cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.6084/m9.figshare.30128983.v1
title: AI in Criminal Justice data: survey, interviews, & datasets

description: This study explores the integration of artificial intelligence (AI) into criminal justice and homeland security operations to enhance threat detection and public safety monitoring. Focusing on scenarios such as terrorism, drug trafficking, and cybercrime, the research examines how AI can improve intelligence gathering and risk assessment.
DOI: 10.25574/25920
title: Chandra X-ray Observatory ObsId 25920

description: Opening Pandora's Box: Direct Detection of AGN at z&gt;7
DOI: 10.25574/25922
title: Chandra X-ray Observatory ObsId 25922

description: Opening Pandora's Box: Direct Detection of AGN at z&gt;7
DOI: 10.25574/25924
title: Chandra X-ray Observatory ObsId 25924

description: Opening Pandora's Box: Direct Detection of AGN at z&gt;7
DOI: 10.25574/25925
title: Chandra X-ray Observatory ObsId 25925

description: Opening Pandora's Box: Direct Detection of AGN at z&gt;7
DOI: 10.25574/25928
title: Chandra X-ray Observatory ObsId 25928

description: Opening Pandora's Box: Direct Detection of AGN at z&gt;7
DOI: 10.25574/25930
title: Chandra X-ray Observatory ObsId 25930

description: Opening Pandora's Box: Direct Detection of AGN at z&gt;7
DOI: 10.5255/ukda-sn-857874
title: Qualitative Election Study of Britain: Pre- and Post- Election Transcripts, 2024

description: This dataset contains a spreadsheet with the participant's alias together with some political and socio-demographic data and the anonymised pre-election transcripts. There are twenty-four pre-election transcripts in the dataset, and 35 post-election transcripts. One set are in Word and the other in OpenDocument Text for both waves. Files are named according to who participated in the focus group or interview. Each transcript contains a table with some basic sociodemographic and political data on the participants including: Alias, Sex, Age group, Party Supporter, Party Strength, Constituency, 2024 vote preference, and 2024 vote reported.

All participants’ names were changed to a permanent alias that allows them to be tracked across elections and any direct or indirect identifiers removed to protect their anonymity.  The transcripts were then formatted to create two levels of headings: topics and aliases. This is designed to help researchers more easily find the information they need. Please be aware that while topic headings have been added to the transcripts, participants sometimes provide information that anticipates later questions or provide additional information to a prior question later in the in discussion. If you are interested in a particular topic, we encourage to review the entire transcript to capture all the relevant data.
DOI: 10.25574/25931
title: Chandra X-ray Observatory ObsId 25931

description: Opening Pandora's Box: Direct Detection of AGN at z&gt;7
DOI: 10.25574/25932
title: Chandra X-ray Observatory ObsId 25932

description: Opening Pandora's Box: Direct Detection of AGN at z&gt;7
DOI: 10.25574/25934
title: Chandra X-ray Observatory ObsId 25934

description: Opening Pandora's Box: Direct Detection of AGN at z&gt;7
DOI: 10.5281/zenodo.17123070
title: The effects of a nutrition education program on nutritional knowledge, eating habits and performance of military athletes from Lebanon
DOI: 10.25574/25937
title: Chandra X-ray Observatory ObsId 25937

description: Opening Pandora's Box: Direct Detection of AGN at z&gt;7
DOI: 10.5281/zenodo.17123069
title: The effects of a nutrition education program on nutritional knowledge, eating habits and performance of military athletes from Lebanon
DOI: 10.25574/25938
title: Chandra X-ray Observatory ObsId 25938

description: Opening Pandora's Box: Direct Detection of AGN at z&gt;7
DOI: 10.25574/25942
title: Chandra X-ray Observatory ObsId 25942

description: Opening Pandora's Box: Direct Detection of AGN at z&gt;7
DOI: 10.25574/25944
title: Chandra X-ray Observatory ObsId 25944

description: Opening Pandora's Box: Direct Detection of AGN at z&gt;7
DOI: 10.25574/25945
title: Chandra X-ray Observatory ObsId 25945

description: Opening Pandora's Box: Direct Detection of AGN at z&gt;7
DOI: 10.5281/zenodo.17122888
title: Lichess_Relevant_Games
DOI: 10.5281/zenodo.17122889
title: Lichess_Relevant_Games
DOI: 10.25574/25953
title: Chandra X-ray Observatory ObsId 25953

description: Opening Pandora's Box: Direct Detection of AGN at z&gt;7
DOI: 10.25574/25954
title: Chandra X-ray Observatory ObsId 25954

description: Opening Pandora's Box: Direct Detection of AGN at z&gt;7
DOI: 10.25574/25956
title: Chandra X-ray Observatory ObsId 25956

description: Opening Pandora's Box: Direct Detection of AGN at z&gt;7
DOI: 10.25574/25957
title: Chandra X-ray Observatory ObsId 25957

description: Opening Pandora's Box: Direct Detection of AGN at z&gt;7
DOI: 10.25574/25958
title: Chandra X-ray Observatory ObsId 25958

description: Opening Pandora's Box: Direct Detection of AGN at z&gt;7
DOI: 10.25574/25963
title: Chandra X-ray Observatory ObsId 25963

description: Opening Pandora's Box: Direct Detection of AGN at z&gt;7
DOI: 10.25574/25967
title: Chandra X-ray Observatory ObsId 25967

description: Opening Pandora's Box: Direct Detection of AGN at z&gt;7
DOI: 10.25574/25968
title: Chandra X-ray Observatory ObsId 25968

description: Opening Pandora's Box: Direct Detection of AGN at z&gt;7
DOI: 10.25574/25970
title: Chandra X-ray Observatory ObsId 25970

description: Opening Pandora's Box: Direct Detection of AGN at z&gt;7
DOI: 10.25574/25971
title: Chandra X-ray Observatory ObsId 25971

description: Opening Pandora's Box: Direct Detection of AGN at z&gt;7
DOI: 10.25574/25972
title: Chandra X-ray Observatory ObsId 25972

description: Opening Pandora's Box: Direct Detection of AGN at z&gt;7
DOI: 10.25574/25973
title: Chandra X-ray Observatory ObsId 25973

description: Opening Pandora's Box: Direct Detection of AGN at z&gt;7
DOI: 10.25574/26280
title: Chandra X-ray Observatory ObsId 26280

description: Opening Pandora's Box: Direct Detection of AGN at z&gt;7
DOI: 10.25574/27347
title: Chandra X-ray Observatory ObsId 27347

description: Opening Pandora's Box: Direct Detection of AGN at z&gt;7
DOI: 10.25574/27449
title: Chandra X-ray Observatory ObsId 27449

description: Opening Pandora's Box: Direct Detection of AGN at z&gt;7
DOI: 10.25574/27450
title: Chandra X-ray Observatory ObsId 27450

description: Opening Pandora's Box: Direct Detection of AGN at z&gt;7
DOI: 10.25574/27556
title: Chandra X-ray Observatory ObsId 27556

description: Opening Pandora's Box: Direct Detection of AGN at z&gt;7
DOI: 10.25574/27575
title: Chandra X-ray Observatory ObsId 27575

description: Opening Pandora's Box: Direct Detection of AGN at z&gt;7
DOI: 10.5517/ccdc.csd.cc2n3y80
title: CCDC 2446652: Experimental Crystal Structure Determination

description: Related Article: Jia Liu, Teng Zhao, Jing-Rong Li, Hong-Wu Zhang, Tao Zhang, Zhong-Mei Zou|2025|Fitoterapia|186|106804|doi:10.1016/j.fitote.2025.106804
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2n3y1s
title: CCDC 2446645: Experimental Crystal Structure Determination

description: Related Article: Jia Liu, Teng Zhao, Jing-Rong Li, Hong-Wu Zhang, Tao Zhang, Zhong-Mei Zou|2025|Fitoterapia|186|106804|doi:10.1016/j.fitote.2025.106804
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc2n3y2t
title: CCDC 2446646: Experimental Crystal Structure Determination

description: Related Article: Jia Liu, Teng Zhao, Jing-Rong Li, Hong-Wu Zhang, Tao Zhang, Zhong-Mei Zou|2025|Fitoterapia|186|106804|doi:10.1016/j.fitote.2025.106804
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.3886/e237965
title: Identity-Centric Products and Women Workers

description: We use American Community Survey data to test for impacts of identity-centric products on the earnings of workers of product-congruent identities. Specifically, we use ordinary least squares and instrumental variables two-stage least squares regressions to estimate effects of the presence of women’s sports teams and women’s colleges on the earnings of local women working in sports and education. We find that the presence of identity-centric products significantly increases the earnings of women working in sports and education. These findings suggest that identity-centric organizations can play a role in improving labor market outcomes for workers of product-congruent identities.
DOI: 10.3886/e237965v1
title: Identity-Centric Products and Women Workers

description: We use American Community Survey data to test for impacts of identity-centric products on the earnings of workers of product-congruent identities. Specifically, we use ordinary least squares and instrumental variables two-stage least squares regressions to estimate effects of the presence of women’s sports teams and women’s colleges on the earnings of local women working in sports and education. We find that the presence of identity-centric products significantly increases the earnings of women working in sports and education. These findings suggest that identity-centric organizations can play a role in improving labor market outcomes for workers of product-congruent identities.
DOI: 10.34740/kaggle/dsv/13069076
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.57967/hf/6491
title: EDADES
DOI: 10.15468/kn8ygs
title: Vegetation occurrence and leaf traits of Salix polaris along a postglacial chronosequence at Midtre Lovenbreen

description: Glacier retreat in Svalbard exposes new terrain that undergoes ecological succession. Vegetation development was investigated along the postglacial chronosequence of Midtre Lovénbreen near Ny-Ålesund, building on sites first studied by Hodkinson et al. (2003) and revisited after ~25 years of accelerated warming. Vegetation cover, soil moisture, and leaf traits of Salix polaris (specific leaf area, SLA, and carbon-to-nitrogen ratio, C:N) were recorded across six forefield sites. The findings support successional dynamics described two decades earlier and emphasize the influence of ongoing climate warming on community assembly in the High Arctic.
DOI: 10.5281/zenodo.17123156
title: The Ontological Unification of Current and Magnetic Flux — A New Paradigm of Conduction based on Quantum Macro-Rotation Theory

description: The Ontological Unification of Current and Magnetic Flux — A New Paradigm of Conduction based on Quantum Macro-Rotation TheoryAbstractThis paper proposes that current I and world quantum energy Eq form an ontological unity through the environment-dependent magnetic flux quantum Φx . We demonstrate that I=Eq/Φx reveals current not as charge flow, but as the relational expression of quantum state energy to the fundamental flux unit. This discovery reconstructs Ohm's law and reveals superconductivity as topological locking of the x-factor.
DOI: 10.5281/zenodo.14503556
title: Building a cost-effective mechanochemical Raman system: improved spectral and time resolution for in situ reaction and rheology monitoring - dataset

description: This dataset comprises Raman spectroscopy data collected using our in-house Raman spectrometer for in situ reaction and rheology monitoring of a benchmark mechanochemical reaction. It also includes Raman spectra obtained with two commercial Raman spectrometers for comparison, as well as PXRD data to analyze the structure of the reaction products. Additionally, the dataset contains data required for the characterization and calibration of the in-house Raman spectrometer. The data are organized to correspond directly with the images presented in the article (Main text and Supporting Information). The collection includes experimental raw data (X-Y sets, image files) and the Python scripts used for data processing.
DOI: 10.5281/zenodo.14503557
title: Building a cost-effective mechanochemical Raman system: improved spectral and time resolution for in situ reaction and rheology monitoring - dataset

description: This dataset comprises Raman spectroscopy data collected using our in-house Raman spectrometer for in situ reaction and rheology monitoring of a benchmark mechanochemical reaction. It also includes Raman spectra obtained with two commercial Raman spectrometers for comparison, as well as PXRD data to analyze the structure of the reaction products. Additionally, the dataset contains data required for the characterization and calibration of the in-house Raman spectrometer. The data are organized to correspond directly with the images presented in the article (Main text and Supporting Information). The collection includes experimental raw data (X-Y sets, image files) and the Python scripts used for data processing.
DOI: 10.5281/zenodo.17046913
title: Motor de curvatura: Estabilidad estructural y viabilidad energética del transporte warp Colapso nodal de la métrica Alcubierre frente a la coherencia vibracional en la Teoría de la Malla Cuántica Consciente (TMC)
title: Warp Drive: Structural Stability and Energy Viability of Warp Transport Nodal Collapse in the Alcubierre Metric versus Vibrational Coherence in the Conscious Quantum Mesh Theory
DOI: 10.5281/zenodo.17046914
title: Motor de curvatura: Estabilidad estructural y viabilidad energética del transporte warp Colapso nodal de la métrica Alcubierre frente a la coherencia vibracional en la Teoría de la Malla Cuántica Consciente (TMC)
title: Warp Drive: Structural Stability and Energy Viability of Warp Transport Nodal Collapse in the Alcubierre Metric versus Vibrational Coherence in the Conscious Quantum Mesh Theory
DOI: 10.5281/zenodo.17123148
title: THE SYMBIOSIS OF FAITH AND MEDICINE: HOW ISLAMIC PRINCIPLES ENHANCE THE ETHICAL, PSYCHOLOGICAL, AND HOLISTIC APPROACH OF MUSLIM DOCTORS
DOI: 10.5281/zenodo.17123149
title: THE SYMBIOSIS OF FAITH AND MEDICINE: HOW ISLAMIC PRINCIPLES ENHANCE THE ETHICAL, PSYCHOLOGICAL, AND HOLISTIC APPROACH OF MUSLIM DOCTORS
DOI: 10.6084/m9.figshare.30128674
title: Decoding dominance hierarchy and physiological stress in collared peccaries (Dicotyles tajacu)

description: This dataset, stored on Figshare, contains all the raw and processed data used in the development of the manuscript, "Decoding dominance hierarchy and physiological stress in collared peccaries (Dicotyles tajacu)". The research investigates the relationship between social rank and physiological stress in captive collared peccaries, with implications for captive animal management.
DOI: 10.6084/m9.figshare.30128674.v1
title: Decoding dominance hierarchy and physiological stress in collared peccaries (Dicotyles tajacu)

description: This dataset, stored on Figshare, contains all the raw and processed data used in the development of the manuscript, "Decoding dominance hierarchy and physiological stress in collared peccaries (Dicotyles tajacu)". The research investigates the relationship between social rank and physiological stress in captive collared peccaries, with implications for captive animal management.
DOI: 10.25574/26289
title: Chandra X-ray Observatory ObsId 26289

description: Radio Clarification of a Double X-ray Source in a Metal-poor Dwarf Galaxy
DOI: 10.5281/zenodo.17121074
title: BMC Surgery Peer Review Reports - Downloaded 14 September, 2025

description: This dataset contains all reviewer reports and author responses for every published article with peer review reports in the open access, open peer review journal BMC Surgery up to 14 September, 2025.

250914_bmc_surgery_article_metadata.csv describes the DOI and year of each published article, whether each article had peer review reports available, and whether these peer review reports were successfully downloaded (3,629 articles with metadata).

250914_bmc_surgery_peer_review_metadata.csv describes the content of the peer review page of each article (example, 3,465 articles with peer review metadata).

bmc_surgery.zip contains all downloaded PDF files (24,314 files).

250914_surgery_extracted_text.csv contains all text extracted from each PDF file with pypdf 6.0.0 (24,312 files with successfully extracted text).
DOI: 10.5281/zenodo.17121075
title: BMC Surgery Peer Review Reports - Downloaded 14 September, 2025

description: This dataset contains all reviewer reports and author responses for every published article with peer review reports in the open access, open peer review journal BMC Surgery up to 14 September, 2025.

250914_bmc_surgery_article_metadata.csv describes the DOI and year of each published article, whether each article had peer review reports available, and whether these peer review reports were successfully downloaded (3,629 articles with metadata).

250914_bmc_surgery_peer_review_metadata.csv describes the content of the peer review page of each article (example, 3,465 articles with peer review metadata).

bmc_surgery.zip contains all downloaded PDF files (24,314 files).

250914_surgery_extracted_text.csv contains all text extracted from each PDF file with pypdf 6.0.0 (24,312 files with successfully extracted text).
DOI: 10.5281/zenodo.17123176
title: The Ontological Unification of Energy and Voltage — Describing Electron States through the Quantum Macro-Rotation Theory

description: The Ontological Unification of Energy and Voltage — Describing Electron States through the Quantum Macro-Rotation Theory

Abstract

This paper proposes that electron energy and voltage are not causally related, but rather two expressions of the same quantum state. Using the quantum macro-rotation theory, we demonstrate that the numerical consistency between total electron energy and equivalent voltage V=Eq/ex arises from a deep unification between ontological measurement and relational measurement. This discovery redefines the physical meaning of the elementary charge e, and reveals the essence of electromagnetic quantities.
DOI: 10.25574/26849
title: Chandra X-ray Observatory ObsId 26849

description: X-raying dual AGN candidates at sub-arcsec separation identified by Gaia
DOI: 10.25574/26855
title: Chandra X-ray Observatory ObsId 26855

description: Testing the M_BH-M_Bulge Relation with Radio-Selected Low Surface Brightness Galaxies
DOI: 10.25574/26874
title: Chandra X-ray Observatory ObsId 26874

description: X-ray confirmation of optically selected IMBH-powered AGN and high-resolution imaging of their host galaxies
DOI: 10.25574/27546
title: Chandra X-ray Observatory ObsId 27546

description: X-Ray Jets in Microquasars
DOI: 10.25574/27628
title: Chandra X-ray Observatory ObsId 27628

description: Is AGN Feedback Responsible for Driving Ultra-fast Massive Molecular Outflows at z~4.5?
DOI: 10.5281/zenodo.17123157
title: MedibotDDoS Dataset (2025)

description: The MedibotDDoS dataset captures 200K+ traffic records with 13 features, representing benign and attack traffic against a medical syringe pump control system. It demonstrates how botnet-induced DDoS traffic disrupts healthcare devices, making it valuable for intrusion detection, anomaly detection, and medical device security research.

Context



The MedibotDDoS dataset was generated during an experimental evaluation of a botnet attack against a medical syringe pump control system.

The attack demonstrated how a DDoS (Distributed Denial of Service) could delay or halt the responsiveness of the control GUI, creating serious patient safety risks (e.g., multiple unintended “run” button presses leading to triple dosing).


Dataset Composition



Number of samples: 225,498 instances

Features: 13 network traffic features describing flow-level behavior


Feature Descriptions



SrcBytes – Number of bytes from source → destination

SrcLoad – Source → destination bits per second

DstBytes – Number of bytes from destination → source

DstLoad – Destination → source bits per second

DstPkts – Number of packets from destination → source

SrcRate – Packets per second from source → destination

DstRate – Packets per second from destination → source

Dur – Transaction duration (seconds)

TotPkts – Total transaction packets

TotBytes – Total transaction bytes

Load – Total transaction bits per second

Rate – Overall packets per second


Descriptive Statistics (Selected Highlights)



SrcBytes: mean 286.3, max 435,324

SrcPkts: mean 2.4, max 4,890

DstPkts: mean 0.94, max 2,411

DstBytes: mean 1052.6, max 12,858,140

Dur: mean 0.44 sec, max 5 sec

TotPkts: mean 3.38, max 5,979

TotBytes: mean 1,339, max 13,230,630

Load: mean 4,778,348 bps, max 15,168,000,000 bps

Rate: mean 2,535 pps, max 4,000,000 pps
DOI: 10.5281/zenodo.17123158
title: MedibotDDoS Dataset (2025)

description: The MedibotDDoS dataset captures 200K+ traffic records with 13 features, representing benign and attack traffic against a medical syringe pump control system. It demonstrates how botnet-induced DDoS traffic disrupts healthcare devices, making it valuable for intrusion detection, anomaly detection, and medical device security research.

Context



The MedibotDDoS dataset was generated during an experimental evaluation of a botnet attack against a medical syringe pump control system.

The attack demonstrated how a DDoS (Distributed Denial of Service) could delay or halt the responsiveness of the control GUI, creating serious patient safety risks (e.g., multiple unintended “run” button presses leading to triple dosing).


Dataset Composition



Number of samples: 225,498 instances

Features: 13 network traffic features describing flow-level behavior


Feature Descriptions



SrcBytes – Number of bytes from source → destination

SrcLoad – Source → destination bits per second

DstBytes – Number of bytes from destination → source

DstLoad – Destination → source bits per second

DstPkts – Number of packets from destination → source

SrcRate – Packets per second from source → destination

DstRate – Packets per second from destination → source

Dur – Transaction duration (seconds)

TotPkts – Total transaction packets

TotBytes – Total transaction bytes

Load – Total transaction bits per second

Rate – Overall packets per second


Descriptive Statistics (Selected Highlights)



SrcBytes: mean 286.3, max 435,324

SrcPkts: mean 2.4, max 4,890

DstPkts: mean 0.94, max 2,411

DstBytes: mean 1052.6, max 12,858,140

Dur: mean 0.44 sec, max 5 sec

TotPkts: mean 3.38, max 5,979

TotBytes: mean 1,339, max 13,230,630

Load: mean 4,778,348 bps, max 15,168,000,000 bps

Rate: mean 2,535 pps, max 4,000,000 pps
DOI: 10.5517/ccdc.csd.cc2n7znk
title: CCDC 2450539: Experimental Crystal Structure Determination

description: Related Article: Wenjun Li, Meijing Tan, Shichao Ju, Fan He, Jiao Wu, Youquan Wei, Jinyu Wen, Baoliang Li, Xishan Huang|2025|Fitoterapia|186|106803|doi:10.1016/j.fitote.2025.106803
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.