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About IMPROVER
What is IMPROVER?
Examples
Examples
Using example data: Threshold realizations to get probabilities
Simple example: Threshold realizations to get probabilities
Using example data: Cluster and match ensemble realizations
Adding Examples to the Gallery
Developer Guide
Code style guide
Definition of done
Guidance for reviewing code
How to implement a command line utility
Running at your site
Dependencies
Ticket creation and definition of ready
Making a new release
Metadata Guide
Introduction
Principles
Probability Distribution
Statistical Processing
Developer guide to working with metadata
Reference
The Code
The Code
improver.api package
improver.blending package
improver.blending.blend_across_adjacent_points module
improver.blending.calculate_weights_and_blend module
improver.blending.spatial_weights module
improver.blending.utilities module
improver.blending.weighted_blend module
improver.blending.weights module
improver.calibration package
improver.calibration.beta_recalibration module
improver.calibration.dataframe_utilities module
improver.calibration.dz_rescaling module
improver.calibration.emos_calibration module
improver.calibration.load_and_apply_quantile_regression_random_forest module
improver.calibration.load_and_train_quantile_regression_random_forest module
improver.calibration.quantile_mapping module
improver.calibration.quantile_regression_random_forest module
improver.calibration.rainforest_calibration module
improver.calibration.reliability_calibration module
improver.calibration.samos_calibration module
improver.calibration.simple_bias_correction module
improver.calibration.stochastic_noise module
improver.calibration.utilities module
improver.categorical package
improver.categorical.decision_tree module
improver.categorical.modal_code module
improver.categorical.subperiod_selector module
improver.categorical.utilities module
improver.cli package
improver.cli.__main__ module
improver.cli.aggregate_reliability_tables module
improver.cli.apply_beta_recalibration module
improver.cli.apply_bias_correction module
improver.cli.apply_dz_rescaling module
improver.cli.apply_emos_coefficients module
improver.cli.apply_height_adjustment module
improver.cli.apply_lapse_rate module
improver.cli.apply_mask module
improver.cli.apply_night_mask module
improver.cli.apply_quantile_regression_random_forest module
improver.cli.apply_rainforests_calibration module
improver.cli.apply_reliability_calibration module
improver.cli.apply_samos_coefficients module
improver.cli.between_thresholds module
improver.cli.blend_adjacent_points module
improver.cli.blend_cycles_and_realizations module
improver.cli.blend_with_vicinity_and_rename module
improver.cli.calculate_forecast_bias module
improver.cli.categorical module
improver.cli.categorical_modes module
improver.cli.clip module
improver.cli.cloud_condensation_level module
improver.cli.cloud_top_temperature module
improver.cli.collapse_realizations module
improver.cli.combine module
improver.cli.compare module
improver.cli.construct_reliability_tables module
improver.cli.convection_ratio module
improver.cli.copy_metadata module
improver.cli.create_grid_with_halo module
improver.cli.cubelist_extract module
improver.cli.deterministic_realization_selector module
improver.cli.duration_subdivision module
improver.cli.enforce_consistent_forecasts module
improver.cli.estimate_dz_rescaling module
improver.cli.estimate_emos_coefficients module
improver.cli.estimate_emos_coefficients_from_table module
improver.cli.estimate_samos_coefficients module
improver.cli.estimate_samos_coefficients_from_table module
improver.cli.estimate_samos_gams module
improver.cli.estimate_samos_gams_from_table module
improver.cli.expand_realization_dimension module
improver.cli.expected_value module
improver.cli.extend_radar_mask module
improver.cli.extract module
improver.cli.extract_from_table module
improver.cli.feels_like_temp module
improver.cli.field_texture module
improver.cli.fill_radar_holes module
improver.cli.forecast_trajectory_gap_filler module
improver.cli.freezing_rain module
improver.cli.generate_clearsky_solar_radiation module
improver.cli.generate_landmask_ancillary module
improver.cli.generate_metadata_cube module
improver.cli.generate_orographic_smoothing_coefficients module
improver.cli.generate_percentiles module
improver.cli.generate_realizations module
improver.cli.generate_solar_time module
improver.cli.generate_topography_bands_mask module
improver.cli.generate_topography_bands_weights module
improver.cli.gradient_between_adjacent_grid_squares module
improver.cli.gradient_between_vertical_levels module
improver.cli.hail_fraction module
improver.cli.hail_size module
improver.cli.height_of_max_vertical_velocity module
improver.cli.integrate_time_bounds module
improver.cli.interpolate_using_difference module
improver.cli.interpret_metadata module
improver.cli.lightning_from_cape_and_precip module
improver.cli.lightning_multivariate_probability_usaf2024 module
improver.cli.manipulate_reliability_table module
improver.cli.max_in_height module
improver.cli.max_in_time_window module
improver.cli.merge module
improver.cli.nbhood module
improver.cli.nbhood_iterate_with_mask module
improver.cli.nbhood_land_and_sea module
improver.cli.neighbour_finding module
improver.cli.normalise_to_reference module
improver.cli.nowcast_accumulate module
improver.cli.nowcast_extrapolate module
improver.cli.nowcast_optical_flow module
improver.cli.nowcast_optical_flow_from_winds module
improver.cli.orographic_enhancement module
improver.cli.phase_change_level module
improver.cli.phase_mask module
improver.cli.phase_probability module
improver.cli.precipitation_duration module
improver.cli.quantile_mapping module
improver.cli.realization_cluster_and_match module
improver.cli.realization_selection module
improver.cli.recursive_filter module
improver.cli.regrid module
improver.cli.relabel_to_period module
improver.cli.remake_as_shower_condition module
improver.cli.resolve_wind_components module
improver.cli.shower_condition_probability module
improver.cli.sleet_probability module
improver.cli.snow_fraction module
improver.cli.snow_splitter module
improver.cli.spot_extract module
improver.cli.standardise module
improver.cli.stochastic_noise module
improver.cli.subperiod_selector module
improver.cli.temp_lapse_rate module
improver.cli.temporal_interpolate module
improver.cli.threshold module
improver.cli.threshold_interpolation module
improver.cli.time_lagged_ensembles module
improver.cli.train_quantile_regression_random_forest module
improver.cli.uv_index module
improver.cli.vertical_updraught module
improver.cli.vicinity module
improver.cli.visibility_combine_cloud_base module
improver.cli.weather_symbol_modes module
improver.cli.weighted_blending module
improver.cli.wet_bulb_freezing_level module
improver.cli.wet_bulb_temperature module
improver.cli.wet_bulb_temperature_integral module
improver.cli.wind_direction module
improver.cli.wind_downscaling module
improver.cli.wind_gust_diagnostic module
improver.clustering package
improver.clustering.clustering module
improver.clustering.realization_clustering module
improver.developer_tools package
improver.developer_tools.metadata_interpreter module
improver.ensemble_copula_coupling package
improver.ensemble_copula_coupling._scipy_continuous_distns module
improver.ensemble_copula_coupling.constants module
improver.ensemble_copula_coupling.ensemble_copula_coupling module
improver.ensemble_copula_coupling.numba_utilities module
improver.ensemble_copula_coupling.utilities module
improver.fire_weather package
improver.fire_weather.build_up_index module
improver.fire_weather.drought_code module
improver.fire_weather.duff_moisture_code module
improver.fire_weather.fine_fuel_moisture_code module
improver.fire_weather.fire_severity_index module
improver.fire_weather.fire_weather_index module
improver.fire_weather.initial_spread_index module
improver.generate_ancillaries package
improver.generate_ancillaries.generate_ancillary module
improver.generate_ancillaries.generate_derived_solar_fields module
improver.generate_ancillaries.generate_distance_to_feature module
improver.generate_ancillaries.generate_miscellaneous_ancillaries module
improver.generate_ancillaries.generate_orographic_smoothing_coefficients module
improver.generate_ancillaries.generate_svp_derivative_table module
improver.generate_ancillaries.generate_svp_table module
improver.generate_ancillaries.generate_topographic_zone_weights module
improver.metadata package
improver.metadata.constants package
improver.metadata.constants.attributes module
improver.metadata.constants.mo_attributes module
improver.metadata.constants.time_types module
improver.metadata.amend module
improver.metadata.check_datatypes module
improver.metadata.forecast_times module
improver.metadata.probabilistic module
improver.metadata.utilities module
improver.nbhood package
improver.nbhood.nbhood module
improver.nbhood.recursive_filter module
improver.nbhood.use_nbhood module
improver.nowcasting package
improver.nowcasting.accumulation module
improver.nowcasting.forecasting module
improver.nowcasting.lightning module
improver.nowcasting.optical_flow module
improver.nowcasting.pysteps_advection module
improver.nowcasting.utilities module
improver.pollen package
improver.pollen.daily_concentration module
improver.pollen.hourly_concentration module
improver.pollen.pollen_index_for_period module
improver.pollen.pollen_maximum_index_for_period module
improver.pollen.utilities module
improver.precipitation package
improver.precipitation.calculate_sleet_prob module
improver.precipitation.convection module
improver.precipitation.freezing_rain module
improver.precipitation.hail_fraction module
improver.precipitation.precipitation_duration module
improver.precipitation.shower_condition_probability module
improver.precipitation.snow_fraction module
improver.precipitation.snow_probability_at_surface module
improver.precipitation.snow_splitter module
improver.precipitation.utilities module
improver.psychrometric_calculations package
improver.psychrometric_calculations.cloud_condensation_level module
improver.psychrometric_calculations.cloud_top_temperature module
improver.psychrometric_calculations.condensation_trails module
improver.psychrometric_calculations.hail_size module
improver.psychrometric_calculations.precip_phase_probability module
improver.psychrometric_calculations.precipitable_water module
improver.psychrometric_calculations.psychrometric_calculations module
improver.psychrometric_calculations.significant_phase_mask module
improver.psychrometric_calculations.temperature_saturated_air_parcel module
improver.psychrometric_calculations.wet_bulb_temperature module
improver.regrid package
improver.regrid.bilinear module
improver.regrid.grid module
improver.regrid.idw module
improver.regrid.landsea module
improver.regrid.landsea2 module
improver.regrid.nearest module
improver.spotdata package
improver.spotdata.apply_lapse_rate module
improver.spotdata.build_spotdata_cube module
improver.spotdata.height_adjustment module
improver.spotdata.neighbour_finding module
improver.spotdata.spot_extraction module
improver.spotdata.spot_manipulation module
improver.spotdata.utilities module
improver.standard_geopotential_height package
improver.standard_geopotential_height.standard_geopotential_height module
improver.synthetic_data package
improver.synthetic_data.generate_metadata module
improver.synthetic_data.set_up_test_cubes module
improver.synthetic_data.utilities module
improver.temperature package
improver.temperature.feels_like_temperature module
improver.temperature.lapse_rate module
improver.temperature.layer_mean_temperature module
improver.temperature.virtual_temperature module
improver.utilities package
improver.utilities.cli_utilities module
improver.utilities.common_input_handle module
improver.utilities.compare module
improver.utilities.complex_conversion module
improver.utilities.copy_metadata module
improver.utilities.cube_checker module
improver.utilities.cube_constraints module
improver.utilities.cube_extraction module
improver.utilities.cube_manipulation module
improver.utilities.deterministic_realization_selector module
improver.utilities.expand_realization_dimension module
improver.utilities.extract_from_table module
improver.utilities.flatten module
improver.utilities.forecast_reference_enforcement module
improver.utilities.generalized_additive_models module
improver.utilities.gradient_between_vertical_levels module
improver.utilities.indexing_operations module
improver.utilities.interpolation module
improver.utilities.load module
improver.utilities.mask module
improver.utilities.masking module
improver.utilities.mathematical_operations module
improver.utilities.neighbourhood_tools module
improver.utilities.pad_spatial module
improver.utilities.probability_manipulation module
improver.utilities.redirect_stdout module
improver.utilities.rescale module
improver.utilities.round module
improver.utilities.save module
improver.utilities.solar module
improver.utilities.spatial module
improver.utilities.statistical module
improver.utilities.temporal module
improver.utilities.temporal_interpolation module
improver.utilities.textural module
improver.utilities.threshold_interpolation module
improver.utilities.time_lagging module
improver.visibility package
improver.visibility.visibility_combine_cloud_base module
improver.wind_calculations package
improver.wind_calculations.vertical_updraught module
improver.wind_calculations.wind_components module
improver.wind_calculations.wind_direction module
improver.wind_calculations.wind_downscaling module
improver.wind_calculations.wind_gust_diagnostic module
improver.between_thresholds module
improver.constants module
improver.cube_combiner module
improver.expected_value module
improver.grids module
improver.lightning module
improver.memprofile module
improver.orographic_enhancement module
improver.percentile module
improver.profile module
improver.standardise module
improver.threshold module
improver.uv_index module
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improver.metadata.constants.attributes module
improver.metadata.constants.attributes module
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Defaults for mandatory attributes
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