cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18336960
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.
DOI: 10.25549/rbm-c58-5704
title: Lion walking

description: Lion walking. This is plate 722, captioned "Lion walking" 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-c58-5748
title: Lion walking and turning around

description: Lion walking and turning around. This is plate 723, captioned "Lion walking and turning around" 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.18128079
title: Linked collectors and determiners for: Academy of Natural Sciences of Philadelphia Vertebrate Paleontology Collection.

description: Natural history specimen data linked to collectors and determiners held within, "Academy of Natural Sciences of Philadelphia Vertebrate Paleontology Collection". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/eaa45b10-2445-427b-b03c-a1e97b2c7087 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/eaa45b10-2445-427b-b03c-a1e97b2c7087. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18697927
title: Linked collectors and determiners for: Academy of Natural Sciences of Philadelphia Vertebrate Paleontology Collection.

description: Natural history specimen data linked to collectors and determiners held within, "Academy of Natural Sciences of Philadelphia Vertebrate Paleontology Collection". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/eaa45b10-2445-427b-b03c-a1e97b2c7087 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/eaa45b10-2445-427b-b03c-a1e97b2c7087. Formatted as a Frictionless Data package.
DOI: 10.25549/rbm-c58-5750
title: Lion walking and turning around

description: Lion walking and turning around. This is plate 723, captioned "Lion walking and turning around" 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-c58-5771
title: Lion walking and turning around

description: Lion walking and turning around. This is plate 724, captioned "Lion walking and turning around" 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.18128081
title: Linked collectors and determiners for: Leucheria peteroana (Nassauvieae, Asteraceae), a new species of Leucheria endemic to the Andes of Central Chile, and insights into the systematics of Nassauviae.

description: Natural history specimen data linked to collectors and determiners held within, "Leucheria peteroana (Nassauvieae, Asteraceae), a new species of Leucheria endemic to the Andes of Central Chile, and insights into the systematics of Nassauviae". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/ebd9ebc8-7e96-4a83-9e29-437101215d6e using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/ebd9ebc8-7e96-4a83-9e29-437101215d6e. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18697930
title: Linked collectors and determiners for: Leucheria peteroana (Nassauvieae, Asteraceae), a new species of Leucheria endemic to the Andes of Central Chile, and insights into the systematics of Nassauviae.

description: Natural history specimen data linked to collectors and determiners held within, "Leucheria peteroana (Nassauvieae, Asteraceae), a new species of Leucheria endemic to the Andes of Central Chile, and insights into the systematics of Nassauviae". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/ebd9ebc8-7e96-4a83-9e29-437101215d6e using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/ebd9ebc8-7e96-4a83-9e29-437101215d6e. Formatted as a Frictionless Data package.
DOI: 10.25549/rbm-c58-5763
title: Lion walking and turning around

description: Lion walking and turning around. This is plate 724, captioned "Lion walking and turning around" 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-c58-3418
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: 10.25549/rbm-c58-3386
title: Horse Eagle walking with a bucket in mouth

description: Horse Eagle walking with a bucket in mouth. This is plate number 650, captioned "'Eagle' walking with a bucket in mouth" 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.18128085
title: Linked collectors and determiners for: First record of the genus Sergeya Ponomarenko, 2008 (Lepidoptera, Gelechiidae) from the Afrotropical and Oriental regions, with description of ten new species.

description: Natural history specimen data linked to collectors and determiners held within, "First record of the genus Sergeya Ponomarenko, 2008 (Lepidoptera, Gelechiidae) from the Afrotropical and Oriental regions, with description of ten new species". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/f34301f6-ff93-4fba-a781-765c4022bca4 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/f34301f6-ff93-4fba-a781-765c4022bca4. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18697931
title: Linked collectors and determiners for: First record of the genus Sergeya Ponomarenko, 2008 (Lepidoptera, Gelechiidae) from the Afrotropical and Oriental regions, with description of ten new species.

description: Natural history specimen data linked to collectors and determiners held within, "First record of the genus Sergeya Ponomarenko, 2008 (Lepidoptera, Gelechiidae) from the Afrotropical and Oriental regions, with description of ten new species". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/f34301f6-ff93-4fba-a781-765c4022bca4 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/f34301f6-ff93-4fba-a781-765c4022bca4. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18697932
title: Linked collectors and determiners for: In disentangling two species limits of Hechtia (Bromeliaceae: Hechtioideae) from Sierra Madre Occidental, a new species is discovered from Durango, Mexico.

description: Natural history specimen data linked to collectors and determiners held within, "In disentangling two species limits of Hechtia (Bromeliaceae: Hechtioideae) from Sierra Madre Occidental, a new species is discovered from Durango, Mexico". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/f44633b1-c350-4a3b-be77-74211f804e46 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/f44633b1-c350-4a3b-be77-74211f804e46. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.18697933
title: Linked collectors and determiners for: In disentangling two species limits of Hechtia (Bromeliaceae: Hechtioideae) from Sierra Madre Occidental, a new species is discovered from Durango, Mexico.

description: Natural history specimen data linked to collectors and determiners held within, "In disentangling two species limits of Hechtia (Bromeliaceae: Hechtioideae) from Sierra Madre Occidental, a new species is discovered from Durango, Mexico". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/f44633b1-c350-4a3b-be77-74211f804e46 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/f44633b1-c350-4a3b-be77-74211f804e46. Formatted as a Frictionless Data package.
DOI: 10.15468/dl.dqwef3
title: Occurrence Download

description: A dataset containing 3884 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ecdyonurus torrentis"
 ]
}

 The dataset includes 3884 records from 72 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0029396-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.21227/vkxm-nm48
title: "Exploring Intelligence through Sensor Data - IEEE APSCON 2026"

description: "IEEE DataPort Dataset Competition at IEEE APSCON 2026 invites participants globally to submit innovative and original sensor-based datasets across diverse areas including IoT, healthcare, smart cities, environment, cognitive sciences, and advanced technology systems. The goal is to foster impactful research, enhance innovation, and promote high-quality datasets within the IEEE research community. Top datasets will receive monetary awards, IEEE recognition, and will be featured prominently on the IEEE DataPort platform. "
DOI: 10.15468/dl.u9uat5
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Tizardia phosphorea",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0016285-251025141854904/datasets/export for details.
DOI: 10.25549/ransomeamyc-ouc1sto1740869
title: Ransome: Woman's Standard

description: The Amy C. Ransome collection contains material related to women's suffrage from 1884-1949. There is a large amount of correspondence and printed material connected with Sarah Ware Whitney, editor of the Women's Standard in Waterloo, Iowa. In addition, there is correspondence and organizational material from the Iowa Equal Suffrage Association and other state organizations; equal rights and temperance pamphlets, ca. 1890-1900; World Woman's Party correspondence and clippings, ca. 1940; and National Suffrage Bulletins, 1897-1901.
DOI: 10.25549/ransomeamyc-ouc1sto1724253
title: Ransome: Woman's Standard

description: The Amy C. Ransome collection contains material related to women's suffrage from 1884-1949. There is a large amount of correspondence and printed material connected with Sarah Ware Whitney, editor of the Women's Standard in Waterloo, Iowa. In addition, there is correspondence and organizational material from the Iowa Equal Suffrage Association and other state organizations; equal rights and temperance pamphlets, ca. 1890-1900; World Woman's Party correspondence and clippings, ca. 1940; and National Suffrage Bulletins, 1897-1901.
DOI: 10.25549/ransomeamyc-ouc1sto1724258
title: Ransome: Woman's Standard

description: The Amy C. Ransome collection contains material related to women's suffrage from 1884-1949. There is a large amount of correspondence and printed material connected with Sarah Ware Whitney, editor of the Women's Standard in Waterloo, Iowa. In addition, there is correspondence and organizational material from the Iowa Equal Suffrage Association and other state organizations; equal rights and temperance pamphlets, ca. 1890-1900; World Woman's Party correspondence and clippings, ca. 1940; and National Suffrage Bulletins, 1897-1901.
DOI: 10.25549/ransomeamyc-ouc1sto1740871
title: Ransome: Woman's Standard

description: The Amy C. Ransome collection contains material related to women's suffrage from 1884-1949. There is a large amount of correspondence and printed material connected with Sarah Ware Whitney, editor of the Women's Standard in Waterloo, Iowa. In addition, there is correspondence and organizational material from the Iowa Equal Suffrage Association and other state organizations; equal rights and temperance pamphlets, ca. 1890-1900; World Woman's Party correspondence and clippings, ca. 1940; and National Suffrage Bulletins, 1897-1901.
DOI: 10.25549/ransomeamyc-ouc1sto1724182
title: Ransome: Correspondence, 1886-1949

description: The Amy C. Ransome collection contains material related to women's suffrage from 1884-1949. There is a large amount of correspondence and printed material connected with Sarah Ware Whitney, editor of the Women's Standard in Waterloo, Iowa. In addition, there is correspondence and organizational material from the Iowa Equal Suffrage Association and other state organizations; equal rights and temperance pamphlets, ca. 1890-1900; World Woman's Party correspondence and clippings, ca. 1940; and National Suffrage Bulletins, 1897-1901.
DOI: 10.25549/ransomeamyc-ouc1sto1724144
title: Ransome: Correspondence, 1886-1949

description: The Amy C. Ransome collection contains material related to women's suffrage from 1884-1949. There is a large amount of correspondence and printed material connected with Sarah Ware Whitney, editor of the Women's Standard in Waterloo, Iowa. In addition, there is correspondence and organizational material from the Iowa Equal Suffrage Association and other state organizations; equal rights and temperance pamphlets, ca. 1890-1900; World Woman's Party correspondence and clippings, ca. 1940; and National Suffrage Bulletins, 1897-1901.
DOI: 10.25549/ransomeamyc-ouc1sto1724145
title: Ransome: Correspondence, 1886-1949

description: The Amy C. Ransome collection contains material related to women's suffrage from 1884-1949. There is a large amount of correspondence and printed material connected with Sarah Ware Whitney, editor of the Women's Standard in Waterloo, Iowa. In addition, there is correspondence and organizational material from the Iowa Equal Suffrage Association and other state organizations; equal rights and temperance pamphlets, ca. 1890-1900; World Woman's Party correspondence and clippings, ca. 1940; and National Suffrage Bulletins, 1897-1901.
DOI: 10.25549/ransomeamyc-ouc1sto1724202
title: Ransome: Correspondence, 1886-1949

description: The Amy C. Ransome collection contains material related to women's suffrage from 1884-1949. There is a large amount of correspondence and printed material connected with Sarah Ware Whitney, editor of the Women's Standard in Waterloo, Iowa. In addition, there is correspondence and organizational material from the Iowa Equal Suffrage Association and other state organizations; equal rights and temperance pamphlets, ca. 1890-1900; World Woman's Party correspondence and clippings, ca. 1940; and National Suffrage Bulletins, 1897-1901.
DOI: 10.25549/ransomeamyc-ouc1sto1724204
title: Ransome: Correspondence, 1886-1949

description: The Amy C. Ransome collection contains material related to women's suffrage from 1884-1949. There is a large amount of correspondence and printed material connected with Sarah Ware Whitney, editor of the Women's Standard in Waterloo, Iowa. In addition, there is correspondence and organizational material from the Iowa Equal Suffrage Association and other state organizations; equal rights and temperance pamphlets, ca. 1890-1900; World Woman's Party correspondence and clippings, ca. 1940; and National Suffrage Bulletins, 1897-1901.
DOI: 10.25549/ransomeamyc-ouc1sto1742793
title: Ransome: Information Bulletins and Newsletters

description: The Amy C. Ransome collection contains material related to women's suffrage from 1884-1949. There is a large amount of correspondence and printed material connected with Sarah Ware Whitney, editor of the Women's Standard in Waterloo, Iowa. In addition, there is correspondence and organizational material from the Iowa Equal Suffrage Association and other state organizations; equal rights and temperance pamphlets, ca. 1890-1900; World Woman's Party correspondence and clippings, ca. 1940; and National Suffrage Bulletins, 1897-1901.
DOI: 10.25549/ransomeamyc-ouc1sto1740854
title: Ransome: Miscellaneous

description: The Amy C. Ransome collection contains material related to women's suffrage from 1884-1949. There is a large amount of correspondence and printed material connected with Sarah Ware Whitney, editor of the Women's Standard in Waterloo, Iowa. In addition, there is correspondence and organizational material from the Iowa Equal Suffrage Association and other state organizations; equal rights and temperance pamphlets, ca. 1890-1900; World Woman's Party correspondence and clippings, ca. 1940; and National Suffrage Bulletins, 1897-1901.
DOI: 10.25549/ransomeamyc-ouc1sto1724245
title: Ransome: Correspondence, 1886-1949

description: The Amy C. Ransome collection contains material related to women's suffrage from 1884-1949. There is a large amount of correspondence and printed material connected with Sarah Ware Whitney, editor of the Women's Standard in Waterloo, Iowa. In addition, there is correspondence and organizational material from the Iowa Equal Suffrage Association and other state organizations; equal rights and temperance pamphlets, ca. 1890-1900; World Woman's Party correspondence and clippings, ca. 1940; and National Suffrage Bulletins, 1897-1901.
DOI: 10.25549/ransomeamyc-ouc1sto1724260
title: Ransome: Woman's Standard

description: The Amy C. Ransome collection contains material related to women's suffrage from 1884-1949. There is a large amount of correspondence and printed material connected with Sarah Ware Whitney, editor of the Women's Standard in Waterloo, Iowa. In addition, there is correspondence and organizational material from the Iowa Equal Suffrage Association and other state organizations; equal rights and temperance pamphlets, ca. 1890-1900; World Woman's Party correspondence and clippings, ca. 1940; and National Suffrage Bulletins, 1897-1901.
DOI: 10.25549/ransomeamyc-ouc1sto1724269
title: Ransome: Woman's Standard

description: The Amy C. Ransome collection contains material related to women's suffrage from 1884-1949. There is a large amount of correspondence and printed material connected with Sarah Ware Whitney, editor of the Women's Standard in Waterloo, Iowa. In addition, there is correspondence and organizational material from the Iowa Equal Suffrage Association and other state organizations; equal rights and temperance pamphlets, ca. 1890-1900; World Woman's Party correspondence and clippings, ca. 1940; and National Suffrage Bulletins, 1897-1901.
DOI: 10.25549/ransomeamyc-ouc1sto1724265
title: Ransome: Woman's Standard

description: The Amy C. Ransome collection contains material related to women's suffrage from 1884-1949. There is a large amount of correspondence and printed material connected with Sarah Ware Whitney, editor of the Women's Standard in Waterloo, Iowa. In addition, there is correspondence and organizational material from the Iowa Equal Suffrage Association and other state organizations; equal rights and temperance pamphlets, ca. 1890-1900; World Woman's Party correspondence and clippings, ca. 1940; and National Suffrage Bulletins, 1897-1901.
DOI: 10.25549/ransomeamyc-ouc1sto1742765
title: Ransome: Information Bulletins and Newsletters

description: The Amy C. Ransome collection contains material related to women's suffrage from 1884-1949. There is a large amount of correspondence and printed material connected with Sarah Ware Whitney, editor of the Women's Standard in Waterloo, Iowa. In addition, there is correspondence and organizational material from the Iowa Equal Suffrage Association and other state organizations; equal rights and temperance pamphlets, ca. 1890-1900; World Woman's Party correspondence and clippings, ca. 1940; and National Suffrage Bulletins, 1897-1901.
DOI: 10.25549/ransomeamyc-ouc1sto1724173
title: Ransome: Correspondence, 1886-1949

description: The Amy C. Ransome collection contains material related to women's suffrage from 1884-1949. There is a large amount of correspondence and printed material connected with Sarah Ware Whitney, editor of the Women's Standard in Waterloo, Iowa. In addition, there is correspondence and organizational material from the Iowa Equal Suffrage Association and other state organizations; equal rights and temperance pamphlets, ca. 1890-1900; World Woman's Party correspondence and clippings, ca. 1940; and National Suffrage Bulletins, 1897-1901.