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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
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
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_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.utilities module
improver.categorical package
improver.categorical.decision_tree module
improver.categorical.modal_code 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.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.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.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.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.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.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.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.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.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.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.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.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.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
#
Defaults for mandatory attributes
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