cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.48597/wgvd-v9m9
title: Measurement of Ozone at Aliartos

description: Measurement of Ozone at Aliartos
DOI: 10.48597/yrdw-tqvq
title: Measurement of Ozone at Aliartos

description: Measurement of Ozone at Aliartos
DOI: 10.5281/zenodo.15235122
title: Multiclass NLP Dataset for Phishing and Social Engineering Threat Detection

description: This dataset contains 624 English-language messages for training and evaluating phishing detection models using Natural Language Processing (NLP). Each message is labeled with one of six classes related to cybersecurity threats or benign content.

The file is in .xlsx format with two columns:



Corpus: Message content (email or SMS-like)

Label: Message category (Phishing, Malware, Scareware, Baiting, Pretexting, or NOT-Malicious)


This dataset supports multi-class classification and is ideal for machine learning applications in cybersecurity, especially in detecting social engineering attacks.

All messages are anonymized and do not contain any personal data.

Contact: jessica.testa@eng.it

Citation: Engineering Ingegneria Inforamtica Spa (2025). Multiclass NLP Dataset for Phishing and Social Engineering Threat Detection [Data set]. Zenodo. DOI:10.5281/zenodo.15235123
DOI: 10.5281/zenodo.15235123
title: Multiclass NLP Dataset for Phishing and Social Engineering Threat Detection

description: This dataset contains 624 English-language messages for training and evaluating phishing detection models using Natural Language Processing (NLP). Each message is labeled with one of six classes related to cybersecurity threats or benign content.

The file is in .xlsx format with two columns:



Corpus: Message content (email or SMS-like)

Label: Message category (Phishing, Malware, Scareware, Baiting, Pretexting, or NOT-Malicious)


This dataset supports multi-class classification and is ideal for machine learning applications in cybersecurity, especially in detecting social engineering attacks.

All messages are anonymized and do not contain any personal data.

Contact: jessica.testa@eng.it

Citation: Engineering Ingegneria Inforamtica Spa (2025). Multiclass NLP Dataset for Phishing and Social Engineering Threat Detection [Data set]. Zenodo. DOI:10.5281/zenodo.15235123
DOI: 10.17863/cam.110898
title: Research data supporting "Neglecting future sporadic volcanic eruptions underestimates climate uncertainty"

description: This dataset contains the data used in the paper "Neglecting future sporadic volcanic eruptions underestimates climate uncertainty". It contains: (1) 1000 stochastic volcanic forcing input files in monthly and yearly means (forcing_input.zip); (2) FaIR model simulation results (in netcdf files, see description below); (3) Tables containing data for the probability of short-term (one-year and two-year) GMST reduction/increase to reproduce Figure 3a, S3 and S5. (table_prob_1year_cooling.csv, table_prob_2year_cooling.csv, table_prob_1year_warming.csv, and table_prob_2year_warming.csv); (4) Decadal temperature trends applied with a 10-year moving window to reproduce Figure 3b and S4. (decadal_trend_moving_df2.nc, and decadal_trend_moving_dn.nc) (5) Stratospheric aerosol optical depth (SAOD), effective radiative forcing (ERF), and global mean surface temperature (GMST) data from Chim et al. (2023) simulated by UKESM under SSP3-7.0 to reproduce Figure S6 (monthly_saod_Chim2023.zip, annual_surtemp_Chim2023.zip, annual_erf_Chim2023.zip). (6) 1000 stochastic volcanic eruption scenarios from Chim et al. (2023). (df_combined.pickle) (7) Data to plot distribution of eruption location and month of the 1000 stochastic scenarios (Figure S8 and S9) (df_season.csv) The code used in the paper is available from https://github.com/maychim/Stochastic-volc-FAIR. _________________________________________ Details of the FaIR model simulation data: - no_volcanoes_future.nc This netcdf file contains the historical and future (1850-2101) GMST projection under SSP1-1.9, SSP2-4.5, SSP5-8.5 without volcanic forcing and internal variability. - stochastic_volcanoes.nc This netcdf file contains the historical and future (1850-2101) GMST projection under SSP1-1.9, SSP2-4.5, SSP5-8.5 with stochastic volcanic forcing and no internal variability. - stochastic_volcanoes_stochastic_climate.nc This netcdf file contains the historical and future (1850-2101) GMST projection under SSP1-1.9, SSP2-4.5, SSP5-8.5 with both stochastic volcanic forcing and internal variability. - no_future_volcanoes_stochastic_climate.nc This netcdf file contains the historical and future (1850-2101) GMST projection under SSP1-1.9, SSP2-4.5, SSP5-8.5 without volcanic forcing and with internal variability. - constant_SAOD_scenarios.nc This netcdf file contains the GMST projection under SSP2-4.5 using three constant volcanic forcings scenarios. The constant forcings have magnitude equivalent to the 5th, 50th, and 95th percentiles of the SAOD distribution of the 1000 stochastic scenarios. - ukesm_calibration_five_scenarios.nc This netcdf file contains the GMST projection under SSP3-7.0 for five stochastic volcanic forcings scenarios with the FaIR model calibrated with UKESM parameters. The forcing scenarios have magnitude equivalent to the stochastic scenarios at the 2.5th, 50.0th, 50.5th, 97.5th and 98.0th percentiles of the ranked total sulfur mass (same as the scenarios in Chim et al. (2023)).
DOI: 10.58032/agh/o3szhu
title: Laboratory tests of MR fluids behavior under varible direction of deformations
title: Badania zachowania się cieczy MR przy zmiennych kierunkach odkształcenia

description: Dane pomiarowe obejmują wyniki badań cieczy magnetoreologicznej MRF-122 EG (LORD Co.) wykonane na reometrze MCR-301 (Anton Paar). Wykorzystano geometrię pomiarową typu płytka-płytka, o średnicy 20 mm i wysokości szczeliny 0.6 mm. Badanie polegało na poddawaniu próbki odkształceniu oscylacyjnemu w zakresie 0.1/1/10/100/1000% przy różnych wartościach natężenia prądu elektromagnesu wynoszących, 1/2/3/5 A. Przyjęto trzy typy odkształceń: trójkątny/trójkątny z zaokrąglonymi wierzchołkami, sinusoidalny. Badania wykonano z wykorzystaniem oprogramowania RheoPlus oraz RheoCompas. Celem badań było określenie wpływu profi lu odkształcania cieczy MR na w artość i powtarzalność naprężeń stycznych w kolejnych cyklach deformacji.
DOI: 10.34740/kaggle/dsv/11625045
title: Trending Youtube Video Statistics (113 Countries)
DOI: 10.15468/dl.gf3r78
title: Occurrence Download

description: A dataset containing 1097162 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Insecta",
 "Year is 1984"
 ]
}

 The dataset includes 1097162 records from 1747 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007662-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/rbm-c58-10970
title: Woman in long dress stooping and lifting a handkerchief

description: Woman in long dress stooping and lifting a handkerchief. This is plate 209, captioned "Stooping and lifting a handkerchief" 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-c58-10975
title: Woman in long dress stooping and lifting a handkerchief

description: Woman in long dress stooping and lifting a handkerchief. This is plate 209, captioned "Stooping and lifting a handkerchief" 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.18690035
title: Linked collectors and determiners for: EAN - Herbário Jayme Coelho de Moraes.

description: Natural history specimen data linked to collectors and determiners held within, "EAN - Herbário Jayme Coelho de Moraes". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/eee198af-c61d-489a-84f7-fef567e8c8d0 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/eee198af-c61d-489a-84f7-fef567e8c8d0. Formatted as a Frictionless Data package.
DOI: 10.25549/rbm-c58-10992
title: Woman in long dress stooping and lifting a handkerchief

description: Woman in long dress stooping and lifting a handkerchief. This is plate 209, captioned "Stooping and lifting a handkerchief" 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.10502098
title: Linked collectors and determiners for: EAN - Herbário Jayme Coelho de Moraes.

description: Natural history specimen data linked to collectors and determiners held within, "EAN - Herbário Jayme Coelho de Moraes". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/eee198af-c61d-489a-84f7-fef567e8c8d0 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/eee198af-c61d-489a-84f7-fef567e8c8d0. Formatted as a Frictionless Data package.
DOI: 10.25549/rbm-c58-10988
title: Woman in long dress stooping and lifting a handkerchief

description: Woman in long dress stooping and lifting a handkerchief. This is plate 209, captioned "Stooping and lifting a handkerchief" 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-c58-11321
title: Woman in long dress stooping and lifting dress with a fan in left hand

description: Woman in long dress stooping and lifting dress with a fan in left hand . This is plate 210, captioned "Stooping and lifting a dress, a fan in left hand" 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.smyzhz
title: Occurrence Download

description: A dataset containing 283 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Aeromys",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Country is one of (Brunei Darussalam, Cambodia, Indonesia, Lao People’s Democratic Republic, Myanmar, Malaysia, Philippines, Singapore, Thailand, Viet Nam, Timor-Leste, Chinese Taipei, China)",
 "Geometry POLYGON((90 -15, 90 35, 135 35, 135 -15, 90 -15))"
 ]
}

 The dataset includes 283 records from 7 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0028617-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18690036
title: Linked collectors and determiners for: Occurrences des échantillons de plantes de l'Herbier de l'Institut Botanique Aké-Assi d'Andokoi (IBAAN), Côte d'Ivoire.

description: Natural history specimen data linked to collectors and determiners held within, "Occurrences des échantillons de plantes de l'Herbier de l'Institut Botanique Aké-Assi d'Andokoi (IBAAN), Côte d'Ivoire". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/ef3bacd0-faf7-452c-9461-da9684fe662f using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/ef3bacd0-faf7-452c-9461-da9684fe662f. Formatted as a Frictionless Data package.
DOI: 10.25549/rbm-c58-9036
title: Semi-nude woman bending to fill a water jar, placing it on head

description: Semi-nude woman bending to fill a water jar, placing it on head. This is plate 216, captioned "Bending to fill a water jar, placing it on head" 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.10502108
title: Linked collectors and determiners for: Occurrences des échantillons de plantes de l'Herbier de l'Institut Botanique Aké-Assi d'Andokoi (IBAAN), Côte d'Ivoire.

description: Natural history specimen data linked to collectors and determiners held within, "Occurrences des échantillons de plantes de l'Herbier de l'Institut Botanique Aké-Assi d'Andokoi (IBAAN), Côte d'Ivoire". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/ef3bacd0-faf7-452c-9461-da9684fe662f using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/ef3bacd0-faf7-452c-9461-da9684fe662f. Formatted as a Frictionless Data package.
DOI: 10.25549/rbm-c58-9034
title: Semi-nude woman bending to fill a water jar, placing it on head

description: Semi-nude woman bending to fill a water jar, placing it on head. This is plate 216, captioned "Bending to fill a water jar, placing it on head" 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-c58-9039
title: Semi-nude woman bending to fill a water jar, placing it on head

description: Semi-nude woman bending to fill a water jar, placing it on head. This is plate 216, captioned "Bending to fill a water jar, placing it on head" 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-c58-9054
title: Semi-nude woman bending to fill a water jar, placing it on head

description: Semi-nude woman bending to fill a water jar, placing it on head. This is plate 216, captioned "Bending to fill a water jar, placing it on head" 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.18690037
title: Linked collectors and determiners for: Revision of the myrmicine ants of the Adelomyrmex genus-group (Hymenoptera: Formicidae)..

description: Natural history specimen data linked to collectors and determiners held within, "Revision of the myrmicine ants of the Adelomyrmex genus-group (Hymenoptera: Formicidae).". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/ef713f74-fc1f-47ea-8b87-ae6b959ab9fb using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/ef713f74-fc1f-47ea-8b87-ae6b959ab9fb. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.10502110
title: Linked collectors and determiners for: Revision of the myrmicine ants of the Adelomyrmex genus-group (Hymenoptera: Formicidae)..

description: Natural history specimen data linked to collectors and determiners held within, "Revision of the myrmicine ants of the Adelomyrmex genus-group (Hymenoptera: Formicidae).". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/ef713f74-fc1f-47ea-8b87-ae6b959ab9fb using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/ef713f74-fc1f-47ea-8b87-ae6b959ab9fb. Formatted as a Frictionless Data package.
DOI: 10.25549/rbm-c58-11504
title: Woman in long dress stooping, lifting and carrying a 30-lb basket

description: Woman in long dress stooping, lifting and carrying a 30-lb basket. This is plate 217, captioned "Stooping, lifting and carrying a 30-lb basket" 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: 10.6084/m9.figshare.31249513
title: Raw data for: Genetic mutations driving ciprofloxacin resistance in laboratory-evolved <i>Salmonella</i> Typhimurium

description: This dataset contains raw numerical data, statistical input values, and original unprocessed gel and blot images supporting the figures in the associated manuscript.
DOI: 10.6084/m9.figshare.31249513.v3
title: Raw data for: Genetic mutations driving ciprofloxacin resistance in laboratory-evolved <i>Salmonella</i> Typhimurium

description: This dataset contains raw numerical data, statistical input values, and original unprocessed gel and blot images supporting the figures in the associated manuscript.
DOI: 10.6084/m9.figshare.31249513.v2
title: Raw data for: Genetic mutations driving ciprofloxacin resistance in laboratory-evolved <i>Salmonella</i> Typhimurium

description: This dataset contains raw numerical data, statistical input values, and original unprocessed gel and blot images supporting the figures in the associated manuscript.
DOI: 10.25549/rbm-c58-10432
title: Man and woman dancing a waltz

description: Man and woman dancing a waltz. This is plate 197, captioned "Man and woman dancing a waltz" 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.18690038
title: Linked collectors and determiners for: Actualización de las bases de datos de colecciones, especies en peligro de extinción, colecta y propagación de germoplasma.

description: Natural history specimen data linked to collectors and determiners held within, "Actualización de las bases de datos de colecciones, especies en peligro de extinción, colecta y propagación de germoplasma". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/efd4552a-faa4-4f35-a5ac-007b9ca84e8e using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/efd4552a-faa4-4f35-a5ac-007b9ca84e8e. Formatted as a Frictionless Data package.
DOI: 10.25549/rbm-c58-10424
title: Man and woman dancing a waltz

description: Man and woman dancing a waltz. This is plate 197, captioned "Man and woman dancing a waltz" 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.10502118
title: Linked collectors and determiners for: Actualización de las bases de datos de colecciones, especies en peligro de extinción, colecta y propagación de germoplasma.

description: Natural history specimen data linked to collectors and determiners held within, "Actualización de las bases de datos de colecciones, especies en peligro de extinción, colecta y propagación de germoplasma". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/efd4552a-faa4-4f35-a5ac-007b9ca84e8e using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/efd4552a-faa4-4f35-a5ac-007b9ca84e8e. Formatted as a Frictionless Data package.
DOI: 10.25549/rbm-c58-10425
title: Man and woman dancing a waltz

description: Man and woman dancing a waltz. This is plate 197, captioned "Man and woman dancing a waltz" 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-c58-10427
title: Man and woman dancing a waltz

description: Man and woman dancing a waltz. This is plate 197, captioned "Man and woman dancing a waltz" 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.18690039
title: Linked collectors and determiners for: Ground Beetle of Japan Specimen Database.

description: Natural history specimen data linked to collectors and determiners held within, "Ground Beetle of Japan Specimen Database". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/efdcb567-942c-43d7-9c6c-7260b4d25098 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/efdcb567-942c-43d7-9c6c-7260b4d25098. Formatted as a Frictionless Data package.
DOI: 10.5281/zenodo.10502120
title: Linked collectors and determiners for: Ground Beetle of Japan Specimen Database.

description: Natural history specimen data linked to collectors and determiners held within, "Ground Beetle of Japan Specimen Database". Claims or attributions were made on Bionomia by volunteer Scribes, https://bionomia.net/dataset/efdcb567-942c-43d7-9c6c-7260b4d25098 using specimen data from the dataset aggregated by the Global Biodiversity Information Facility, https://gbif.org/dataset/efdcb567-942c-43d7-9c6c-7260b4d25098. Formatted as a Frictionless Data package.
DOI: 10.25549/rbm-c58-10511
title: Woman in historical costume curtseying

description: Woman in historical costume curtseying . This is plate 198, captioned "Curtseying" 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-c58-11316
title: Woman in long dress stooping and lifting dress with a fan in left hand

description: Woman in long dress stooping and lifting dress with a fan in left hand . This is plate 210, captioned "Stooping and lifting a dress, a fan in left hand" 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-c58-11317
title: Woman in long dress stooping and lifting dress with a fan in left hand

description: Woman in long dress stooping and lifting dress with a fan in left hand . This is plate 210, captioned "Stooping and lifting a dress, a fan in left hand" 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.