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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.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
  • Suggest edit
  • Open issue
  • .rst

Helpful Links

Contents

  • Forecast Verification

Helpful Links#

We hope to curate in the climpred documentation a comprehensive report of terminology, best practices, analysis methods, etc. in the prediction community. Here we suggest other resources for initialized prediction of the Earth system to round out the information provided in our documentation.

Forecast Verification#

  • CAWCR Forecast Verification Overview: A nice overview of forecast verification, including a suite of metrics and their derivation.

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Contributors

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Literature

Contents
  • Forecast Verification

© Copyright 2019-2023, climpred development team.

Last updated on 2023-04-05.