Normalising meteorology on air quality

Author: Congbo Song and other MEDAL member

Overview

• About
• Installation

Examples

• AutoML-based weather normalisation
• Time series decomposition
• Rolling weather normalisation
• Partial Dependence Plots
• Synthetic Control Method

API Reference

• normet
  • prepare_data()
  • process_df()
  • check_data()
  • impute_values()
  • add_date_variables()
  • split_into_sets()
  • train_model()
  • prepare_train_model()
  • normalise_worker()
  • normalise()
  • do_all()
  • do_all_unc()
  • decom_emi()
  • decom_met()
  • rolling_dew()
  • rolling_met()
  • modStats()
  • Stats()
  • pdp_all()
  • scm()
  • scm_parallel()
  • ml_syn()
  • ml_syn_parallel()