bluemath_tk package
Subpackages
- bluemath_tk.additive package
- bluemath_tk.config package
- bluemath_tk.core package
- Subpackages
- Submodules
- bluemath_tk.core.constants module
- bluemath_tk.core.dask module
- bluemath_tk.core.decorators module
- bluemath_tk.core.geo module
- bluemath_tk.core.io module
- bluemath_tk.core.logging module
- bluemath_tk.core.models module
BlueMathModelBlueMathModel.gravityBlueMathModel.earth_radiusBlueMathModel.num_workersBlueMathModel.loggerBlueMathModel.check_nans()BlueMathModel.denormalize()BlueMathModel.destandarize()BlueMathModel.earth_radiusBlueMathModel.get_degrees_from_uv()BlueMathModel.get_metrics()BlueMathModel.get_num_processors_available()BlueMathModel.get_uv_components()BlueMathModel.gravityBlueMathModel.list_class_attributes()BlueMathModel.list_class_methods()BlueMathModel.load_model()BlueMathModel.loggerBlueMathModel.normalize()BlueMathModel.parallel_execute()BlueMathModel.save_model()BlueMathModel.set_logger_name()BlueMathModel.set_num_processors_to_use()BlueMathModel.set_omp_num_threads()BlueMathModel.standarize()
- bluemath_tk.core.operations module
- bluemath_tk.core.pipeline module
- Module contents
- bluemath_tk.datamining package
- Submodules
- bluemath_tk.datamining.kma module
KMAKMA.num_clustersKMA.seedKMA.data_variablesKMA.directional_variablesKMA.fitting_variablesKMA.custom_scale_factorKMA.scale_factorKMA.centroidsKMA.normalized_centroidsKMA.centroid_real_indicesKMA.is_fittedKMA.add_regression_guided()KMA.dataKMA.data_to_fitKMA.fit()KMA.fit_predict()KMA.kmaKMA.normalized_dataKMA.predict()
KMAError
- bluemath_tk.datamining.lhs module
- bluemath_tk.datamining.mda module
MDAMDA.num_centersMDA.data_variablesMDA.directional_variablesMDA.fitting_variablesMDA.custom_scale_factorMDA.scale_factorMDA.centroidsMDA.normalized_centroidsMDA.centroid_iterative_indicesMDA.centroid_real_indicesMDA.is_fittedMDA.dataMDA.data_to_fitMDA.fit()MDA.fit_predict()MDA.normalized_dataMDA.predict()
MDAErrorcalculate_normalized_squared_distance()find_nearest_indices()
- bluemath_tk.datamining.pca module
PCAPCA.n_componentsPCA.is_incrementalPCA.is_fittedPCA.scalerPCA.vars_to_stackPCA.window_stacked_varsPCA.coords_to_stackPCA.coords_valuesPCA.pca_dim_for_rowsPCA.windows_in_pca_dim_for_rowsPCA.value_to_replace_nansPCA.nan_threshold_to_dropPCA.num_cols_for_varsPCA.pcsPCA.cumulative_explained_variance_ratioPCA.dataPCA.eofsPCA.explained_variancePCA.explained_variance_ratioPCA.fit()PCA.fit_transform()PCA.inverse_transform()PCA.pcaPCA.pcs_dfPCA.plot_eofs()PCA.plot_pcs()PCA.stacked_data_matrixPCA.standarized_stacked_data_matrixPCA.transform()PCA.window_processed_data
PCAError
- bluemath_tk.datamining.som module
SOMSOM.som_shapeSOM.num_dimensionsSOM.data_variablesSOM.directional_variablesSOM.fitting_variablesSOM.custom_scale_factorSOM.scale_factorSOM.centroidsSOM.normalized_centroidsSOM.is_fittedSOM.activation_response()SOM.dataSOM.data_to_fitSOM.distance_mapSOM.fit()SOM.fit_predict()SOM.get_centroids_probs_for_labels()SOM.normalized_dataSOM.plot_centroids_probs_for_labels()SOM.predict()SOM.som
SOMError
- Module contents
KMAKMA.num_clustersKMA.seedKMA.data_variablesKMA.directional_variablesKMA.fitting_variablesKMA.custom_scale_factorKMA.scale_factorKMA.centroidsKMA.normalized_centroidsKMA.centroid_real_indicesKMA.is_fittedKMA.add_regression_guided()KMA.dataKMA.data_to_fitKMA.fit()KMA.fit_predict()KMA.kmaKMA.normalized_dataKMA.predict()
LHSMDAMDA.num_centersMDA.data_variablesMDA.directional_variablesMDA.fitting_variablesMDA.custom_scale_factorMDA.scale_factorMDA.centroidsMDA.normalized_centroidsMDA.centroid_iterative_indicesMDA.centroid_real_indicesMDA.is_fittedMDA.dataMDA.data_to_fitMDA.fit()MDA.fit_predict()MDA.normalized_dataMDA.predict()
PCAPCA.n_componentsPCA.is_incrementalPCA.is_fittedPCA.scalerPCA.vars_to_stackPCA.window_stacked_varsPCA.coords_to_stackPCA.coords_valuesPCA.pca_dim_for_rowsPCA.windows_in_pca_dim_for_rowsPCA.value_to_replace_nansPCA.nan_threshold_to_dropPCA.num_cols_for_varsPCA.pcsPCA.cumulative_explained_variance_ratioPCA.dataPCA.eofsPCA.explained_variancePCA.explained_variance_ratioPCA.fit()PCA.fit_transform()PCA.inverse_transform()PCA.pcaPCA.pcs_dfPCA.plot_eofs()PCA.plot_pcs()PCA.stacked_data_matrixPCA.standarized_stacked_data_matrixPCA.transform()PCA.window_processed_data
SOMSOM.som_shapeSOM.num_dimensionsSOM.data_variablesSOM.directional_variablesSOM.fitting_variablesSOM.custom_scale_factorSOM.scale_factorSOM.centroidsSOM.normalized_centroidsSOM.is_fittedSOM.activation_response()SOM.dataSOM.data_to_fitSOM.distance_mapSOM.fit()SOM.fit_predict()SOM.get_centroids_probs_for_labels()SOM.normalized_dataSOM.plot_centroids_probs_for_labels()SOM.predict()SOM.som
- bluemath_tk.distributions package
- Submodules
- bluemath_tk.distributions.copula module
- bluemath_tk.distributions.gev module
GEVGEV.nameGEV.nparamsGEV.param_namesGEV.pdf()GEV.cdf()GEV.qf()GEV.sf()GEV.nll()GEV.fit()GEV.random()GEV.mean()GEV.median()GEV.variance()GEV.std()GEV.stats()GEV.cdf()GEV.fit()GEV.mean()GEV.median()GEV.name()GEV.nll()GEV.nparams()GEV.param_names()GEV.pdf()GEV.qf()GEV.random()GEV.sf()GEV.stats()GEV.std()GEV.variance()
- bluemath_tk.distributions.gpd module
GPDGPD.nameGPD.nparamsGPD.param_namesGPD.pdf()GPD.cdf()GPD.qf()GPD.sf()GPD.nll()GPD.fit()GPD.random()GPD.mean()GPD.median()GPD.variance()GPD.std()GPD.stats()GPD.cdf()GPD.fit()GPD.mean()GPD.median()GPD.name()GPD.nll()GPD.nparams()GPD.param_names()GPD.pdf()GPD.qf()GPD.random()GPD.sf()GPD.stats()GPD.std()GPD.variance()
- bluemath_tk.distributions.poisson module
- bluemath_tk.distributions.pot module
- Module contents
GEVGEV.nameGEV.nparamsGEV.param_namesGEV.pdf()GEV.cdf()GEV.qf()GEV.sf()GEV.nll()GEV.fit()GEV.random()GEV.mean()GEV.median()GEV.variance()GEV.std()GEV.stats()GEV.cdf()GEV.fit()GEV.mean()GEV.median()GEV.name()GEV.nll()GEV.nparams()GEV.param_names()GEV.pdf()GEV.qf()GEV.random()GEV.sf()GEV.stats()GEV.std()GEV.variance()
GPDGPD.nameGPD.nparamsGPD.param_namesGPD.pdf()GPD.cdf()GPD.qf()GPD.sf()GPD.nll()GPD.fit()GPD.random()GPD.mean()GPD.median()GPD.variance()GPD.std()GPD.stats()GPD.cdf()GPD.fit()GPD.mean()GPD.median()GPD.name()GPD.nll()GPD.nparams()GPD.param_names()GPD.pdf()GPD.qf()GPD.random()GPD.sf()GPD.stats()GPD.std()GPD.variance()
- bluemath_tk.downloaders package
- Subpackages
- Module contents
CopernicusDownloaderCopernicusDownloader.productCopernicusDownloader.product_configCopernicusDownloader.clientCopernicusDownloader.clientCopernicusDownloader.download_data()CopernicusDownloader.download_data_era5()CopernicusDownloader.list_datasets()CopernicusDownloader.list_variables()CopernicusDownloader.productCopernicusDownloader.product_configCopernicusDownloader.products_configsCopernicusDownloader.show_markdown_table()
NOAADownloaderNOAADownloader.configNOAADownloader.base_path_to_downloadNOAADownloader.debugNOAADownloader.configNOAADownloader.data_typesNOAADownloader.datasetsNOAADownloader.download_data()NOAADownloader.list_data_types()NOAADownloader.list_datasets()NOAADownloader.read_bulk_parameters()NOAADownloader.read_directional_spectra()NOAADownloader.read_wave_spectra()NOAADownloader.show_markdown_table()
- bluemath_tk.interpolation package
- Submodules
- bluemath_tk.interpolation.analogs module
- bluemath_tk.interpolation.gps module
- bluemath_tk.interpolation.rbf module
RBFRBF.sigma_minRBF.sigma_maxRBF.sigma_diffRBF.kernelRBF.kernel_funcRBF.smoothRBF.subset_dataRBF.normalized_subset_dataRBF.target_dataRBF.normalized_target_dataRBF.subset_directional_variablesRBF.target_directional_variablesRBF.subset_processed_variablesRBF.target_processed_variablesRBF.subset_custom_scale_factorRBF.target_custom_scale_factorRBF.subset_scale_factorRBF.target_scale_factorRBF.rbf_coeffsRBF.opt_sigmasRBF.fit()RBF.fit_predict()RBF.kernelRBF.kernel_funcRBF.normalized_subset_dataRBF.normalized_target_dataRBF.opt_sigmasRBF.predict()RBF.rbf_coeffsRBF.rbf_kernelsRBF.sigma_diffRBF.sigma_maxRBF.sigma_minRBF.sigma_optRBF.smoothRBF.subset_custom_scale_factorRBF.subset_dataRBF.subset_directional_variablesRBF.subset_processed_variablesRBF.subset_scale_factorRBF.target_custom_scale_factorRBF.target_dataRBF.target_directional_variablesRBF.target_processed_variablesRBF.target_scale_factor
RBFErrorcubic_kernel()gaussian_kernel()inverse_kernel()multiquadratic_kernel()thin_plate_kernel()
- bluemath_tk.interpolation.rbf_scipy module
RBFRBF.sigma_minRBF.sigma_maxRBF.sigma_optRBF.kernelRBF.smoothingRBF.degreeRBF.neighborsRBF.rbfsRBF.subset_dataRBF.normalized_subset_dataRBF.target_dataRBF.normalized_target_dataRBF.subset_directional_variablesRBF.target_directional_variablesRBF.subset_processed_variablesRBF.target_processed_variablesRBF.subset_custom_scale_factorRBF.target_custom_scale_factorRBF.subset_scale_factorRBF.target_scale_factorRBF.rbf_coeffsRBF.opt_sigmasRBF.degreeRBF.fit()RBF.fit_predict()RBF.kernelRBF.neighborsRBF.normalized_subset_dataRBF.normalized_target_dataRBF.opt_sigmasRBF.predict()RBF.rbf_coeffsRBF.rbfsRBF.sigma_maxRBF.sigma_minRBF.sigma_optRBF.smoothingRBF.subset_custom_scale_factorRBF.subset_dataRBF.subset_directional_variablesRBF.subset_processed_variablesRBF.subset_scale_factorRBF.target_custom_scale_factorRBF.target_dataRBF.target_directional_variablesRBF.target_processed_variablesRBF.target_scale_factor
RBFError
- Module contents
RBFRBF.sigma_minRBF.sigma_maxRBF.sigma_diffRBF.kernelRBF.kernel_funcRBF.smoothRBF.subset_dataRBF.normalized_subset_dataRBF.target_dataRBF.normalized_target_dataRBF.subset_directional_variablesRBF.target_directional_variablesRBF.subset_processed_variablesRBF.target_processed_variablesRBF.subset_custom_scale_factorRBF.target_custom_scale_factorRBF.subset_scale_factorRBF.target_scale_factorRBF.rbf_coeffsRBF.opt_sigmasRBF.fit()RBF.fit_predict()RBF.is_fittedRBF.is_target_normalizedRBF.kernelRBF.kernel_funcRBF.normalized_subset_dataRBF.normalized_target_dataRBF.num_workersRBF.opt_sigmasRBF.predict()RBF.rbf_coeffsRBF.rbf_kernelsRBF.row_chunksRBF.sigma_diffRBF.sigma_maxRBF.sigma_minRBF.sigma_optRBF.smoothRBF.subset_custom_scale_factorRBF.subset_dataRBF.subset_directional_variablesRBF.subset_processed_variablesRBF.subset_scale_factorRBF.target_custom_scale_factorRBF.target_dataRBF.target_directional_variablesRBF.target_processed_variablesRBF.target_scale_factor
- bluemath_tk.predictor package
- Submodules
- bluemath_tk.predictor.xwt module
XWTXWT.stepsXWT.num_clustersXWT.kma_bmusXWT.clusters_annual_probs_dfXWT.clusters_monthly_probs_dfXWT.clusters_perpetual_year_probs_dfXWT.clusters_probs_dfXWT.clusters_seasonal_probs_dfXWT.dataXWT.fit()XWT.get_conditioned_probabilitiesXWT.plot_dwts_probs()XWT.plot_map_features()XWT.plot_perpetual_year()XWT.plot_xwts()
XWTErrorcheck_model_is_fitted()get_dynamic_estela_predictor()
- Module contents
XWTXWT.stepsXWT.num_clustersXWT.kma_bmusXWT.clusters_annual_probs_dfXWT.clusters_monthly_probs_dfXWT.clusters_perpetual_year_probs_dfXWT.clusters_probs_dfXWT.clusters_seasonal_probs_dfXWT.dataXWT.fit()XWT.get_conditioned_probabilitiesXWT.plot_dwts_probs()XWT.plot_map_features()XWT.plot_perpetual_year()XWT.plot_xwts()
- bluemath_tk.risk package
- bluemath_tk.setup package
- bluemath_tk.tcs package
- Submodules
- bluemath_tk.tcs.graffitiwaves module
- bluemath_tk.tcs.parameterization module
- bluemath_tk.tcs.qtcrain module
- bluemath_tk.tcs.shytcwaves module
- bluemath_tk.tcs.tracks module
check_and_plot_track_data()entrance_coords()filter_track_by_basin()get_category()get_center_information()get_vmean()historic_track_interpolation()historic_track_preprocessing()ibtracs_fit_pmin_wmax()nakajo_track_preprocessing()resample_storm_6h()stopmotion_trim_circle()track_extent()track_site_parameters()track_triming()track_triming_circle()wind2pres()wind2rmw()
- bluemath_tk.tcs.vortex module
- Module contents
- bluemath_tk.teslakit package
- Subpackages
- bluemath_tk.teslakit.io package
- bluemath_tk.teslakit.numerical_models package
- bluemath_tk.teslakit.test package
- Submodules
- bluemath_tk.teslakit.test.SLR_timeseries module
- bluemath_tk.teslakit.test.roi_hy_sim_slr_storm module
- bluemath_tk.teslakit.test.roi_hycreww_historical module
- bluemath_tk.teslakit.test.roi_hycreww_sim module
- bluemath_tk.teslakit.test.test_alr module
- bluemath_tk.teslakit.test.test_climate_emulator module
- bluemath_tk.teslakit.test.test_custom_dateutils module
- bluemath_tk.teslakit.test.test_estela module
- bluemath_tk.teslakit.test.test_extremes module
- bluemath_tk.teslakit.test.test_hycreww module
- bluemath_tk.teslakit.test.test_intradaily module
- bluemath_tk.teslakit.test.test_kma module
- bluemath_tk.teslakit.test.test_mda module
- bluemath_tk.teslakit.test.test_mjo module
- bluemath_tk.teslakit.test.test_pca module
- bluemath_tk.teslakit.test.test_project_site module
- bluemath_tk.teslakit.test.test_rbf module
- bluemath_tk.teslakit.test.test_statistical module
- bluemath_tk.teslakit.test.test_storms module
- bluemath_tk.teslakit.test.test_tides module
- bluemath_tk.teslakit.test.test_waves module
- Module contents
- bluemath_tk.teslakit.util package
- Submodules
- bluemath_tk.teslakit.alr module
- bluemath_tk.teslakit.alr_AIC module
- bluemath_tk.teslakit.climate_emulator module
- bluemath_tk.teslakit.database module
- bluemath_tk.teslakit.estela module
- bluemath_tk.teslakit.extremes module
- bluemath_tk.teslakit.intradaily module
- bluemath_tk.teslakit.kma module
- bluemath_tk.teslakit.mda module
- bluemath_tk.teslakit.mjo module
- bluemath_tk.teslakit.pca module
- bluemath_tk.teslakit.rbf module
- bluemath_tk.teslakit.statistical module
- bluemath_tk.teslakit.storms module
- bluemath_tk.teslakit.tides module
- bluemath_tk.teslakit.waves module
- Module contents
- Subpackages
- bluemath_tk.tide package
- bluemath_tk.topo_bathy package
- bluemath_tk.waves package
- Submodules
- bluemath_tk.waves.binwaves module
- bluemath_tk.waves.calibration module
- bluemath_tk.waves.climate module
- bluemath_tk.waves.estela module
- bluemath_tk.waves.greenswell module
- bluemath_tk.waves.partitioning module
- bluemath_tk.waves.series module
- bluemath_tk.waves.snakes module
- bluemath_tk.waves.spectra module
- bluemath_tk.waves.statistics module
- bluemath_tk.waves.superpoint module
- Module contents
- bluemath_tk.wrappers package