cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.7075341
title: Detecting coarse beach sediment using remotely sensed imagery at the FRF, Duck, NC, USA: Labeled images, deep learning model, testing data, and predictions.

description: This data record contains 5 zip files all used to build and use a semantic segmentation model to operate on beach imagery taken at the Field Research Facility (FRF) in Duck, North Carolina, USA. All data is from 2015-2021 The `training_data.zip` contains all data used to train the ML model. All images come from the north facing (c1) camera. This zip file includes: a list of classes used to label the imagery, and folders of 107 images, 107 sparse annotations (doodles), 107 labels, and 107 overlays. All labeling was done with the open-source labeling tool ‘Doodler (Buscombe et al., 2021). The `model.zip` file contains the ML model, and associated metadata. This includes: a JSON model configuration file, a figure showing model training statistics, an `.npz` file of model training output, a list of training and validation files, the model as an h5 file and in the Tensorflow ‘saved model’ format. All modeling was done with Segmentation Gym (Buscombe & Goldstein 2022). The `test_data_c6.zip` file contains all data from the south facing (c6) camera to test the ML model. This includes: a list of classes used to label the imagery, and folders of 10 images, 10 sparse annotations (doodles), 10 labels, and 10 overlays. All labeling was done with the open-source labeling tool ‘Doodler (Buscombe et al., 2021). Testing the model with this data was done with codes in: https://github.com/ebgoldstein/FRF_GrainSize The `test_data_c1.zip` file contains all data from the north facing (c1) camera to test the ML model. This includes: a list of classes used to label the imagery, and folders of 10 images, 10 sparse annotations (doodles), 10 labels, and 10 overlays. All labeling was done with an open-source labeling tool ‘Doodler (Buscombe et al., 2021). Testing the model with this data was done with codes in: https://github.com/ebgoldstein/FRF_GrainSize The `predictions.zip` file contains 4418 images from the north facing (c1) camera that were run through the trained segmentation model as well as the resulting output (presented as side-by-side image and overlays). These images were created using codes in Segmentation Gym (Buscombe & Goldstein 2022).
description: {"references": ["Buscombe, D., & Goldstein, E. B. (2022). A reproducible and reusable pipeline for segmentation of geoscientific imagery. Earth and Space Science, e2022EA002332. https://doi.org/10.1029/2022EA002332", "Segmentation Gym: https://github.com/Doodleverse/segmentation_gym", "Buscombe, D., Goldstein, E.B., Sherwood, C.R., Bodine, C., Brown, J.A., Favela, J., Fitzpatrick, S., Kranenburg, C.J., Over, J.R., Ritchie, A.C. and Warrick, J.A., 2021. Human\u2010in\u2010the\u2010Loop Segmentation of Earth Surface Imagery. Earth and Space Science, e2021EA002085 https://doi.org/10.1029/2021EA002085", "Doodler: https://github.com/Doodleverse/dash_doodler"]}
DOI: 10.6084/m9.figshare.21806337
title: Biostratigraphy and Paleoenvironments of the Pirabas Formation raw data

description: This dataset provides the raw counts of the Biostratigraphy and Paleoenvironments of the Pirabas Formation (Neogene, Pará State-Brazil) paper
DOI: 10.6084/m9.figshare.21806337.v2
title: Biostratigraphy and Paleoenvironments of the Pirabas Formation raw data

description: This dataset provides the raw counts of the Biostratigraphy and Paleoenvironments of the Pirabas Formation (Neogene, Pará State-Brazil) paper
DOI: 10.5066/p9zirvf0
title: Boat ramp locations in the United States of America

description: The dataset provides point locations of many boat ramp locations in the United States accessible to the public.
DOI: 10.6084/m9.figshare.21970847
title: Datasets for "A Partitioned 88-Loci Psoriasis Genetic Risk Score Reveals HLA and Non-HLA Contributions to Clinical Phenotypes in a Newfoundland Psoriasis Cohort"

description: We have genotyping data at 88 loci for 654 psoriasis cases of European ancestry from the Newfoundland region of Canada. DNA was genotyped on the Affymetrix UK Biobank Axiom Array (ThermoFisher) using a GeneTitan Multi-Channel Instrument (Applied Biosystems). SNPs were called using Analysis Power Tools 2.10.2.2 (Affymetrix, https://www.affymetrix.com/support/developer/powertools/changelog/index.html). Samples and SNPs passed quality control using the parameters of call rate &gt;97% and Dish QC &gt;82%.The resulting genotype .vcfs were scanned with ‘snpflip’ (https://github.com/biocore-ntnu/snpflip) using the GRCh37 build of the human genome reference sequence maintained by the University of California, Santa Cruz (http://hgdownload.cse.ucsc.edu/goldenPath/hg19/bigZips/hg19.fa.gz) to identify reversed and ambiguous-stranded SNPs, which were flipped and removed (respectively) using Plink (http://pngu.mgh.harvard.edu/purcell/plink/), and the remaining sites were sorted using Plink (www.cog-genomics.org/plink/2.0/). The weighted genetic risk score (wGRS) was calculated as the sum of the number of risk alleles weighted by the OR of that allele. The GRS-ALL was calculated as the weighted GRS using all 88 SNPs, the GRS-HLA was calculated using the 11 SNPs found in the HLA region (chr6:28510120-33480577 in GRCh38), and the GRS-noHLA was calculated using the 77 non-HLA SNPs. The calculations were performed in Plink.
DOI: 10.21942/uva.21983555.v1
title: Data.xlsx

description: Data used in the book "Analyzing Wimbledon - The Power of Statistics"
DOI: 10.6084/m9.figshare.21984989
title: LIBS spectra: Fe-Co certified sample set

description: This repository contains data (LIBS spectra) measured from a unique sample set with a certified composition. The set contains 11 samples, covering the transition from pure iron to pure cobalt with a step of 10% (composition change). Samples were measured on several distinct systems under selected conditions. The dataset was designed as a benchmark to test and compare distance metrics.
DOI: 10.34740/kaggle/dsv/4922010
title: Fruit Detection Dataset
DOI: 10.5066/p9rqqux7
title: Aeromagnetic Data and horizontal gradient maxima of Blythe, California, and Surrounding Areas in California and Arizona

description: This data release provides access to an aeromagnetic survey and magnetization boundaries over Blythe, California and surrounding areas in southern California and western Arizona. The survey extends east of Joshua Tree National Park across the Colorado River and west over the Dome Rock, Trigo, and Plomosa Mountains in Arizona. The survey was flown north of the Chocolate Mountains Gunnery Range over the McCoy, Palen, Granite, Iron, and Big and Little Maria Mountains. These data were acquired between January 22 and February 24, 2022, by Eon Geosciences Inc., working under contract to the U.S. Geological Survey. The nominal flying height was based on a best fit, pre-planned, three-dimensional draped surface targeted at 305 m above terrain and a slope of 7%, subject to aircraft climb and descent limitations. Steep terrain in parts of the survey area required significant departures locally from the pre-planned drape surface (as much as 1012 m), and therefore variable terrain clearance should be considered when modeling and interpreting these data. Flight lines were spaced 600 m apart and directed N40E; tie lines were spaced 6000 m apart and directed N50W. A total of 22,273 line-kilometers were acquired over an area of approximately 12,310 square kilometers. The details of the Blythe aeromagnetic survey are described in the document Blythe_Tech_Report.pdf available for download in this data release. This report was prepared by Eon Geosciences Inc., and has not been edited. In addition, horizontal gradient maxima were calculated from the magnetic potential derived from these data to produce locations of crustal magnetization contrasts.
DOI: 10.6084/m9.figshare.17035709
title: Total Reconstruction Ensembles

description: Seasonal Ensembles of Total Antarctic Sea Ice Extent, created by all the possible sums of the seasonal sector reconstructions, as a netcdf or textfile.
DOI: 10.6084/m9.figshare.17035709.v1
title: Total Reconstruction Ensembles

description: Seasonal Ensembles of Total Antarctic Sea Ice Extent, created by all the possible sums of the seasonal sector reconstructions.
DOI: 10.6084/m9.figshare.17035709.v2
title: Total Reconstruction Ensembles

description: Seasonal Ensembles of Total Antarctic Sea Ice Extent, created by all the possible sums of the seasonal sector reconstructions, as a netcdf or textfile.
DOI: 10.5281/zenodo.7591510
title: Data for Diffusion phase-imaging in anisotropic media using non-linear gradients for diffusion encoding

description: Diffusion MRI data for experiments on anisotropic synthetic fibre phantom and isotropic agar phantom.
DOI: 10.5281/zenodo.7591509
title: Data for Diffusion phase-imaging in anisotropic media using non-linear gradients for diffusion encoding

description: Diffusion MRI data for experiments on anisotropic synthetic fibre phantom and isotropic agar phantom.
DOI: 10.5517/ccdc.csd.cc25vcjy
title: CCDC 2021340: Experimental Crystal Structure Determination

description: Related Article: Aymeric Cervi, Yen Vo, Christina L. L. Chai, Martin G. Banwell, Ping Lan, Anthony C. Willis|2021|J.Org.Chem.|86|178|doi:10.1021/acs.joc.0c02011
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc25vckz
title: CCDC 2021341: Experimental Crystal Structure Determination

description: Related Article: Aymeric Cervi, Yen Vo, Christina L. L. Chai, Martin G. Banwell, Ping Lan, Anthony C. Willis|2021|J.Org.Chem.|86|178|doi:10.1021/acs.joc.0c02011
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc25vcl0
title: CCDC 2021342: Experimental Crystal Structure Determination

description: Related Article: Aymeric Cervi, Yen Vo, Christina L. L. Chai, Martin G. Banwell, Ping Lan, Anthony C. Willis|2021|J.Org.Chem.|86|178|doi:10.1021/acs.joc.0c02011
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc25vcm1
title: CCDC 2021343: Experimental Crystal Structure Determination

description: Related Article: Aymeric Cervi, Yen Vo, Christina L. L. Chai, Martin G. Banwell, Ping Lan, Anthony C. Willis|2021|J.Org.Chem.|86|178|doi:10.1021/acs.joc.0c02011
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc25vcn2
title: CCDC 2021344: Experimental Crystal Structure Determination

description: Related Article: Aymeric Cervi, Yen Vo, Christina L. L. Chai, Martin G. Banwell, Ping Lan, Anthony C. Willis|2021|J.Org.Chem.|86|178|doi:10.1021/acs.joc.0c02011
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc25vcp3
title: CCDC 2021345: Experimental Crystal Structure Determination

description: Related Article: Aymeric Cervi, Yen Vo, Christina L. L. Chai, Martin G. Banwell, Ping Lan, Anthony C. Willis|2021|J.Org.Chem.|86|178|doi:10.1021/acs.joc.0c02011
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc25vcq4
title: CCDC 2021346: Experimental Crystal Structure Determination

description: Related Article: Aymeric Cervi, Yen Vo, Christina L. L. Chai, Martin G. Banwell, Ping Lan, Anthony C. Willis|2021|J.Org.Chem.|86|178|doi:10.1021/acs.joc.0c02011
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc25vcr5
title: CCDC 2021347: Experimental Crystal Structure Determination

description: Related Article: Aymeric Cervi, Yen Vo, Christina L. L. Chai, Martin G. Banwell, Ping Lan, Anthony C. Willis|2021|J.Org.Chem.|86|178|doi:10.1021/acs.joc.0c02011
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc25vct7
title: CCDC 2021349: Experimental Crystal Structure Determination

description: Related Article: Aymeric Cervi, Yen Vo, Christina L. L. Chai, Martin G. Banwell, Ping Lan, Anthony C. Willis|2021|J.Org.Chem.|86|178|doi:10.1021/acs.joc.0c02011
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc25vcv8
title: CCDC 2021350: Experimental Crystal Structure Determination

description: Related Article: Aymeric Cervi, Yen Vo, Christina L. L. Chai, Martin G. Banwell, Ping Lan, Anthony C. Willis|2021|J.Org.Chem.|86|178|doi:10.1021/acs.joc.0c02011
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc25vcw9
title: CCDC 2021351: Experimental Crystal Structure Determination

description: Related Article: Aymeric Cervi, Yen Vo, Christina L. L. Chai, Martin G. Banwell, Ping Lan, Anthony C. Willis|2021|J.Org.Chem.|86|178|doi:10.1021/acs.joc.0c02011
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc25vcxb
title: CCDC 2021352: Experimental Crystal Structure Determination

description: Related Article: Aymeric Cervi, Yen Vo, Christina L. L. Chai, Martin G. Banwell, Ping Lan, Anthony C. Willis|2021|J.Org.Chem.|86|178|doi:10.1021/acs.joc.0c02011
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc25whdz
title: CCDC 2022421: Experimental Crystal Structure Determination

description: Related Article: Ciaran O’Malley, Chloe Bouchet, Grayce Manyara, Niamh Walsh, Patrick McArdle, Andrea Erxleben|2021|Cryst.Growth Des.|21|314|doi:10.1021/acs.cgd.0c01147
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc25whf0
title: CCDC 2022422: Experimental Crystal Structure Determination

description: Related Article: Ciaran O’Malley, Chloe Bouchet, Grayce Manyara, Niamh Walsh, Patrick McArdle, Andrea Erxleben|2021|Cryst.Growth Des.|21|314|doi:10.1021/acs.cgd.0c01147
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc25whg1
title: CCDC 2022423: Experimental Crystal Structure Determination

description: Related Article: Ciaran O’Malley, Chloe Bouchet, Grayce Manyara, Niamh Walsh, Patrick McArdle, Andrea Erxleben|2021|Cryst.Growth Des.|21|314|doi:10.1021/acs.cgd.0c01147
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc25whh2
title: CCDC 2022424: Experimental Crystal Structure Determination

description: Related Article: Ciaran O’Malley, Chloe Bouchet, Grayce Manyara, Niamh Walsh, Patrick McArdle, Andrea Erxleben|2021|Cryst.Growth Des.|21|314|doi:10.1021/acs.cgd.0c01147
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc25whj3
title: CCDC 2022425: Experimental Crystal Structure Determination

description: Related Article: Ciaran O’Malley, Chloe Bouchet, Grayce Manyara, Niamh Walsh, Patrick McArdle, Andrea Erxleben|2021|Cryst.Growth Des.|21|314|doi:10.1021/acs.cgd.0c01147
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc25whk4
title: CCDC 2022426: Experimental Crystal Structure Determination

description: Related Article: Ciaran O’Malley, Chloe Bouchet, Grayce Manyara, Niamh Walsh, Patrick McArdle, Andrea Erxleben|2021|Cryst.Growth Des.|21|314|doi:10.1021/acs.cgd.0c01147
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc25whm6
title: CCDC 2022428: Experimental Crystal Structure Determination

description: Related Article: Ciaran O’Malley, Chloe Bouchet, Grayce Manyara, Niamh Walsh, Patrick McArdle, Andrea Erxleben|2021|Cryst.Growth Des.|21|314|doi:10.1021/acs.cgd.0c01147
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc25whn7
title: CCDC 2022429: Experimental Crystal Structure Determination

description: Related Article: Ciaran O’Malley, Chloe Bouchet, Grayce Manyara, Niamh Walsh, Patrick McArdle, Andrea Erxleben|2021|Cryst.Growth Des.|21|314|doi:10.1021/acs.cgd.0c01147
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc25whp8
title: CCDC 2022430: Experimental Crystal Structure Determination

description: Related Article: Ciaran O’Malley, Chloe Bouchet, Grayce Manyara, Niamh Walsh, Patrick McArdle, Andrea Erxleben|2021|Cryst.Growth Des.|21|314|doi:10.1021/acs.cgd.0c01147
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc25whq9
title: CCDC 2022431: Experimental Crystal Structure Determination

description: Related Article: Ciaran O’Malley, Chloe Bouchet, Grayce Manyara, Niamh Walsh, Patrick McArdle, Andrea Erxleben|2021|Cryst.Growth Des.|21|314|doi:10.1021/acs.cgd.0c01147
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccdc.csd.cc25whrb
title: CCDC 2022432: Experimental Crystal Structure Determination

description: Related Article: Ciaran O’Malley, Chloe Bouchet, Grayce Manyara, Niamh Walsh, Patrick McArdle, Andrea Erxleben|2021|Cryst.Growth Des.|21|314|doi:10.1021/acs.cgd.0c01147
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.