cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.25549/uschist-c104-285870
title: Mural at USC president's estate, San Marino, California, 2009

description: 5 photographs of a mural in the University of Southern California President's house, Seeley Mudd Estate, 1550 Oak Grove Avenue, San Marino, California, 2009 June 25.
DOI: 10.25549/uschist-c104-285871
title: Mural at USC president's estate, San Marino, California, 2009

description: 5 photographs of a mural in the University of Southern California President's house, Seeley Mudd Estate, 1550 Oak Grove Avenue, San Marino, California, 2009 June 25.
DOI: 10.25549/uschist-c104-282001
title: USC president's estate, San Marino, California, 2006 July

description: 52 photographs of the University of Southern California President's house and grounds, Seeley Mudd Estate, 1550 Oak Grove Avenue, San Marino, California, 2006 July 27-28.
DOI: 10.25549/uschist-c104-282005
title: USC president's estate, San Marino, California, 2006 July

description: 52 photographs of the University of Southern California President's house and grounds, Seeley Mudd Estate, 1550 Oak Grove Avenue, San Marino, California, 2006 July 27-28.
DOI: 10.25549/uschist-c104-282316
title: USC president-elect Steven Sample, on campus at the time of his selection, ca.1991

description: 16 photographs of University of Southern California president-elect, Steven Sample, at the time of his selection as president, USC, ca.1991. Also pictured are Warren Bennis, Sol Golomb, Jack Horton, Kathryn Sample, Forrest Shumway, and James Zumberge.
DOI: 10.25549/uschist-c104-285439
title: Bill Cosby & other honorary degree recipients with the Samples, USC, 1998

description: 4 photographs of comedian, Bill Cosby, with University of Southern California president, Steven Sample, his daughter Elizabeth Sample and wife Kathryn Sample, on the occasion of Cosby's commencement address, USC, 1998 May 8. Cosby received an honorary Doctor of Fine Arts. Also pictured are CEO of Lockheed Roy A. Anderson who received an honorary Doctor of Laws, philanthropist Leonore Annenberg who received an honorary Humane Letters, conductor Quincy Jones who received an honorary Doctor of Music, and space scientist Edward C. Stone who received an honorary Doctor of Science.
DOI: 10.25345/c5mp4w21n
title: MassIVE MSV000100899 - siPROX Manuscript: NCI-H1048 siPROX profiles using AC1 and AC3 with triple SILAC
title: NCI-H1048 siPROX profiles using AC1 and AC3 photo-proximity probes and Triple SILAC
DOI: 10.25549/uschist-c104-287917
title: Senator George Mitchell with Steven Sample, 1998

description: 3 photographs of Senator George J. Mitchell with University of Southern California president, Steven Sample, and Kathryn Sample, USC, 1998 October 14. On the occasion of Mitchell's speech at the President's Distinguished Lecture Series.
DOI: 10.25549/uschist-c104-282299
title: USC president Sample receiving Heart of the City award from mayor Hahn, 2005

description: 3 photographs of University of Southern California president, Steven Sample, receiving Heart of the City award from Los Angeles mayor James K. Hahn, Shrine Auditorium, 2005 April 28. The award is bestowed by the Central City Association (CCA) of Los Angeles. Credit Lee Salem Photography (#62/176).
DOI: 10.25549/uschist-c104-289569
title: Steven Sample, Keck School of Medicine, USC, 1990-1992

description: 15 photographs of USC president Steven Sample touring the Keck School of Medicine, Health Sciences Campus, University of Southern California, Los Angeles, California, USA, 1990 December - 1992 May. Included are an imaging scanner, laboratory, and remotely controlled armature.
DOI: 10.25549/uschist-c104-289574
title: Steven Sample, Keck School of Medicine, USC, 1990-1992

description: 15 photographs of USC president Steven Sample touring the Keck School of Medicine, Health Sciences Campus, University of Southern California, Los Angeles, California, USA, 1990 December - 1992 May. Included are an imaging scanner, laboratory, and remotely controlled armature.
DOI: 10.25549/uschist-c104-287402
title: USC president's estate, San Marino, California, 2009

description: 26 photographs of the University of Southern California President's house and grounds, Seeley Mudd Estate, 1550 Oak Grove Avenue, San Marino, California, 2009 August 6.
DOI: 10.25549/uschist-c104-287404
title: USC president's estate, San Marino, California, 2009

description: 26 photographs of the University of Southern California President's house and grounds, Seeley Mudd Estate, 1550 Oak Grove Avenue, San Marino, California, 2009 August 6.
DOI: 10.25549/uschist-c104-287405
title: USC president's estate, San Marino, California, 2009

description: 26 photographs of the University of Southern California President's house and grounds, Seeley Mudd Estate, 1550 Oak Grove Avenue, San Marino, California, 2009 August 6.
DOI: 10.25549/uschist-c104-282007
title: USC president's estate, San Marino, California, 2006 July

description: 52 photographs of the University of Southern California President's house and grounds, Seeley Mudd Estate, 1550 Oak Grove Avenue, San Marino, California, 2006 July 27-28.
DOI: 10.25505/fiz.icsd.cc2pr49x
title: CSD 2494889: Experimental Crystal Structure Determination

description: Related Article: Dina V. Deyneko,  Ivan V. Nikiforov,  Vladimir V. Titkov,  Egor V. Latipov,  Vadim E. Kireev,  Darya A. Banaru,  Sergey M. Aksenov,  Bogdan I. Lazoryak|2026|Inorganics|14|15|doi:10.3390/inorganics14010015
description: An entry from the Inorganic Crystal Structure Database, the world’s repository for inorganic crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the joint CCDC and FIZ Karlsruhe Access Structures service and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.25549/uschist-c104-282011
title: USC president's estate, San Marino, California, 2006 July

description: 52 photographs of the University of Southern California President's house and grounds, Seeley Mudd Estate, 1550 Oak Grove Avenue, San Marino, California, 2006 July 27-28.
DOI: 10.25549/uschist-c104-282017
title: USC president's estate, San Marino, California, 2006 July

description: 52 photographs of the University of Southern California President's house and grounds, Seeley Mudd Estate, 1550 Oak Grove Avenue, San Marino, California, 2006 July 27-28.
DOI: 10.18739/a2j09w64x
title: Ice wedge polygons detected from aerial imagery of Northern and Western Alaskan communities (2017-2019)

description: This dataset contains geopackage vector files storing polygons, each representing individual ice wedge polygons detected from high resolution aerial imagery acquired over northern and western Alaskan communities (Atqasuk, Kaktovik, Kotzebue, Nuiqsut, Point Hope, Point Lay, Wainwright). The source imagery is publicly-available for download from the NOAA (National Oceanographic and Atmospheric Administration) Digital Coast: Data Access Viewer (https://coast.noaa.gov/dataviewer/#/imagery/search/). Imagery spatial resolution ranges from 7.5 cm (centimeters) to 35 cm.
 Ice wedge polygons are landforms shaped by massive ground ice bodies, known as ice wedges, which upturn overlying soil and form ridges around a relatively lower center. This landform is generally known as a low-centered ice wedge polygon. However, ice wedges shrink as permafrost degrades, resulting in the subsidence of ridges that transform into troughs which are relatively lower than the center. This landform is generally known as a high-centered ice wedge polygon. Accordingly, ice wedge polygons are a manifestation of ground ice on the surface and can serve as a proxy for ground ice content. Our dataset can thus be used for a high-resolution, community-level understanding of (1) ground ice conditions in the immediate vicinity of seven Alaskan communities and (2) the risk posed by permafrost degradation.
DOI: 10.25549/uschist-c104-282021
title: USC president's estate, San Marino, California, 2006 July

description: 52 photographs of the University of Southern California President's house and grounds, Seeley Mudd Estate, 1550 Oak Grove Avenue, San Marino, California, 2006 July 27-28.
DOI: 10.25549/uschist-c104-282022
title: USC president's estate, San Marino, California, 2006 July

description: 52 photographs of the University of Southern California President's house and grounds, Seeley Mudd Estate, 1550 Oak Grove Avenue, San Marino, California, 2006 July 27-28.
DOI: 10.25549/uschist-c104-282297
title: Mayor Antonio Villaraigosa with USC president Sample, USC, ca.2005

description: 2 photographs of Los Angeles mayor, Antonio Villaraigosa, with University of Southern California president, Steven Sample, on the front patio of Doheny Library, USC, ca.2005. Villaraigosa is showing off a USC jersey and cap celebrating their National Championship.
DOI: 10.25549/uschist-c104-284324
title: USC president Sample at an outdoor gathering of students on the USC campus, before 2005

description: 2 photographs (#122 retouched) of University of Southern California president, Steven Sample, checking out the food at a picnic and watching as a student speaks into a microphone outside on the USC campus, before 2005.
DOI: 10.25549/uschist-c104-282321
title: USC president-elect Steven Sample, on campus at the time of his selection, ca.1991

description: 16 photographs of University of Southern California president-elect, Steven Sample, at the time of his selection as president, USC, ca.1991. Also pictured are Warren Bennis, Sol Golomb, Jack Horton, Kathryn Sample, Forrest Shumway, and James Zumberge.
DOI: 10.15468/dl.rxtkdx
title: Occurrence Download

description: A dataset containing 37 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is University of British Columbia Herbarium (UBC) - Vascular Plant Collection",
 "Geometry POLYGON((-177.00353 51.77896,-176.36725 51.77896,-176.36725 52.03336,-177.00353 52.03336,-177.00353 51.77896))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 37 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0030319-260208012135463/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/uschist-c104-287360
title: Performers with Steven Sample & wife Kathryn, USC, 1996?

description: 4 photographs of University of Southern California president, Steven Sample and his wife Kathryn Brunkow Sample with an unidentified group of three musicians? backstage and after a performance,
DOI: 10.25549/uschist-c104-286144
title: Retired general, Norman Schwarzkopf with USC president Sample, 1996

description: 4 photographs of retired Army General H. Norman Schwarzkopf with University of Southern California president, Steven Sample, USC, 1996 January 31. On the occasion of Schwarzkopf's speech at the President's Distinguished Lecture Series, Bovard Auditorium. Also pictured is Sample's wife, Kathryn Brunkow Sample.
DOI: 10.5281/zenodo.18704293
title: CAMBER Dataset – Road Survey Video #4

description: This dataset contains road survey video recordings collected within the CAMBER - European Road Infrastructure Monitoring Project. The videos capture forward-facing visual information on road infrastructure condition, including pavement defects, surface degradation, and road furniture elements.

**Data Generation Method:**
The video was recorded using mobile devices during road monitoring campaigns. Video frames were processed using YOLO-based computer vision models to detect road malfunctions including potholes, manholes, and speed breakers. Detections were geo-referenced using synchronized GPS track data.

**Type of Data:** Video / Image sequences

**Data Format(s):** MP4 (video), CSV (detection results), GPX (GPS track)

**Spatial Coverage:**
- Route distance: 15.89 km
- Geographic coordinates: WGS84 (EPSG:4326)

**Temporal Coverage:**
- Recording date: 2026-02-19 20:12:12 UTC
- Duration: 1.40 hours

**Processing Information:**
- Video ID: 4
- Processing status: Pending
- Safety assessment: Green (Totally Safe)
- Associated Route ID: 4

**Machine Learning Model:**
- Model: models/Yolov8-fintuned-on-potholes.pt
- Detected classes: manhole,pothole,speedbreaker,potholes
- Confidence threshold: 0.45
- Minimum track age: 5 frames

**Data Access:**
The dataset files are stored on the CAMBER project infrastructure with S3-compatible storage. Zenodo serves as a persistent metadata record and DOI landing page. Access to the full dataset is provided via the related identifiers or upon request.

**Funding:**
This work was funded by the European Union under the Horizon Europe programme, Grant Agreement No. 101156387.
description: For access requests, technical questions, or further information about this dataset, please contact: data@camber-project.eu

Project website: https://camber-project.eu (TODO: Update with actual URL)
DOI: 10.5281/zenodo.18704294
title: CAMBER Dataset – Road Survey Video #4

description: This dataset contains road survey video recordings collected within the CAMBER - European Road Infrastructure Monitoring Project. The videos capture forward-facing visual information on road infrastructure condition, including pavement defects, surface degradation, and road furniture elements.

**Data Generation Method:**
The video was recorded using mobile devices during road monitoring campaigns. Video frames were processed using YOLO-based computer vision models to detect road malfunctions including potholes, manholes, and speed breakers. Detections were geo-referenced using synchronized GPS track data.

**Type of Data:** Video / Image sequences

**Data Format(s):** MP4 (video), CSV (detection results), GPX (GPS track)

**Spatial Coverage:**
- Route distance: 15.89 km
- Geographic coordinates: WGS84 (EPSG:4326)

**Temporal Coverage:**
- Recording date: 2026-02-19 20:12:12 UTC
- Duration: 1.40 hours

**Processing Information:**
- Video ID: 4
- Processing status: Pending
- Safety assessment: Green (Totally Safe)
- Associated Route ID: 4

**Machine Learning Model:**
- Model: models/Yolov8-fintuned-on-potholes.pt
- Detected classes: manhole,pothole,speedbreaker,potholes
- Confidence threshold: 0.45
- Minimum track age: 5 frames

**Data Access:**
The dataset files are stored on the CAMBER project infrastructure with S3-compatible storage. Zenodo serves as a persistent metadata record and DOI landing page. Access to the full dataset is provided via the related identifiers or upon request.

**Funding:**
This work was funded by the European Union under the Horizon Europe programme, Grant Agreement No. 101156387.
description: For access requests, technical questions, or further information about this dataset, please contact: data@camber-project.eu

Project website: https://camber-project.eu (TODO: Update with actual URL)
DOI: 10.25549/uschist-c104-286597
title: Steven Samples delivers annual address to faculty, USC, 2007

description: 2 photographs of USC president Steven Sample at podium delivering annual address to the faculty, Town and Gown, 665 Exposition Boulevard, University of Southern California, Los Angeles, California, USA, 2007 February 26.
DOI: 10.25549/uschist-c104-283427
title: Steven Sample at Wall of Scholars event, USC, 2009

description: 2 photographs of USC president Steven Sample at Wall of Scholars with students, Leavey Library, 650 West 35th Street, University of Southern California, Los Angeles, California, USA, 2009 May 14. Pictured are a group of the top students whose names will be added to the Wall and valedictorial Paul VanWieren.
DOI: 10.25549/uschist-c104-286088
title: Carolyn Webb de Macias & others, trustee conference, USC, 2008

description: 19 photographs of Carolyn Webb de Macias at the University of Southern California trustees conference, 2008 March 28-29 & April 8. Also pictured are Yang-Ho Cho (#416), Verna Dauterive (#13, #16, #24), David Dornsife (#22), Rosario Marin (#22, #30), Michael Preston (#16, #23), Thomas Rhue (#24), Kathryn Sample (#19, #20, #26), Steven Sample (#18-#20, #27, #30), Anne Westfall (#16), Gin Wong (#416).
DOI: 10.25549/uschist-c104-287823
title: USC resolution of commendation for Randolph W. Westerfield, 2003

description: 6 photographs of the resolution of commendation from the University of Southern California honoring Randolph W. Westerfield, Dean of the USC Marshall School of Business, 2003 April 4.
DOI: 10.25549/uschist-c104-287824
title: USC resolution of commendation for Randolph W. Westerfield, 2003

description: 6 photographs of the resolution of commendation from the University of Southern California honoring Randolph W. Westerfield, Dean of the USC Marshall School of Business, 2003 April 4.
DOI: 10.25549/uschist-c104-284434
title: Gallery of first ladies, USC, 2005-2007

description: 13 photographs of parts of the Gallery of first ladies, 2nd floor, Bovard Administration Building, University of Southern California, between 2005 and 2007. Includes images of Helen Elizabeth Rummens Topping, Kathryn Brunkow Sample, and details of the lettering on the walls.
DOI: 10.25549/uschist-c104-283443
title: USC President Sample undated holiday card images

description: 7 photographs of various University of Southern California sites for possible use in the annual holiday card from USC President Steven Sample. Included are images from the Von Kleinsmid Center, Bovard Administration Building, and Doheny Memorial Library. Photographs date from 2003-2008 or earlier.
DOI: 10.25549/uschist-c104-283445
title: USC President Sample undated holiday card images

description: 7 photographs of various University of Southern California sites for possible use in the annual holiday card from USC President Steven Sample. Included are images from the Von Kleinsmid Center, Bovard Administration Building, and Doheny Memorial Library. Photographs date from 2003-2008 or earlier.
DOI: 10.25549/uschist-c104-287927
title: USC President Sample 2008 holiday card images of Doheny Library

description: 10 photographs of Doheny Memorial Library, University of Southern California, for possible use in the 2008 annual holiday card from USC President Steven Sample.
DOI: 10.6084/m9.figshare.31373806
title: Evaluating Defect-Prediction Robustness Across Feature Representations with Weighted EA-Z

description: Evaluating Defect-Prediction Robustness Across Feature Representations with Weighted EA-Z
DOI: 10.6084/m9.figshare.31373806.v1
title: Evaluating Defect-Prediction Robustness Across Feature Representations with Weighted EA-Z

description: Evaluating Defect-Prediction Robustness Across Feature Representations with Weighted EA-Z
DOI: 10.25549/uschist-c104-284208
title: Elizabeth Garrett, senior vice president for academic affairs & provost, USC, ca.2005

description: 2 photographs of Elizabeth Garrett, senior vice president for academic affairs and provost, University of Southern California, ca.2005.
DOI: 10.25549/uschist-c104-285695
title: USC athletic director Mike Garrett & his wife Suzanne, 2003-2004, 2007-2008

description: 14 photographs of University of Southern California athletic director, Mike Garrett, and his wife Suzanne Garrett, 2003 April 11 (Trustee Conference) (#14-#17), 2004 April 1 (#22-#25), 2007 March 31 (Trustee Conference, La Quinta Resort, La Quinta, California, USA) (#362-#363), ca. 2007 (#12-#13), and 2008 March 29 (Trustee Conference, Westin Mission Hills Resort, Rancho Mirage, California, USA) (#207-#208).
DOI: 10.25549/uschist-c104-287228
title: USC administrator Holly Bridges Shapira & her husband Ralph, USC, 2003, ca. 2005, 2005, 2007-2008

description: 13 photographs of University of Southern California executive director of presidential and public relations projects (1999-2010), Holly Bridges Shapira, her husband Ralph Shapira (#22-#23, #164, #303-#306), and an unidentified man (#22-#23), 2003 April 11 (Trustee Conference) (#22-#25), ca. 2005 (Tustee Conference) (#18-#19), 2005 April (Trustee Conference) (#164), 2007 March 31 (Trustee Conference, La Quinta Resort, La Quinta, California, USA) (#434-#435), and 2008 March 29 (Trustee Conference, Westin Mission Hills Resort, Rancho Mirage, California, USA) (#303-#306). Also pictured is Dennis Cornell (#19), chief of protocol and associate senior vice president of university relations.
DOI: 10.25549/uschist-c104-289593
title: Ruth Wernig, treasurer, USC, 2005, 2007

description: 4 photographs of University of Southern California treasurer Ruth Wernig, 2005 April (Trustee Confrerence, California, USA) (#152), 2007 March 30 (Trustee Conference, La Quinta Resort, La Quinta, California, USA) (#38), and ca. 2007 (#24-#25).
DOI: 10.25549/uschist-c104-285357
title: USC administrator Todd Dickey & unid. woman, USC, ca.2002-2007

description: 7 photographs of University of Southern California vice president and secretary (2001- ) and senior vice president for administration (2005- ) and general counsel (1999- ), Todd Dickey, and an unidentified woman, ca. 2002 (#26), 2004 April 1 (Trustee Conference) (#30-#33), ca. 2006 (#27), and 2007 March 30 (Trustee Conference, La Quinta Resort, La Quinta, California, USA) (#37).
DOI: 10.25549/uschist-c104-289219
title: Letter, Samples, 2005 March 30, to Shriver

description: Letter (2 pages) from Kathryn A. Sample & Steven B. Sample, 2005 March 30, University of Southern California, Los Angeles, California, to Maria Shriver, State Capitol building, Sacramento, California. With a draft response from Shriver.
DOI: 10.25549/uschist-c104-281998
title: USC president's estate, San Marino, California, 2006 July

description: 52 photographs of the University of Southern California President's house and grounds, Seeley Mudd Estate, 1550 Oak Grove Avenue, San Marino, California, 2006 July 27-28.
DOI: 10.25549/uschist-c104-286069
title: Violinist Isaac Stern with USC president Sample, 2001

description: 4 photographs of violinist Isaac Stern with University of Southern California president, Steven Sample, Bovard Administration Building, 2001 February 9. On the occasion of the President's Distinguished Artist Series. Also pictured are Kathryn Sample, School of Music dean Larry Livingston, and others. The photographs were taken in Bovard Administration Building and Bovard Auditorium.
DOI: 10.25549/uschist-c104-286513
title: USC president Steven Sample, Hoose Library, ca.2003

description: 4 photographs of University of Southern California president, Steven Sample, in the reading room of Hoose Library, Seeley Wintersmith Mudd Memorial Hall of Philosophy, 3709 Trousdale Parkway, ca.2003.
DOI: 10.25549/uschist-c104-286514
title: USC president Steven Sample, Hoose Library, ca.2003

description: 4 photographs of University of Southern California president, Steven Sample, in the reading room of Hoose Library, Seeley Wintersmith Mudd Memorial Hall of Philosophy, 3709 Trousdale Parkway, ca.2003.
DOI: 10.25549/uschist-c104-282789
title: USC president Sample greets new students, McCarthy Quad, USC, 2007

description: 3 photographs of University of Southern California president, Steven Sample, greeting new students at the New Student Convocation, McCarthy Quad, USC, 2007 August 27.
DOI: 10.25549/uschist-c104-282030
title: USC president's estate, San Marino, California, 2006 July

description: 52 photographs of the University of Southern California President's house and grounds, Seeley Mudd Estate, 1550 Oak Grove Avenue, San Marino, California, 2006 July 27-28.
DOI: 10.25549/uschist-c104-282031
title: USC president's estate, San Marino, California, 2006 July

description: 52 photographs of the University of Southern California President's house and grounds, Seeley Mudd Estate, 1550 Oak Grove Avenue, San Marino, California, 2006 July 27-28.
DOI: 10.25549/uschist-c104-282034
title: USC president's estate, San Marino, California, 2006 July

description: 52 photographs of the University of Southern California President's house and grounds, Seeley Mudd Estate, 1550 Oak Grove Avenue, San Marino, California, 2006 July 27-28.