cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.14046033
title: Dataset related to the publication "Accelerating Pinned Specimen Digitization: A Deep Learning Pipeline for Collaborative Robots"

description: The dataset related to the publication "Accelerating Pinned Specimen Digitization: A Deep Learning Pipeline for Collaborative Robots". 250 training images and 50 annotated test images (YOLOv8 format).
DOI: 10.15468/dl.858wvp
title: Occurrence Download

description: A dataset containing 119 species occurrences available in GBIF matching the query:
{
 "and" : [
 "DatasetKey is one of (Australian Museum provider for OZCAM, NSW DPI Biosecurity Collections, Australian National Insect Collection, Museums Victoria provider for OZCAM, Queensland Museum provider for OZCAM, Waite Insect and Nematode Collection, ALA species sightings and OzAtlas, Earth Guardians Weekly Feed, International Barcode of Life project (iBOL))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Anoplognathus viridiaeneus (Donovan, 1805)"
 ]
}

 The dataset includes 119 records from 9 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015679-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.5281/zenodo.14270868
title: MCG GPR dataset

description: MCG GPR dataset

 

The MCG GPR (Mixed Cropped Ground Penetrating Radar) dataset consists of randomly cropped and curated GPR images sourced from publicly available data. This dataset was initially developed for machine learning applications, with images processed using multiple segmentation techniques including Gabor filters, Histogram of Oriented Gradient (HOG), Eigenvector analysis, Clustering (K-means), and Gradient of Texture approaches, to create initial labels for each image. These methods were employed to extract relevant attributes for GPR image segmentation. After that, the most representative labels were selected, and fixed manually.

Dataset Specifications:- Image dimensions: 340 × 720 pixels (height × width)- Classification: Binary (background and foreground features)- Image format: PNG- Mask format: PNG

 

 

The data collected are from the following sources: 





Ground penetrating radar dataset [1]


Archive of Ground Penetrating Radar Data Collected During USGS Field Activity 13BIM01: Dauphin Island, Alabama, April 2013 [2]



Probing Shallow Aquifers in Hyper-Arid Dune Fields Using VHF Sounding Radar: Raw ground-penetrating radar (GPR) data [3]


Ground-Penetrating Radar Data and Differential Global Positioning System Data Collected from Long Beach Island, New Jersey, April 2015 [4]


 

[1] Florez-Lozano, Johana; Caraffini, Fabio; Gongora, Mario; Parra, Carlos (2019). Ground penetrating radar dataset. De Montfort University. Dataset. https://doi.org/10.21253/DMU.8323049.v1

[2] Forde, A. S., Smith, C. G., & Reynolds, B. J. (2016). Archive of ground penetrating radar data collected during USGS field activity 13BIM01—Dauphin Island, Alabama, April 2013 (No. 982). US Geological Survey. Available at: https://pubs.usgs.gov/ds/0982/ds982_data_downloads.html

[3] Essam Heggy, Jonathan C.L. Normand, Elizabeth M. Palmer, Giovanni Scabbia, Ali K.S. Al-Maktoumi, Annamaria Mazzoni, J. Lee Blanton, Sophie J.N. Schaefer, Jean-Philippe Avouac. (2023). Probing Shallow Aquifers in Hyper-Arid Dune Fields Using VHF Sounding Radar: Raw ground-penetrating radar (GPR) data. IEEE Dataport. https://dx.doi.org/10.21227/ckx7-0s88

[4] Zaremba, N.J., Smith, K.E.L., Bishop, J.M., and Smith, C.G., 2016, Ground-penetrating radar and differential global positioning system data collected from Long Beach Island, New Jersey, April 2015: U.S. Geological Survey Data Series 1006, http://dx.doi.org/10.3133/ds1006. ISSN: 2327-638X (online)
DOI: 10.5281/zenodo.14270869
title: MCG GPR dataset

description: MCG GPR dataset

 

The MCG GPR (Mixed Cropped Ground Penetrating Radar) dataset consists of randomly cropped and curated GPR images sourced from publicly available data. This dataset was initially developed for machine learning applications, with images processed using multiple segmentation techniques including Gabor filters, Histogram of Oriented Gradient (HOG), Eigenvector analysis, Clustering (K-means), and Gradient of Texture approaches, to create initial labels for each image. These methods were employed to extract relevant attributes for GPR image segmentation. After that, the most representative labels were selected, and fixed manually.

Dataset Specifications:- Image dimensions: 340 × 720 pixels (height × width)- Classification: Binary (background and foreground features)- Image format: PNG- Mask format: PNG

 

 

The data collected are from the following sources: 





Ground penetrating radar dataset [1]


Archive of Ground Penetrating Radar Data Collected During USGS Field Activity 13BIM01: Dauphin Island, Alabama, April 2013 [2]



Probing Shallow Aquifers in Hyper-Arid Dune Fields Using VHF Sounding Radar: Raw ground-penetrating radar (GPR) data [3]


Ground-Penetrating Radar Data and Differential Global Positioning System Data Collected from Long Beach Island, New Jersey, April 2015 [4]


 

[1] Florez-Lozano, Johana; Caraffini, Fabio; Gongora, Mario; Parra, Carlos (2019). Ground penetrating radar dataset. De Montfort University. Dataset. https://doi.org/10.21253/DMU.8323049.v1

[2] Forde, A. S., Smith, C. G., & Reynolds, B. J. (2016). Archive of ground penetrating radar data collected during USGS field activity 13BIM01—Dauphin Island, Alabama, April 2013 (No. 982). US Geological Survey. Available at: https://pubs.usgs.gov/ds/0982/ds982_data_downloads.html

[3] Essam Heggy, Jonathan C.L. Normand, Elizabeth M. Palmer, Giovanni Scabbia, Ali K.S. Al-Maktoumi, Annamaria Mazzoni, J. Lee Blanton, Sophie J.N. Schaefer, Jean-Philippe Avouac. (2023). Probing Shallow Aquifers in Hyper-Arid Dune Fields Using VHF Sounding Radar: Raw ground-penetrating radar (GPR) data. IEEE Dataport. https://dx.doi.org/10.21227/ckx7-0s88

[4] Zaremba, N.J., Smith, K.E.L., Bishop, J.M., and Smith, C.G., 2016, Ground-penetrating radar and differential global positioning system data collected from Long Beach Island, New Jersey, April 2015: U.S. Geological Survey Data Series 1006, http://dx.doi.org/10.3133/ds1006. ISSN: 2327-638X (online)
DOI: 10.5281/zenodo.12745656
title: Spatial Hydrographs of River Flow and their Analysis for Peak Event Detection in the Context of Satellite Sampling

description: Corresponding article

This repository corresponds to all the input and output files that were used in the study reported in:



Cerbelaud, A., David, C. H., Biancamaria, S., Wade, J., Tom, M., Prata de Moraes Frasson, R., Allen, G.H., Thurman, H. & Blumstein, D. (2024). Spatial Hydrographs of River Flow and their Analysis for Peak Event Detection in the Context of Satellite Sampling. In Review.


When making use of any of the output files of this dataset, please cite both the aforementioned article and the dataset herein. 

Main goals of the publication

The corresponding work aims to quantify peak flow event (PFE) spatial coverage along river chainage, referred to as PFE "length", using spatial hydrographs of streamflow and to discuss the implications for high-frequency river sampling requirements using sampling ratios. The analysis is performed over the Mississippi basin using daily USGS gages over 2010-2022.

The findings derived from these output files have direct implications for future satellite missions concerned with capturing high-frequency dynamics in rivers, including flood events.
DOI: 10.5281/zenodo.12745655
title: Spatial Hydrographs of River Flow and their Analysis for Peak Event Detection in the Context of Satellite Sampling

description: Corresponding article

This repository corresponds to all the input and output files that were used in the study reported in:



Cerbelaud, A., David, C. H., Biancamaria, S., Wade, J., Tom, M., Prata de Moraes Frasson, R., Allen, G.H., Thurman, H. & Blumstein, D. (2024). Spatial Hydrographs of River Flow and their Analysis for Peak Event Detection in the Context of Satellite Sampling. In Review.


When making use of any of the output files of this dataset, please cite both the aforementioned article and the dataset herein. 

Main goals of the publication

The corresponding work aims to quantify peak flow event (PFE) spatial coverage along river chainage, referred to as PFE "length", using spatial hydrographs of streamflow and to discuss the implications for high-frequency river sampling requirements using sampling ratios. The analysis is performed over the Mississippi basin using daily USGS gages over 2010-2022.

The findings derived from these output files have direct implications for future satellite missions concerned with capturing high-frequency dynamics in rivers, including flood events.
DOI: 10.15468/dl.pfr48a
title: Occurrence Download

description: A dataset containing 2438383271 species occurrences available in GBIF matching the query:
{
 "and" : [
 "OccurrenceStatus is Present",
 "TaxonKey is Animalia"
 ]
}

 The dataset includes 2438383271 records from 51114 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0015402-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-5233
title: Who is guarding the guardians? (ch. 4-6), 1981-10

description: Reports - "External controls", "Remedies" and "Legislative and legal developments", chapters 4, 5 and 6 in Who is Guarding the Guardians? [s.l.]: United States Commission on Civil Rights, 1981 October: cover, contents (p. xi), pp. [94]-143. Chapter 6 is incomplete. PART OF A SERIES: The series consists of miscellaneous source materials that were collected and analyzed over the course of the Independent Commission's investigation. Included are the following: article clippings pertaining to the Rodney King incident; legal materials related to the Gates v. Board of Los Angeles Police Commissioners case, including appellate documents, court transcripts, preliminary injunctions, and briefs; black-and-white photographs; essays and articles related to police misconduct; issues of The Thin Blue Line, the Los Angeles Police Protective League's monthly publication, and Perspectives on Policing, a newsletter published by the United States Department of Justice; materials regarding policing issues in other major United States cities, including commission reports and Pate and Hamilton's book The Big Six: Policing America's Largest Cities; supplemental materials and appendices to the Independent Commission's report; requests for copies of the Commission report; transcripts from public hearings conducted by members of the Commission; and instructional materials related to the Video Incident Capture System, a video camera system that provides video and audio records of police officers' activities while on patrol.
DOI: 10.15468/dl.smfnw7
title: Occurrence Download

description: A dataset containing 1 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dendrobium serena-alexianum J.J.Wood & A.Lamb"
 ]
}

 The dataset includes 1 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0168976-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-5242
title: Who is guarding the guardians? (ch. 4-6), 1981-10

description: Reports - "External controls", "Remedies" and "Legislative and legal developments", chapters 4, 5 and 6 in Who is Guarding the Guardians? [s.l.]: United States Commission on Civil Rights, 1981 October: cover, contents (p. xi), pp. [94]-143. Chapter 6 is incomplete. PART OF A SERIES: The series consists of miscellaneous source materials that were collected and analyzed over the course of the Independent Commission's investigation. Included are the following: article clippings pertaining to the Rodney King incident; legal materials related to the Gates v. Board of Los Angeles Police Commissioners case, including appellate documents, court transcripts, preliminary injunctions, and briefs; black-and-white photographs; essays and articles related to police misconduct; issues of The Thin Blue Line, the Los Angeles Police Protective League's monthly publication, and Perspectives on Policing, a newsletter published by the United States Department of Justice; materials regarding policing issues in other major United States cities, including commission reports and Pate and Hamilton's book The Big Six: Policing America's Largest Cities; supplemental materials and appendices to the Independent Commission's report; requests for copies of the Commission report; transcripts from public hearings conducted by members of the Commission; and instructional materials related to the Video Incident Capture System, a video camera system that provides video and audio records of police officers' activities while on patrol.
DOI: 10.15468/dl.rkojip
title: Occurrence Download

description: A dataset containing 89 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Tachigali versicolor Standl. & L.O.Williams"
 ]
}

 The dataset includes 89 records from 14 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001558-170826194755519/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vg8c3r
title: Occurrence Download

description: A dataset containing 6001 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-0.58641 47.46982,-0.58866 47.47073,-0.59495 47.47012,-0.59885 47.46465,-0.60214 47.45513,-0.60019 47.44763,-0.59435 47.445,-0.58581 47.44875,-0.57337 47.45705,-0.57233 47.46587,-0.58641 47.46982))",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 6001 records from 32 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012873-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-5225
title: Who is guarding the guardians? (ch. 4-6), 1981-10

description: Reports - "External controls", "Remedies" and "Legislative and legal developments", chapters 4, 5 and 6 in Who is Guarding the Guardians? [s.l.]: United States Commission on Civil Rights, 1981 October: cover, contents (p. xi), pp. [94]-143. Chapter 6 is incomplete. PART OF A SERIES: The series consists of miscellaneous source materials that were collected and analyzed over the course of the Independent Commission's investigation. Included are the following: article clippings pertaining to the Rodney King incident; legal materials related to the Gates v. Board of Los Angeles Police Commissioners case, including appellate documents, court transcripts, preliminary injunctions, and briefs; black-and-white photographs; essays and articles related to police misconduct; issues of The Thin Blue Line, the Los Angeles Police Protective League's monthly publication, and Perspectives on Policing, a newsletter published by the United States Department of Justice; materials regarding policing issues in other major United States cities, including commission reports and Pate and Hamilton's book The Big Six: Policing America's Largest Cities; supplemental materials and appendices to the Independent Commission's report; requests for copies of the Commission report; transcripts from public hearings conducted by members of the Commission; and instructional materials related to the Video Incident Capture System, a video camera system that provides video and audio records of police officers' activities while on patrol.
DOI: 10.15468/dl.zhhjzy
title: Occurrence Download

description: A dataset containing 5566783 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is iNaturalist Research-grade Observations"
 ]
}

 The dataset includes 5566783 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001558-170925132151566/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-7934
title: Requests for Commission reports [11], 1991-07-09/1991-07-29

description: Requests for Commission reports, 1991-07-09/1991-07-29. PART OF A SERIES: The series consists of miscellaneous source materials that were collected and analyzed over the course of the Independent Commission's investigation. Included are the following: article clippings pertaining to the Rodney King incident; legal materials related to the Gates v. Board of Los Angeles Police Commissioners case, including appellate documents, court transcripts, preliminary injunctions, and briefs; black-and-white photographs; essays and articles related to police misconduct; issues of The Thin Blue Line, the Los Angeles Police Protective League's monthly publication, and Perspectives on Policing, a newsletter published by the United States Department of Justice; materials regarding policing issues in other major United States cities, including commission reports and Pate and Hamilton's book The Big Six: Policing America's Largest Cities; supplemental materials and appendices to the Independent Commission's report; requests for copies of the Commission report; transcripts from public hearings conducted by members of the Commission; and instructional materials related to the Video Incident Capture System, a video camera system that provides video and audio records of police officers' activities while on patrol.
DOI: 10.15468/dl.nzc5qb
title: Occurrence Download

description: A dataset containing 737 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is France",
 "GadmGid is FRA.9_1",
 "OccurrenceStatus is Present",
 "TaxonKey is Opiliones"
 ]
}

 The dataset includes 737 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0012887-240202131308920/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.24bizu
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Country is Brazil",
 "Year 1960-1990",
 "TaxonKey is Agaricia agaricites (Linnaeus, 1758)"
 ]
}

 The dataset includes 8 records from 2 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0001558-171020152545675/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-5022
title: The impact of Blake v. Los Angeles on the selection, recruitment, training, appointment & performance of women & minorities for the LAPD, v.I, 1990-07

description: George T. Felkenes and Lawrence Trostle, et al. The impact of Fanchon Blake v. City of Los Angeles on the selection, recruitment, training, appointment and performance of women and minorities for the Los Angeles Police Department, volume I. Claremont, California: Claremont Graduate School, 1990 July. Reports - The impact of Fanchon Blake v. City of Los Angeles on the selection, recruitment, training, appointment and performance of women and minorities for the Los Angeles Police Department, volume I by the Claremont Graduate School. PART OF A SERIES: The series consists of miscellaneous source materials that were collected and analyzed over the course of the Independent Commission's investigation. Included are the following: article clippings pertaining to the Rodney King incident; legal materials related to the Gates v. Board of Los Angeles Police Commissioners case, including appellate documents, court transcripts, preliminary injunctions, and briefs; black-and-white photographs; essays and articles related to police misconduct; issues of The Thin Blue Line, the Los Angeles Police Protective League's monthly publication, and Perspectives on Policing, a newsletter published by the United States Department of Justice; materials regarding policing issues in other major United States cities, including commission reports and Pate and Hamilton's book The Big Six: Policing America's Largest Cities; supplemental materials and appendices to the Independent Commission's report; requests for copies of the Commission report; transcripts from public hearings conducted by members of the Commission; and instructional materials related to the Video Incident Capture System, a video camera system that provides video and audio records of police officers' activities while on patrol.
DOI: 10.15468/dl.ue7hce
title: Occurrence Download

description: A dataset containing 3810 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 {
 "not" : {
 "BasisOfRecord" : [
 "is one of (Fossil, Living Specimen)"
 ]
 }
 }
 ]
 },
 "TaxonKey is one of (Aster novi-belgii L.)"
 ]
}

 The dataset includes 3810 records from 200 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0002150-240506114902167/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.487ssr
title: Occurrence Download

description: A dataset containing 40 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Dendrobium delacourii Guillaumin"
 ]
}

 The dataset includes 40 records from 13 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0168984-230224095556074/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.25549/independent-c69-4970
title: The impact of Blake v. Los Angeles on the selection, recruitment, training, appointment & performance of women & minorities for the LAPD, v.I, 1990-07

description: George T. Felkenes and Lawrence Trostle, et al. The impact of Fanchon Blake v. City of Los Angeles on the selection, recruitment, training, appointment and performance of women and minorities for the Los Angeles Police Department, volume I. Claremont, California: Claremont Graduate School, 1990 July. Reports - The impact of Fanchon Blake v. City of Los Angeles on the selection, recruitment, training, appointment and performance of women and minorities for the Los Angeles Police Department, volume I by the Claremont Graduate School. PART OF A SERIES: The series consists of miscellaneous source materials that were collected and analyzed over the course of the Independent Commission's investigation. Included are the following: article clippings pertaining to the Rodney King incident; legal materials related to the Gates v. Board of Los Angeles Police Commissioners case, including appellate documents, court transcripts, preliminary injunctions, and briefs; black-and-white photographs; essays and articles related to police misconduct; issues of The Thin Blue Line, the Los Angeles Police Protective League's monthly publication, and Perspectives on Policing, a newsletter published by the United States Department of Justice; materials regarding policing issues in other major United States cities, including commission reports and Pate and Hamilton's book The Big Six: Policing America's Largest Cities; supplemental materials and appendices to the Independent Commission's report; requests for copies of the Commission report; transcripts from public hearings conducted by members of the Commission; and instructional materials related to the Video Incident Capture System, a video camera system that provides video and audio records of police officers' activities while on patrol.