cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.18074161
title: Longitudinal Pre- and Post-Treatment Liver CT Dataset for Image Registration

description: This dataset comprises 128 contrast-enhanced abdominal CT scans from 64 longitudinal studies of patients diagnosed with liver metastases. Each patient underwent paired imaging before and after systemic chemotherapy, enabling quantitative analysis of treatment response and metastatic progression. All scans were acquired in the portal venous phase using a SIEMENS SOMATOM Scope scanner, with in-plane resolution ranging from 0.5–1.0 mm and slice thickness of 1–1.2 mm.  

For each subject, two imaging timepoints (timepoint-1 and timepoint-2) are provided. At each timepoint the following files are available:• CT.nii — preprocessed contrast-enhanced CT volume (NIfTI format)  • LiverMask.nii — expert-validated liver segmentation  

Segmentations were generated using a hybrid pipeline combining deep learning–based segmentation, expert correction, and final radiologist validation to ensure anatomical accuracy and clinical reliability. Standardized preprocessing steps included isotropic resampling, windowing (center 40 HU, width 450 HU), and intensity normalization to [0,1].  

This dataset provides a unique resource for developing and evaluating methods in liver segmentation, deformable image registration, and longitudinal tumor tracking.  

**Ethics statement:**  All procedures involving human participants were approved by the Ethics Committee of Al-Zahra Hospital, Isfahan University of Medical Sciences (IR.MUI.DHMT.REC.1402.054). Written informed consent was waived due to the retrospective nature of the study and complete anonymization of data.  

**Funding:**  This work was supported by the Vice-Chancellery for Research and Technology, Isfahan University of Medical Sciences (Grant No. 3402504).  

**License:**  This dataset is released under the Creative Commons Attribution 4.0 International (CC BY 4.0) license, allowing unrestricted use, distribution, and reproduction with appropriate citation.  

**Citation:**  

Zahra Valipour, Hossein Rabbani, Alireza Vard, Mohammadsaleh Jafarpishe,

Evaluation of Liver Metastasis Volume Changes in Longitudinal CT images Using Statistical Modeling and Adversarial Image Registration Networks,Results in Engineering,2025,108734,ISSN 2590-1230,https://doi.org/10.1016/j.rineng.2025.108734.

and

Valipour, Z., Golabchi, M., Rasti, S., Rabbani, H., Vard, A. & Jafarpishe, M.. (2025). *A Longitudinal Abdominal CT Dataset with Expert-Validated Liver and Metastasis Segmentations.* .....
DOI: 10.5281/zenodo.18074160
title: Longitudinal Pre- and Post-Treatment Liver CT Dataset for Image Registration

description: This dataset comprises 128 contrast-enhanced abdominal CT scans from 64 longitudinal studies of patients diagnosed with liver metastases. Each patient underwent paired imaging before and after systemic chemotherapy, enabling quantitative analysis of treatment response and metastatic progression. All scans were acquired in the portal venous phase using a SIEMENS SOMATOM Scope scanner, with in-plane resolution ranging from 0.5–1.0 mm and slice thickness of 1–1.2 mm.  

For each subject, two imaging timepoints (timepoint-1 and timepoint-2) are provided. At each timepoint the following files are available:• CT.nii — preprocessed contrast-enhanced CT volume (NIfTI format)  • LiverMask.nii — expert-validated liver segmentation  

Segmentations were generated using a hybrid pipeline combining deep learning–based segmentation, expert correction, and final radiologist validation to ensure anatomical accuracy and clinical reliability. Standardized preprocessing steps included isotropic resampling, windowing (center 40 HU, width 450 HU), and intensity normalization to [0,1].  

This dataset provides a unique resource for developing and evaluating methods in liver segmentation, deformable image registration, and longitudinal tumor tracking.  

**Ethics statement:**  All procedures involving human participants were approved by the Ethics Committee of Al-Zahra Hospital, Isfahan University of Medical Sciences (IR.MUI.DHMT.REC.1402.054). Written informed consent was waived due to the retrospective nature of the study and complete anonymization of data.  

**Funding:**  This work was supported by the Vice-Chancellery for Research and Technology, Isfahan University of Medical Sciences (Grant No. 3402504).  

**License:**  This dataset is released under the Creative Commons Attribution 4.0 International (CC BY 4.0) license, allowing unrestricted use, distribution, and reproduction with appropriate citation.  

**Citation:**  

Zahra Valipour, Hossein Rabbani, Alireza Vard, Mohammadsaleh Jafarpishe,

Evaluation of Liver Metastasis Volume Changes in Longitudinal CT images Using Statistical Modeling and Adversarial Image Registration Networks,Results in Engineering,2025,108734,ISSN 2590-1230,https://doi.org/10.1016/j.rineng.2025.108734.

and

Valipour, Z., Golabchi, M., Rasti, S., Rabbani, H., Vard, A. & Jafarpishe, M.. (2025). *A Longitudinal Abdominal CT Dataset with Expert-Validated Liver and Metastasis Segmentations.* .....
DOI: 10.15468/dl.965u4r
title: Occurrence Download

description: A dataset containing 194 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Rhabdosargus holubi",
 "Year 2000-2025"
 ]
}

 The dataset includes 194 records from 11 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068442-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.18085439
title: Malicious URLs Dataset (2025)

description: 📘 Dataset Description

This dataset contains a curated collection of malicious URLs and network indicators associated with real-world cyber threats, including malware distribution, phishing campaigns, botnets, remote access trojans (RATs), droppers, and command-and-control (C2) infrastructure.

The data was collected from publicly available open-source threat-intelligence feeds and community security researchers during December 2025. Each record includes metadata such as discovery time (UTC), URL, operational status, malware family, threat category, and original reporter attribution.

All entries in this dataset are labeled as malicious, making it suitable for:





Cybersecurity research and education




Malicious URL and malware detection systems




Threat-intelligence analysis




Feature extraction and benchmarking for machine learning models



To reduce the risk of misuse, the dataset does not include executable payloads, and some sensitive parameters (e.g., API keys embedded in URLs) are partially redacted. URLs may be inactive at the time of access.

This dataset is released for defensive, academic, and research purposes only and is intended to help improve detection, analysis, and understanding of malicious online activity.
DOI: 10.5281/zenodo.18085438
title: Malicious URLs Dataset (2025)

description: 📘 Dataset Description

This dataset contains a curated collection of malicious URLs and network indicators associated with real-world cyber threats, including malware distribution, phishing campaigns, botnets, remote access trojans (RATs), droppers, and command-and-control (C2) infrastructure.

The data was collected from publicly available open-source threat-intelligence feeds and community security researchers during December 2025. Each record includes metadata such as discovery time (UTC), URL, operational status, malware family, threat category, and original reporter attribution.

All entries in this dataset are labeled as malicious, making it suitable for:





Cybersecurity research and education




Malicious URL and malware detection systems




Threat-intelligence analysis




Feature extraction and benchmarking for machine learning models



To reduce the risk of misuse, the dataset does not include executable payloads, and some sensitive parameters (e.g., API keys embedded in URLs) are partially redacted. URLs may be inactive at the time of access.

This dataset is released for defensive, academic, and research purposes only and is intended to help improve detection, analysis, and understanding of malicious online activity.
DOI: 10.6084/m9.figshare.30636011
title: Supplementary data of Dunaliella

description: Supplementary data of Dunaliella
DOI: 10.6084/m9.figshare.30636011.v2
title: Supplementary data of Dunaliella

description: Supplementary data of Dunaliella
DOI: 10.6084/m9.figshare.30636011.v1
title: Supplementary data of Dunaliella

description: Supplementary data of Dunaliella
DOI: 10.15468/dl.yyump3
title: Occurrence Download

description: A dataset containing 3594 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Triturus pygmaeus"
 ]
}

 The dataset includes 3594 records from 27 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068443-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dxf6wk
title: Occurrence Download

description: A dataset containing 1934295 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Europe",
 "Country is one of (Sweden, Norway, Denmark)",
 "OccurrenceStatus is Present",
 "TaxonKey is Fabaceae"
 ]
}

 The dataset includes 1934295 records from 354 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068432-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ckpmra
title: Occurrence Download

description: A dataset containing 45176 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Indonesia",
 "HasCoordinate is true",
 "IucnRedListCategory is one of (CR, EN)"
 ]
}

 The dataset includes 45176 records from 246 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068444-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bkvkbk
title: Occurrence Download

description: A dataset containing 24635 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Malawi",
 "GadmGid is MWI.2_1",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 24635 records from 116 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0068445-251120083545085/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.dbh6np
title: Occurrence Download

description: A dataset containing 306316 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Tracheophyta)",
 "Geometry POLYGON ((11.98518 59.90072, 12.17429 59.88981, 12.34114 59.96567, 12.50064 60.09908, 12.54191 60.19338, 12.4988 60.32365, 12.60605 60.40593, 12.60688 60.51274, 12.39537 60.73389, 12.22399 61.01308, 12.6814 61.05954, 12.87085 61.3565, 12.56932 61.56875, 12.41961 61.56298, 12.13767 61.72382, 12.29937 62.2675, 12.25467 62.33102, 12.13096 62.31004, 12.0504 62.34849, 11.77565 62.38264, 11.72713 62.34758, 11.67172 62.38179, 11.55611 62.37159, 11.44654 62.47032, 11.19612 62.57076, 11.16079 62.64742, 10.92825 62.6963, 10.74035 62.64547, 10.67307 62.67505, 10.17647 62.69693, 10.00573 62.55813, 10.09758 62.42781, 9.95181 62.3972, 9.900262 62.34437, 9.839302 62.36209, 9.798372 62.28781, 9.601921 62.25573, 9.062062 62.37261, 8.931803 62.35319, 8.792623 62.3784, 8.389325 62.36387, 8.205852 62.33174, 7.98361 62.17746, 7.734595 62.18463, 7.579379 62.1219, 7.631832 62.08509, 7.583777 62.06534, 7.514253 62.09743, 7.414719 62.09209, 7.349109 62.00768, 7.513824 61.72736, 7.752519 61.75481, 7.908215 61.72168, 7.947312 61.55668, 8.117893 61.52285, 8.195565 61.54779, 8.262333 61.53398, 8.322053 61.45589, 8.15036 61.42674, 8.159542 61.36968, 8.243819 61.32138, 8.006722 61.23496, 8.133877 61.10967, 8.251701 61.07394, 8.309204 61.09172, 8.366335 61.04826, 8.60794 60.98228, 8.654052 60.93595, 8.890585 60.89662, 8.918991 60.86338, 9.291304 60.76186, 9.321317 60.67949, 9.435144 60.59956, 9.417129 60.54777, 9.483907 60.52868, 9.60707 60.53886, 9.611785 60.50034, 9.8305 60.45642, 9.832301 60.57973, 9.943663 60.60303, 9.906222 60.6351, 10.03533 60.63206, 10.15638 60.52219, 10.20208 60.3923, 10.38849 60.37523, 10.38354 60.31705, 10.60506 60.31211, 10.71537 60.33911, 10.76307 60.31408, 10.88283 60.31872, 10.9339 60.34669, 10.90311 60.39629, 10.67198 60.43386, 10.7108 60.52214, 10.92257 60.47058, 11.09259 60.51677, 11.15399 60.60515, 11.20956 60.50491, 11.34226 60.4588, 11.43261 60.33961, 11.60189 60.26729, 11.56237 60.17597, 11.81806 60.0585, 11.8397 59.84087, 11.98518 59.90072))",
 "CoordinateUncertaintyInMeters is less than or equal to 100"
 ]
}

 The dataset includes 306316 records from 40 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0014584-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-28445
title: 2.2. General counsel correspondence, vol. 2 (1 of 2), 1991 May 3-31

description: 2.2. General counsel correspondence, vol. 2 (1 of 2), 1991 May 3-31. PART OF A SERIES: The series pertains to the work of Munger, Tolles & Olson, the firm responsible for coordinating the activities and proceedings of the Independent Commission's legal counsel. Included are legal briefs, court transcripts, and memoranda; press releases and article clippings about the Rodney King incident and the subsequent creation of the Independent Commission; summaries of witness interviews; analyses of legislation regarding the role and purview of peace officers; work plans and outlines developed by Commission staff; draft copies developed for all sections of the Commission report; supplemental materials for the report, including a copy of the Rodney King arrest log, law enforcement literature, and public opinion surveys; materials distributed and reviewed during Commission meetings; letters of interest submitted to Chairman Christopher from prospective Commission members and organizations; and lists of bills and Commission expenditures.
DOI: 10.25549/independent-c69-28467
title: 2.2. General counsel correspondence, vol. 2 (1 of 2), 1991 May 3-31

description: 2.2. General counsel correspondence, vol. 2 (1 of 2), 1991 May 3-31. PART OF A SERIES: The series pertains to the work of Munger, Tolles & Olson, the firm responsible for coordinating the activities and proceedings of the Independent Commission's legal counsel. Included are legal briefs, court transcripts, and memoranda; press releases and article clippings about the Rodney King incident and the subsequent creation of the Independent Commission; summaries of witness interviews; analyses of legislation regarding the role and purview of peace officers; work plans and outlines developed by Commission staff; draft copies developed for all sections of the Commission report; supplemental materials for the report, including a copy of the Rodney King arrest log, law enforcement literature, and public opinion surveys; materials distributed and reviewed during Commission meetings; letters of interest submitted to Chairman Christopher from prospective Commission members and organizations; and lists of bills and Commission expenditures.
DOI: 10.15468/dl.2sjvxd
title: Occurrence Download

description: A dataset containing 146 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Malaxis ehrenbergii (Rchb.f.) Kuntze"
 ]
}

 The dataset includes 146 records from 18 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002785-150316153013904/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cej6wa
title: Occurrence Download

description: A dataset containing 29995 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON ((35.924964333333335 65.07073733333334, 35.924964333333335 82.15736799999999, 1.8796086666666671 82.15736799999999, 1.8796086666666671 65.07073733333334, 35.924964333333335 65.07073733333334))",
 "EventDate is 2016-04-01,2016-04-30"
 ]
}

 The dataset includes 29995 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050689-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-28507
title: 2.2. General counsel correspondence, vol. 2 (1 of 2), 1991 May 3-31

description: 2.2. General counsel correspondence, vol. 2 (1 of 2), 1991 May 3-31. PART OF A SERIES: The series pertains to the work of Munger, Tolles & Olson, the firm responsible for coordinating the activities and proceedings of the Independent Commission's legal counsel. Included are legal briefs, court transcripts, and memoranda; press releases and article clippings about the Rodney King incident and the subsequent creation of the Independent Commission; summaries of witness interviews; analyses of legislation regarding the role and purview of peace officers; work plans and outlines developed by Commission staff; draft copies developed for all sections of the Commission report; supplemental materials for the report, including a copy of the Rodney King arrest log, law enforcement literature, and public opinion surveys; materials distributed and reviewed during Commission meetings; letters of interest submitted to Chairman Christopher from prospective Commission members and organizations; and lists of bills and Commission expenditures.
DOI: 10.15468/dl.icgbuu
title: Occurrence Download

description: A dataset containing 12 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Bachia guianensis Hoogmoed & Dixon, 1977",
 "DatasetKey is Colección de Reptiles del Instituto de Investigación de Recursos Biológicos Alexander von Humboldt (IAvH-R)"
 ]
}

 The dataset includes 12 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002785-150504100648427/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-28522
title: 2.2. General counsel correspondence, vol. 2 (1 of 2), 1991 May 3-31

description: 2.2. General counsel correspondence, vol. 2 (1 of 2), 1991 May 3-31. PART OF A SERIES: The series pertains to the work of Munger, Tolles & Olson, the firm responsible for coordinating the activities and proceedings of the Independent Commission's legal counsel. Included are legal briefs, court transcripts, and memoranda; press releases and article clippings about the Rodney King incident and the subsequent creation of the Independent Commission; summaries of witness interviews; analyses of legislation regarding the role and purview of peace officers; work plans and outlines developed by Commission staff; draft copies developed for all sections of the Commission report; supplemental materials for the report, including a copy of the Rodney King arrest log, law enforcement literature, and public opinion surveys; materials distributed and reviewed during Commission meetings; letters of interest submitted to Chairman Christopher from prospective Commission members and organizations; and lists of bills and Commission expenditures.
DOI: 10.15468/dl.wf9jwf
title: Occurrence Download

description: A dataset listing the 23 species recorded in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sphagneticola trilobata (L.) Pruski"
 ]
}

 The dataset's 23 records were derived from 373 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0050695-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-28545
title: 2.2. General counsel correspondence, vol. 2 (1 of 2), 1991 May 3-31

description: 2.2. General counsel correspondence, vol. 2 (1 of 2), 1991 May 3-31. PART OF A SERIES: The series pertains to the work of Munger, Tolles & Olson, the firm responsible for coordinating the activities and proceedings of the Independent Commission's legal counsel. Included are legal briefs, court transcripts, and memoranda; press releases and article clippings about the Rodney King incident and the subsequent creation of the Independent Commission; summaries of witness interviews; analyses of legislation regarding the role and purview of peace officers; work plans and outlines developed by Commission staff; draft copies developed for all sections of the Commission report; supplemental materials for the report, including a copy of the Rodney King arrest log, law enforcement literature, and public opinion surveys; materials distributed and reviewed during Commission meetings; letters of interest submitted to Chairman Christopher from prospective Commission members and organizations; and lists of bills and Commission expenditures.
DOI: 10.15468/dl.tnstfu
title: Occurrence Download

description: A dataset containing 130737 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Ground Beetle Recording Scheme - Carabid data for Great Britain from the Ground Beetle Recording Scheme held by BRC"
 ]
}

 The dataset includes 130737 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002785-150811131857512/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-28483
title: 2.2. General counsel correspondence, vol. 2 (1 of 2), 1991 May 3-31

description: 2.2. General counsel correspondence, vol. 2 (1 of 2), 1991 May 3-31. PART OF A SERIES: The series pertains to the work of Munger, Tolles & Olson, the firm responsible for coordinating the activities and proceedings of the Independent Commission's legal counsel. Included are legal briefs, court transcripts, and memoranda; press releases and article clippings about the Rodney King incident and the subsequent creation of the Independent Commission; summaries of witness interviews; analyses of legislation regarding the role and purview of peace officers; work plans and outlines developed by Commission staff; draft copies developed for all sections of the Commission report; supplemental materials for the report, including a copy of the Rodney King arrest log, law enforcement literature, and public opinion surveys; materials distributed and reviewed during Commission meetings; letters of interest submitted to Chairman Christopher from prospective Commission members and organizations; and lists of bills and Commission expenditures.
DOI: 10.15468/dl.8ufuxj
title: Occurrence Download

description: A dataset containing 325 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Astragalus sinaicus Boiss."
 ]
}

 The dataset includes 325 records from 43 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0036868-240229165702484/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.