cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.6967055
title: EOOffshore: Sentinel-1 Wind Data for the Irish Continental Shelf Region

description: EOOffshore is a Sustainable Energy Authority of Ireland (SEAI) funded project, which commenced in June 2020 in the School of Physics in University College Dublin (UCD). It presents a case study that demonstrates the utility of the Pangeo software ecosystem in the development of offshore wind speed and power density estimates, increasing wind measurement coverage of offshore renewable energy assessment areas in the Irish Continental Shelf (ICS) region. It has involved the creation of a new wind data catalog for this region, consisting of a collection of analysis-ready, cloud-optimized (ARCO) datasets featuring up to 21 years of available in situ, reanalysis, and satellite observation wind data products. The European Union Copernicus Earth Observation (EO) programme and services are based on data collected from EO satellites, in particular, the Sentinel satellite missions. This includes the Sentinel-1 mission, which consists of C-band Synthetic Aperture Radar (SAR) imaging satellites in polar orbit. One of its main objectives is the provision of ocean monitoring services, where its Level-2 Ocean (OCN) products include an Ocean WInd field (OWI) component. This provides gridded estimates of wind speed and direction at 10 m above the surface, with a typical spatial resolution of 1 km. This particular catalog data set (<em>eooffshore_ics_level3_sentinel1_ocn.zarr.tar.gz</em>) contains 2015-2021 OCN wind products for the ICS region, which were retrieved from the Copernicus Open Access Hub (COAH) and the Alaska Satellite Facility (ASF). The data set was used in the EOOffshore project outputs presented (<em>Scalable Offshore Wind Analysis With Pangeo</em>) at the <em>Meeting Exascale Computing Challenges with Compression and Pangeo</em> 2022 EGU General Assembly session. Description and example usage of the Sentinel-1 data set in EOOffshore: Sentinel-1 Wind Data for Irish Continental Shelf region Offshore Wind in Irish Areas Of Interest Comparison of Offshore Wind Speed Extrapolation and Power Density Estimation As requested by the Legal Notice on the use of Copernicus Sentinel Data and Service Information, this data set: Contains modified Copernicus Sentinel data [2015 - 2021]
DOI: 10.5281/zenodo.6967056
title: EOOffshore: Sentinel-1 Wind Data for the Irish Continental Shelf Region

description: EOOffshore is a Sustainable Energy Authority of Ireland (SEAI) funded project, which commenced in June 2020 in the School of Physics in University College Dublin (UCD). It presents a case study that demonstrates the utility of the Pangeo software ecosystem in the development of offshore wind speed and power density estimates, increasing wind measurement coverage of offshore renewable energy assessment areas in the Irish Continental Shelf (ICS) region. It has involved the creation of a new wind data catalog for this region, consisting of a collection of analysis-ready, cloud-optimized (ARCO) datasets featuring up to 21 years of available in situ, reanalysis, and satellite observation wind data products. The European Union Copernicus Earth Observation (EO) programme and services are based on data collected from EO satellites, in particular, the Sentinel satellite missions. This includes the Sentinel-1 mission, which consists of C-band Synthetic Aperture Radar (SAR) imaging satellites in polar orbit. One of its main objectives is the provision of ocean monitoring services, where its Level-2 Ocean (OCN) products include an Ocean WInd field (OWI) component. This provides gridded estimates of wind speed and direction at 10 m above the surface, with a typical spatial resolution of 1 km. This particular catalog data set (<em>eooffshore_ics_level3_sentinel1_ocn.zarr.tar.gz</em>) contains 2015-2021 OCN wind products for the ICS region, which were retrieved from the Copernicus Open Access Hub (COAH) and the Alaska Satellite Facility (ASF). The data set was used in the EOOffshore project outputs presented (<em>Scalable Offshore Wind Analysis With Pangeo</em>) at the <em>Meeting Exascale Computing Challenges with Compression and Pangeo</em> 2022 EGU General Assembly session. Description and example usage of the Sentinel-1 data set in EOOffshore: Sentinel-1 Wind Data for Irish Continental Shelf region Offshore Wind in Irish Areas Of Interest Comparison of Offshore Wind Speed Extrapolation and Power Density Estimation As requested by the Legal Notice on the use of Copernicus Sentinel Data and Service Information, this data set: Contains modified Copernicus Sentinel data [2015 - 2021]
DOI: 10.5281/zenodo.6958150
title: EOOffshore: CCMP v0.2.1.NRT Wind Data for the Irish Continental Shelf Region

description: EOOffshore is a Sustainable Energy Authority of Ireland (SEAI) funded project, which commenced in June 2020 in the School of Physics in University College Dublin (UCD). It presents a case study that demonstrates the utility of the Pangeo software ecosystem in the development of offshore wind speed and power density estimates, increasing wind measurement coverage of offshore renewable energy assessment areas in the Irish Continental Shelf (ICS) region. It has involved the creation of a new wind data catalog for this region, consisting of a collection of analysis-ready, cloud-optimized (ARCO) datasets featuring up to 21 years of available in situ, reanalysis, and satellite observation wind data products. This particular catalog data set (<em>eooffshore_ics_ccmp_v02_1_nrt_wind.zarr</em>) contains 2015-2021 Cross-Calibrated Multi-Platform (CCMP) v0.2.1.NRT 6-hourly wind products for the ICS region, where wind speed and direction are calculated from the <em>uwnd</em> and <em>vwnd</em> variables. The source data products are generated by Remote Sensing Systems (RSS). This CCMP data set was used in the EOOffshore project outputs presented (<em>Scalable Offshore Wind Analysis With Pangeo</em>) at the <em>Meeting Exascale Computing Challenges with Compression and Pangeo</em> 2022 EGU General Assembly session. Example usage of the CCMP data set in EOOffshore: CCMP Wind Data for Irish Continental Shelf region Offshore Wind in Irish Areas Of Interest Comparison of Offshore Wind Speed Extrapolation and Power Density Estimation Note: This NCAR/UCAR Research Data Archive page states that the CCMP license is CC-BY-4.0. A separate CCMP data set has been previously used in the NASA CCMP Winds Pangeo Gallery notebook.
DOI: 10.5281/zenodo.6958151
title: EOOffshore: CCMP v0.2.1.NRT Wind Data for the Irish Continental Shelf Region

description: EOOffshore is a Sustainable Energy Authority of Ireland (SEAI) funded project, which commenced in June 2020 in the School of Physics in University College Dublin (UCD). It presents a case study that demonstrates the utility of the Pangeo software ecosystem in the development of offshore wind speed and power density estimates, increasing wind measurement coverage of offshore renewable energy assessment areas in the Irish Continental Shelf (ICS) region. It has involved the creation of a new wind data catalog for this region, consisting of a collection of analysis-ready, cloud-optimized (ARCO) datasets featuring up to 21 years of available in situ, reanalysis, and satellite observation wind data products. This particular catalog data set (<em>eooffshore_ics_ccmp_v02_1_nrt_wind.zarr</em>) contains 2015-2021 Cross-Calibrated Multi-Platform (CCMP) v0.2.1.NRT 6-hourly wind products for the ICS region, where wind speed and direction are calculated from the <em>uwnd</em> and <em>vwnd</em> variables. The source data products are generated by Remote Sensing Systems (RSS). This CCMP data set was used in the EOOffshore project outputs presented (<em>Scalable Offshore Wind Analysis With Pangeo</em>) at the <em>Meeting Exascale Computing Challenges with Compression and Pangeo</em> 2022 EGU General Assembly session. Example usage of the CCMP data set in EOOffshore: CCMP Wind Data for Irish Continental Shelf region Offshore Wind in Irish Areas Of Interest Comparison of Offshore Wind Speed Extrapolation and Power Density Estimation Note: This NCAR/UCAR Research Data Archive page states that the CCMP license is CC-BY-4.0. A separate CCMP data set has been previously used in the NASA CCMP Winds Pangeo Gallery notebook.
DOI: 10.5281/zenodo.8144355
title: Spatial organization of the mouse retina at single cell resolution by MERFISH

description: <strong>Abstract:</strong><br> <br> The visual signal processing in the retina requires the precise organization of diverse neuronal types working in concert. While single-cell omics studies have identified more than 120 different neuronal subtypes in the mouse retina1, little is known about their spatial organization. Here, we generated the first single-cell spatial atlas of the mouse retina using multiplexed error-robust fluorescence in situ hybridization (MERFISH). We profiled over 390,000 cells and identified all major cell types and nearly all subtypes through the integration with reference single-cell RNA sequencing (scRNA-seq) data. Our spatial atlas allowed simultaneous examination of nearly all cell subtypes in the retina, revealing 8 previously unknown displaced amacrine cell subtypes and establishing the first connection between the molecular classification of many cell subtypes and their spatial arrangement. Furthermore, we identified spatially dependent differential gene expression between subtypes, suggesting the possibility of functional tuning of neuronal types based on location.<br> <br> <strong>Data description:</strong><br> 1. VZA105a_integrated_368genes.h5ad<br> This file contains the raw MERFISH count matrix for four samples with 368 gene features. The "sampleid" column represents the unique sample ID, while the "region" column corresponds to the tissue section ID. The "majorclass" and "subclass" columns indicate annotated retinal cell types. Finally, the "center_x" and "center_y" columns provide the coordinates of the cell centers. <br> 2. VA45_integrated.h5ad<br> This file contains the raw MERFISH count matrix for six samples with 500 gene features. The "sampleid" column represents the unique sample ID, while the "region" column corresponds to the tissue section ID. The "majorclass" and "subclass" columns indicate annotated retinal cell types. Finally, the "center_x" and "center_y" columns provide the coordinates of the cell centers.<br> <br> 3. merfish_impute.h5ad<br> This file contains the imputed count matrix for ten samples. The "sampleid" column represents the unique sample ID, while the "region" column corresponds to the tissue section ID. The "majorclass" and "subclass" columns indicate annotated retinal cell types. Finally, the "center_x" and "center_y" columns provide the coordinates of the cell centers.<br>
DOI: 10.5281/zenodo.8144354
title: Spatial organization of the mouse retina at single cell resolution by MERFISH

description: <strong>Abstract:</strong><br> <br> The visual signal processing in the retina requires the precise organization of diverse neuronal types working in concert. While single-cell omics studies have identified more than 120 different neuronal subtypes in the mouse retina1, little is known about their spatial organization. Here, we generated the first single-cell spatial atlas of the mouse retina using multiplexed error-robust fluorescence in situ hybridization (MERFISH). We profiled over 390,000 cells and identified all major cell types and nearly all subtypes through the integration with reference single-cell RNA sequencing (scRNA-seq) data. Our spatial atlas allowed simultaneous examination of nearly all cell subtypes in the retina, revealing 8 previously unknown displaced amacrine cell subtypes and establishing the first connection between the molecular classification of many cell subtypes and their spatial arrangement. Furthermore, we identified spatially dependent differential gene expression between subtypes, suggesting the possibility of functional tuning of neuronal types based on location.<br> <br> <strong>Data description:</strong><br> 1. VZA105a_integrated_368genes.h5ad<br> This file contains the raw MERFISH count matrix for four samples with 368 gene features. The "sampleid" column represents the unique sample ID, while the "region" column corresponds to the tissue section ID. The "majorclass" and "subclass" columns indicate annotated retinal cell types. Finally, the "center_x" and "center_y" columns provide the coordinates of the cell centers. <br> 2. VA45_integrated.h5ad<br> This file contains the raw MERFISH count matrix for six samples with 500 gene features. The "sampleid" column represents the unique sample ID, while the "region" column corresponds to the tissue section ID. The "majorclass" and "subclass" columns indicate annotated retinal cell types. Finally, the "center_x" and "center_y" columns provide the coordinates of the cell centers.<br> <br> 3. merfish_impute.h5ad<br> This file contains the imputed count matrix for ten samples. The "sampleid" column represents the unique sample ID, while the "region" column corresponds to the tissue section ID. The "majorclass" and "subclass" columns indicate annotated retinal cell types. Finally, the "center_x" and "center_y" columns provide the coordinates of the cell centers.<br>
DOI: 10.48490/1w5b-1a96
title: Data for Figure SPM.2 panel (a) - Summary for Policymakers of the Synthesis Report of Sixth Assessment Report
DOI: 10.48490/6xj3-5588
title: Data for Figure SPM.2 panel (b) - Summary for Policymakers of the Synthesis Report of Sixth Assessment Report
DOI: 10.7284/149115
title: Expendable Probe data collected during research cruise NA136 using a Sippican MK21 instrument system onboard the platform EV Nautilus

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/149111
title: INS (Inertial Navigation System) data collected during research cruise NA136 using a Kongsberg Seatex MRU-5 instrument system onboard the platform EV Nautilus

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/149116
title: INS (Inertial Navigation System) data collected during research cruise NA136 using a Kongsberg Seapath 330+ instrument system onboard the platform EV Nautilus

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/149117
title: Meteorological Station data collected during research cruise NA136 using a Campbell Weatherpak-2000 instrument system onboard the platform EV Nautilus

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/149112
title: Multibeam Echosounder data collected during research cruise NA136 using a Kongsberg EM302 instrument system onboard the platform EV Nautilus

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/149113
title: Multibeam Echosounder data collected during research cruise NA136 using a Kongsberg EM302 instrument system onboard the platform EV Nautilus

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/149114
title: Singlebeam Echosounder data collected during research cruise NA136 using a Knudsen 3260 instrument system onboard the platform EV Nautilus

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/154816
title: SSV (Sound Speed Velocimeter) data collected during research cruise NA136 using a AML AML-3 RT instrument system onboard the platform EV Nautilus

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/149123
title: Expendable Probe data collected during research cruise NA137 using a Sippican MK21 instrument system onboard the platform EV Nautilus

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/149119
title: INS (Inertial Navigation System) data collected during research cruise NA137 using a Kongsberg Seatex MRU-5 instrument system onboard the platform EV Nautilus

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/149124
title: INS (Inertial Navigation System) data collected during research cruise NA137 using a Kongsberg Seapath 330+ instrument system onboard the platform EV Nautilus

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/149125
title: Meteorological Station data collected during research cruise NA137 using a Campbell Weatherpak-2000 instrument system onboard the platform EV Nautilus

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/149120
title: Multibeam Echosounder data collected during research cruise NA137 using a Kongsberg EM302 instrument system onboard the platform EV Nautilus

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/149121
title: Multibeam Echosounder data collected during research cruise NA137 using a Kongsberg EM302 instrument system onboard the platform EV Nautilus

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/149122
title: Singlebeam Echosounder data collected during research cruise NA137 using a Knudsen 3260 instrument system onboard the platform EV Nautilus

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/154817
title: SSV (Sound Speed Velocimeter) data collected during research cruise NA137 using a AML AML-3 RT instrument system onboard the platform EV Nautilus

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/149131
title: Expendable Probe data collected during research cruise NA138 using a Sippican MK21 instrument system onboard the platform EV Nautilus

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/149127
title: INS (Inertial Navigation System) data collected during research cruise NA138 using a Kongsberg Seatex MRU-5 instrument system onboard the platform EV Nautilus

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/149132
title: INS (Inertial Navigation System) data collected during research cruise NA138 using a Kongsberg Seapath 330+ instrument system onboard the platform EV Nautilus

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/149133
title: Meteorological Station data collected during research cruise NA138 using a Campbell Weatherpak-2000 instrument system onboard the platform EV Nautilus

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/149128
title: Multibeam Echosounder data collected during research cruise NA138 using a Kongsberg EM302 instrument system onboard the platform EV Nautilus

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/149129
title: Multibeam Echosounder data collected during research cruise NA138 using a Kongsberg EM302 instrument system onboard the platform EV Nautilus

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/149130
title: Singlebeam Echosounder data collected during research cruise NA138 using a Knudsen 3260 instrument system onboard the platform EV Nautilus

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/154818
title: SSV (Sound Speed Velocimeter) data collected during research cruise NA138 using a AML AML-3 RT instrument system onboard the platform EV Nautilus

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/149135
title: INS (Inertial Navigation System) data collected during research cruise NA139 using a Kongsberg Seatex MRU-5 instrument system onboard the platform EV Nautilus

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/149139
title: INS (Inertial Navigation System) data collected during research cruise NA139 using a Kongsberg Seapath 330+ instrument system onboard the platform EV Nautilus

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/149140
title: Meteorological Station data collected during research cruise NA139 using a Campbell Weatherpak-2000 instrument system onboard the platform EV Nautilus

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/149136
title: Multibeam Echosounder data collected during research cruise NA139 using a Kongsberg EM302 instrument system onboard the platform EV Nautilus

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/149137
title: Multibeam Echosounder data collected during research cruise NA139 using a Kongsberg EM302 instrument system onboard the platform EV Nautilus

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/149138
title: Singlebeam Echosounder data collected during research cruise NA139 using a Knudsen 3260 instrument system onboard the platform EV Nautilus

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/154819
title: SSV (Sound Speed Velocimeter) data collected during research cruise NA139 using a AML AML-3 RT instrument system onboard the platform EV Nautilus

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/149146
title: Expendable Probe data collected during research cruise NA140 using a Sippican MK21 instrument system onboard the platform EV Nautilus

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/149142
title: INS (Inertial Navigation System) data collected during research cruise NA140 using a Kongsberg Seatex MRU-5 instrument system onboard the platform EV Nautilus

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/149147
title: INS (Inertial Navigation System) data collected during research cruise NA140 using a Kongsberg Seapath 330+ instrument system onboard the platform EV Nautilus

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/149148
title: Meteorological Station data collected during research cruise NA140 using a Campbell Weatherpak-2000 instrument system onboard the platform EV Nautilus

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/149143
title: Multibeam Echosounder data collected during research cruise NA140 using a Kongsberg EM302 instrument system onboard the platform EV Nautilus

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/149144
title: Multibeam Echosounder data collected during research cruise NA140 using a Kongsberg EM302 instrument system onboard the platform EV Nautilus

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/149145
title: Singlebeam Echosounder data collected during research cruise NA140 using a Knudsen 3260 instrument system onboard the platform EV Nautilus

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/154820
title: SSV (Sound Speed Velocimeter) data collected during research cruise NA140 using a AML AML-3 RT instrument system onboard the platform EV Nautilus

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/154831
title: Expendable Probe data collected during research cruise NA141 using a Sippican MK21 instrument system onboard the platform EV Nautilus

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/154821
title: INS (Inertial Navigation System) data collected during research cruise NA141 using a Kongsberg Seatex MRU-5 instrument system onboard the platform EV Nautilus

description: Original (unprocessed) data collected during a Field_expedition
DOI: 10.7284/154832
title: INS (Inertial Navigation System) data collected during research cruise NA141 using a Kongsberg Seapath 330+ instrument system onboard the platform EV Nautilus

description: Original (unprocessed) data collected during a Field_expedition