Preprocessing

API documentation for markovclick.preprocessing.

Functions for preprocessing clickstream datasets

class markovclick.preprocessing.Sessionise(df, unique_id_col: str, datetime_col: str, session_timeout: int = 30)

Class with functions to sessionise a pandas DataFrame containing clickstream data.

assign_sessions(n_jobs: int = 1)

Assigns unique session IDs to individual clicks that form the sessions. Supports parallel processing through setting n_jobs to higher than 1.

Parameters:n_jobs (int, optional) – Defaults to 1. If 2 or higher, enables parallel processing. Returns:Returns sessionised DataFrame, with session IDs stored in session_UUID column. Return type:pd.DataFrame

datetime_col

Provides access to datetime_col attribute

df

Provides access to df attribute

session_timeout

Provides access to session_timeout attribute

unique_id_col

Provides access to unique_id_col attribute