cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18128594
title: Linked collectors and determiners for: A new Amazonian species, description of male of Isanopus sahlbergi Bernhauer, 1917, and a revised key to species of Isanopus Sharp, 1876 (Coleoptera: Staphylinidae).

description: Natural history specimen data linked to collectors and determiners held within, "A new Amazonian species, description of male of Isanopus sahlbergi Bernhauer, 1917, and a revised key to species of Isanopus Sharp, 1876 (Coleoptera: Staphylinidae)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/795782c0-8106-4c93-85c4-303e6d0b59c9 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/795782c0-8106-4c93-85c4-303e6d0b59c9. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18698403
title: Linked collectors and determiners for: A new Amazonian species, description of male of Isanopus sahlbergi Bernhauer, 1917, and a revised key to species of Isanopus Sharp, 1876 (Coleoptera: Staphylinidae).

description: Natural history specimen data linked to collectors and determiners held within, "A new Amazonian species, description of male of Isanopus sahlbergi Bernhauer, 1917, and a revised key to species of Isanopus Sharp, 1876 (Coleoptera: Staphylinidae)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/795782c0-8106-4c93-85c4-303e6d0b59c9 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/795782c0-8106-4c93-85c4-303e6d0b59c9. Formatted as a Frictionless Data package.
DOI: 10.17632/9tndhkkscy
title: Pancreatic cancer incidence and mortality in Ecuador 2008-2023 dataset

description: This dataset contains aggregated epidemiological records of pancreatic cancer in Ecuador between 2008 and 2023. The data were derived from official mortality and morbidity registries compiled by the National Institute of Statistics and Census (INEC) and were used to calculate national incidence and mortality trends in the associated epidemiological study.

The dataset is anonymized and includes no individual-level information. All variables correspond to aggregated counts and proportions suitable for population-based temporal and geographic analyses.
DOI: 10.25549/rbm-c58-7694
title: Vulture flying

description: Vulture flying. This is plate 765, captioned "Vulture flying" from Eadweard Muybridge. Animal locomotion: an electro-photographic investigation of consecutive phases of animal movements. 1872-1885 / published under the auspices of the University of Pennsylvania. Plates. The plates printed by the Photo-Gravure Company. Philadelphia, 1887.
DOI: 10.17632/9tndhkkscy.1
title: Pancreatic cancer incidence and mortality in Ecuador 2008-2023 dataset

description: This dataset contains aggregated epidemiological records of pancreatic cancer in Ecuador between 2008 and 2023. The data were derived from official mortality and morbidity registries compiled by the National Institute of Statistics and Census (INEC) and were used to calculate national incidence and mortality trends in the associated epidemiological study.

The dataset is anonymized and includes no individual-level information. All variables correspond to aggregated counts and proportions suitable for population-based temporal and geographic analyses.
DOI: 10.5281/zenodo.18128592
title: Linked collectors and determiners for: Douglas fir (Pseudotsuga menziesii [Mirb.] Franco) trees from old-growth Italian plantations (IBBR-DOUGLAS-FIR).

description: Natural history specimen data linked to collectors and determiners held within, "Douglas fir (Pseudotsuga menziesii [Mirb.] Franco) trees from old-growth Italian plantations (IBBR-DOUGLAS-FIR)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/75544569-5617-418a-9349-4217049d6938 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/75544569-5617-418a-9349-4217049d6938. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18698402
title: Linked collectors and determiners for: Douglas fir (Pseudotsuga menziesii [Mirb.] Franco) trees from old-growth Italian plantations (IBBR-DOUGLAS-FIR).

description: Natural history specimen data linked to collectors and determiners held within, "Douglas fir (Pseudotsuga menziesii [Mirb.] Franco) trees from old-growth Italian plantations (IBBR-DOUGLAS-FIR)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/75544569-5617-418a-9349-4217049d6938 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/75544569-5617-418a-9349-4217049d6938. Formatted as a Frictionless Data package.
DOI: 10.15468/dl.2qyfb6
title: Occurrence Download

description: A dataset containing 230 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhithrogena dorieri"
 ]
}

 The dataset includes 230 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029464-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/rbm-c58-3585
title: Horse Buckskin walking, lame right front foot, with rider

description: Horse Buckskin walking, lame right front foot, with rider. This is plate 654, captioned "'Buckskin' walking, lame right front foot" from Eadweard Muybridge. Animal locomotion: an electro-photographic investigation of consecutive phases of animal movements. 1872-1885 / published under the auspices of the University of Pennsylvania. Plates. The plates printed by the Photo-Gravure Company. Philadelphia, 1887.
DOI: 10.25549/rbm-c58-3588
title: Horse Buckskin walking, lame right front foot, with rider

description: Horse Buckskin walking, lame right front foot, with rider. This is plate 654, captioned "'Buckskin' walking, lame right front foot" from Eadweard Muybridge. Animal locomotion: an electro-photographic investigation of consecutive phases of animal movements. 1872-1885 / published under the auspices of the University of Pennsylvania. Plates. The plates printed by the Photo-Gravure Company. Philadelphia, 1887.
DOI: 10.25549/rbm-c58-3589
title: Horse Buckskin walking, lame right front foot, with rider

description: Horse Buckskin walking, lame right front foot, with rider. This is plate 654, captioned "'Buckskin' walking, lame right front foot" from Eadweard Muybridge. Animal locomotion: an electro-photographic investigation of consecutive phases of animal movements. 1872-1885 / published under the auspices of the University of Pennsylvania. Plates. The plates printed by the Photo-Gravure Company. Philadelphia, 1887.
DOI: 10.25549/rbm-c58-3590
title: Horse Buckskin walking, lame right front foot, with rider

description: Horse Buckskin walking, lame right front foot, with rider. This is plate 654, captioned "'Buckskin' walking, lame right front foot" from Eadweard Muybridge. Animal locomotion: an electro-photographic investigation of consecutive phases of animal movements. 1872-1885 / published under the auspices of the University of Pennsylvania. Plates. The plates printed by the Photo-Gravure Company. Philadelphia, 1887.
DOI: 10.17632/9tp9cbh3vb
title: Data and Code for Maximum performance, repeatability, and intraindividual variability of sprinting in common wall lizards (Podarcis muralis)
DOI: 10.5281/zenodo.18128596
title: Linked collectors and determiners for: On the taxonomy of the genus Miltochrista Hübner with descriptions of six new species from the Oriental Realm (Lepidoptera: Erebidae: Arctiinae: Lithosiini).

description: Natural history specimen data linked to collectors and determiners held within, "On the taxonomy of the genus Miltochrista Hübner with descriptions of six new species from the Oriental Realm (Lepidoptera: Erebidae: Arctiinae: Lithosiini)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/862ad75d-c92c-4a23-ae7c-19649b0c9ea0 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/862ad75d-c92c-4a23-ae7c-19649b0c9ea0. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18698406
title: Linked collectors and determiners for: On the taxonomy of the genus Miltochrista Hübner with descriptions of six new species from the Oriental Realm (Lepidoptera: Erebidae: Arctiinae: Lithosiini).

description: Natural history specimen data linked to collectors and determiners held within, "On the taxonomy of the genus Miltochrista Hübner with descriptions of six new species from the Oriental Realm (Lepidoptera: Erebidae: Arctiinae: Lithosiini)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/862ad75d-c92c-4a23-ae7c-19649b0c9ea0 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/862ad75d-c92c-4a23-ae7c-19649b0c9ea0. Formatted as a Frictionless Data package.
DOI: 10.17632/9tp9cbh3vb.1
title: Data and Code for Maximum performance, repeatability, and intraindividual variability of sprinting in common wall lizards (Podarcis muralis)
DOI: 10.25549/rbm-c58-3600
title: Horse Gazelle walking, spavin, right hind leg with rider

description: Horse Gazelle walking, spavin, right hind leg with rider. This is plate 655, captioned "'Gazelle' walking, spavin, right hind leg" from Eadweard Muybridge. Animal locomotion: an electro-photographic investigation of consecutive phases of animal movements. 1872-1885 / published under the auspices of the University of Pennsylvania. Plates. The plates printed by the Photo-Gravure Company. Philadelphia, 1887.
DOI: 10.25549/rbm-c58-3770
title: Horse Denver, miscellaneous performances

description: Horse Denver, miscellaneous performances. This is plate 660, captioned "'Denver', miscellaneous performances" from Eadweard Muybridge. Animal locomotion: an electro-photographic investigation of consecutive phases of animal movements. 1872-1885 / published under the auspices of the University of Pennsylvania. Plates. The plates printed by the Photo-Gravure Company. Philadelphia, 1887.
DOI: 10.5281/zenodo.18128598
title: Linked collectors and determiners for: Review of the genus Rhyparus Westwood, 1845 (Coleoptera: Scarabaeidae: Aphodiinae) in the Solomon Islands with description of two new species.

description: Natural history specimen data linked to collectors and determiners held within, "Review of the genus Rhyparus Westwood, 1845 (Coleoptera: Scarabaeidae: Aphodiinae) in the Solomon Islands with description of two new species". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/8987e8bf-025d-4492-bb27-8cf2ca525e1e using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/8987e8bf-025d-4492-bb27-8cf2ca525e1e. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18698408
title: Linked collectors and determiners for: Review of the genus Rhyparus Westwood, 1845 (Coleoptera: Scarabaeidae: Aphodiinae) in the Solomon Islands with description of two new species.

description: Natural history specimen data linked to collectors and determiners held within, "Review of the genus Rhyparus Westwood, 1845 (Coleoptera: Scarabaeidae: Aphodiinae) in the Solomon Islands with description of two new species". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/8987e8bf-025d-4492-bb27-8cf2ca525e1e using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/8987e8bf-025d-4492-bb27-8cf2ca525e1e. Formatted as a Frictionless Data package.
DOI: 10.6084/m9.figshare.31369444
title: LLM-Model-Comparison-2026

description: Structured dataset comparing 16 large language models across 22 fields for enterprise use cases in 2026. Covers GPT-4.1, Claude 4.5, Gemini 2.5, Llama 4, DeepSeek V3/R1, Mistral Large 3, and Command A from 7 providers. Includes pricing per million tokens, benchmark scores (MMLU, HumanEval, MATH, MT-Bench), context windows up to 10M tokens, latency measurements, API feature flags, and recommended use cases. Based on official provider documentation and validated against 100+ production deployments. Published by Salt Technologies, an AI Development Company under CC BY 4.0.This dataset is published on: https://www.salttechno.ai/datasets/llm-model-comparison-2026/
DOI: 10.6084/m9.figshare.31369444.v1
title: LLM-Model-Comparison-2026

description: Structured dataset comparing 16 large language models across 22 fields for enterprise use cases in 2026. Covers GPT-4.1, Claude 4.5, Gemini 2.5, Llama 4, DeepSeek V3/R1, Mistral Large 3, and Command A from 7 providers. Includes pricing per million tokens, benchmark scores (MMLU, HumanEval, MATH, MT-Bench), context windows up to 10M tokens, latency measurements, API feature flags, and recommended use cases. Based on official provider documentation and validated against 100+ production deployments. Published by Salt Technologies, an AI Development Company under CC BY 4.0.This dataset is published on: https://www.salttechno.ai/datasets/llm-model-comparison-2026/
DOI: 10.25549/rbm-c58-3775
title: Horse Denver, miscellaneous performances

description: Horse Denver, miscellaneous performances. This is plate 660, captioned "'Denver', miscellaneous performances" from Eadweard Muybridge. Animal locomotion: an electro-photographic investigation of consecutive phases of animal movements. 1872-1885 / published under the auspices of the University of Pennsylvania. Plates. The plates printed by the Photo-Gravure Company. Philadelphia, 1887.
DOI: 10.17632/fcf7brsfm6
title: Horseradish and weed dataset from commercial fields in Southern Illinois

description: This dataset contains annotated RGB images collected to develop and benchmark YOLO models for weed detection in commercial horseradish (Armoracia rusticana) production systems in Southern Illinois. The data support research on vision-based, real-time robotic weeding in a high-value specialty crop with limited herbicide options. This dataset is provided to accompany the manuscript submitted to Frontiers in Agronomy, titled ‘Evaluation of YOLO-based Weed Detection Models on Commercial Horseradish Fields in Southern Illinois'.

Images were captured during the 2024 growing season from two commercial horseradish fields in Collinsville, Illinois, and one research plot (Illinois Autonomous Farm, UIUC). Two acquisition platforms were used:
* A handheld Apple iPhone 13 Mini mounted on a monopod for proximal imaging between crop rows.
* A Farm-ng Amiga mobile robot equipped with Luxonis OAK-D cameras for robotic imaging.

Videos were recorded at 30 and 60 fps and further processed to convert to image frames. After curation and augmentation (e.g., flipping, saturation adjustments), the dataset contains approximately 2,696 images. Each image is annotated for object detection with two classes: 
i. Horseradish (crop); 
ii. Weed (composite non-crop class, including key species such as waterhemp, Amaranthus tuberculatus, and Palmer amaranth, Amaranthus palmeri, along with other broadleaf and grass weeds).

Annotations are provided in a YOLO-compatible format to facilitate ease in training. The dataset was originally used to compare multiple YOLO variants (e.g., nano/small/medium models from different YOLO v8, v11, and v12). The performance metrics were based on accuracy (precision, recall, F1, mAP@50) and computational criteria (inference time, model size, GFLOPs). We also tested various compute platforms for potential deployment on embedded and edge-computing platforms.

Intended uses include:
* Training and evaluating crop-weed detection models in specialty crops.
* Benchmarking lightweight YOLO object detectors for real-time inference.
* Best tuned and trained model for testing inference.

Along with the images and labels, we provided an example script (training_script.ipynb) showing the training and inference scripts and brief documentation describing the dataset structure, class definitions, and recommended preprocessing steps.

The uploaded folder is arranged in the following file structure: 

Horseradish-weed-dataset
 ┣ data
 ┃ ┣ test
 ┃ ┃ ┣ images
 ┃ ┃ ┣ labels
 ┃ ┣ train
 ┃ ┃ ┣ images
 ┃ ┃ ┣ labels
 ┃ ┣ valid
 ┃ ┃ ┣ images
 ┃ ┃ ┣ labels
 ┃ ┗ data.yaml
 ┣ Horseradish_8n_200epochs_best.pt
 ┣ requirements.txt
 ┗ training_script.ipynb
DOI: 10.17632/fcf7brsfm6.1
title: Horseradish and weed dataset from commercial fields in Southern Illinois

description: This dataset contains annotated RGB images collected to develop and benchmark YOLO models for weed detection in commercial horseradish (Armoracia rusticana) production systems in Southern Illinois. The data support research on vision-based, real-time robotic weeding in a high-value specialty crop with limited herbicide options. This dataset is provided to accompany the manuscript submitted to Frontiers in Agronomy, titled ‘Evaluation of YOLO-based Weed Detection Models on Commercial Horseradish Fields in Southern Illinois'.

Images were captured during the 2024 growing season from two commercial horseradish fields in Collinsville, Illinois, and one research plot (Illinois Autonomous Farm, UIUC). Two acquisition platforms were used:
* A handheld Apple iPhone 13 Mini mounted on a monopod for proximal imaging between crop rows.
* A Farm-ng Amiga mobile robot equipped with Luxonis OAK-D cameras for robotic imaging.

Videos were recorded at 30 and 60 fps and further processed to convert to image frames. After curation and augmentation (e.g., flipping, saturation adjustments), the dataset contains approximately 2,696 images. Each image is annotated for object detection with two classes: 
i. Horseradish (crop); 
ii. Weed (composite non-crop class, including key species such as waterhemp, Amaranthus tuberculatus, and Palmer amaranth, Amaranthus palmeri, along with other broadleaf and grass weeds).

Annotations are provided in a YOLO-compatible format to facilitate ease in training. The dataset was originally used to compare multiple YOLO variants (e.g., nano/small/medium models from different YOLO v8, v11, and v12). The performance metrics were based on accuracy (precision, recall, F1, mAP@50) and computational criteria (inference time, model size, GFLOPs). We also tested various compute platforms for potential deployment on embedded and edge-computing platforms.

Intended uses include:
* Training and evaluating crop-weed detection models in specialty crops.
* Benchmarking lightweight YOLO object detectors for real-time inference.
* Best tuned and trained model for testing inference.

Along with the images and labels, we provided an example script (training_script.ipynb) showing the training and inference scripts and brief documentation describing the dataset structure, class definitions, and recommended preprocessing steps.

The uploaded folder is arranged in the following file structure: 

Horseradish-weed-dataset
 ┣ data
 ┃ ┣ test
 ┃ ┃ ┣ images
 ┃ ┃ ┣ labels
 ┃ ┣ train
 ┃ ┃ ┣ images
 ┃ ┃ ┣ labels
 ┃ ┣ valid
 ┃ ┃ ┣ images
 ┃ ┃ ┣ labels
 ┃ ┗ data.yaml
 ┣ Horseradish_8n_200epochs_best.pt
 ┣ requirements.txt
 ┗ training_script.ipynb
DOI: 10.25549/rbm-c58-3779
title: Horse Denver, miscellaneous performances

description: Horse Denver, miscellaneous performances. This is plate 660, captioned "'Denver', miscellaneous performances" from Eadweard Muybridge. Animal locomotion: an electro-photographic investigation of consecutive phases of animal movements. 1872-1885 / published under the auspices of the University of Pennsylvania. Plates. The plates printed by the Photo-Gravure Company. Philadelphia, 1887.
DOI: 10.34616/yonwqe
title: Nuns as Artists and Modern Art in the Polish People’s Republic in the Context of Aggiornamento - research data

description: Dataset generated from research on residues of premodern relationships with art among contemporary nuns and non-religious women. This set focuses on religious artists, especially the nuns with advanced artistic education: Zofia Wendorff-Serafinowicz, Sister Paula from Żarnowiec, Małgorzata Bogucka and Alma Skrzydlewska. The collected data includes photographic material documenting their artworks.
DOI: 10.25549/rbm-c58-3790
title: Horse Denver, miscellaneous performances

description: Horse Denver, miscellaneous performances. This is plate 660, captioned "'Denver', miscellaneous performances" from Eadweard Muybridge. Animal locomotion: an electro-photographic investigation of consecutive phases of animal movements. 1872-1885 / published under the auspices of the University of Pennsylvania. Plates. The plates printed by the Photo-Gravure Company. Philadelphia, 1887.
DOI: 10.5281/zenodo.18698415
title: Linked collectors and determiners for: A new species of Namib Day Gecko (Gekkonidae: Rhoptropus Peters, 1869) from the Serra da Neve inselberg, southwestern Angola.

description: Natural history specimen data linked to collectors and determiners held within, "A new species of Namib Day Gecko (Gekkonidae: Rhoptropus Peters, 1869) from the Serra da Neve inselberg, southwestern Angola". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/8fa6b29e-51f8-4d10-bbb5-c0a0b00a0a86 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/8fa6b29e-51f8-4d10-bbb5-c0a0b00a0a86. Formatted as a Frictionless Data package.
DOI: 10.25549/rbm-c58-3830
title: Horse Ruth, refractory with rider

description: Horse Ruth, refractory with rider. This is plate 661, captioned "'Ruth', refractory" from Eadweard Muybridge. Animal locomotion: an electro-photographic investigation of consecutive phases of animal movements. 1872-1885 / published under the auspices of the University of Pennsylvania. Plates. The plates printed by the Photo-Gravure Company. Philadelphia, 1887.
DOI: 10.5281/zenodo.18128604
title: Linked collectors and determiners for: A new species of Namib Day Gecko (Gekkonidae: Rhoptropus Peters, 1869) from the Serra da Neve inselberg, southwestern Angola.

description: Natural history specimen data linked to collectors and determiners held within, "A new species of Namib Day Gecko (Gekkonidae: Rhoptropus Peters, 1869) from the Serra da Neve inselberg, southwestern Angola". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/8fa6b29e-51f8-4d10-bbb5-c0a0b00a0a86 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/8fa6b29e-51f8-4d10-bbb5-c0a0b00a0a86. Formatted as a Frictionless Data package.
DOI: 10.25549/rbm-c58-5346
title: Dog Maggie galloping

description: Dog Maggie galloping. This is plate 710, captioned "'Maggie' galloping" from Eadweard Muybridge. Animal locomotion: an electro-photographic investigation of consecutive phases of animal movements. 1872-1885 / published under the auspices of the University of Pennsylvania. Plates. The plates printed by the Photo-Gravure Company. Philadelphia, 1887.
DOI: 10.25549/rbm-c58-5354
title: Dog Maggie galloping

description: Dog Maggie galloping. This is plate 710, captioned "'Maggie' galloping" from Eadweard Muybridge. Animal locomotion: an electro-photographic investigation of consecutive phases of animal movements. 1872-1885 / published under the auspices of the University of Pennsylvania. Plates. The plates printed by the Photo-Gravure Company. Philadelphia, 1887.