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For users
Installation
Set-up the user-defined configuration file
Example pystepsrc file
Example pystepsrc file
Gallery
Optical flow
Advection correction
Probability forecasts
Extrapolation nowcast
Generation of stochastic noise
Precipitation downscaling with RainFARM
Plot precipitation using custom colormap
Data transformations
Thunderstorm Detection and Tracking - T-DaTing
Cascade decomposition
STEPS nowcast
LINDA nowcasts
Ensemble verification
Handling of no-data in Lucas-Kanade
Blended forecast
ANVIL nowcast
Linear blending
Optical flow methods convergence
My first nowcast (Colab Notebook)
API Reference
pysteps
pysteps.load_config_file
pysteps.blending
pysteps.blending.interface.get_method
pysteps.blending.clim.get_default_skill
pysteps.blending.clim.save_skill
pysteps.blending.clim.calc_clim_skill
pysteps.blending.linear_blending.forecast
pysteps.blending.skill_scores.spatial_correlation
pysteps.blending.skill_scores.lt_dependent_cor_nwp
pysteps.blending.skill_scores.lt_dependent_cor_extrapolation
pysteps.blending.skill_scores.clim_regr_values
pysteps.blending.steps.forecast
pysteps.blending.steps.calculate_ratios
pysteps.blending.steps.calculate_weights_bps
pysteps.blending.steps.calculate_weights_spn
pysteps.blending.steps.blend_means_sigmas
pysteps.blending.utils.stack_cascades
pysteps.blending.utils.blend_cascades
pysteps.blending.utils.recompose_cascade
pysteps.blending.utils.blend_optical_flows
pysteps.blending.utils.decompose_NWP
pysteps.blending.utils.compute_store_nwp_motion
pysteps.blending.utils.load_NWP
pysteps.blending.utils.check_norain
pysteps.blending.utils.compute_smooth_dilated_mask
pysteps.cascade
pysteps.cascade.interface.get_method
pysteps.cascade.bandpass_filters.filter_uniform
pysteps.cascade.bandpass_filters.filter_gaussian
pysteps.cascade.decomposition.decomposition_fft
pysteps.cascade.decomposition.recompose_fft
pysteps.decorators
pysteps.decorators.postprocess_import
pysteps.decorators.check_input_frames
pysteps.decorators.prepare_interpolator
pysteps.decorators.memoize
pysteps.extrapolation
pysteps.extrapolation.interface.get_method
pysteps.extrapolation.interface.eulerian_persistence
pysteps.extrapolation.semilagrangian.extrapolate
pysteps.datasets
pysteps.datasets.download_pysteps_data
pysteps.datasets.create_default_pystepsrc
pysteps.datasets.info
pysteps.datasets.load_dataset
pysteps.downscaling
pysteps.downscaling.interface.get_method
pysteps.downscaling.rainfarm.downscale
pysteps.feature
pysteps.feature.interface.get_method
pysteps.feature.blob.detection
pysteps.feature.tstorm.detection
pysteps.feature.tstorm.breakup
pysteps.feature.tstorm.longdistance
pysteps.feature.tstorm.get_profile
pysteps.feature.shitomasi.detection
pysteps.io
pysteps.io.interface.get_method
pysteps.io.archive.find_by_date
pysteps.io.importers.import_bom_rf3
pysteps.io.importers.import_fmi_geotiff
pysteps.io.importers.import_fmi_pgm
pysteps.io.importers.import_knmi_hdf5
pysteps.io.importers.import_mch_gif
pysteps.io.importers.import_mch_hdf5
pysteps.io.importers.import_mch_metranet
pysteps.io.importers.import_mrms_grib
pysteps.io.importers.import_odim_hdf5
pysteps.io.importers.import_opera_hdf5
pysteps.io.importers.import_saf_crri
pysteps.io.nowcast_importers.import_netcdf_pysteps
pysteps.io.exporters.initialize_forecast_exporter_geotiff
pysteps.io.exporters.initialize_forecast_exporter_kineros
pysteps.io.exporters.initialize_forecast_exporter_netcdf
pysteps.io.exporters.export_forecast_dataset
pysteps.io.exporters.close_forecast_files
pysteps.io.readers.read_timeseries
pysteps.motion
pysteps.motion.interface.get_method
pysteps.motion.constant.constant
pysteps.motion.darts.DARTS
pysteps.motion.lucaskanade.dense_lucaskanade
pysteps.motion.proesmans.proesmans
pysteps.motion.vet.vet
pysteps.motion.vet.vet_cost_function
pysteps.motion.vet.vet_cost_function_gradient
pysteps.motion.vet.morph
pysteps.motion.vet.round_int
pysteps.motion.vet.ceil_int
pysteps.motion.vet.get_padding
pysteps.noise
pysteps.noise.interface.get_method
pysteps.noise.fftgenerators.initialize_param_2d_fft_filter
pysteps.noise.fftgenerators.initialize_nonparam_2d_fft_filter
pysteps.noise.fftgenerators.initialize_nonparam_2d_nested_filter
pysteps.noise.fftgenerators.initialize_nonparam_2d_ssft_filter
pysteps.noise.fftgenerators.generate_noise_2d_fft_filter
pysteps.noise.fftgenerators.generate_noise_2d_ssft_filter
pysteps.noise.motion.get_default_params_bps_par
pysteps.noise.motion.get_default_params_bps_perp
pysteps.noise.motion.initialize_bps
pysteps.noise.motion.generate_bps
pysteps.noise.utils.compute_noise_stddev_adjs
pysteps.nowcasts
pysteps.nowcasts.interface.get_method
pysteps.nowcasts.anvil.forecast
pysteps.nowcasts.extrapolation.forecast
pysteps.nowcasts.linda.forecast
pysteps.nowcasts.lagrangian_probability.forecast
pysteps.nowcasts.sprog.forecast
pysteps.nowcasts.sseps.forecast
pysteps.nowcasts.steps.forecast
pysteps.nowcasts.utils.binned_timesteps
pysteps.nowcasts.utils.compute_dilated_mask
pysteps.nowcasts.utils.compute_percentile_mask
pysteps.nowcasts.utils.nowcast_main_loop
pysteps.nowcasts.utils.print_ar_params
pysteps.nowcasts.utils.print_corrcoefs
pysteps.nowcasts.utils.stack_cascades
pysteps.postprocessing
pysteps.postprocessing.ensemblestats.mean
pysteps.postprocessing.ensemblestats.excprob
pysteps.postprocessing.ensemblestats.banddepth
pysteps.postprocessing.probmatching.compute_empirical_cdf
pysteps.postprocessing.probmatching.nonparam_match_empirical_cdf
pysteps.postprocessing.probmatching.pmm_init
pysteps.postprocessing.probmatching.pmm_compute
pysteps.postprocessing.probmatching.shift_scale
pysteps.postprocessing.probmatching.resample_distributions
pysteps.timeseries
pysteps.timeseries.autoregression.adjust_lag2_corrcoef1
pysteps.timeseries.autoregression.adjust_lag2_corrcoef2
pysteps.timeseries.autoregression.ar_acf
pysteps.timeseries.autoregression.estimate_ar_params_ols
pysteps.timeseries.autoregression.estimate_ar_params_ols_localized
pysteps.timeseries.autoregression.estimate_ar_params_yw
pysteps.timeseries.autoregression.estimate_ar_params_yw_localized
pysteps.timeseries.autoregression.estimate_var_params_ols
pysteps.timeseries.autoregression.estimate_var_params_ols_localized
pysteps.timeseries.autoregression.estimate_var_params_yw
pysteps.timeseries.autoregression.iterate_ar_model
pysteps.timeseries.autoregression.iterate_var_model
pysteps.timeseries.correlation.temporal_autocorrelation
pysteps.timeseries.correlation.temporal_autocorrelation_multivariate
pysteps.tracking
pysteps.tracking.interface.get_method
pysteps.tracking.lucaskanade.track_features
pysteps.tracking.tdating.dating
pysteps.tracking.tdating.tracking
pysteps.tracking.tdating.advect
pysteps.tracking.tdating.match
pysteps.tracking.tdating.couple_track
pysteps.utils
pysteps.utils.interface.get_method
pysteps.utils.arrays.compute_centred_coord_array
pysteps.utils.cleansing.decluster
pysteps.utils.cleansing.detect_outliers
pysteps.utils.conversion.to_rainrate
pysteps.utils.conversion.to_raindepth
pysteps.utils.conversion.to_reflectivity
pysteps.utils.dimension.aggregate_fields
pysteps.utils.dimension.aggregate_fields_time
pysteps.utils.dimension.aggregate_fields_space
pysteps.utils.dimension.clip_domain
pysteps.utils.dimension.square_domain
pysteps.utils.fft.get_numpy
pysteps.utils.fft.get_scipy
pysteps.utils.fft.get_pyfftw
pysteps.utils.images.morph_opening
pysteps.utils.interpolate.idwinterp2d
pysteps.utils.interpolate.rbfinterp2d
pysteps.utils.spectral.corrcoef
pysteps.utils.spectral.mean
pysteps.utils.spectral.rapsd
pysteps.utils.spectral.remove_rain_norain_discontinuity
pysteps.utils.spectral.std
pysteps.utils.tapering.compute_mask_window_function
pysteps.utils.tapering.compute_window_function
pysteps.utils.transformation.boxcox_transform
pysteps.utils.transformation.dB_transform
pysteps.utils.transformation.NQ_transform
pysteps.utils.transformation.sqrt_transform
pysteps.utils.reprojection.reproject_grids
pysteps.verification
pysteps.verification.interface.get_method
pysteps.verification.detcatscores.det_cat_fct
pysteps.verification.detcatscores.det_cat_fct_init
pysteps.verification.detcatscores.det_cat_fct_accum
pysteps.verification.detcatscores.det_cat_fct_merge
pysteps.verification.detcatscores.det_cat_fct_compute
pysteps.verification.detcontscores.det_cont_fct
pysteps.verification.detcontscores.det_cont_fct_init
pysteps.verification.detcontscores.det_cont_fct_accum
pysteps.verification.detcontscores.det_cont_fct_merge
pysteps.verification.detcontscores.det_cont_fct_compute
pysteps.verification.ensscores.ensemble_skill
pysteps.verification.ensscores.ensemble_spread
pysteps.verification.ensscores.rankhist
pysteps.verification.ensscores.rankhist_init
pysteps.verification.ensscores.rankhist_accum
pysteps.verification.ensscores.rankhist_compute
pysteps.verification.plots.plot_intensityscale
pysteps.verification.plots.plot_rankhist
pysteps.verification.plots.plot_reldiag
pysteps.verification.plots.plot_ROC
pysteps.verification.probscores.CRPS
pysteps.verification.probscores.CRPS_init
pysteps.verification.probscores.CRPS_accum
pysteps.verification.probscores.CRPS_compute
pysteps.verification.probscores.reldiag
pysteps.verification.probscores.reldiag_init
pysteps.verification.probscores.reldiag_accum
pysteps.verification.probscores.reldiag_compute
pysteps.verification.probscores.ROC_curve
pysteps.verification.probscores.ROC_curve_init
pysteps.verification.probscores.ROC_curve_accum
pysteps.verification.probscores.ROC_curve_compute
pysteps.verification.salscores.sal
pysteps.verification.salscores.sal_structure
pysteps.verification.salscores.sal_amplitude
pysteps.verification.salscores.sal_location
pysteps.verification.spatialscores.intensity_scale
pysteps.verification.spatialscores.intensity_scale_init
pysteps.verification.spatialscores.intensity_scale_accum
pysteps.verification.spatialscores.intensity_scale_merge
pysteps.verification.spatialscores.intensity_scale_compute
pysteps.verification.spatialscores.binary_mse
pysteps.verification.spatialscores.binary_mse_init
pysteps.verification.spatialscores.binary_mse_accum
pysteps.verification.spatialscores.binary_mse_merge
pysteps.verification.spatialscores.binary_mse_compute
pysteps.verification.spatialscores.fss
pysteps.verification.spatialscores.fss_init
pysteps.verification.spatialscores.fss_accum
pysteps.verification.spatialscores.fss_merge
pysteps.verification.spatialscores.fss_compute
pysteps.visualization
pysteps.visualization.animations.animate
pysteps.visualization.basemaps.plot_geography
pysteps.visualization.basemaps.plot_map_cartopy
pysteps.visualization.motionfields.motion_plot
pysteps.visualization.motionfields.quiver
pysteps.visualization.motionfields.streamplot
pysteps.visualization.precipfields.plot_precip_field
pysteps.visualization.precipfields.get_colormap
pysteps.visualization.spectral.plot_spectrum1d
pysteps.visualization.thunderstorms.plot_track
pysteps.visualization.thunderstorms.plot_cart_contour
pysteps.visualization.utils.parse_proj4_string
pysteps.visualization.utils.proj4_to_cartopy
pysteps.visualization.utils.reproject_geodata
pysteps.visualization.utils.get_geogrid
pysteps.visualization.utils.get_basemap_axis
Example data
Configuration file (pystepsrc)
Example pystepsrc file
Machine learning applications
Bibliography
For developers
Contributing Guide
Importer plugins
Testing
Building the docs
Packaging
Publishing to conda-forge
GitHub repository
Repository
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