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'

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)

- nabro_2011-247.mseed = 24 hours seismic data from Nabro Urgency Array (2011-09-04), saved in mseed format (e.g., can be read with obspy)

- nabro_2011-269.mseed = 24 hours seismic data from Nabro Urgency Array (2011-09-26), saved in mseed format (e.g., can be read with obspy)

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