hagelslag package

Subpackages

• hagelslag.data package
  • Submodules
  • hagelslag.data.HRRRModelGrid module
    • HRRRModelGrid
  • hagelslag.data.HailForecastGrid module
    • HailForecastGrid
      • HailForecastGrid.run_date
      • HailForecastGrid.start_date
      • HailForecastGrid.end_date
      • HailForecastGrid.forecast_dates
      • HailForecastGrid.ensemble_name
      • HailForecastGrid.ml_model
      • HailForecastGrid.variable
      • HailForecastGrid.message_number
      • HailForecastGrid.path
      • HailForecastGrid.data
      • HailForecastGrid.lon
      • HailForecastGrid.lat
      • HailForecastGrid.x
      • HailForecastGrid.y
      • HailForecastGrid.i
      • HailForecastGrid.j
      • HailForecastGrid.dx
      • HailForecastGrid.proj
      • HailForecastGrid.projparams
      • HailForecastGrid.load_data()
      • HailForecastGrid.period_neighborhood_probability()
  • hagelslag.data.MRMSGrid module
    • MRMSGrid
      • MRMSGrid.start_date
      • MRMSGrid.end_date
      • MRMSGrid.variable
      • MRMSGrid.path
      • MRMSGrid.freq
      • MRMSGrid.all_dates
      • MRMSGrid.data
      • MRMSGrid.valid_dates
      • MRMSGrid.load_data()
      • MRMSGrid.period_neighborhood_probability()
  • hagelslag.data.ModelGrid module
    • ModelGrid
      • ModelGrid.filenames
      • ModelGrid.run_date
      • ModelGrid.start_date
      • ModelGrid.end_date
      • ModelGrid.freqency
      • ModelGrid.valid_dates
      • ModelGrid.forecast_hours
      • ModelGrid.file_objects
      • ModelGrid.close()
      • ModelGrid.format_var_name()
      • ModelGrid.load_data()
      • ModelGrid.load_data_old()
  • hagelslag.data.ModelOutput module
  • hagelslag.data.NCARModelGrid module
    • NCARModelGrid
  • hagelslag.data.SSEFModelGrid module
    • SSEFModelGrid
  • hagelslag.data.WRFModelGrid module
    • WRFModelGrid
      • WRFModelGrid.get_global_attributes()
      • WRFModelGrid.load_full_grid()
      • WRFModelGrid.load_time_var()
  • Module contents
• hagelslag.evaluation package
  • Submodules
  • hagelslag.evaluation.ContingencyTable module
    • ContingencyTable
      • ContingencyTable.table
      • ContingencyTable.N
      • ContingencyTable.accuracy()
      • ContingencyTable.bias()
      • ContingencyTable.csi()
      • ContingencyTable.css()
      • ContingencyTable.dfr()
      • ContingencyTable.ets()
      • ContingencyTable.far()
      • ContingencyTable.focn()
      • ContingencyTable.foh()
      • ContingencyTable.fom()
      • ContingencyTable.hss()
      • ContingencyTable.pod()
      • ContingencyTable.pofd()
      • ContingencyTable.pon()
      • ContingencyTable.pss()
      • ContingencyTable.update()
  • hagelslag.evaluation.GridEvaluator module
    • GridEvaluator
      • GridEvaluator.dilate_obs()
      • GridEvaluator.get_window_forecasts()
      • GridEvaluator.load_forecasts()
      • GridEvaluator.load_obs()
      • GridEvaluator.reliability_curves()
      • GridEvaluator.roc_curves()
  • hagelslag.evaluation.MetricPlotter module
    • attributes_diagram()
    • performance_diagram()
    • reliability_diagram()
    • roc_curve()
  • hagelslag.evaluation.MulticlassContingencyTable module
    • MulticlassContingencyTable
      • MulticlassContingencyTable.gerrity_score()
      • MulticlassContingencyTable.heidke_skill_score()
      • MulticlassContingencyTable.peirce_skill_score()
    • main()
  • hagelslag.evaluation.NeighborEvaluator module
    • NeighborEvaluator
      • NeighborEvaluator.run_date
      • NeighborEvaluator.start_hour
      • NeighborEvaluator.end_hour
      • NeighborEvaluator.ensemble_name
      • NeighborEvaluator.model_name
      • NeighborEvaluator.forecast_variable
      • NeighborEvaluator.mrms_variable
      • NeighborEvaluator.neighbor_radii
      • NeighborEvaluator.smoothing_radii
      • NeighborEvaluator.obs_thresholds
      • NeighborEvaluator.size_thresholds
      • NeighborEvaluator.obs_mask
      • NeighborEvaluator.mask_variable
      • NeighborEvaluator.forecast_path
      • NeighborEvaluator.mrms_path
      • NeighborEvaluator.evaluate_hourly_forecasts()
      • NeighborEvaluator.evaluate_period_forecasts()
      • NeighborEvaluator.load_coordinates()
      • NeighborEvaluator.load_forecasts()
      • NeighborEvaluator.load_obs()
  • hagelslag.evaluation.ObjectEvaluator module
    • ObjectEvaluator
      • ObjectEvaluator.run_date
      • ObjectEvaluator.ensemble_name
      • ObjectEvaluator.ensemble_member
      • ObjectEvaluator.model_names
      • ObjectEvaluator.model_types
      • ObjectEvaluator.forecast_bins
      • ObjectEvaluator.dist_thresholds
      • ObjectEvaluator.forecast_json_path
      • ObjectEvaluator.track_data_csv_path
      • ObjectEvaluator.metadata_columns
      • ObjectEvaluator.type_cols
      • ObjectEvaluator.forecasts
      • ObjectEvaluator.matched_forecasts
      • ObjectEvaluator.crps()
      • ObjectEvaluator.load_forecasts()
      • ObjectEvaluator.load_obs()
      • ObjectEvaluator.max_hail_sample_crps()
      • ObjectEvaluator.merge_obs()
      • ObjectEvaluator.reliability()
      • ObjectEvaluator.roc()
      • ObjectEvaluator.sample_forecast_max_hail()
      • ObjectEvaluator.sample_obs_max_hail()
    • gamma_sf()
  • hagelslag.evaluation.ProbabilityMetrics module
    • DistributedCRPS
      • DistributedCRPS.thresholds
      • DistributedCRPS.input_str
      • DistributedCRPS.crps()
      • DistributedCRPS.crps_climo()
      • DistributedCRPS.crpss()
      • DistributedCRPS.from_str()
      • DistributedCRPS.merge()
      • DistributedCRPS.update()
    • DistributedROC
      • DistributedROC.thresholds
      • DistributedROC.obs_threshold
      • DistributedROC.contingency_tables
      • DistributedROC.auc()
      • DistributedROC.clear()
      • DistributedROC.from_str()
      • DistributedROC.get_contingency_tables()
      • DistributedROC.max_csi()
      • DistributedROC.max_threshold_score()
      • DistributedROC.merge()
      • DistributedROC.performance_curve()
      • DistributedROC.roc_curve()
      • DistributedROC.update()
    • DistributedReliability
      • DistributedReliability.thresholds
      • DistributedReliability.obs_threshold
      • DistributedReliability.frequencies
      • DistributedReliability.brier_score()
      • DistributedReliability.brier_score_components()
      • DistributedReliability.brier_skill_score()
      • DistributedReliability.clear()
      • DistributedReliability.climatology()
      • DistributedReliability.from_str()
      • DistributedReliability.merge()
      • DistributedReliability.reliability_curve()
      • DistributedReliability.update()
    • ROC
      • ROC.auc()
      • ROC.calc_roc()
    • Reliability
      • Reliability.brier_score()
      • Reliability.brier_score_components()
      • Reliability.brier_skill_score()
      • Reliability.calc_reliability_curve()
    • bootstrap()
  • Module contents
• hagelslag.processing package
  • Submodules
  • hagelslag.processing.EnhancedWatershedSegmenter module
    • EnhancedWatershed
      • EnhancedWatershed.min_intensity
      • EnhancedWatershed.data_increment
      • EnhancedWatershed.max_intensity
      • EnhancedWatershed.size_threshold_pixels
      • EnhancedWatershed.delta
      • EnhancedWatershed.find_local_maxima()
      • EnhancedWatershed.grow_centers()
      • EnhancedWatershed.is_closest()
      • EnhancedWatershed.is_valid()
      • EnhancedWatershed.label()
      • EnhancedWatershed.quantize()
      • EnhancedWatershed.remove_foothills()
      • EnhancedWatershed.set_maximum()
      • EnhancedWatershed.size_filter()
    • rescale_data()
  • hagelslag.processing.EnsembleProducts module
  • hagelslag.processing.Hysteresis module
  • hagelslag.processing.ObjectMatcher module
    • ObjectMatcher
      • ObjectMatcher.cost_function_components
      • ObjectMatcher.weights
      • ObjectMatcher.max_values
      • ObjectMatcher.cost_matrix()
      • ObjectMatcher.match_objects()
      • ObjectMatcher.total_cost_function()
    • TrackMatcher
      • TrackMatcher.cost_function_components
      • TrackMatcher.weights
      • TrackMatcher.max_values
      • TrackMatcher.match_tracks()
      • TrackMatcher.neighbor_matches()
      • TrackMatcher.raw_cost_matrix()
      • TrackMatcher.track_cost_function()
      • TrackMatcher.track_cost_matrix()
    • TrackStepMatcher
      • TrackStepMatcher.cost()
      • TrackStepMatcher.cost_matrix()
      • TrackStepMatcher.match()
    • area_difference()
    • centroid_distance()
    • closest_distance()
    • duration_distance()
    • ellipse_distance()
    • max_intensity()
    • mean_area_distance()
    • mean_min_time_distance()
    • mean_minimum_centroid_distance()
    • nonoverlap()
    • shifted_centroid_distance()
    • start_centroid_distance()
    • start_time_distance()
    • time_distance()
  • hagelslag.processing.STObject module
    • STObject
      • STObject.grid
      • STObject.mask
      • STObject.x
      • STObject.y
      • STObject.i
      • STObject.j
      • STObject.start_time
      • STObject.end_time
      • STObject.step
      • STObject.dx
      • STObject.u
      • STObject.v
      • STObject.boundary_contour()
      • STObject.boundary_polygon()
      • STObject.calc_attribute_statistic()
      • STObject.calc_attribute_statistics()
      • STObject.calc_shape_statistics()
      • STObject.calc_shape_step()
      • STObject.calc_timestep_statistic()
      • STObject.center_of_mass()
      • STObject.center_of_mass_ij()
      • STObject.closest_distance()
      • STObject.count_overlap()
      • STObject.estimate_motion()
      • STObject.extend()
      • STObject.extract_attribute_array()
      • STObject.extract_attribute_grid()
      • STObject.extract_patch()
      • STObject.extract_tendency_grid()
      • STObject.get_corner()
      • STObject.max_intensity()
      • STObject.max_size()
      • STObject.percentile_distance()
      • STObject.size()
      • STObject.to_geojson()
      • STObject.to_geojson_feature()
      • STObject.trajectory()
    • read_geojson()
  • hagelslag.processing.TrackModeler module
    • TrackModeler
      • TrackModeler.calc_copulas()
      • TrackModeler.fit_condition_models()
      • TrackModeler.fit_condition_threshold_models()
      • TrackModeler.fit_size_distribution_component_models()
      • TrackModeler.fit_size_distribution_models()
      • TrackModeler.fit_size_models()
      • TrackModeler.fit_track_models()
      • TrackModeler.load_data()
      • TrackModeler.load_models()
      • TrackModeler.output_forecasts_csv()
      • TrackModeler.output_forecasts_json()
      • TrackModeler.output_forecasts_json_parallel()
      • TrackModeler.predict_condition_models()
      • TrackModeler.predict_size_distribution_component_models()
      • TrackModeler.predict_size_distribution_models()
      • TrackModeler.predict_size_models()
      • TrackModeler.predict_track_models()
      • TrackModeler.save_models()
    • output_forecast()
  • hagelslag.processing.TrackProcessing module
  • hagelslag.processing.TrackSampler module
    • TrackSampler
      • TrackSampler.generate_copula_ranks()
      • TrackSampler.load_track_forecasts()
      • TrackSampler.output_track_probs()
      • TrackSampler.sample_condition()
      • TrackSampler.sample_size()
      • TrackSampler.sample_start_time()
      • TrackSampler.sample_tracks()
      • TrackSampler.sample_translation_x()
      • TrackSampler.sample_translation_y()
    • load_grid_info()
    • main()
    • sample_member_run_tracks()
  • hagelslag.processing.tracker module
  • Module contents
• hagelslag.util package
  • Submodules
  • hagelslag.util.Config module
    • Config
  • hagelslag.util.convert_mrms_grids module
  • hagelslag.util.create_model_grid_us_mask module
    • create_map_grid()
    • create_mask_grid()
    • main()
    • output_netcdf_file()
  • hagelslag.util.custom_grib_table module
    • main()
  • hagelslag.util.derived_vars module
    • melting_layer_height()
    • relative_humidity_pressure_level()
  • hagelslag.util.make_proj_grids module
    • get_proj_obj()
    • main()
    • make_proj_grids()
    • read_arps_map_file()
    • read_ncar_map_file()
  • hagelslag.util.merge_forecast_data module
    • main()
    • merge_input_csv_forecast_json()
  • hagelslag.util.munkres module
    • Introduction
    • Assignment Problem
    • Usage
    • Non-square Cost Matrices
    • Calculating Profit, Rather than Cost
    • Copyright and License
    • Munkres
      • Munkres.compute()
      • Munkres.make_cost_matrix()
      • Munkres.pad_matrix()
    • make_cost_matrix()
  • hagelslag.util.output_tree_ensembles module
    • load_tree_object()
    • main()
    • output_tree_ensemble()
    • print_tree_recursive()
  • hagelslag.util.show_importance_ranks module
    • main()
  • hagelslag.util.test_size_distributions module
    • main()
    • run_kstests()
  • Module contents

Module contents