Find research datasets worth reusing

Linked collectors and determiners for: An annoted list of the flora of the landscape reserve of local importance «Velyki Sirohozy ravine» (Kherson region, Ukraine).

Natural history specimen data linked to collectors and determiners held within, "An annoted list of the flora of the landscape reserve of local importance «Velyki Sirohozy ravine» (Kherson region, Ukraine)". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="https://bionomia.net/dataset/047e9188-5b75-46e0-a528-8879afa424dd">https://bionomia.net/dataset/047e9188-5b75-46e0-a528-8879afa424dd</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/047e9188-5b75-46e0-a528-8879afa424dd">https://gbif.org/dataset/047e9188-5b75-46e0-a528-8879afa424dd</a>. Formatted as a Frictionless Data package.

Linked collectors and determiners for: Singapore's herpetofauna: updated and annotated checklist, history, conservation, and distribution.

Natural history specimen data linked to collectors and determiners held within, "Singapore's herpetofauna: updated and annotated checklist, history, conservation, and distribution". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="https://bionomia.net/dataset/90d83153-c065-4771-9ac7-35dda67996b5">https://bionomia.net/dataset/90d83153-c065-4771-9ac7-35dda67996b5</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/90d83153-c065-4771-9ac7-35dda67996b5">https://gbif.org/dataset/90d83153-c065-4771-9ac7-35dda67996b5</a>. Formatted as a Frictionless Data package.

Linked collectors and determiners for: An annotated checklist of the Diptera of the Galápagos Archipelago (Ecuador).

Natural history specimen data linked to collectors and determiners held within, "An annotated checklist of the Diptera of the Galápagos Archipelago (Ecuador)". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="https://bionomia.net/dataset/02c7ce64-10d5-4a88-9844-0570c9a54e54">https://bionomia.net/dataset/02c7ce64-10d5-4a88-9844-0570c9a54e54</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/02c7ce64-10d5-4a88-9844-0570c9a54e54">https://gbif.org/dataset/02c7ce64-10d5-4a88-9844-0570c9a54e54</a>. Formatted as a Frictionless Data package.

Linked collectors and determiners for: Annotated type catalogue of the Orthalicoidea (Mollusca, Gastropoda, Stylommatophora) in the Muséum d'histoire naturelle, Geneva.

Natural history specimen data linked to collectors and determiners held within, "Annotated type catalogue of the Orthalicoidea (Mollusca, Gastropoda, Stylommatophora) in the Muséum d'histoire naturelle, Geneva". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="https://bionomia.net/dataset/d6b2bbe3-8eb3-4b57-8922-fdbf8d712d34">https://bionomia.net/dataset/d6b2bbe3-8eb3-4b57-8922-fdbf8d712d34</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/d6b2bbe3-8eb3-4b57-8922-fdbf8d712d34">https://gbif.org/dataset/d6b2bbe3-8eb3-4b57-8922-fdbf8d712d34</a>. Formatted as a Frictionless Data package.

Linked collectors and determiners for: An annotated checklist of Belgian Therevidae (Diptera, Asiloidea).

Natural history specimen data linked to collectors and determiners held within, "An annotated checklist of Belgian Therevidae (Diptera, Asiloidea)". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="https://bionomia.net/dataset/a320cf57-74e2-43d6-9373-5cf43a4374bb">https://bionomia.net/dataset/a320cf57-74e2-43d6-9373-5cf43a4374bb</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/a320cf57-74e2-43d6-9373-5cf43a4374bb">https://gbif.org/dataset/a320cf57-74e2-43d6-9373-5cf43a4374bb</a>. Formatted as a Frictionless Data package.

Linked collectors and determiners for: An annotated and illustrated checklist of the Indian cuckoo wasps (Hymenoptera: Chrysididae).

Natural history specimen data linked to collectors and determiners held within, "An annotated and illustrated checklist of the Indian cuckoo wasps (Hymenoptera: Chrysididae)". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="https://bionomia.net/dataset/d54a604d-13dd-478c-99e5-b31c1411e111">https://bionomia.net/dataset/d54a604d-13dd-478c-99e5-b31c1411e111</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/d54a604d-13dd-478c-99e5-b31c1411e111">https://gbif.org/dataset/d54a604d-13dd-478c-99e5-b31c1411e111</a>. Formatted as a Frictionless Data package.

Linked collectors and determiners for: An annotated and illustrated catalogue of the Osmylidae collection (Neuroptera) at the Natural History Museum, London.

Natural history specimen data linked to collectors and determiners held within, "An annotated and illustrated catalogue of the Osmylidae collection (Neuroptera) at the Natural History Museum, London". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="https://bionomia.net/dataset/b7db7bbf-f5d4-4fc8-b013-8c35b57a0e21">https://bionomia.net/dataset/b7db7bbf-f5d4-4fc8-b013-8c35b57a0e21</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/b7db7bbf-f5d4-4fc8-b013-8c35b57a0e21">https://gbif.org/dataset/b7db7bbf-f5d4-4fc8-b013-8c35b57a0e21</a>. Formatted as a Frictionless Data package.

Linked collectors and determiners for: Annotated checklist of bats (Mammalia: Chiroptera) of Mount Cameroon, southwestern Cameroon.

Natural history specimen data linked to collectors and determiners held within, "Annotated checklist of bats (Mammalia: Chiroptera) of Mount Cameroon, southwestern Cameroon". Claims or attributions were made on Bionomia by volunteer Scribes, <a href="https://bionomia.net/dataset/01351e5b-e27f-4b12-aa0f-ab91055f8af7">https://bionomia.net/dataset/01351e5b-e27f-4b12-aa0f-ab91055f8af7</a> using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, <a href="https://gbif.org/dataset/01351e5b-e27f-4b12-aa0f-ab91055f8af7">https://gbif.org/dataset/01351e5b-e27f-4b12-aa0f-ab91055f8af7</a>. Formatted as a Frictionless Data package.

AgoraSpeech: A multi-annotated comprehensive dataset of political discourse through the lens of humans and AI

<blockquote> Political discourse datasets are important for gaining political insights, analyzing communication strategies or social science phenomena. Although numerous political discourse corpora exist, comprehensive, high-quality, annotated datasets are scarce. This is largely due to the substantial manual effort, multidisciplinarity, and expertise required for the nuanced annotation of rhetorical strategies and ideological contexts. In this paper, we present AgoraSpeech, a meticulously curated, high-quality dataset of 171 political speeches from six parties during the Greek national elections in 2023. The dataset includes annotations (per paragraph) for six natural language processing (NLP) tasks: text classification, topic identification, sentiment analysis, named entity recognition, polarization and populism detection. A two-step annotation was employed, starting with ChatGPT-generated annotations and followed by exhaustive human-in-the-loop validation. The dataset was initially used in a case study to provide insights during the pre-election period. However, it has general applicability by serving as a rich source of information for political and social scientists, journalists, or data scientists, while it can be used for benchmarking and fine-tuning NLP and large language models (LLMs). </blockquote>

opencc-by-4.0Jul 2022View details →

Project Adotto Tandem-Repeat Regions and Annotations

Collection of inputs and outputs from a project attempting to catalog tandem-repeat regions in Human genomes. Details on the project can be found <a href="https://github.com/ACEnglish/adotto">on the github</a>.

Parihaka Annotated Seismic Dataset - Slices from Cube (inlines and crosslines)

Parihaka Seismic Dataset   Description - Images crosslines: TIFF image data, little-endian, direntries=10, height=1006, bps=134, compression=none, PhotometricIntepretation=RGB, width=590 inlines: TIFF image data, little-endian, direntries=10, height=1006, bps=134, compression=none, PhotometricIntepretation=RGB, width=781   Description - Labels (Annotations) crosslines: PNG image data, 590 x 1006, 8-bit grayscale, non-interlaced inlines: PNG image data, 781 x 1006, 8-bit grayscale, non-interlaced     Acknowledgements: New Zealand Petroleum and Minerals (NZPM) for providing data https://www.nzpam.govt.nz/ https://geodata.nzpam.govt.nz/   The training labels for this volume have been provided by Chevron U.S.A. Inc   The original data is from: 2020 SEG Annual Meeting Machine Learning Interpretation Workshop by Susan Stamm (Sep 3, 2020). Available at: https://public.3.basecamp.com/p/JyT276MM7krjYrMoLqLQ6xST

Fig. 46. a–c. Oxyothespis longicollis Beier, 1931 in An annotated type catalogue of praying mantises (Mantodea) in the Zoological Museum Hamburg (ZMH)

Fig. 46. a–c. Oxyothespis longicollis Beier, 1931, holotype, ♂ (ZMH 841071). a. Labels. b. Dorsal view. c. Ventral view. d–g. Toxodera spinigera Beier, 1931, holotype, ♂ (ZMH 841100). d. Labels. e. Dorsal view. f. Ventral view. g. Lateral view. Scale bars = 10 mm.

Fig. 44. a–c. Calamothespis lineatipennis Werner, 1923 in An annotated type catalogue of praying mantises (Mantodea) in the Zoological Museum Hamburg (ZMH)

Fig. 44. a–c. Calamothespis lineatipennis Werner, 1923, holoype, ♀ (ZMH 845358). a. Labels. b. Dorsal view. c. Ventral view. d–f. Calamothespis tanzaniensis Roy & Stiewe, 2016, holotype, ♀ (ZMH 840286). d. Labels. e. Dorsal view. f. Ventral view. Scale bars = 10 mm.

Fig. 37. Metriomantis gracilicollis Beier, 1931. a–c in An annotated type catalogue of praying mantises (Mantodea) in the Zoological Museum Hamburg (ZMH)

Fig. 37. Metriomantis gracilicollis Beier, 1931. a–c. Syntype, ♂ (ZMH 841112). a. Labels. b. Dorsal view. c. Ventral view. d–f. Syntype, ♂ (ZMH 841113). d. Labels. e. Dorsal view. f. Ventral view. Scale bars = 10 mm.

Fig. 45. a–c. Compsothespis michaelseni Werner, 1923 in An annotated type catalogue of praying mantises (Mantodea) in the Zoological Museum Hamburg (ZMH)

Fig. 45. a–c. Compsothespis michaelseni Werner, 1923, holoype, ♀ (ZMH 831013). a. Labels. b. Dorsal view. c. Ventral view. d–f. Heterochaeta occidentalis Beier, 1963, holotype, ♂ (ZMH 841098). d. Labels. e. Dorsal view. f. Ventral view. Scale bars = 10 mm.

Fig. 32. a–c. Stauromantis parvidentata Beier, 1931 in An annotated type catalogue of praying mantises (Mantodea) in the Zoological Museum Hamburg (ZMH)

Fig. 32. a–c. Stauromantis parvidentata Beier, 1931, holotype, ♂ (ZMH 841115). a. Labels. b. Dorsal view. c. Ventral view. d–f. Tisma pauliani Roy, 2005, paratype, ♂ (ZMH 841085). d. Labels. e. Dorsal view. f. Ventral view. Scale bars = 10 mm.

Fig. 31. a–c. Sphodromantis occidentalis var. inornata Werner, 1923 in An annotated type catalogue of praying mantises (Mantodea) in the Zoological Museum Hamburg (ZMH)

Fig. 31. a–c. Sphodromantis occidentalis var. inornata Werner, 1923, holotype, ♂ (ZMH 841114). a. Labels. b. Dorsal view. c. Ventral view. d–f. Stagmatoptera praedicatoria Saussure, 1870, syntype, ♂ (ZMH 833029). d. Labels. e. Dorsal view. f. Ventral view. Scale bars = 10 mm.

Fig. 28. Parastagmatoptera abnormis Beier, 1963 in An annotated type catalogue of praying mantises (Mantodea) in the Zoological Museum Hamburg (ZMH)

Fig. 28. Parastagmatoptera abnormis Beier, 1963, holotype, ♂ (ZMH 841104). a. Labels. b. Dorsal view. c. Ventral view. d–e. Genitalia. White scale bars = 10 mm; black scale bar = 1.00 mm.

Fig. 25. a–c in An annotated type catalogue of praying mantises (Mantodea) in the Zoological Museum Hamburg (ZMH)

Fig. 25. a–c. Hierodula (Parhierodula) salomonis Werner, 1930, paratype, ♂ (ZMH 841103). a. Labels. b. Dorsal view. c. Ventral view. d–f. Hierodula (Hierodula) tonkinensis Beier, 1935, holotype, ♂ (ZMH 841074). d. Labels. e. Dorsal view. f. Ventral view. Scale bars = 10 mm.

Fig. 39. a–b. Anamiopteryx grandis Beier, 1935 in An annotated type catalogue of praying mantises (Mantodea) in the Zoological Museum Hamburg (ZMH)

Fig. 39. a–b. Anamiopteryx grandis Beier, 1935, paratype, ♀ (ZMH 861000). a. Labels. b. Dorsal view. c–g. Bantia metzi Beier, 1935, holotype, ♂ (ZMH 841077). c. Labels. d. Dorsal view. e. Ventral view. f–g. Genitalia. White scale bars = 10 mm; black scale bar = 1.00 mm.