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Getting Started
Overview: Why climpred?
Scope of
climpred
Quick Start
Examples
Calculate skill for NWP model GEFS for 6-hourly global forecasts
Skill from ECMWF downloaded with
herbie
Calculate skill of a MJO Index of SubX model GEOS_V2p1 as function of daily lead time
Calculate skill of a MJO Index of S2S models as function of daily lead time
Calculate skill of a MJO Index of SubX model GEOS_V2p1 as function of weekly lead time
Calculate skill of S2S model ECMWF for daily global reforecasts
Calculate ENSO Skill of NMME model NCEP-CFSv2 as Function of Initial Month vs. Lead Time
Calculate Seasonal ENSO Skill of the NMME model NCEP-CFSv2
Demo of Perfect Model Predictability Functions
Hindcast Predictions of Equatorial Pacific SSTs
Diagnosing Potential Predictability
Significance Testing
Implications of
verify(dim)
climpred on CPU vs GPU
Setting up your own output
User Guide
Setting Up Your Dataset
Initialized Datasets
PredictionEnsemble Objects
Verification Alignment
Metrics
Comparisons
Significance Testing
Bias Removal
Temporal and Spatial Smoothing
Prediction Terminology
Reference Forecasts
Help & Reference
API Reference
climpred.classes.PredictionEnsemble
climpred.classes.PredictionEnsemble.__init__
climpred.classes.PredictionEnsemble.__len__
climpred.classes.PredictionEnsemble.__iter__
climpred.classes.PredictionEnsemble.__delitem__
climpred.classes.PredictionEnsemble.__contains__
climpred.classes.PredictionEnsemble.__add__
climpred.classes.PredictionEnsemble.__sub__
climpred.classes.PredictionEnsemble.__mul__
climpred.classes.PredictionEnsemble.__truediv__
climpred.classes.PredictionEnsemble.__getitem__
climpred.classes.PredictionEnsemble.__getattr__
climpred.classes.PredictionEnsemble.coords
climpred.classes.PredictionEnsemble.nbytes
climpred.classes.PredictionEnsemble.sizes
climpred.classes.PredictionEnsemble.dims
climpred.classes.PredictionEnsemble.chunks
climpred.classes.PredictionEnsemble.chunksizes
climpred.classes.PredictionEnsemble.data_vars
climpred.classes.PredictionEnsemble.equals
climpred.classes.PredictionEnsemble.identical
climpred.classes.HindcastEnsemble
climpred.classes.HindcastEnsemble.__init__
climpred.classes.HindcastEnsemble.add_observations
climpred.classes.HindcastEnsemble.add_uninitialized
climpred.classes.HindcastEnsemble.get_initialized
climpred.classes.HindcastEnsemble.get_observations
climpred.classes.HindcastEnsemble.get_uninitialized
climpred.classes.HindcastEnsemble.verify
climpred.classes.HindcastEnsemble.bootstrap
climpred.classes.HindcastEnsemble.generate_uninitialized
climpred.classes.HindcastEnsemble.smooth
climpred.classes.HindcastEnsemble.remove_bias
climpred.classes.HindcastEnsemble.remove_seasonality
climpred.classes.HindcastEnsemble.plot
climpred.classes.HindcastEnsemble.plot_alignment
climpred.classes.PerfectModelEnsemble
climpred.classes.PerfectModelEnsemble.__init__
climpred.classes.PerfectModelEnsemble.add_control
climpred.classes.PerfectModelEnsemble.get_initialized
climpred.classes.PerfectModelEnsemble.get_control
climpred.classes.PerfectModelEnsemble.get_uninitialized
climpred.classes.PerfectModelEnsemble.verify
climpred.classes.PerfectModelEnsemble.bootstrap
climpred.classes.PerfectModelEnsemble.generate_uninitialized
climpred.classes.PerfectModelEnsemble.smooth
climpred.classes.PerfectModelEnsemble.remove_seasonality
climpred.classes.PerfectModelEnsemble.plot
climpred.bootstrap.bootstrap_uninit_pm_ensemble_from_control_cftime
climpred.bootstrap.bootstrap_uninitialized_ensemble
climpred.bootstrap.resample_skill_exclude_resample_dim_from_dim
climpred.bootstrap.resample_skill_loop
climpred.bootstrap.resample_skill_resample_before
climpred.bootstrap.dpp_threshold
climpred.bootstrap.varweighted_mean_period_threshold
climpred.prediction.compute_perfect_model
climpred.reference.compute_persistence
climpred.reference.compute_persistence_from_first_lead
climpred.reference.compute_uninitialized
climpred.reference.compute_climatology
climpred.horizon.horizon
climpred.stats.decorrelation_time
climpred.stats.dpp
climpred.stats.varweighted_mean_period
climpred.stats.rm_poly
climpred.stats.rm_trend
climpred.tutorial.load_dataset
climpred.preprocessing.shared.load_hindcast
climpred.preprocessing.shared.rename_to_climpred_dims
climpred.preprocessing.shared.rename_SLM_to_climpred_dims
climpred.preprocessing.shared.set_integer_time_axis
climpred.preprocessing.mpi.get_path
climpred.smoothing.temporal_smoothing
climpred.smoothing.spatial_smoothing_xesmf
climpred.graphics.plot_bootstrapped_skill_over_leadyear
climpred.graphics.plot_ensemble_perfect_model
climpred.graphics.plot_lead_timeseries_hindcast
climpred.utils.convert_init_lead_to_valid_time_lead
climpred.utils.convert_valid_time_lead_to_init_lead
climpred.metrics.Metric
climpred.metrics.Metric.__init__
climpred.metrics.Metric.__repr__
climpred.metrics._get_norm_factor
climpred.metrics._pearson_r
climpred.metrics._pearson_r_p_value
climpred.metrics._effective_sample_size
climpred.metrics._pearson_r_eff_p_value
climpred.metrics._spearman_r
climpred.metrics._spearman_r_p_value
climpred.metrics._spearman_r_eff_p_value
climpred.metrics._mse
climpred.metrics._rmse
climpred.metrics._mae
climpred.metrics._median_absolute_error
climpred.metrics._nmse
climpred.metrics._nmae
climpred.metrics._nrmse
climpred.metrics._msess
climpred.metrics._mape
climpred.metrics._smape
climpred.metrics._uacc
climpred.metrics._std_ratio
climpred.metrics._conditional_bias
climpred.metrics._unconditional_bias
climpred.metrics._bias_slope
climpred.metrics._msess_murphy
climpred.metrics._crps
climpred.metrics._crpss
climpred.metrics._crpss_es
climpred.metrics._brier_score
climpred.metrics._threshold_brier_score
climpred.metrics._rps
climpred.metrics._discrimination
climpred.metrics._reliability
climpred.metrics._rank_histogram
climpred.metrics._contingency
climpred.metrics._roc
climpred.metrics._spread
climpred.metrics._mul_bias
climpred.metrics._less
climpred.comparisons.Comparison
climpred.comparisons.Comparison.__init__
climpred.comparisons.Comparison.__repr__
climpred.comparisons._e2o
climpred.comparisons._m2o
climpred.comparisons._m2m
climpred.comparisons._m2e
climpred.comparisons._m2c
climpred.comparisons._e2c
climpred.options.set_options
What’s New
Code of Conduct
Contribution Guide
Contributors
Helpful Links
Literature
Publications Using
climpred
Related Packages
Release Procedure
Repository
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.rst
.pdf
climpred.prediction.compute_hindcast
climpred.prediction.compute_hindcast
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