cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.15376390
title: A Machine Learning Dataset of Artificial Inner Ring Damages on Cylindrical Roller Bearings Measured Under Varying Cross-Influences

description: Dataset in CSV and Python Formats (MATLAB version available here): 

This dataset provides a high-resolution, well-annotated collection of vibration measurements from cylindrical roller bearings, both healthy and with artificially induced inner ring damage. It is designed to support machine learning research addressing domain shift by enabling robust evaluation of model generalization across realistic variations in rotational speed, applied load, and mounting position.

Unlike existing bearing datasets, this resource follows a structured experimental design with controlled covariates known to cause domain shifts. It includes 1,151 multi-axis recordings (20 kHz, 60 s) across multiple bearing instances, damage states, and operating conditions.

Optimized for Leave-One-Group-Out Cross-Validation (LOGOCV), the dataset facilitates rigorous assessment of model robustness to unseen conditions. It also includes:





Detailed metadata on testbed setup, damage geometry, and environmental parameters




Transparent labeling of assembly deviations for anomaly detection research




Python scripts for streamlined data loading and segmentation



This dataset is particularly suited for work in robust ML, domain generalization, fault diagnosis, and industrial condition monitoring.

A detailed description of the data can be found at Data Descriptor.

This research was performed in the context of project VProSaar (“Verteilte Produktion für die saarländische Automotivindustrie: Nachhaltig, Vernetzt, Resilient ”) carried out at the Centre for Mechatronics and Automation Technology gGmbH and funded by the Ministry of Economic Affairs, Innovation, Digital and Energy (MWIDE) and the European Fonds for Regional Development (EFRE).
DOI: 10.5281/zenodo.15420421
title: Measurement Data from MARKlab: A Case Study of Key QoS Metrics Across Multiple RATs in Four Countries

description: MARKlab: Distributed Measurements in Public Mobile Networks at International Scale



This repository contains a description and sample datasets associated with the paper MARKlab: Distributed Measurements in Public Mobile Networks at International Scale published at the Network Traffic Measurement and Analysis (TMA) Conference 2025.


 

The data is collected with the platform MARKlab, a distributed mobile measurement platform with focus on network QoS and sustainability for different radio access technologies and application layer protocols for the IoT use case. More information can be found here.



The datasets are organized by measurement type, with each CSV file corresponding to a specific figure from the study. Each file contains a subset of the available fields, selected to match the focus of the respective measurement.

 

In the provided README.md file, we present the datasets, including an explanation of all contained fields.


Contact

For questions regarding the dataset, contact Viktoria Vomhoff (viktoria.vomhoff@uni-wuerzburg.de)
DOI: 10.5281/zenodo.15420422
title: Measurement Data from MARKlab: A Case Study of Key QoS Metrics Across Multiple RATs in Four Countries

description: MARKlab: Distributed Measurements in Public Mobile Networks at International Scale



This repository contains a description and sample datasets associated with the paper MARKlab: Distributed Measurements in Public Mobile Networks at International Scale published at the Network Traffic Measurement and Analysis (TMA) Conference 2025.


 

The data is collected with the platform MARKlab, a distributed mobile measurement platform with focus on network QoS and sustainability for different radio access technologies and application layer protocols for the IoT use case. More information can be found here.



The datasets are organized by measurement type, with each CSV file corresponding to a specific figure from the study. Each file contains a subset of the available fields, selected to match the focus of the respective measurement.

 

In the provided README.md file, we present the datasets, including an explanation of all contained fields.


Contact

For questions regarding the dataset, contact Viktoria Vomhoff (viktoria.vomhoff@uni-wuerzburg.de)
DOI: 10.15468/dl.jytq3t
title: Occurrence Download

description: A dataset containing 567890 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Equisetum arvense",
 "Year 1956-2022"
 ]
}

 The dataset includes 567890 records from 2362 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0031765-250802193616735/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pkqmnd
title: Occurrence Download

description: A dataset containing 35319 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Rhea americana (Linnaeus, 1758)",
 "HasCoordinate is true"
 ]
}

 The dataset includes 35319 records from 60 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011520-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.w7wj78
title: Occurrence Download

description: A dataset containing 212602 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Oligoflexia"
 ]
}

 The dataset includes 212602 records from 742 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011515-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.x2z9hn
title: Occurrence Download

description: A dataset containing 53054 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Peucaea aestivalis (M.H.K.Lichtenstein, 1823)"
 ]
}

 The dataset includes 53054 records from 88 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0011504-250426092105405/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.34770/xt1d-5c49
title: Receptor transport protein 4 (RTP4)-mediated repression of hepatitis C virus replication in mouse cells

description: Hepatitis C virus (HCV) exhibits a narrow species tropism, causing robust
 infections only in humans and experimentally inoculated chimpanzees. The
 black flying fox orthologue of receptor transport protein 4 (RTP4) was
 previously shown to be a potent antiviral effector against several
 ER-replicating RNA viruses, inhibiting viral genome replication. Since the
 murine but not the human orthologue is a potent inhibitor of HCV we aimed
 to analyze the potential role for RTP4 in restricting HCV replication in
 mice. We demonstrate that mouse RTP4 (mmRTP4) functions as a dominant
 inhibitor of HCV infection. Via interspecies domain-mapping, we identify
 the zinc-finger domain (ZFD) of murine RTP4 as the essence of its specific
 HCV inhibition which is consistent with prior work showing that the 3CXXC
 zinc finger domain of black flying fox RTP4 is necessary and sufficient
 for antiviral activity. Expression of mouse RTP in HCV-infected Huh7 cells
 profoundly reduced HCV RNA, NS5A protein production and virion release
 demonstrating that mmRTP4 can also disrupt already established HCV
 replication complexes. Bulk RNAseq analysis of HCV-infected samples did
 not reveal any characteristic antiviral transcriptional signatures
 following mmRTP4 transduction, indicating that this antiviral activity
 cannot be readily attributed to induction of an antiviral response. Our in
 situ proximity ligation results demonstrate that murine RTP4 associates
 with the HCV NS5A protein significantly more than human RTP4 during
 infection. Disrupting RTP4 expression in mice expressing humanized alleles
 of CD81 and occludin (OCLN) – the species specific cellular factors
 mediating HCV uptake – did not, however, increase permissiveness
 irrespective of the immunocompetence of the mice. Collectively, our work
 provides detailed insights into the role of RTP4 in contributing to HCVs
 narrow host range and will inform downstream development of a more
 comprehensive small-animal model for this important disease.
DOI: 10.34740/kaggle/dsv/11887815
title: Peer-to-Peer Boliviano (BOB) Exchange Data
DOI: 10.25549/inscriptifact-ouc110596917
title: Persepolis Fortification Aramaic Text 361, PFAT 361

description: [Text Description:] Administrative text with seal PFS 0518. ❧ [Text or Publication Number Note:] PFAT 361, Bowman 361 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impression PFS 0518 on obverse, reverse.
DOI: 10.25549/inscriptifact-ouc110598982
title: Persepolis Fortification Elamite Tablet 0522, PF 0522

description: [Text Description:] Administrative text with seals PFS 0255, PFS 0122 ❧ [Text or Publication Number Note:] PF 0522 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impressions PFS 0255 reverse; PFS 0122 left edge. ❧ [Physical Object Note:] Some damage on left edge.
DOI: 10.5281/zenodo.17583733
title: La competitividad turística a través del Modelo del World Economic Forum. Un estudio Descriptivo, discriminante y predictivo
DOI: 10.25549/inscriptifact-ouc110596915
title: Persepolis Fortification Aramaic Text 361, PFAT 361

description: [Text Description:] Administrative text with seal PFS 0518. ❧ [Text or Publication Number Note:] PFAT 361, Bowman 361 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impression PFS 0518 on obverse, reverse.
DOI: 10.25549/inscriptifact-ouc110598966
title: Persepolis Fortification Elamite Tablet 0522, PF 0522

description: [Text Description:] Administrative text with seals PFS 0255, PFS 0122 ❧ [Text or Publication Number Note:] PF 0522 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impressions PFS 0255 reverse; PFS 0122 left edge. ❧ [Physical Object Note:] Some damage on left edge.
DOI: 10.25549/jrbm-ouc16328283
title: 畫帖時世粧 / 歌川豐圀著 ; 式亭三馬閱 [volume 1]

description: Title from "mikaeshi" [page 2 of cover] (volume 1). Within single border (18.0 x 13.2 cm.). On double leaves, oriental style (fukurotoji). Volume 1: Most of figures have captions in rectangle blanks; Volume 2: No captions given, rectangle blanks left blank. Library's copy lacks volume 2.
DOI: 10.5281/zenodo.17583732
title: La competitividad turística a través del Modelo del World Economic Forum. Un estudio Descriptivo, discriminante y predictivo
DOI: 10.25549/jrbm-ouc16328270
title: 畫帖時世粧 / 歌川豐圀著 ; 式亭三馬閱 [volume 1]

description: Title from "mikaeshi" [page 2 of cover] (volume 1). Within single border (18.0 x 13.2 cm.). On double leaves, oriental style (fukurotoji). Volume 1: Most of figures have captions in rectangle blanks; Volume 2: No captions given, rectangle blanks left blank. Library's copy lacks volume 2.
DOI: 10.25549/inscriptifact-ouc110596909
title: Persepolis Fortification Aramaic Text 361, PFAT 361

description: [Text Description:] Administrative text with seal PFS 0518. ❧ [Text or Publication Number Note:] PFAT 361, Bowman 361 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impression PFS 0518 on obverse, reverse.
DOI: 10.25549/inscriptifact-ouc110598960
title: Persepolis Fortification Elamite Tablet 0522, PF 0522

description: [Text Description:] Administrative text with seals PFS 0255, PFS 0122 ❧ [Text or Publication Number Note:] PF 0522 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Non-Alphabetic Cuneiform ❧ [Physical Object Description:] Clay tablet with cuneiform text. Seal impressions PFS 0255 reverse; PFS 0122 left edge. ❧ [Physical Object Note:] Some damage on left edge.
DOI: 10.25549/inscriptifact-ouc110596900
title: Persepolis Fortification Aramaic Text 361, PFAT 361

description: [Text Description:] Administrative text with seal PFS 0518. ❧ [Text or Publication Number Note:] PFAT 361, Bowman 361 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impression PFS 0518 on obverse, reverse.
DOI: 10.25549/jrbm-ouc16328263
title: 畫帖時世粧 / 歌川豐圀著 ; 式亭三馬閱 [volume 1]

description: Title from "mikaeshi" [page 2 of cover] (volume 1). Within single border (18.0 x 13.2 cm.). On double leaves, oriental style (fukurotoji). Volume 1: Most of figures have captions in rectangle blanks; Volume 2: No captions given, rectangle blanks left blank. Library's copy lacks volume 2.
DOI: 10.25549/inscriptifact-ouc1sto1607936
title: InscriptiFact -- an image database of inscriptions and artifacts

description: The InscriptiFact Collection is designed to allow access via the Internet to high-resolution images of ancient inscriptions and artifacts, primarily from the Near Eastern and Mediterranean Worlds. The targeted inscriptions constitute some of the world’s earliest written records, which are mostly housed in a number of international museums and libraries, as well as field projects where inscriptions still remain in situ. Included, for example, are, selected Dead Sea Scrolls; cuneiform tablets from Mesopotamia, Persia, Canaan and Egypt; early Jewish papyri from Egypt; lapidary inscriptions, primarily from Jordan, Lebanon and Cyprus; inscriptions on a variety of hard media (e.g., ostraca, copper, semi-precious stones, jar handles) mostly written in early Canaanite, Phoenician, Hebrew, Aramaic, Ammonite and Edomite; and much more. These ancient texts are foundational documents that serve as a point of reference for Judaism, Christianity, Islam and the cultures out of which they emerged. The name "InscriptiFact" is intended to convey the concept of a scholarly archive based on "facts" about "inscriptions" and "artifacts." West Semitic Research Project (WSRP) under the auspices of the University of Southern California (USC) is broadly acknowledged as a leader in the application of photographic and digital technologies to capture and analyze data of ancient texts. The West Semitic Research image archive now contains approximately 1,500,000 images. Important! Search terms with more than one word or number need to be enclosed in quotation marks.Guide to Searching InscriptiFact
DOI: 10.25549/jrbm-ouc16328262
title: 畫帖時世粧 / 歌川豐圀著 ; 式亭三馬閱 [volume 1]

description: Title from "mikaeshi" [page 2 of cover] (volume 1). Within single border (18.0 x 13.2 cm.). On double leaves, oriental style (fukurotoji). Volume 1: Most of figures have captions in rectangle blanks; Volume 2: No captions given, rectangle blanks left blank. Library's copy lacks volume 2.
DOI: 10.25549/inscriptifact-ouc110596885
title: Persepolis Fortification Aramaic Text 360, PFAT 360

description: [Text Description:] Administrative text with seals PFATS 0355; PFS 0017. ❧ [Text or Publication Number Note:] PFAT 360, Bowman 360 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impressions PFATS 0355 on reverse; PFS 0017 on flat edge.
DOI: 10.25549/inscriptifact-ouc110596858
title: Persepolis Fortification Aramaic Text 359, PFAT 359

description: [Text Description:] Administrative text with seals PFATS 0072s; PFATS 0073. ❧ [Text or Publication Number Note:] PFAT 359, Bowman 359 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impressions PFATS 0072s on obverse, reverse, round edge; PFATS 0073 on flat edge.
DOI: 10.25549/jrbm-ouc16328053
title: 繪本東わらべ [volume 1]

description: On double leaves, oriental style in case (fukurotoji). Title from title piece mounted on cover. San'yōdō in preface. Tawagoto by Somahito in preface.
DOI: 10.25549/inscriptifact-ouc110596876
title: Persepolis Fortification Aramaic Text 359, PFAT 359

description: [Text Description:] Administrative text with seals PFATS 0072s; PFATS 0073. ❧ [Text or Publication Number Note:] PFAT 359, Bowman 359 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impressions PFATS 0072s on obverse, reverse, round edge; PFATS 0073 on flat edge.
DOI: 10.25549/inscriptifact-ouc110596856
title: Persepolis Fortification Aramaic Text 359, PFAT 359

description: [Text Description:] Administrative text with seals PFATS 0072s; PFATS 0073. ❧ [Text or Publication Number Note:] PFAT 359, Bowman 359 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impressions PFATS 0072s on obverse, reverse, round edge; PFATS 0073 on flat edge.
DOI: 10.25549/inscriptifact-ouc110596873
title: Persepolis Fortification Aramaic Text 359, PFAT 359

description: [Text Description:] Administrative text with seals PFATS 0072s; PFATS 0073. ❧ [Text or Publication Number Note:] PFAT 359, Bowman 359 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impressions PFATS 0072s on obverse, reverse, round edge; PFATS 0073 on flat edge.
DOI: 10.25549/jrbm-ouc16328040
title: 畫帖時世粧 / 歌川豐圀著 ; 式亭三馬閱 [volume 1]

description: Title from "mikaeshi" [page 2 of cover] (volume 1). Within single border (18.0 x 13.2 cm.). On double leaves, oriental style (fukurotoji). Volume 1: Most of figures have captions in rectangle blanks; Volume 2: No captions given, rectangle blanks left blank. Library's copy lacks volume 2.
DOI: 10.25549/inscriptifact-ouc110596846
title: Persepolis Fortification Aramaic Text 357, PFAT 357

description: [Text Description:] Administrative text with seal PFATS 0056. ❧ [Text or Publication Number Note:] PFAT 357, Bowman 357 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with incised inscription. Seal impression PFATS 0056 on reverse.
DOI: 10.25549/inscriptifact-ouc110596871
title: Persepolis Fortification Aramaic Text 359, PFAT 359

description: [Text Description:] Administrative text with seals PFATS 0072s; PFATS 0073. ❧ [Text or Publication Number Note:] PFAT 359, Bowman 359 ❧ [Excavation Description:] Found during Oriental Institute's excavations in Spring, 1933, near the northeastern corner of the stone platform of Persepolis, in two small rooms of a bastion in the fortification wall ❧ [Medium:] Clay ❧ [Script Note:] Aramaic ❧ [Physical Object Description:] Clay tablet with ink inscription. Seal impressions PFATS 0072s on obverse, reverse, round edge; PFATS 0073 on flat edge.
DOI: 10.25549/jrbm-ouc16328043
title: 畫帖時世粧 / 歌川豐圀著 ; 式亭三馬閱 [volume 1]

description: Title from "mikaeshi" [page 2 of cover] (volume 1). Within single border (18.0 x 13.2 cm.). On double leaves, oriental style (fukurotoji). Volume 1: Most of figures have captions in rectangle blanks; Volume 2: No captions given, rectangle blanks left blank. Library's copy lacks volume 2.
DOI: 10.5281/zenodo.8250067
title: Phlorest phylogeny derived from Gray et al. 2009 'Language phylogenies reveal expansion pulses and pauses in Pacific settlement'

description: Cite the source of the dataset as:




Gray RD, Drummond AJ, & Greenhill SJ 2009. Language phylogenies reveal expansion pulses and pauses in Pacific settlement. Science, 323(5913), 479-483.
DOI: 10.15468/dl.yttn93
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Martes foina)",
 "Country is one of (Anguilla, Antigua and Barbuda, Argentina, Aruba, Bahamas, Barbados, Belize, Bolivia (Plurinational State of), Bonaire, Sint Eustatius and Saba, Bouvet Island, Brazil, Cayman Islands, Chile, Colombia, Costa Rica, Cuba, Curaçao, Dominica, Dominican Republic, Ecuador, El Salvador, Falkland Islands (Malvinas), French Guiana, Grenada, Guadeloupe, Guatemala, Guyana, Haiti, Honduras, Jamaica, Martinique, Mexico, Montserrat, Nicaragua, Panama, Paraguay, Peru, Puerto Rico, Saint Barthélemy, Saint Kitts and Nevis, Saint Lucia, Saint Martin (French part), Saint Vincent and the Grenadines, Sint Maarten (Dutch part), South Georgia and the South Sandwich Islands, Suriname, Trinidad and Tobago, Turks and Caicos Islands, Uruguay, Venezuela (Bolivarian Republic of), Virgin Islands (British), Virgin Islands (U.S.))"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0082674-250717081556266/datasets/export for details.