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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
Precipitation downscaling with RainFARM
Probability forecasts
Extrapolation nowcast
Generation of stochastic noise
Thunderstorm Detection and Tracking - T-DaTing
Data transformations
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.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.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.lifetime.lifetime
pysteps.verification.lifetime.lifetime_init
pysteps.verification.lifetime.lifetime_accum
pysteps.verification.lifetime.lifetime_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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