AIMag

Codes associated with Dybing et al., 2024 - "Rapid Estimation of Single-Station Earthquake Magnitudes with Machine Learning on a Global Scale"

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Name		Name	Last commit message	Last commit date
Latest commit History 12 Commits
Figure1_maps.ipynb		Figure1_maps.ipynb
Figure2_augmentation.ipynb		Figure2_augmentation.ipynb
Figure3and7_VideoS1_testing_data_boxplots_and_median_std_evolution.ipynb		Figure3and7_VideoS1_testing_data_boxplots_and_median_std_evolution.ipynb
Figure4and5_VideoS4andS5_testing_data_error_boxplots_for_eq_depth_and_hypdist.ipynb		Figure4and5_VideoS4andS5_testing_data_error_boxplots_for_eq_depth_and_hypdist.ipynb
Figure6andS4_VideoS6_testing_data_error_boxplots_for_eq_snr.ipynb		Figure6andS4_VideoS6_testing_data_error_boxplots_for_eq_snr.ipynb
Figure8_error_heatmap.ipynb		Figure8_error_heatmap.ipynb
Figure9andS6_edge_cases.ipynb		Figure9andS6_edge_cases.ipynb
FigureS1_histograms.ipynb		FigureS1_histograms.ipynb
FigureS2a_VideoS2_weighted_training_boxplots.ipynb		FigureS2a_VideoS2_weighted_training_boxplots.ipynb
FigureS2c_weighted_training_error_heatmap.ipynb		FigureS2c_weighted_training_error_heatmap.ipynb
FigureS3_VideoS3_event_avg_magnitudes_boxplots.ipynb		FigureS3_VideoS3_event_avg_magnitudes_boxplots.ipynb
FigureS5_95th_percentile_errors.ipynb		FigureS5_95th_percentile_errors.ipynb
README.md		README.md
X_Figure1_maps.ipynb		X_Figure1_maps.ipynb
X_Figure2_augmentation.ipynb		X_Figure2_augmentation.ipynb
X_Figure3and7_VideoS2_testing_data_boxplots_and_median_std_evolution.ipynb		X_Figure3and7_VideoS2_testing_data_boxplots_and_median_std_evolution.ipynb
X_Figure4and5_VideoS7andS8_testing_data_error_boxplots_for_eq_depth_and_hypdist.ipynb		X_Figure4and5_VideoS7andS8_testing_data_error_boxplots_for_eq_depth_and_hypdist.ipynb
X_Figure6andS10_VideoS9_testing_data_error_boxplots_for_eq_snr.ipynb		X_Figure6andS10_VideoS9_testing_data_error_boxplots_for_eq_snr.ipynb
X_Figure8_error_heatmap.ipynb		X_Figure8_error_heatmap.ipynb
X_Figure9andS12_edge_cases.ipynb		X_Figure9andS12_edge_cases.ipynb
X_FigureS11_95th_percentile_errors.ipynb		X_FigureS11_95th_percentile_errors.ipynb
X_FigureS1_histograms.ipynb		X_FigureS1_histograms.ipynb
X_FigureS4a_VideoS3_weighted_training_boxplots.ipynb		X_FigureS4a_VideoS3_weighted_training_boxplots.ipynb
X_FigureS4c_weighted_training_error_heatmap.ipynb		X_FigureS4c_weighted_training_error_heatmap.ipynb
X_FigureS6_VideoS5_event_avg_magnitudes_boxplots.ipynb		X_FigureS6_VideoS5_event_avg_magnitudes_boxplots.ipynb
X_MLAAPDE_testdata_calc_hypdist_make_mlaapde_metadata.ipynb		X_MLAAPDE_testdata_calc_hypdist_make_mlaapde_metadata.ipynb
X_get_MLAAPDE_event_ids_and_calc_hypdists.ipynb		X_get_MLAAPDE_event_ids_and_calc_hypdists.ipynb
X_get_all_MLAAPDE_network_codes_used_in_paper.ipynb		X_get_all_MLAAPDE_network_codes_used_in_paper.ipynb
X_historical_catalog_download_waveforms.ipynb		X_historical_catalog_download_waveforms.ipynb
X_historical_data_calc_hypdists_make_hist_metadata.ipynb		X_historical_data_calc_hypdists_make_hist_metadata.ipynb
X_historical_data_get_station_locs.ipynb		X_historical_data_get_station_locs.ipynb
X_historical_waveforms_detrend_and_make_training_labels.ipynb		X_historical_waveforms_detrend_and_make_training_labels.ipynb
X_mag_stats_by_MLAAPDE_dataset_partition.ipynb		X_mag_stats_by_MLAAPDE_dataset_partition.ipynb
X_make_combined_testdata_metadata.ipynb		X_make_combined_testdata_metadata.ipynb
X_run_testdata_predictions_changing_length_of_signal_to_noise_in_waveform.ipynb		X_run_testdata_predictions_changing_length_of_signal_to_noise_in_waveform.ipynb
X_run_testdata_predictions_with_bin_stats.ipynb		X_run_testdata_predictions_with_bin_stats.ipynb
X_run_testdata_predictions_with_weighted_training_models.ipynb		X_run_testdata_predictions_with_weighted_training_models.ipynb
X_run_training_sydney_summer_version.ipynb		X_run_training_sydney_summer_version.ipynb
X_run_weighted_training.ipynb		X_run_weighted_training.ipynb
X_testdata_calc_median_errors_by_mag_for_all_windows_forFig8.ipynb		X_testdata_calc_median_errors_by_mag_for_all_windows_forFig8.ipynb
X_testdata_calc_median_errors_by_mag_for_all_windows_for_weighted_training_forFigS2c.ipynb		X_testdata_calc_median_errors_by_mag_for_all_windows_for_weighted_training_forFigS2c.ipynb
X_testdata_calc_median_errors_by_mag_for_all_windows_for_weighted_training_forFigS4c.ipynb		X_testdata_calc_median_errors_by_mag_for_all_windows_for_weighted_training_forFigS4c.ipynb
X_training_data_hypdist_distribution.ipynb		X_training_data_hypdist_distribution.ipynb
bad_historic_waves.txt		bad_historic_waves.txt
mlaapde_query_to_hdf5.py		mlaapde_query_to_hdf5.py

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