msticpy.analysis.anomalous_sequence package

MSTIC Anomalous Sequence Modelling Tools.

Subpackages

• msticpy.analysis.anomalous_sequence.utils package
  • Submodules
    • msticpy.analysis.anomalous_sequence.utils.cmds_only module
      • compute_counts()
      • compute_likelihood_window()
      • compute_likelihood_windows_in_session()
      • laplace_smooth_counts()
      • rarest_window_session()
    • msticpy.analysis.anomalous_sequence.utils.cmds_params_only module
      • compute_counts()
      • compute_likelihood_window()
      • compute_likelihood_windows_in_session()
      • compute_prob_setofparams_given_cmd()
      • laplace_smooth_counts()
      • rarest_window_session()
    • msticpy.analysis.anomalous_sequence.utils.cmds_params_values module
      • compute_counts()
      • compute_likelihood_window()
      • compute_likelihood_windows_in_session()
      • compute_prob_setofparams_given_cmd()
      • get_params_to_model_values()
      • laplace_smooth_counts()
      • rarest_window_session()
    • msticpy.analysis.anomalous_sequence.utils.data_structures module
      • Cmd
      • StateMatrix
    • msticpy.analysis.anomalous_sequence.utils.laplace_smooth module
      • laplace_smooth_cmd_counts()
      • laplace_smooth_param_counts()
      • laplace_smooth_value_counts()
    • msticpy.analysis.anomalous_sequence.utils.probabilities module
      • compute_cmds_probs()
      • compute_params_probs()
      • compute_values_probs()

Submodules

• msticpy.analysis.anomalous_sequence.anomalous module
  • score_and_visualise_sessions()
  • score_sessions()
  • visualise_scored_sessions()
• msticpy.analysis.anomalous_sequence.model module
  • Model
    • Model.compute_geomean_lik_of_sessions()
    • Model.compute_likelihoods_of_sessions()
    • Model.compute_rarest_windows()
    • Model.compute_scores()
    • Model.compute_setof_params_cond_cmd()
    • Model.train()
  • SessionType
    • SessionType.cmds_only
    • SessionType.cmds_params_only
    • SessionType.cmds_params_values
• msticpy.analysis.anomalous_sequence.sessionize module
  • create_session_col()
  • sessionize_data()