygadeuontinae (Hymenoptera, Ichneumonidae), with Descriptions of 17 New Species". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/70224806-ca38-47ca-bd8a-63da3ac532f9 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/70224806-ca38-47ca-bd8a-63da3ac532f9. Formatted as a Frictionless Data package.
DOI: 10.17632/snzb5g6ddy.1
title: APCEM-Enhanced Cervical Cytology Pap Smear Image Dataset

description: A meticulously determined compilation of 4,253 cytology of cervical Pap smear images, representing multiple phases of epithelial abnormalities along with normal cellular conditions, makes up the APCEM-Enhanced Cervical Cytology Image dataset. The dataset is intended to assist studies in cytological image analysis, medical image modification, and cervical cancer screening. In order to enhance image quality while preserving cytological structure fidelity and diagnostic significance, all images have been manipulated using the approach recommended APCEM (Adaptive Parameterized Cytology Enhancement Model).

Research Hypothesis

Pap smear images visual quality and structural clarity can be significantly improved by carefully constructed traditional image enhancement techniques that adjust to cytological image properties without sacrificing diagnostic morphology. Improved interpretability and higher-quality inputs for subsequent analytical and computational studies in cervical cancer research are made possible by such upgrading.

What the Data Shows

There are 4,253 cervical cytology images in the collection that were obtained under standard laboratory imaging circumstances. It comprises six cytological broad categories that are clinically significant: ASCH (119 images), ASCUS (340 images), HSIL (1,300 images), LSIL (1,241 images), NILM (779 images), and SCC (474 images). Realistic variations in staining intensity, cellular density, overlap, background artifacts, and disease severity are displayed in the images, which mirror the features of actual cytology slides.

Notable Features

Standardized magnitude of cytology sights after APCEM preprocessing.
Six cytological classes brought about with the Bethesda System.
Modern adaptive restructuring pipeline without optimization based on learning.
Medical imaging applications such as contrast enhancement and noise mitigation.
Preservation of cytoplasmic equipment, cellular structure, and the edges of cells.

How to Interpret and Use the Data

The APCEM classical adaptive image enhancement pipeline, which involves resolution normalization, luminance-based contrast enhancement in LAB color space, edge-preserving non-local means denoising, and rough masking for structural refinement, was employing to improve the images in the APCEM-Enhanced Cervical Cytology Image dataset. While avoiding artificial feature amplification, the augmentation optimizes cellular visibility and contrast-to-noise ratio. The dataset can be deployed as a standardized preprocessing resource for cervical cytology research, as well as for statistical image analysis, enhancement benchmarking, and visual clarity evaluation.

Potential Applications

Evaluation of cervical cytology image quality and augmentation.
Comparing traditional methods for improving medical images.
Foundational preprocessing for cervical cancer screening research.
Academic studies in computer vision, medical imaging, and cytopathology.
DOI: 10.5281/zenodo.18127442
title: Linked collectors and determiners for: NEON Domain Carabid Teaching Collection.

description: Natural history specimen data linked to collectors and determiners held within, "NEON Domain Carabid Teaching Collection". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/69e5ceb4-30a6-4074-8f9d-d6a0457cb789 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/69e5ceb4-30a6-4074-8f9d-d6a0457cb789. Formatted as a Frictionless Data package.
DOI: 10.17632/txr55zvmwx
title: Tourism and crime dataset

description: Panel dataset for tourism, crime and other socio-economic variables
DOI: 10.5281/zenodo.18127446
title: Linked collectors and determiners for: Lavandula stoechas var. iuliae (Labiatae), una nova varietat de tomaní.

description: Natural history specimen data linked to collectors and determiners held within, "Lavandula stoechas var. iuliae (Labiatae), una nova varietat de tomaní". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/89744838-4b77-479d-a3b1-69082b255591 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/89744838-4b77-479d-a3b1-69082b255591. Formatted as a Frictionless Data package.
DOI: 10.17632/txr55zvmwx.1
title: Tourism and crime dataset

description: Panel dataset for tourism, crime and other socio-economic variables
DOI: 10.15468/dl.zcamkb
title: Occurrence Download

description: A dataset containing 1849918 species occurrences available in GBIF matching the query:
{
 "and" : [
 "GadmGid is GBR",
 "OccurrenceStatus is Present",
 "TaxonKey is Pararge aegeria"
 ]
}

 The dataset includes 1849918 records from 123 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0070838-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18127455
title: Linked collectors and determiners for: Herbario de la Facultad de Farmacia, Universidad Complutense de Madrid (MAF- Bryo).

description: Natural history specimen data linked to collectors and determiners held within, "Herbario de la Facultad de Farmacia, Universidad Complutense de Madrid (MAF- Bryo)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/9f924a0b-4ec7-48a5-8b0b-c654b9c54304 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/9f924a0b-4ec7-48a5-8b0b-c654b9c54304. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18127448
title: Linked collectors and determiners for: JABU - Herbarium Jaboti.

description: Natural history specimen data linked to collectors and determiners held within, "JABU - Herbarium Jaboti". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/92dad654-37e5-4782-b4d3-822ba619aa2e using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/92dad654-37e5-4782-b4d3-822ba619aa2e. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18127451
title: Linked collectors and determiners for: Lochetica ramii sp. nov. – a new species of Lochetica Kriechbaumer, 1892 (Hymenoptera, Ichneumonidae, Phygadeuontinae) from Finland, with a key to world species.

description: Natural history specimen data linked to collectors and determiners held within, "Lochetica ramii sp. nov. – a new species of Lochetica Kriechbaumer, 1892 (Hymenoptera, Ichneumonidae, Phygadeuontinae) from Finland, with a key to world species". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/993a5cbd-6bd8-4d41-8f52-c3916db0bca7 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/993a5cbd-6bd8-4d41-8f52-c3916db0bca7. Formatted as a Frictionless Data package.
DOI: 10.17632/9tjt7g3hz8
title: Zona de frutas y verduras

description: The recording contains a mix of soundscapes from Galería Alameda in Cali. You can hear conversatios and negotiations in the fruit and vegetable zone. The recording is part of the outcomes of the research project “The Sound Identity of Market Squares” conducted at the Pontificia Universidad Javeriana of Colombia. The file was recorded and mixed by Roberto Cuervo Pulido, Associate Professor in the Department of Design, Faculty of Architecture and Design, Pontificia Universidad Javeriana, Bogotá campus, Colombia; and by Joaquín Eduardo Llorca Franco, Associate Professor in the Department of Habitat, Faculty of Creation and Habitat, Pontificia Universidad Javeriana, Cali campus, Colombia; and by Jonathan Reina.

The work is framed within research-creation as a mode of artistic production linked to academic processes, and it describes how the documentary material obtained from field recordings is used for the composition of a soundscape. Through a methodology that integrates research findings with the creative process, the aim is to express the identity of the market squares through a sonic narrative.

This composition seeks to transform the listener’s auditory experience, moving from a passive mode of listening—where familiar sounds and references are recognized—to an active mode of listening that invites aesthetic discernment and a deeper appreciation of the acoustic identity of market squares.


La grabación contiene una mezcla de paisajes sonoros de la Galería Alameda en Cali. Se escuchan conversaciones de negociaciones de la zona de frutas y verduras. La grabación es parte del resultado de la investigación "La identidad sonora de las plazas de mercado" de la Pontificia Universidad Javeriana de Colombia. El archivo fue grabado y mezclado por Roberto Cuervo Pulido, ; y por Joaquín Eduardo Llorca Franco, profesor asociado del Departamento de Hábitat de la Facultad de Creación y Hábitat de la Pontificia Universidad Javeriana. Sede Cali-Colombia y por Jonathan Reina.
Se enmarca en la investigación-creación como modo de producción artística relacionada con procesos académicos y describe la manera como el material documental obtenido de las grabaciones de campo se usa para la composición de un paisaje sonoro. Mediante una metodología que integra los hallazgos de la investigación con el proceso creativo, se busca expresar la identidad de las plazas en un relato sonoro.
Esta composición busca transformar la experiencia auditiva del oyente, pasando de una escucha pasiva, donde se reconocen los sonidos y referentes familiares, a una escucha activa que invita al discernimiento estético y a una apreciación más profunda de la identidad acústica de las plazas de mercado.
DOI: 10.17632/9tjt7g3hz8.1
title: Zona de frutas y verduras

description: The recording contains a mix of soundscapes from Galería Alameda in Cali. You can hear conversatios and negotiations in the fruit and vegetable zone. The recording is part of the outcomes of the research project “The Sound Identity of Market Squares” conducted at the Pontificia Universidad Javeriana of Colombia. The file was recorded and mixed by Roberto Cuervo Pulido, Associate Professor in the Department of Design, Faculty of Architecture and Design, Pontificia Universidad Javeriana, Bogotá campus, Colombia; and by Joaquín Eduardo Llorca Franco, Associate Professor in the Department of Habitat, Faculty of Creation and Habitat, Pontificia Universidad Javeriana, Cali campus, Colombia; and by Jonathan Reina.

The work is framed within research-creation as a mode of artistic production linked to academic processes, and it describes how the documentary material obtained from field recordings is used for the composition of a soundscape. Through a methodology that integrates research findings with the creative process, the aim is to express the identity of the market squares through a sonic narrative.

This composition seeks to transform the listener’s auditory experience, moving from a passive mode of listening—where familiar sounds and references are recognized—to an active mode of listening that invites aesthetic discernment and a deeper appreciation of the acoustic identity of market squares.


La grabación contiene una mezcla de paisajes sonoros de la Galería Alameda en Cali. Se escuchan conversaciones de negociaciones de la zona de frutas y verduras. La grabación es parte del resultado de la investigación "La identidad sonora de las plazas de mercado" de la Pontificia Universidad Javeriana de Colombia. El archivo fue grabado y mezclado por Roberto Cuervo Pulido, ; y por Joaquín Eduardo Llorca Franco, profesor asociado del Departamento de Hábitat de la Facultad de Creación y Hábitat de la Pontificia Universidad Javeriana. Sede Cali-Colombia y por Jonathan Reina.
Se enmarca en la investigación-creación como modo de producción artística relacionada con procesos académicos y describe la manera como el material documental obtenido de las grabaciones de campo se usa para la composición de un paisaje sonoro. Mediante una metodología que integra los hallazgos de la investigación con el proceso creativo, se busca expresar la identidad de las plazas en un relato sonoro.
Esta composición busca transformar la experiencia auditiva del oyente, pasando de una escucha pasiva, donde se reconocen los sonidos y referentes familiares, a una escucha activa que invita al discernimiento estético y a una apreciación más profunda de la identidad acústica de las plazas de mercado.
DOI: 10.5281/zenodo.18127456
title: Linked collectors and determiners for: Avicennia (Acanthaceae: Avicennioideae) in North America and Mesoamerica.

description: Natural history specimen data linked to collectors and determiners held within, "Avicennia (Acanthaceae: Avicennioideae) in North America and Mesoamerica". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/a4ae09f2-c3cd-43ae-bc2c-24e44f3ac261 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/a4ae09f2-c3cd-43ae-bc2c-24e44f3ac261. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18127457
title: Linked collectors and determiners for: Diversity of terrestrial arthropods exhibiting mimicry from Hazaribagh Plateau region.

description: Natural history specimen data linked to collectors and determiners held within, "Diversity of terrestrial arthropods exhibiting mimicry from Hazaribagh Plateau region". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/a79e719e-b5b7-4e4a-b963-af3a7ca408d9 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/a79e719e-b5b7-4e4a-b963-af3a7ca408d9. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18127461
title: Linked collectors and determiners for: A Revision of the rhopalocerus Species Group of Bembecinus Costa (Hymenoptera: Crabronidae: Bembicinae).

description: Natural history specimen data linked to collectors and determiners held within, "A Revision of the rhopalocerus Species Group of Bembecinus Costa (Hymenoptera: Crabronidae: Bembicinae)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/b5962602-3138-42ad-8b1a-e0e483d0c267 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/b5962602-3138-42ad-8b1a-e0e483d0c267. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18127469
title: Linked collectors and determiners for: Incorporation of Danguya into Anisotes (Acanthaceae: Justicieae), a New Combination, and Lectotypification of D. pulchella.

description: Natural history specimen data linked to collectors and determiners held within, "Incorporation of Danguya into Anisotes (Acanthaceae: Justicieae), a New Combination, and Lectotypification of D. pulchella". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/dd69fc70-9112-457e-8fc5-5ec834723baa using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/dd69fc70-9112-457e-8fc5-5ec834723baa. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18127467
title: Linked collectors and determiners for: Systematic revision of the South American " Nuncia " (Opiliones, Laniatores, Triaenonychidae).

description: Natural history specimen data linked to collectors and determiners held within, "Systematic revision of the South American " Nuncia " (Opiliones, Laniatores, Triaenonychidae)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/d7935e1b-a3af-427e-afd7-88ee385dc1e7 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/d7935e1b-a3af-427e-afd7-88ee385dc1e7. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18127474
title: Linked collectors and determiners for: Herbario de la Facultad de Farmacia. Colección histórica Blas Lázaro e Ibiza (MAF- Laz).

description: Natural history specimen data linked to collectors and determiners held within, "Herbario de la Facultad de Farmacia. Colección histórica Blas Lázaro e Ibiza (MAF- Laz)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/df23da9d-d3a3-4ead-9cee-fc864e6a7538 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/df23da9d-d3a3-4ead-9cee-fc864e6a7538. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18127472
title: Linked collectors and determiners for: Colección Botánica del Herbario IVIC.

description: Natural history specimen data linked to collectors and determiners held within, "Colección Botánica del Herbario IVIC". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/ddd96ed8-b964-4052-b093-3512a0d134b5 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/ddd96ed8-b964-4052-b093-3512a0d134b5. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18127475
title: Linked collectors and determiners for: Orcovita varungan n. sp. (Crustacea: Decapoda: Varunidae) from Muna Island, southern Sulawesi, Indonesia.

description: Natural history specimen data linked to collectors and determiners held within, "Orcovita varungan n. sp. (Crustacea: Decapoda: Varunidae) from Muna Island, southern Sulawesi, Indonesia". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/f4149a2d-7820-482c-a897-257ef29ac1fe using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/f4149a2d-7820-482c-a897-257ef29ac1fe. Formatted as a Frictionless Data package.