Dataset for "In Situ Bayesian Soliton Detection from Time-Series"

This record contains the data underlying the manuscript, "In Situ Bayesian Soliton Detection from Time-Series Data" by C. Crabtree and A. Fletcher. The dataset includes the individual sets:- fkdv_validation/: Validation data using the fKdV equation.- pic_timeseries/: Data from Particle-in-Cell simulations.- vap_soliton_catalog/: Soliton statistics from Van Allen Probes data. Data File- fkdv_validation_data.h5: HDF5 container holding all data for this section.#HDF5 Structure## Group: /fKdV_soliton_data- Source: fKdV_soliton_data.npz- Datasets: f_t_final, f_x, modelsol, t, x## Group: /fKdV_paramsVsNoise_data- Source: fKdV_paramsVsNoise_data.npz- Datasets: noise_levels, results_ci_curv, results_ci_grid, results_ci_slice, results_map, true_params## Group: /fKdV_paramsVsSampleRate_data- Source: fKdV_paramsVsSampleRate_data.npz- Datasets: decimation_factors, dt_full, results_ci_curv, results_ci_grid, results_map, sigma_noise, true_params Data File- pic_timeseries_data.h5: HDF5 container holding all data for this section.# HDF5 Structure## Group: /es_pre_ts- Source: es_pre_ts.hdf- Contents: es_pre_ts## Group: /PIC_densityalone_soliton_data- Source: PIC_densityalone_soliton_data.npz- Datasets: H_map, K_map, d, deltat_map, deltat_vec, logP_grid, minDensity, t, t0_map, t0_vec## Group: /PIC_timeseries_data- Source: PIC_timeseries_data.npz- Datasets: ex, ne, t## Group: /PIC_dualchannel_soliton_data- Source: PIC_dualchannel_soliton_data.npz- Datasets: H_es, H_ns, K_es, K_ns, de, deltat_err_minuss, deltat_err_pluss, deltat_maps, deltat_vec, dn, logP_grid, logP_maxs, minDensity, t, t0_err_minuss, t0_err_pluss, t0_maps, t0_vec## Group: /PIC_efieldalone_soliton_data- Source: PIC_efieldalone_soliton_data.npz- Datasets: H_maps, K_maps, d, deltat_err_minuss, deltat_err_pluss, deltat_maps, deltat_vec, logP_grid, logP_maxs, t, t0_err_minuss, t0_err_pluss, t0_maps, t0_vecData File- vap_soliton_catalog_data.h5: HDF5 container holding all data for this section.# HDF5 Structure## Group: /VAP_exprob_soliton_data- Source: VAP_exprob_soliton_data.npz- Datasets: H_maps, K_maps, d, deltat_maps, deltat_vec, logP_grid, t, t0_maps, t0_vec## Group: /VAP_soliton_statistics- Source: VAP_soliton_statistics.npz- Datasets: amplitude, deltat, t0ManifestSee MANIFEST.txt for SHA256 hashes of all files.This upload is intended to support reproducibility of the results reported in the manuscript.