Tools to Conduct Meteorological Normalisation and Counterfactual Modelling for Air Quality Data

base-functions | Pseudo-function to re-export functions from the *stats*... |

data_london | Example observational data for the *rmweather* package. |

data_london_normalised | Example of meteorologically normalised data for the... |

dplyr-functions | Pseudo-function to re-export *dplyr*'s common functions. |

model_london | Example *ranger* random forest model for the *rmweather*... |

pipe | Pseudo-function to re-export *magrittr*'s pipe. |

rmw_calculate_model_errors | Function to calculate observed-predicted error statistics. |

rmw_clip | Function to "clip" the edges of a normalised time series... |

rmw_do_all | Function to train a random forest model to predict (usually)... |

rmw_find_breakpoints | Function to detect breakpoints in a data frame using a linear... |

rmw_model_nested_sets | Function to train random forest models using a nested tibble. |

rmw_model_statistics | Functions to extract model statistics from a model calculated... |

rmw_nest_for_modelling | Function to nest observational data before modelling with... |

rmw_normalise | Function to normalise a variable for "average" meteorological... |

rmw_normalise_nested_sets | Function to normalise a variable for "average" meteorological... |

rmw_partial_dependencies | Function to calculate partial dependencies after training... |

rmw_plot_importance | Function to plot random forest variable importances after... |

rmw_plot_normalised | Function to plot the meteorologically normalised time series... |

rmw_plot_partial_dependencies | Function to plot partial dependencies after calculation by... |

rmw_plot_test_prediction | Function to plot the test set and predicted set after... |

rmw_predict | Function to predict using a *ranger* random forest. |

rmw_predict_nested_partial_dependencies | Function to calculate partial dependencies from a random... |

rmw_predict_nested_sets | Function to make predictions from a random forest models... |

rmw_predict_nested_sets_by_year | Function to make predictions by meteorological year from a... |

rmw_predict_the_test_set | Functions to use a model to predict the observations within a... |

rmw_prepare_data | Function to prepare a data frame for modelling with... |

rmw_train_model | Function to train a random forest model to predict (usually)... |

system_cpu_core_count | Function to return the system's number of CPU cores. |

wday_monday | Function to get weekday number from a date where '1' is... |

zzz | Squash the global variable notes when building a package. |

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