cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5519/qd.6zwxgagt
title: Query on the Natural History Museum Data Portal (data.nhm.ac.uk) (27 records)
DOI: 10.24431/rw1k8dy
title: Satellite tagging data from Pacific Cod in the Aleutian Islands, Alaska 2019

description: This dataset was collected as part of a pilot study to tag Pacific cod in the Aleutians Islands, in particular to develop methods of tagging and different platforms from which to release satellite tags. The methods developed for this project are currently being used for satellite tagging Pacific cod in the Northern Bering Sea, Southeastern Bering Sea and Gulf of Alaska.

All satellite tag folders contain several files (example: 177953). These data were collected from the first study to deploy Pop-up Satellite Archival Tags (PSATs) on Pacific cod in the North Pacific Ocean. Adult Pacific cod were tagged in February 2019 in the Aleutian Islands and programmed to "pop-up" off the fish after 90, 180, 270 or 360 days in order to characterize seasonal movement (e.g., movement from winter spawning to summer foraging locations). All PSATs in this study were manufactured by Wildlife Computers and consisted of miniPATs (providing pop-up location and archived depth, temperature, light, and acceleration data), mrPATs (providing pop-up location and daily min/max depth and temperature only), and sPATS (providing pop-up location and time series depth/temperature for the last 5 days before pop-up only). Three miniPATs were deployed in release locations as stationary tags to provide a record of conditions in the release area and assist with analysis of tag data. The files for individual fish were obtained directly from the Wildlife Computers data portal and no additional processing was performed on the files in this repository. A document that describes the different files and the contents of the fields within them is provided at the root folder (WildlifeComputersPSAT_file_descriptions.pdf).

The NPRB_1816_Data is a file containing all the information on each satellite tagged Pacific cod that was released in the Aleutian Islands in 2019, such as vessel, time of release, time on deck before release, etc. Each row is a tag and its accompanying data for both release and information on "recovery" such as haul, vessel, latitude, longitude, etc. The file is a .csv file. For all field descriptions in this data file, see "NPRB_1816_Data_FieldDesc.csv".
DOI: 10.5281/zenodo.10206994
title: Rotating Shallow Water Verification Suite Output

description: The Rotating_Shallow_Water_Verification_Suite_Output directory contains the output obtained by running a verification suite of shallow water test cases for the barotropic solver of ocean models using two types of spatial discretizations: a mimetic finite volume method based on the TRiSK scheme and a discontinuous Galerkin spectral element method (DGSEM); and a variety of time-stepping methods. The associated code can be cloned from the Github repository Rotating_Shallow_Water_Verification_Suite. The output, which is organized into the two directories MPAS_Ocean_Shallow_Water_Output and DGSEM_Rotating_Shallow_Water_Output corresponding to the two spatial discretizations, includes:

text files containing the exact solution and the numerical error of the various test cases at specific instants of time along with their plots; and 
text files containing the L2 error norm with respect to the exact solution for refinement in both space and time, and the L2 norm of the difference in the numerical solution for refinement only in space and only in time, along with the convergence plots.
DOI: 10.5281/zenodo.10460252
title: Rotating Shallow Water Verification Suite Output

description: The Rotating_Shallow_Water_Verification_Suite_Output directory contains the output obtained by running a verification suite of shallow water test cases for the barotropic solver of ocean models using two types of spatial discretizations: a mimetic finite volume method based on the TRiSK scheme and a discontinuous Galerkin spectral element method (DGSEM); and a variety of time-stepping methods. The associated code can be cloned from the Github repository Rotating_Shallow_Water_Verification_Suite. The output, which is organized into the two directories MPAS_Ocean_Shallow_Water_Output and DGSEM_Rotating_Shallow_Water_Output corresponding to the two spatial discretizations, includes:

text files containing the exact solution and the numerical error of the various test cases at specific instants of time along with their plots; and 
text files containing the L2 error norm with respect to the exact solution for refinement in both space and time, and the L2 norm of the difference in the numerical solution for refinement only in space and only in time, along with the convergence plots.
DOI: 10.5281/zenodo.7420072
title: Rotating Shallow Water Verification Suite Output

description: The Rotating_Shallow_Water_Verification_Suite_Output directory contains the output obtained by running a verification suite of shallow water test cases for the barotropic solver of ocean models using two types of spatial discretizations: a mimetic finite volume method based on the TRiSK scheme and a discontinuous Galerkin spectral element method (DGSEM); and a variety of time-stepping methods. The associated code can be cloned from the Github repository Rotating_Shallow_Water_Verification_Suite. The output, which is organized into the two directories MPAS_Ocean_Shallow_Water_Output and DGSEM_Rotating_Shallow_Water_Output corresponding to the two spatial discretizations, includes:

text files containing the exact solution and the numerical error of the various test cases at specific instants of time along with their plots; and 
text files containing the L2 error norm with respect to the exact solution for refinement in both space and time, and the L2 norm of the difference in the numerical solution for refinement only in space and only in time, along with the convergence plots.
DOI: 10.5281/zenodo.7420073
title: Rotating Shallow Water Verification Suite Output

description: The Rotating_Shallow_Water_Verification_Suite_Output directory contains the output obtained by running a verification suite of shallow water test cases for the barotropic solver of ocean models using two types of spatial discretizations: a mimetic finite volume method based on the TRiSK scheme and a discontinuous Galerkin spectral element method (DGSEM); and a variety of time-stepping methods. The associated code can be cloned from the Github repository Rotating_Shallow_Water_Verification_Suite. The output, which is organized into the two directories MPAS_Ocean_Shallow_Water_Output and DGSEM_Rotating_Shallow_Water_Output corresponding to the two spatial discretizations, includes text files containing the exact solution and the numerical error of the various test cases at specific instants of time along with their plots; and text files containing the L2 error norm with respect to the exact solution for refinement in both space and time, and the L2 norm of the difference in the numerical solution for refinement only in space and only in time, along with the convergence plots.
DOI: 10.34740/kaggle/dsv/7340493
title: BBC News
DOI: 10.5281/zenodo.10400371
title: dataset for  "Label-free enrichment of human pluripotent stem cell-derived early retinal progenitor cells for cell-based regenerative therapies"

description: The raw dataset for "Enrichment of human stem cell-derived early retinal progenitor cells using label-free ghost cytometry sorting for cell-based therapies"
DOI: 10.5281/zenodo.10460266
title: Dataset for  "Label-free enrichment of human pluripotent stem cell-derived early retinal progenitor cells for cell-based regenerative therapies"

description: The raw dataset for "Label-free enrichment of human pluripotent stem cell-derived early retinal progenitor cells for cell-based regenerative therapies"

DOI:https://doi.org/10.1016/j.stemcr.2023.12.001
DOI: 10.5281/zenodo.7955661
title: Dataset for  "Label-free enrichment of human pluripotent stem cell-derived early retinal progenitor cells for cell-based regenerative therapies"

description: The raw dataset for "Label-free enrichment of human pluripotent stem cell-derived early retinal progenitor cells for cell-based regenerative therapies"

DOI:https://doi.org/10.1016/j.stemcr.2023.12.001
DOI: 10.5281/zenodo.7955662
title: dataset for "Label-free enrichment of human pluripotent stem cell-derived early retinal progenitor cells for cell-based regenerative therapies"

description: The raw dataset for "Enrichment of human stem cell-derived early retinal progenitor cells using label-free ghost cytometry sorting for cell-based therapies"
DOI: 10.5281/zenodo.7411963
title: MPAS-Ocean Shallow Water Meshes

description: The MPAS_Ocean_Shallow_Water_Meshes directory contains planar hexagonal mesh files in NetCDF format necessary for running a verification suite of shallow water test cases for the barotropic solver of ocean models using a mimetic finite volume spatial discretization based on the TRiSK scheme. The associated code can be cloned from the Github repository Rotating_Shallow_Water_Verification_Suite. Please download the MPAS_Ocean_Shallow_Water_Meshes.zip file, unzip it, and place the resulting directory within the meshes directory of Rotating_Shallow_Water_Verification_Suite.
DOI: 10.5281/zenodo.8106524
title: MPAS-Ocean Shallow Water Meshes

description: The MPAS_Ocean_Shallow_Water_Meshes directory contains planar hexagonal mesh files in NetCDF format necessary for running a verification suite of shallow water test cases for the barotropic solver of ocean models using a mimetic finite volume spatial discretization based on the TRiSK scheme. It also contains mesh plots showing the cell centers, edge centers, vertices, and orientation of the normal vectors at the edges; plots of high resolution meshes superimposed on low resolution ones; plots of state variables interpolated from edges and vertices to cell centers along with the interpolation error; plots of state variables interpolated from a high resolution mesh to a low resolution one; and plots of various spatial operators of the TRiSK scheme applied to the state variables along with their error and convergence plots. The associated code can be cloned from the Github repository Rotating_Shallow_Water_Verification_Suite. Please download the MPAS_Ocean_Shallow_Water_Meshes.zip file, unzip it, and place the resulting directory within the meshes directory of Rotating_Shallow_Water_Verification_Suite.
DOI: 10.5281/zenodo.8190188
title: MPAS-Ocean Shallow Water Meshes

description: The MPAS_Ocean_Shallow_Water_Meshes directory contains planar hexagonal mesh files in NetCDF format necessary for running a verification suite of shallow water test cases for the barotropic solver of ocean models using a mimetic finite volume spatial discretization based on the TRiSK scheme. It also contains mesh plots showing the cell centers, edge centers, vertices, and orientation of the normal vectors at the edges; plots of high resolution meshes superimposed on low resolution ones; plots of state variables interpolated from edges and vertices to cell centers along with the interpolation error; plots of state variables interpolated from a high resolution mesh to a low resolution one; and plots of various spatial operators of the TRiSK scheme applied to the state variables along with their error and convergence plots. The associated code can be cloned from the Github repository Rotating_Shallow_Water_Verification_Suite. Please download the MPAS_Ocean_Shallow_Water_Meshes.zip file, unzip it, and place the resulting directory within the meshes directory of Rotating_Shallow_Water_Verification_Suite.
DOI: 10.5281/zenodo.10161055
title: MPAS-Ocean Shallow Water Meshes

description: The MPAS_Ocean_Shallow_Water_Meshes directory contains planar hexagonal mesh files in NetCDF format necessary for running a verification suite of shallow water test cases for the barotropic solver of ocean models using a mimetic finite volume spatial discretization based on the TRiSK scheme. It also contains mesh plots showing the cell centers, edge centers, vertices, and orientation of the normal vectors at the edges; plots of high resolution meshes superimposed on low resolution ones; plots of state variables interpolated from edges and vertices to cell centers along with the interpolation error; plots of state variables interpolated from a high resolution mesh to a low resolution one; and plots of various spatial operators of the TRiSK scheme applied to the state variables along with their error and convergence plots. The associated code can be cloned from the Github repository Rotating_Shallow_Water_Verification_Suite. Please download the MPAS_Ocean_Shallow_Water_Meshes.zip file, unzip it, and place the resulting directory within the meshes directory of Rotating_Shallow_Water_Verification_Suite.
DOI: 10.5281/zenodo.7419817
title: MPAS-Ocean Shallow Water Meshes

description: The MPAS_Ocean_Shallow_Water_Meshes directory contains planar hexagonal mesh files in NetCDF format necessary for running a verification suite of shallow water test cases for the barotropic solver of ocean models using a mimetic finite volume spatial discretization based on the TRiSK scheme. It also contains mesh plots showing the cell centers, edge centers, vertices, and orientation of the normal vectors at the edges; plots of high resolution meshes superimposed on low resolution ones; plots of state variables interpolated from edges and vertices to cell centers along with the interpolation error; plots of state variables interpolated from a high resolution mesh to a low resolution one; and plots of various spatial operators of the TRiSK scheme applied to the state variables along with their error and convergence plots. The associated code can be cloned from the Github repository Rotating_Shallow_Water_Verification_Suite. Please download the MPAS_Ocean_Shallow_Water_Meshes.zip file, unzip it, and place the resulting directory within the meshes directory of Rotating_Shallow_Water_Verification_Suite.
DOI: 10.5281/zenodo.7411962
title: MPAS-Ocean Shallow Water Meshes

description: The MPAS_Ocean_Shallow_Water_Meshes directory contains planar hexagonal mesh files in NetCDF format necessary for running a verification suite of shallow water test cases for the barotropic solver of ocean models using a mimetic finite volume spatial discretization based on the TRiSK scheme. It also contains mesh plots showing the cell centers, edge centers, vertices, and orientation of the normal vectors at the edges; plots of high resolution meshes superimposed on low resolution ones; plots of state variables interpolated from edges and vertices to cell centers along with the interpolation error; plots of state variables interpolated from a high resolution mesh to a low resolution one; and plots of various spatial operators of the TRiSK scheme applied to the state variables along with their error and convergence plots. The associated code can be cloned from the Github repository Rotating_Shallow_Water_Verification_Suite. Please download the MPAS_Ocean_Shallow_Water_Meshes.zip file, unzip it, and place the resulting directory within the meshes directory of Rotating_Shallow_Water_Verification_Suite.
DOI: 10.5281/zenodo.10440315
title: Figure 2 C

description: Figure 2 C

Three DAT files of raw spectroscopic data shown in Figure 2C. Each csv file has 3 columns in the order of: sweep frequency (Hz), in-phase voltage (mV) and quadrature voltage (mV).

In addition there are several lines of headers to record experimental parameters tuned for acquiring the spectroscopy data.

The three files represent the measurement done near bare modes 1, 2 and 3 respectively.
DOI: 10.5281/zenodo.10440319
title: Dataset for Resolving the topology of encircling multiple exceptional points

description: Spectroscopy data Fig 2c

Three DAT files of raw spectroscopic data shown in Figure 2C. Each dat file has 3 columns in the order of: sweep frequency (Hz), in-phase voltage (mV) and quadrature voltage (mV).

In addition there are several lines of headers to record experimental parameters tuned for acquiring the spectroscopy data.

The three files represent the measurement done near bare modes 1, 2 and 3 respectively and named "Fig 2C sweep mode {1,2,3}.csv".

Ordered set of EP coordinates in stereographic projection (shown in Fig 3b,c; 4b,c; 5b,c)

"ordered knot list.csv" contains the coordinates of the steregraphically projected knot of EPs. The coordinates are ordered, as in the manuscript.

2D sheets of Arg(D) as shown in Fig 3a; 4a; 5a

Three csv files of 2D sheets of Arg(D). Filenames identify the sheets, as in the manuscript. Each file has 3 columns: control parameter 1, control parameter 2 and Arg(D).

Loops in parameter space

Experimental control and stereographically projected coordinates of loops shown in the manuscript. Each datafile contains 7 columns: First four correspond to experimental control parameters and the last 3 columns contain the corresponding stereographically projected coordinates. The location of each loop are described below alongside filenames and filenames identify loops.Loop 1: Green loop in Fig 3. Located exclusively in the 2D sheet P3=78uW delta=60kHz

Loop 2: Blue loop in Fig 3 and 4. Located in two 2D sheets P3=78uW delta=60kHz and P3=78uW delta=75_6kHz

Loop 3: Red loop shown in Fig 4. Located in three 2D sheets P3=78uW delta=60kHz , P3=78uW delta=75_6kHz and P2=289uW delta=75_6kHz

Loop 4: Red loop shown in Fig 5. Located in two 2D sheets P3=78uW delta=75_6kHz and P2=289uW delta=75_6kHz

Loop 5: Blue loop shown in Fig 5. Located in two 2D sheets P3=78uW delta=75_6kHz and P2=289uW delta=75_6kHz

Eigenvalue braids

Eigenvalue braids corresponding to control loops. Filenames identify eigenvalue braids and their corresponding control loops. Each csv file has 7 columns: First column - \rho, index along the braid (and loop), 2nd and 3rd column: Re and Im parts of eigenvalue 1, 4th and 5th column: Re and Im parts of eigenvalue 2, 6thand 7th column: Re and Im parts of eigenvalue 3.
DOI: 10.5281/zenodo.10451386
title: Dataset for Resolving the topology of encircling multiple exceptional points

description: Spectroscopy data Fig 2c

Three DAT files of raw spectroscopic data shown in Figure 2C. Each dat file has 3 columns in the order of: sweep frequency (Hz), in-phase voltage (mV) and quadrature voltage (mV).

In addition there are several lines of headers to record experimental parameters tuned for acquiring the spectroscopy data.

The three files represent the measurement done near bare modes 1, 2 and 3 respectively and named "Fig 2C sweep mode {1,2,3}.dat".

Ordered set of EP coordinates in stereographic projection (shown in Fig 3b,c; 4b,c; 5b,c)

"ordered knot list.csv" contains the coordinates of the steregraphically projected knot of EPs. The coordinates are ordered, as in the manuscript.

2D sheets of Arg(D) as shown in Fig 3a; 4a; 5a

Three csv files of 2D sheets of Arg(D). Filenames identify the sheets, as in the manuscript. Each file has 3 columns: control parameter 1, control parameter 2 and Arg(D).

Loops in parameter space

Experimental control and stereographically projected coordinates of loops shown in the manuscript. Each datafile contains 7 columns: First four correspond to experimental control parameters and the last 3 columns contain the corresponding stereographically projected coordinates. The location of each loop are described below alongside filenames and filenames identify loops.Loop 1: Green loop in Fig 3. Located exclusively in the 2D sheet P3=78uW delta=60kHz

Loop 2: Blue loop in Fig 3 and 4. Located in two 2D sheets P3=78uW delta=60kHz and P3=78uW delta=75_6kHz

Loop 3: Red loop shown in Fig 4. Located in three 2D sheets P3=78uW delta=60kHz, P3=78uW delta=75_6kHz and P2=289uW delta=75_6kHz

Loop 4: Red loop shown in Fig 5. Located in two 2D sheets P3=78uW delta=75_6kHz and P2=289uW delta=75_6kHz

Loop 5: Blue loop shown in Fig 5. Located in two 2D sheets P3=78uW delta=75_6kHz and P2=289uW delta=75_6kHz

Eigenvalue braids

Eigenvalue braids corresponding to control loops. Filenames identify eigenvalue braids and their corresponding control loops. Each csv file has 7 columns: First column - \rho: index along the braid (and corresponding loop), 2nd and 3rd column: Re and Im parts of eigenvalue 1, 4th and 5th column: Re and Im parts of eigenvalue 2, 6thand 7th column: Re and Im parts of eigenvalue 3.
DOI: 10.5281/zenodo.10440314
title: Dataset for Resolving the topology of encircling multiple exceptional points

description: Spectroscopy data Fig 2c

Three DAT files of raw spectroscopic data shown in Figure 2C. Each dat file has 3 columns in the order of: sweep frequency (Hz), in-phase voltage (mV) and quadrature voltage (mV).

In addition there are several lines of headers to record experimental parameters tuned for acquiring the spectroscopy data.

The three files represent the measurement done near bare modes 1, 2 and 3 respectively and named "Fig 2C sweep mode {1,2,3}.dat".

Ordered set of EP coordinates in stereographic projection (shown in Fig 3b,c; 4b,c; 5b,c)

"ordered knot list.csv" contains the coordinates of the steregraphically projected knot of EPs. The coordinates are ordered, as in the manuscript.

2D sheets of Arg(D) as shown in Fig 3a; 4a; 5a

Three csv files of 2D sheets of Arg(D). Filenames identify the sheets, as in the manuscript. Each file has 3 columns: control parameter 1, control parameter 2 and Arg(D).

Loops in parameter space

Experimental control and stereographically projected coordinates of loops shown in the manuscript. Each datafile contains 7 columns: First four correspond to experimental control parameters and the last 3 columns contain the corresponding stereographically projected coordinates. The location of each loop are described below alongside filenames and filenames identify loops.Loop 1: Green loop in Fig 3. Located exclusively in the 2D sheet P3=78uW delta=60kHz

Loop 2: Blue loop in Fig 3 and 4. Located in two 2D sheets P3=78uW delta=60kHz and P3=78uW delta=75_6kHz

Loop 3: Red loop shown in Fig 4. Located in three 2D sheets P3=78uW delta=60kHz, P3=78uW delta=75_6kHz and P2=289uW delta=75_6kHz

Loop 4: Red loop shown in Fig 5. Located in two 2D sheets P3=78uW delta=75_6kHz and P2=289uW delta=75_6kHz

Loop 5: Blue loop shown in Fig 5. Located in two 2D sheets P3=78uW delta=75_6kHz and P2=289uW delta=75_6kHz

Eigenvalue braids

Eigenvalue braids corresponding to control loops. Filenames identify eigenvalue braids and their corresponding control loops. Each csv file has 7 columns: First column - \rho: index along the braid (and corresponding loop), 2nd and 3rd column: Re and Im parts of eigenvalue 1, 4th and 5th column: Re and Im parts of eigenvalue 2, 6thand 7th column: Re and Im parts of eigenvalue 3.