pipe_breaks package

Subpackages

• pipe_breaks.algorithms package
  • Submodules
  • pipe_breaks.algorithms.cox_ph module
    • main()
  • pipe_breaks.algorithms.kaplanmeier module
    • main()
  • pipe_breaks.algorithms.lightgbm module
  • pipe_breaks.algorithms.random_survival_forest_GQC module
    • main()
  • pipe_breaks.algorithms.remaining_file module
  • pipe_breaks.algorithms.test_processing module
  • pipe_breaks.algorithms.weibull_ph module
    • main()
  • pipe_breaks.algorithms.xg_boost module
    • main()
  • pipe_breaks.algorithms.xgbse_gqc module
  • Module contents
• pipe_breaks.common package
  • Submodules
  • pipe_breaks.common.buildings_affected module
    • buildings_affected_by_watermain()
    • main()
  • pipe_breaks.common.create_and_clean module
    • dataset_for_surv_analysis()
  • pipe_breaks.common.db_connection module
    • check()
  • pipe_breaks.common.fake_data_generation module
  • pipe_breaks.common.fake_spacetime_processing module
  • pipe_breaks.common.fill_data module
  • pipe_breaks.common.functions module
    • drop_dup_keep_highest()
    • get_grid_row_col()
    • print_metrics()
    • read_data()
    • write_csv_df()
  • pipe_breaks.common.mean_values_filler module
  • pipe_breaks.common.plot_data module
  • pipe_breaks.common.plotting module
    • make_barplot()
    • make_heatmap()
    • make_scatter()
  • pipe_breaks.common.processing module
    • add_days()
    • all_unbroken_pipes()
    • calculate_days_num()
    • dataset_for_break_date_greater_0_cluster()
    • dataset_for_num_prev_breaks_greater_0()
    • dataset_for_num_prev_breaks_greater_0_cluster()
    • dataset_for_surv_analysis()
    • days_between()
    • diameter_conversion()
    • load_dataset()
    • main()
    • process_full_dataset()
    • test_break_data()
  • pipe_breaks.common.processing_old module
  • pipe_breaks.common.spacetime_processing module
  • pipe_breaks.common.sqlconnection module
    • get_connection()
  • Module contents

Submodules

pipe_breaks.constants_gqc module

pipe_breaks.cox_ph_settings module

pipe_breaks.fake_data_generation_settings module

pipe_breaks.kaplanmeier_settings module

pipe_breaks.script_runner module

Methods for running individual scripts in the context of this project.

pipe_breaks.script_runner.main()

Run the specified script.

Parse args, parse config file, modify settings.py, and run the specified script.

pipe_breaks.script_runner.parse_args()

Parse command line arguments.

Expected inputs are: : -s –scripts (required, no default) -d –directory (optional, default=algorithms) -u –utility (optional, default=settings.UTILITY)

pipe_breaks.settings module

Copyright Global Quality Corp. 2021.

2021-02-19 v1.0 @ericvaags 2021-02-24 v1.1 @ericvaags 2021-03-02 v1.2 @jacobgqc 2021-03-03 v1.3 @ericvaags 2021-03-09 v1.4 @ericvaags 2021-04-23 v1.5 @jacobgqc

pipe_breaks.spacetime_settings module

pipe_breaks.weibull_ph_settings module

Module contents