Training, Validation and Test Sets for paper 'A Little Data goes a Long Way: Automating Seismic Phase Arrival Picking at Nabro Volcano with Transfer Learning', Version 1

Dataset

Description

Training, Validation and Test Data for model presented in paper 'A Little Data Goes A Long Way: Automating Seismic Phase Arrival Picking at Nabro Volcano with Transfer Learning', submitted to Journal of Geophysical Research: Solid Earth.

Files:

- train_events_2498.h5 = training set of seismic waveforms (events with P-/S-wave labelled arrivals only, i.e., no noise waveforms)

- train_events_2498.pkl = event training set metadata (UTC P-/S-wave phase arrival times)

- train_noise_2498.h5 = training set of seismic waveforms (noise sections only, i.e., no event waveforms)

- train_noise_2498.pkl = noise training set metadata (UTC time for training noise waveforms)

- val_events.h5 = validation set of seismic waveforms (events with P-/S-wave labelled arrivals only, i.e., no noise waveforms)

- val_events.pkl = event validation set metadata (UTC P-/S-wave phase arrival times)

- val_noise.h5 = validation set of seismic waveforms (noise sections only, i.e., no event waveforms)

- val_noise.pkl = noise validation set metadata (UTC time for validation noise waveforms)

- test.h5 = test set of seismic waveforms (events and noise)

- test_events.pkl = event test set metadata (UTC P-/S-wave phase arrival times for test event waveforms)

- test_noise.pkl = noise test set metadata (UTC time for test noise waveforms)

 

Further details and code for reading and using these files can be found at the GitHub repo for this paper: https://github.com/sachalapins/U-GPD

 
Date made available3 Feb 2021
PublisherZenodo

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