cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25549/rbm-c58-3240
title: Horse Pandora jumping a hurdle, saddled with a rider, clearing and landing

description: Horse Pandora jumping a hurdle, saddled with a rider, clearing and landing. This is plate 645, captioned "'Pandora' jumping a hurdle, saddled, clearing and landing" 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.18697906
title: Linked collectors and determiners for: The dung beetles of Venezuela (Coleoptera: Scarabaeidae: Scarabaeinae): catalogue and updated distribution.

description: Natural history specimen data linked to collectors and determiners held within, "The dung beetles of Venezuela (Coleoptera: Scarabaeidae: Scarabaeinae): catalogue and updated distribution". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/bf132c8e-dbc7-4f3d-96e9-1a0b153e765a using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/bf132c8e-dbc7-4f3d-96e9-1a0b153e765a. Formatted as a Frictionless Data package.
DOI: 10.25549/rbm-c58-3242
title: Horse Pandora jumping a hurdle, saddled with a rider, clearing and landing

description: Horse Pandora jumping a hurdle, saddled with a rider, clearing and landing. This is plate 645, captioned "'Pandora' jumping a hurdle, saddled, clearing and landing" 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.18128061
title: Linked collectors and determiners for: Lamiaceae-feeding aphids (Hemiptera: Aphididae) in Iran.

description: Natural history specimen data linked to collectors and determiners held within, "Lamiaceae-feeding aphids (Hemiptera: Aphididae) in Iran". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/b7368414-fae0-4e30-9da5-c1f6e4029087 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/b7368414-fae0-4e30-9da5-c1f6e4029087. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18697905
title: Linked collectors and determiners for: Lamiaceae-feeding aphids (Hemiptera: Aphididae) in Iran.

description: Natural history specimen data linked to collectors and determiners held within, "Lamiaceae-feeding aphids (Hemiptera: Aphididae) in Iran". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/b7368414-fae0-4e30-9da5-c1f6e4029087 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/b7368414-fae0-4e30-9da5-c1f6e4029087. Formatted as a Frictionless Data package.
DOI: 10.25549/rbm-c58-3252
title: Horse Pandora jumping a hurdle, saddled with nude rider

description: Horse Pandora jumping a hurdle, saddled with nude rider. This is plate 646, captioned "'Pandora' jumping a hurdle, saddled; rider nude" 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-c58-3280
title: Horse Pandora jumping a hurdle, bareback with nude rider

description: Horse Pandora jumping a hurdle, bareback with nude rider. This is plate 647, captioned "'Pandora' jumping a hurdle, bareback; rider nude" 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-c58-1256
title: Horse Annie G. walking, saddled with a rider

description: Horse Annie G. walking, saddled with a rider. This is plate 580, captioned "'Annie G.' walking, saddled" 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.18697909
title: Linked collectors and determiners for: Two new varieties of Agapetes (Ericaceae) from Xizang, China.

description: Natural history specimen data linked to collectors and determiners held within, "Two new varieties of Agapetes (Ericaceae) from Xizang, China". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/c660a473-38dd-43f0-b1cb-0a10eae7b047 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/c660a473-38dd-43f0-b1cb-0a10eae7b047. Formatted as a Frictionless Data package.
DOI: 10.25549/rbm-c58-1266
title: Horse Annie G. walking, saddled with a rider

description: Horse Annie G. walking, saddled with a rider. This is plate 580, captioned "'Annie G.' walking, saddled" 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.18128063
title: Linked collectors and determiners for: Two new varieties of Agapetes (Ericaceae) from Xizang, China.

description: Natural history specimen data linked to collectors and determiners held within, "Two new varieties of Agapetes (Ericaceae) from Xizang, China". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/c660a473-38dd-43f0-b1cb-0a10eae7b047 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/c660a473-38dd-43f0-b1cb-0a10eae7b047. Formatted as a Frictionless Data package.
DOI: 10.25549/rbm-c58-1261
title: Horse Annie G. walking, saddled with a rider

description: Horse Annie G. walking, saddled with a rider. This is plate 580, captioned "'Annie G.' walking, saddled" 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.18128066
title: Linked collectors and determiners for: A taxonomic revision of Pterisanthes (Vitaceae) in Thailand and a new Thai record for Pterisanthes cissioides.

description: Natural history specimen data linked to collectors and determiners held within, "A taxonomic revision of Pterisanthes (Vitaceae) in Thailand and a new Thai record for Pterisanthes cissioides". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/d0148034-55e7-49a8-839f-41786e1c2ee1 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/d0148034-55e7-49a8-839f-41786e1c2ee1. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18697910
title: Linked collectors and determiners for: A taxonomic revision of Pterisanthes (Vitaceae) in Thailand and a new Thai record for Pterisanthes cissioides.

description: Natural history specimen data linked to collectors and determiners held within, "A taxonomic revision of Pterisanthes (Vitaceae) in Thailand and a new Thai record for Pterisanthes cissioides". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/d0148034-55e7-49a8-839f-41786e1c2ee1 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/d0148034-55e7-49a8-839f-41786e1c2ee1. Formatted as a Frictionless Data package.
DOI: 10.25549/rbm-c58-1269
title: Horse Annie G. walking, saddled with a rider

description: Horse Annie G. walking, saddled with a rider. This is plate 580, captioned "'Annie G.' walking, saddled" 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-c58-1280
title: Horse Annie G. walking, saddled with a rider

description: Horse Annie G. walking, saddled with a rider. This is plate 580, captioned "'Annie G.' walking, saddled" 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-c58-2670
title: Horse Hansel galloping, bareback with rider

description: Horse Hansel galloping, bareback with rider. This is plate 629, captioned "'Hansel' galloping, bareback" 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: 10.15468/dl.z3g47p
title: Occurrence Download

description: A dataset containing 286 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((-7.525283 35.93581, -1.623243 35.93581, -1.623243 38.73089, -7.525283 38.73089, -7.525283 35.93581))",
 "TaxonKey is Ailanthus altissima",
 "HasCoordinate is true",
 "Year is greater than or equal to 1991",
 "Year is less than or equal to 2020"
 ]
}

 The dataset includes 286 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029394-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18128068
title: Linked collectors and determiners for: Justicia cordifolia, a new combination in Brazilian Acanthaceae.

description: Natural history specimen data linked to collectors and determiners held within, "Justicia cordifolia, a new combination in Brazilian Acanthaceae". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/d2434ba9-10ef-4308-bd45-a69af379b5d9 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/d2434ba9-10ef-4308-bd45-a69af379b5d9. Formatted as a Frictionless Data package.
DOI: 10.25549/rbm-c58-2672
title: Horse Hansel galloping, bareback with rider

description: Horse Hansel galloping, bareback with rider. This is plate 629, captioned "'Hansel' galloping, bareback" 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.18697917
title: Linked collectors and determiners for: Justicia cordifolia, a new combination in Brazilian Acanthaceae.

description: Natural history specimen data linked to collectors and determiners held within, "Justicia cordifolia, a new combination in Brazilian Acanthaceae". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/d2434ba9-10ef-4308-bd45-a69af379b5d9 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/d2434ba9-10ef-4308-bd45-a69af379b5d9. Formatted as a Frictionless Data package.
DOI: 10.25549/rbm-c58-2707
title: Horse Bouquet galloping, saddled with rider

description: Horse Bouquet galloping, saddled with rider. This is plate 631, captioned "'Bouquet' galloping, saddled" 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.18697918
title: Linked collectors and determiners for: A new endemic species of Mollinedia (Mollinedieae, Monimiaceae) from the southern limit of the Atlantic coastal moist forest.

description: Natural history specimen data linked to collectors and determiners held within, "A new endemic species of Mollinedia (Mollinedieae, Monimiaceae) from the southern limit of the Atlantic coastal moist forest". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/e4ca8008-97af-4dc0-af1b-42de4052dbd9 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/e4ca8008-97af-4dc0-af1b-42de4052dbd9. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18128072
title: Linked collectors and determiners for: A new endemic species of Mollinedia (Mollinedieae, Monimiaceae) from the southern limit of the Atlantic coastal moist forest.

description: Natural history specimen data linked to collectors and determiners held within, "A new endemic species of Mollinedia (Mollinedieae, Monimiaceae) from the southern limit of the Atlantic coastal moist forest". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/e4ca8008-97af-4dc0-af1b-42de4052dbd9 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/e4ca8008-97af-4dc0-af1b-42de4052dbd9. Formatted as a Frictionless Data package.
DOI: 10.25549/rbm-c58-2717
title: Horse Bouquet galloping, saddled with rider

description: Horse Bouquet galloping, saddled with rider. This is plate 631, captioned "'Bouquet' galloping, saddled" 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.18671475
title: Optimal speed-up of multi-step Pontus-Mpemba protocols

description: Data files to produce all the plots of our paper "Optimal speed-up of multi-step Pontus-Mpemba protocols"
DOI: 10.25549/rbm-c58-2711
title: Horse Bouquet galloping, saddled with rider

description: Horse Bouquet galloping, saddled with rider. This is plate 631, captioned "'Bouquet' galloping, saddled" 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.18671474
title: Optimal speed-up of multi-step Pontus-Mpemba protocols

description: Data files to produce all the plots of our paper "Optimal speed-up of multi-step Pontus-Mpemba protocols"
DOI: 10.25549/rbm-c58-3305
title: Horse Hornet jumping over three horses

description: Horse Hornet jumping over three horses. This is plate 648, captioned "'Hornet' jumping over three horses" 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-c58-3306
title: Horse Hornet jumping over three horses

description: Horse Hornet jumping over three horses. This is plate 648, captioned "'Hornet' jumping over three horses" 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.18128074
title: Linked collectors and determiners for: A review of the types of some Otostigmus (Parotostigmus) (Scolopendromorpha, Scolopendridae, Otostigminae) of the Andes mountain range.

description: Natural history specimen data linked to collectors and determiners held within, "A review of the types of some Otostigmus (Parotostigmus) (Scolopendromorpha, Scolopendridae, Otostigminae) of the Andes mountain range". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/e5517549-7829-4426-8e6f-1bd30c8647a6 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/e5517549-7829-4426-8e6f-1bd30c8647a6. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18697921
title: Linked collectors and determiners for: A review of the types of some Otostigmus (Parotostigmus) (Scolopendromorpha, Scolopendridae, Otostigminae) of the Andes mountain range.

description: Natural history specimen data linked to collectors and determiners held within, "A review of the types of some Otostigmus (Parotostigmus) (Scolopendromorpha, Scolopendridae, Otostigminae) of the Andes mountain range". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/e5517549-7829-4426-8e6f-1bd30c8647a6 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/e5517549-7829-4426-8e6f-1bd30c8647a6. Formatted as a Frictionless Data package.
DOI: 10.25549/rbm-c58-3322
title: Horse Hornet jumping over three horses

description: Horse Hornet jumping over three horses. This is plate 648, captioned "'Hornet' jumping over three horses" 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.18128077
title: Linked collectors and determiners for: Five new species and numerous locality records of Spirobolida millipedes from Madagascar (Diplopoda, Spirobolida, Pachybolidae).

description: Natural history specimen data linked to collectors and determiners held within, "Five new species and numerous locality records of Spirobolida millipedes from Madagascar (Diplopoda, Spirobolida, Pachybolidae)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/e87e2297-6554-4424-9577-bfe0d48f5894 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/e87e2297-6554-4424-9577-bfe0d48f5894. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18697922
title: Linked collectors and determiners for: Five new species and numerous locality records of Spirobolida millipedes from Madagascar (Diplopoda, Spirobolida, Pachybolidae).

description: Natural history specimen data linked to collectors and determiners held within, "Five new species and numerous locality records of Spirobolida millipedes from Madagascar (Diplopoda, Spirobolida, Pachybolidae)". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/e87e2297-6554-4424-9577-bfe0d48f5894 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/e87e2297-6554-4424-9577-bfe0d48f5894. Formatted as a Frictionless Data package.
DOI: 10.25549/rbm-c58-3326
title: Horse Hornet jumping over three horses

description: Horse Hornet jumping over three horses. This is plate 648, captioned "'Hornet' jumping over three horses" 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-c58-3361
title: Horse Hornet rocking, Horse Eagle rolling a barrel

description: Horse Hornet rocking. This is plate 649, captioned "A: 'Hornet' rocking. B: 'Eagle' rolling a barrel" 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.18336959
title: Annotated Encrypted Network Traffic Dataset for Application, OS, and Malware Identification

description: This dataset provides an annotated collection of encrypted network communication intended for research on application identification, operating system fingerprinting, and malware detection in encrypted traffic. It combines network traffic captured in controlled sandbox environments executing selected Windows applications with malware-related communication obtained from automated malware analysis reports. In addition to application and malware traffic, the dataset includes background operating system communication generated by the capture environment, enabling comprehensive and realistic modeling of host behavior.

The dataset is publicly provided as Apache Parquet files containing preprocessed representations of the raw network traffic. The underlying raw packet capture data (PCAP files) are not publicly distributed but are available upon justified request. The Parquet files include extracted features and structured annotations suitable for direct use in data analysis and machine learning workflows.

The format and structure of the Parquet files, including field definitions and annotation schemas, are documented in the accompanying README.md file. The dataset is versioned and designed to be incrementally extended with additional applications, operating systems, and malware samples, supporting reproducible research and long-term reuse in encrypted traffic analysis and network security studies.
description: Version 1.0.0 contains an initial set of data files.

This dataset is organized into three complementary collections.

 





SOHO traffic, capturing real-world TLS flows from a small-office/home-office network with diverse devices and applications. This collection contains 108,036 TLS connections stored in 104 Parquet files (≈ 12.8 MB) and covers the period 2024-07-16 to 2024-11-22.




Malware traffic, consisting of TLS connections generated during sandboxed execution of malware and benign samples, with ground-truth labels such as malware family, severity, and sandbox operating system. It includes 828,171 TLS connections across 916 Parquet files (≈ 63.4 MB), collected between 2025-09-10 and 2025-09-30.




Windows applications traffic, containing TLS connections from controlled executions of known Windows applications in a sandbox environment, with application-level ground truth. This collection comprises 29,526 TLS connections in 5,892 Parquet files (≈ 63.2 MB) and spans 2025-09-26 to 2025-10-01.