cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.17632/dmk2dmzzwn.2
title: EEG correlates of psychoactive ketamine: Comparing spectral power and complexity

description: Data and scripts for analyzing and visualizing spectral power and complexity of spontaneous EEG signals in normal waking and psychoactive ketamine states.

Re-analyzes EEG data from a publicly available dataset (must be downloaded separately): 
Farnes, N., et al. (2020). Increased signal diversity/complexity of spontaneous EEG, but not evoked EEG responses, in ketamine-induced psychedelic state in humans. PLOS ONE, 15(11), e0242056. https://doi.org/10.1371/journal.pone.0242056
https://datadryad.org/dataset/doi:10.5061/dryad.j9kd51c9q

11D-ASC.csv: participant retrospective ratings of phenomenology using the 11D-ASC instrument

Ketamine_EEG_complexity.m: MATLAB script for computing EEG signal complexity
lzw.m: MATLAB function for Lempel-Ziv-Welch algorithm (from https://github.com/iulia-m-comsa/EEG/tree/master/Lempel-Ziv%20complexity)
lzwNormalised.m: MATLAB function for Lempel-Ziv-Welch algorithm (from https://github.com/iulia-m-comsa/EEG/tree/master/Lempel-Ziv%20complexity)

Ketamine_EEG_power.m: MATLAB script for computing EEG spectral power

Ketamine_EEG_phenomenology.m: MATLAB script for computing correlations between 11D-ASC scores and changes in spectral power and complexity

Ketamine_EEG_visualization.m: MATLAB script for visualizing the results
plot_topography.m: MATLAB script for plotting scalp topographies (from https://www.mathworks.com/matlabcentral/fileexchange/72729-topographic-eeg-meg-plot)
MEG_Yokogawa-440ag.mat: MATLAB file required for plotting scalp topographies
Standard_10-10_47ch.mat: MATLAB file required for plotting scalp topographies
Standard_10-20_81ch.mat: MATLAB file required for plotting scalp topographies
DOI: 10.25549/examiner-c44-42935
title: Baseball -- Dodgers officials, 1958

description: 8 images. Baseball -- Dodgers officials, 7 January 1958. Amos Buckley; Warren Giles. "Sports". (Sleeve reads: SP-12288).; Caption slip reads: "Photographer: Jensen. Amos Buckley, maintenance engineer. Warren Giles look over Wrigley Field. Warren Giless, President, National League".
DOI: 10.17632/8xk9xb6wsv
title: Translation and psychometric evaluation of the Bengali 7-item Ruminative Responses Scale

description: This study translated, culturally adapted, and psychometrically validated the seven-item brooding subscale of the Ruminative Responses Scale (RRS-7) for Bengali-speaking adults, addressing the lack of a standardized instrument to assess maladaptive rumination in this population. Using rigorous cross-cultural procedures, the scale was administered to 947 outpatients and evaluated through exploratory and confirmatory factor analyses, confirmatory tetrad analysis, Rasch modelling, reliability testing, ROC analysis, and convergent validation with the Repetitive Thinking Questionnaire (RTQ). Results demonstrated excellent internal consistency (α = 0.92; ω = 0.94), strong item discrimination, and a largely unidimensional structure, although confirmatory fit indices suggested some model refinement may be beneficial. Rasch mixture modelling identified distinct low and high rumination subgroups, and diagnostic accuracy was outstanding (AUC = 0.984) with an optimal cut-off score of 14 (sensitivity 96.9%, specificity 99.4%). A very strong positive correlation with the RTQ (r = 0.944, p &lt; .001) supported convergent validity, indicating that the Bengali RRS-7 is a reliable, structurally sound, and clinically robust tool for assessing brooding in Bengali-speaking populations.
DOI: 10.25549/examiner-c44-42944
title: Baseball -- Los Angeles Dodgers, 1958

description: 9 images. Baseball -- Los Angeles Dodgers, 13 January 1958. A.E. Patterson' Walter O'Malley; Pan view of Wrigley Field seen from behind home plate in the stands; View toward left field stands; View across the diamond toward right field stands. "Sports". (Sleeve reads: SP-12288).; Caption slip reads: "Photographer: Wyman. Date: 1958-01-13. Reporter: McKinney. Assignment: Dodgers announcement, Wrigley Field. 37-38, 7-8: L - R: A.E. 'Red' Patterson (publicity dept.) & Walter O'Malley, making announcement Dodgers won't play in Pasadena".
DOI: 10.17632/8xk9xb6wsv.1
title: Translation and psychometric evaluation of the Bengali 7-item Ruminative Responses Scale

description: This study translated, culturally adapted, and psychometrically validated the seven-item brooding subscale of the Ruminative Responses Scale (RRS-7) for Bengali-speaking adults, addressing the lack of a standardized instrument to assess maladaptive rumination in this population. Using rigorous cross-cultural procedures, the scale was administered to 947 outpatients and evaluated through exploratory and confirmatory factor analyses, confirmatory tetrad analysis, Rasch modelling, reliability testing, ROC analysis, and convergent validation with the Repetitive Thinking Questionnaire (RTQ). Results demonstrated excellent internal consistency (α = 0.92; ω = 0.94), strong item discrimination, and a largely unidimensional structure, although confirmatory fit indices suggested some model refinement may be beneficial. Rasch mixture modelling identified distinct low and high rumination subgroups, and diagnostic accuracy was outstanding (AUC = 0.984) with an optimal cut-off score of 14 (sensitivity 96.9%, specificity 99.4%). A very strong positive correlation with the RTQ (r = 0.944, p &lt; .001) supported convergent validity, indicating that the Bengali RRS-7 is a reliable, structurally sound, and clinically robust tool for assessing brooding in Bengali-speaking populations.
DOI: 10.25549/examiner-c44-42949
title: Baseball -- Los Angeles Dodgers, 1958

description: 9 images. Baseball -- Los Angeles Dodgers, 13 January 1958. A.E. Patterson' Walter O'Malley; Pan view of Wrigley Field seen from behind home plate in the stands; View toward left field stands; View across the diamond toward right field stands. "Sports". (Sleeve reads: SP-12288).; Caption slip reads: "Photographer: Wyman. Date: 1958-01-13. Reporter: McKinney. Assignment: Dodgers announcement, Wrigley Field. 37-38, 7-8: L - R: A.E. 'Red' Patterson (publicity dept.) & Walter O'Malley, making announcement Dodgers won't play in Pasadena".
DOI: 10.25549/examiner-c44-42964
title: Baseball -- Dodgers feature, 1958

description: 13 images. Baseball -- Dodgers feature, 14 January 1958. Kevin Snider, 8; Pamela, 6; Kurt, 2; Mrs. Beverly Snider; Duke Snider. "Sports". (Sleeve reads: SP-12288).; Caption slip reads: "Photographer: Jensen. Assignment: L.A. Dodgers. Duke Snider & family".
DOI: 10.17632/22w6g3zkpv.1
title: Real-Time Multi-Class Cyber-Attack Dataset

description: This dataset was created in a controlled real-time environment to collect different types of cyber-attack traffic. 
The attacker machine used Kali Linux, and the target machine used Microsoft Windows with ownCloud running as the main server.

Four types of attacks were performed:

 Reconnaissance: Using Nmap to scan and find open ports and services.

 Brute Force: Using Hydra to try multiple username and password combinations.

 DDoS: Using Slowloris to overload the server by sending many incomplete requests.

 Data Exfiltration: Transferring unknown files from the attacker system to the victims system.

This dataset can be used for multi-class Cyber attack detection system.

The Dataset contains 12 Features timestamp,total_packets,total_streams,unique_src_ips,top_src_ip,top_src_ip_count,total_bytes,
avg_pkt_len,syn_count,fin_count,rst_count,http_requests
DOI: 10.25549/examiner-c44-80907
title: Child custody, 1957

description: 2 images. Child custody, 12 November 1957. Enid Lee Immerman; Attorney Sol Bernard; David Immerman.; Caption Slip reads: "Photographer: Mtichell. Date: 1957-11-12. Reporter: Keating. Assignment: Child Custody. 77/78: Enid Lee Immerman. L to R. 59/60: Atty. Sol Bernard."
DOI: 10.17632/hkkcrsbjbw
title: Ship Data

description: Data for Machine Learning in Ship Route Optimisation
DOI: 10.17632/hkkcrsbjbw.2
title: Ship Data

description: Data for Machine Learning in Ship Route Optimisation
DOI: 10.25549/examiner-c44-80916
title: Congressional Hiway Committee Banquet, 1957

description: 2 images. Congressional Hiway Committee Banquet, 12 November 1957. Bertram D. Tallamy (Federal Hiway Administrator); Emmett F. Byrne (Congressman); John C. Kluczynski (Congressman); Russell Mack (Congressman); Robert McConnell (Committee Counsel); E.B. Dooley (Congressman); Frank Turner (U.S. Bureau of Public Roads).; Caption Slip reads: "Photographer: Gray. Date: 1957-11-12. Reporter: Sid Bernstein. Assignment: Congressional Highway Committee Biltmore Hotel Banquet. 75/76: Bertram D. Tallamy, Federal highway administrator. 25-26: Left to Right: front row, Congressman Emmett F. Byrne, Ill.; Congressman John C. Kluczynski, Ill.; and Congressman Russell Mack, Washington. Rear row: Robert McConnell, committee counsel; Bertram D. Tallamy; Congressman E.B. Dooley, N.Y.; and Frank Turner, deputy commissioner, U.S. Bureau of Public Roads."
DOI: 10.25549/examiner-c44-80925
title: Greek Coronation Queen Ball (Hellenic-American community), 1957

description: 2 images. Greek Coronation Queen Ball (Hellenic-American community), 10 November 1957. Margaret Pappas (princess); Tiana Pappas (retiring queen); Virginia Stathes (princess); Artie Athans (princess); Georgia Alevizos (Incoming Queen); Virginia Tripodes (princess).; Caption Slip reads: "Photographer: Lapp. Date: 1957-11-10. Assignment: Greek Coronation Queen. 5/6: Retiring queen crowning new queen, Georgia Alevizos. 59/60: Left to right: standing - Margaret Pappas - Princess; Tiana Pappas - Retiring Queen; Virginia Stathes - Princess. Seated - Artie Athans - Princess; Georgia Alevizos - Queen Incoming; Virginia Tripodes - Princess."
DOI: 10.17632/b3vbr53dr8
title: Numerical EES Code of Liquid Piston Hydrogen Compression ,and hydrophobic thermophysical properties of some ILs_2026 Data sets

description: This dataset contains an Engineering Equation Solver (EES) model of a single-stage liquid piston compressor for hydrogen gas. The model simulates the transient compression process inside a cylindrical chamber where a liquid piston compresses hydrogen while accounting for energy balances, Convection-based heat transfer at the liquid–gas interface, and wall heat transfer through finite-difference discretization.

The code numerically solves the coupled mass and energy balance equations for the gas, liquid, and chamber wall over a defined time domain. The primary objective of the model is to evaluate:

Gas pressure evolution during compression

Gas temperature rise during compression

Heat transfer at the liquid–gas interface (conduction only)

Thermal interaction between working fluid and vessel wall

Thermodynamic behavior of hydrogen under compression
DOI: 10.17632/b3vbr53dr8.1
title: Numerical EES Code of Liquid Piston Hydrogen Compression ,and hydrophobic thermophysical properties of some ILs_2026 Data sets

description: This dataset contains an Engineering Equation Solver (EES) model of a single-stage liquid piston compressor for hydrogen gas. The model simulates the transient compression process inside a cylindrical chamber where a liquid piston compresses hydrogen while accounting for energy balances, Convection-based heat transfer at the liquid–gas interface, and wall heat transfer through finite-difference discretization.

The code numerically solves the coupled mass and energy balance equations for the gas, liquid, and chamber wall over a defined time domain. The primary objective of the model is to evaluate:

Gas pressure evolution during compression

Gas temperature rise during compression

Heat transfer at the liquid–gas interface (conduction only)

Thermal interaction between working fluid and vessel wall

Thermodynamic behavior of hydrogen under compression
DOI: 10.17632/c5mk3gc473
title: From Stream to Purchase: Exploring Parasocial Interaction and Social Presence as Mediators of Impulsive Purchase in TikTok Live Commerce

description: This dataset contains primary survey data investigating the drivers of impulsive purchase behavior in TikTok Live Commerce in Indonesia. Data were collected from 415 respondents using a structured questionnaire with a five-point Likert scale (1 = strongly disagree to 5 = strongly agree). The variables include Social Attraction, FOMO, Narrative Involvement, Telepresence, Parasocial Interaction, Social Presence, and Impulsive Purchase. All data have been anonymized and are provided to support transparency, replicability, and further quantitative analysis in the field of digital consumer behavior.
DOI: 10.25549/examiner-c44-80931
title: Veterans Day graveside (at graveside of father's boyhood chum), 1957

description: 2 images. Veterans Day graveside (at graveside of father's boyhood chum), 11 November 1957. Debra Ann Adviento - 3 years; Mrs. Betty Adviento; Don Adviento.; Caption Slip reads: "Photographer: Gaze. Date: 1957-11-11. Reporter: Gaze. Assignment: Veterans' Day - Graveside. #66-79: Debrah Ann Adviento, 3-year-old daughter of Mr. and Mrs. Don Adviento of San Pedro, adds another flower to the grace of her daddy's boyhood chum, Catalino Q. Mamasig, World War II Navy overseas veteran. #80; L to R: Mrs. Betty Adviento, daughter, Debrah Ann, 3, and husband, Dan. of San Pedro, at graveside of husband's boyhood chum in West L.A. Vets Administration Cemetery."
DOI: 10.15468/dl.wtw87u
title: Occurrence Download

description: A dataset containing 199477 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is France",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is one of (Ensis siliqua, Solen marginatus, Ruditapes decussatus, Ruditapes philippinarum, Cerastoderma edule, Donax trunculus, Arenicola marina, Marphysa sanguinea, Lanice conchilega, Diopatra neapolitana, Littorina littorea, Paracentrotus lividus, Echinus esculentus, Octopus vulgaris, Crangon crangon, Dicentrarchus labrax, Sparus aurata, Spondyliosoma cantharus, Pollachius pollachius, Scomber scombrus, Labrus bergylta, Labrus mixtus, Diplodus sargus, Scophthalmus maximus, Platichthys flesus, Sphyraena sphyraena, Sphyraena viridensis, Seriola dumerili, Pomatomus saltatrix, Epinephelus marginatus, Dentex dentex, Thunnus thynnus, Sarda sarda, Conger conger, Raja clavata, Merluccius merluccius, Pagrus pagrus, Pollachius virens)"
 ]
}

 The dataset includes 199477 records from 359 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0007760-260221153910048/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.17632/c5mk3gc473.2
title: From Stream to Purchase: Exploring Parasocial Interaction and Social Presence as Mediators of Impulsive Purchase in TikTok Live Commerce

description: This dataset contains primary survey data investigating the drivers of impulsive purchase behavior in TikTok Live Commerce in Indonesia. Data were collected from 415 respondents using a structured questionnaire with a five-point Likert scale (1 = strongly disagree to 5 = strongly agree). The variables include Social Attraction, FOMO, Narrative Involvement, Telepresence, Parasocial Interaction, Social Presence, and Impulsive Purchase. All data have been anonymized and are provided to support transparency, replicability, and further quantitative analysis in the field of digital consumer behavior.
DOI: 10.25549/examiner-c44-53837
title: University of Southern California Judicial Council meeting (to end fraternity rowdyism), 1957

description: 2 images. University of Southern California Judicial Council meeting (to end fraternity rowdyism), 15 November 1957. Captain Clarence B. Swan; Doctor Robert G. Gordon; Dennis Fagerhult; Jerry Wulk; Al Green; Dudley C. Johnson; Donald Shiemaker; Robert Kashare.; Caption slip reads: "Photographer: Miller. Date: 1957-11-15. Reporter: Donoghue. Assignment: USC Judicial Council. Monday. 21-22: Student and university representatives confer with Capt. Clarence B. Swan, commander University police division, as part of new pact to maintain campus order. L to R: Capt. Swan; Dr. Robert G. Gordon, assistant dean of students; and Dennis Fagerhult, president interfraternity council. 35-36: Interfraternity Council and USC faculty members meet with Capt. Clarence B. Swan, commanding officer of University Division police station, as part of new self-government pact to end fraternity row rowdyism. L. to R. front: Jerry Wulk, counselor of men; Dr. Robert G. Gordon, assistant dean of students; Capt. Swan; and Dennis Fagerhult, president of Interfraternity Council. L to R rear: Al Green, member planning council on the future of fraternities; Dudley C. Johnson, fraternity adviser; Robert Kashare, vice president, interfraternity council; and Donald Shiemaker, chairman of judicial committee of interfraternity council".
DOI: 10.17632/t8x7zkxm8k
title: Imgflip & Douban Meme Dataset

description: We present the first large-scale bilingual affective meme benchmark, designed to bridge the "pixel-to-emotion" gap in multimodal understanding. Comprising over 92,000 samples collected from culturally distinct platforms—Douban (Chinese) and Imgflip (English)—this dataset is unique in providing fine-grained facial emotion annotations that capture the non-literal emotional stances central to internet memes. By treating facial affect as a primary semantic anchor, this benchmark enables researchers to move beyond surface-level text-image alignment and develop robust models for emotion-aware meme retrieval and cross-cultural affective analysis.
DOI: 10.25549/examiner-c44-49648
title: "Kingfish" on witness stand, 1958

description: 2 images. "Kingfish" on witness stand, 24 March 1958. Harry Moore ("Kingfish" on witness stand); Vivian Moore (wife).; Caption slip reads: "Photographer: Hecht. Date: 1958-03-24. Reporter: Emerson. Assignment: 'Kingfish'. 1/2: Tim Moore on witness stand (Kingfish). 66/67: Vivian Moore and husband Tim Moore (Kingfish)".
DOI: 10.17632/t8x7zkxm8k.2
title: Imgflip & Douban Meme Dataset

description: We present the first large-scale bilingual affective meme benchmark, designed to bridge the "pixel-to-emotion" gap in multimodal understanding. Comprising over 92,000 samples collected from culturally distinct platforms—Douban (Chinese) and Imgflip (English)—this dataset is unique in providing fine-grained facial emotion annotations that capture the non-literal emotional stances central to internet memes. By treating facial affect as a primary semantic anchor, this benchmark enables researchers to move beyond surface-level text-image alignment and develop robust models for emotion-aware meme retrieval and cross-cultural affective analysis.
DOI: 10.25549/examiner-c44-49750
title: Miss USA returns from Europe, 1958

description: 2 images. Miss USA returns from Europe, 1 January 1958. Charlotte Sheffield (Miss USA); Bonnidian Petty.; Caption slip reads: "Photographer: Glickman. Date: 1958-01-07. Assignment: Miss USA returns from Europe. 1 shot: Charlotte Sheffield, Miss USA and miniature Eiffel Tower. L shot: Charlotte Sheffield (seated) and Bonnidian Petty look over souvenir of Paris".
DOI: 10.17632/4sdr2cf3yc
title: Supplementary files for "Ultraviolet dermoscope used as a Wood’s lamp reveals ‘invisible’ pityriasis versicolor"

description: Supplementary files for "Ultraviolet dermoscope used as a Wood’s lamp reveals ‘invisible’ pityriasis versicolor"
DOI: 10.17632/4sdr2cf3yc.1
title: Supplementary files for "Ultraviolet dermoscope used as a Wood’s lamp reveals ‘invisible’ pityriasis versicolor"

description: Supplementary files for "Ultraviolet dermoscope used as a Wood’s lamp reveals ‘invisible’ pityriasis versicolor"
DOI: 10.25549/examiner-c44-49766
title: Wild blue bird, 1958

description: 4 images. Wild Blue Bird, 6 January 1958. Mrs. Alzada Borchers; "Bomber" the blue bird.; Caption slip reads: "Photographer: Glickman. Assignment: Wild blue bird. 1 shot: 'Bomber', California bluebird in kitchen on sink going after peanuts and cheese. 3 shots: Mrs. Alzada Borchers and Bomber. Takes nuts from her hand".
DOI: 10.25549/examiner-c44-49780
title: "Kingfish" shooting, 1958

description: 3 images. "Kingfish" shooting, 6 January 1958. Harry R. Moore (Kingfish of Amos and Andy); Vivian Moore (wife signed complaint); Earl Brown (son-in-law); Eve Brown (daughter).; Caption slip reads: "Photographer: H. Date: 1958-01-06. Reporter: Emerson. Assignment: A.D.W. case 'Kingfish'. 1/2: Vivian Moore (signed complaint). 79: L to R: Vivian Moore; Earl Brown (son-in-law); and Eve Brown (daughter). 78: L to R: Tim Moore (Kingfish); Vivian Moore; Earl Brown; and Eve Brown. Harry R. 'Tim' Moore 'Kingfish' Amos and Andy".
DOI: 10.17632/rzh99cj2rj
title: Sugarcane Diseases

description: The sugarcane disease dataset was developed to facilitate automated detection and classification of major diseases affecting sugarcane crops using deep learning and computer vision techniques. The dataset consists of high-resolution RGB images collected directly from farmers’ fields under natural environmental conditions, ensuring real-world variability in illumination, background, leaf orientation, and disease severity.
DOI: 10.25549/examiner-c44-49783
title: Sara Shane divorce, 1958

description: 2 images. Sara Shane divorce, 6 January 1958. Sara Shane (in private life Mrs. Elaine Hollingsworth); Mrs. Henry Hill (witness).; Caption slip reads: "Photographer: Gaze. Date: 1958-01-06. Reporter: Gaze. Assignment: Sara Shane divorce. #9-10-78: l to r: Mrs. Henry Hill and her daughter, actress Sara Shane (in private life Mrs. Elaine Hollingsworth) at Santa Monica Superior Court where Miss Shane obtained a default divorce from William Hollingsworth, Beverly Hills millionaire, realty heir and socialite. Mrs. Hill was the corroborating withness. #59-60-77: Sara Shane (see above)".
DOI: 10.17632/rzh99cj2rj.1
title: Sugarcane Diseases

description: The sugarcane disease dataset was developed to facilitate automated detection and classification of major diseases affecting sugarcane crops using deep learning and computer vision techniques. The dataset consists of high-resolution RGB images collected directly from farmers’ fields under natural environmental conditions, ensuring real-world variability in illumination, background, leaf orientation, and disease severity.
DOI: 10.25824/redu/mf6ifz
title: Dados referentes à pesquisa prático-teórica em poética e processos criativos relacionados ao termo erro e destruição em processos imagéticos no campo da fotografia, em específico tratando de métodos experimentais

description: Os registros visuais são relativos à produção das obras correlatas a investigação de metodologias artísticas que se apropriaram de instabilidades formais, simbólicas e plásticas circunscritas a termos como erro e destruição como prática processual, principiadas pela matéria fotográfica e que foram de cunho experimental. Constam investigações de técnicas de rasura, queima da matéria, pintura com oxidantes e outras avarias no material fotográfico, além de técnicas de transferência de imagem. As imagens referem-se aos processos de produção das três séries de obras apresentadas junto ao trabalho de conclusão de mestrado à banca examinadora da artista-pesquisadora Leani Jaline Ferrari Ferreira.
DOI: 10.17632/tgwr9k3ksr
title: Replication data for “Walking the Talk? Bank Climate Commitments and Green Lending in Emerging Markets”

description: This replication package contains the code required to reproduce the results in Bernad, M., De Haas, R., and Rud, J. P. (2026), “Walking the Talk? Bank Climate Commitments and Green Lending in Emerging Markets.”

The analysis relies on proprietary and restricted-access datasets, including Orbis (Bureau van Dijk), S&P Global Market Intelligence (SNL Financial), and confidential BEPS III data. BEEPS VI microdata are publicly available upon registration from the World Bank/EBRD.

The compiled climate commitment dataset, which matches publicly available signatory lists to confidential BEPS bank identifiers, cannot be redistributed due to confidentiality agreements.