Index

_

_add_temporal_columns() (in module mobts.utils.formatting) _aggregate_hourly_to_daily() (in module mobts.preprocessing.cleaning) _build_pivots() (in module mobts.imputation.donors) _calculate_outlier_score() (in module mobts.preprocessing.outliers) _calculate_outlier_score_counter_daily() (in module mobts.preprocessing.outliers) _calculate_outlier_score_counter_hourly() (in module mobts.preprocessing.outliers) _corralation_matrix_donors() (in module mobts.imputation.donors) _counter_method_choice() (in module mobts.imputation.selector) _drop_nan_counters() (in module mobts.utils.formatting) _drop_sparse_counters() (in module mobts.utils.formatting) _find_counters_with_holes() (in module mobts.imputation.selector) _format_datetime() (in module mobts.utils.formatting) _get_grouping_column_for_stl() (in module mobts.imputation.stl) _get_min_mutual_period() (in module mobts.imputation.selector) _get_min_overlap_period_sm() (in module mobts.imputation.donors)

_get_min_prediction_period() (in module mobts.imputation.selector) _get_stl_period() (in module mobts.imputation.stl) _initial_interpolate_for_stl() (in module mobts.imputation.stl) _interpolate_linear() (in module mobts.imputation.stl) _is_eligible_for_regression() (in module mobts.imputation.selector) _is_eligible_for_scaled_median() (in module mobts.imputation.selector) _plot_outliers_daily() (in module mobts.preprocessing.plotting) _plot_outliers_hourly() (in module mobts.preprocessing.plotting) _remove_measurement_errors_all_network() (in module mobts.preprocessing.cleaning) _remove_measurement_errors_daily() (in module mobts.preprocessing.cleaning) _remove_measurement_errors_hourly() (in module mobts.preprocessing.cleaning) _remove_measurement_errors_wrapper_counter() (in module mobts.preprocessing.cleaning) _rolling_median_week_window() (in module mobts.imputation.stl) _select_regression_donors() (in module mobts.imputation.selector) _standardize_input() (in module mobts.utils.formatting) _stl_on_counter_hole_adjusted() (in module mobts.imputation.stl)

A

apply_threshold() (in module mobts.preprocessing.pipeline)

C

CalculatorError CantDivideByZeroError, [1] clip_lower (mobts.configs.config_imputation.STLConfig attribute) col_final (mobts.configs.config_imputation.OutputConfig attribute) col_intp (mobts.configs.config_imputation.OutputConfig attribute) col_method_used (mobts.configs.config_imputation.OutputConfig attribute)

col_reg_imputed (mobts.configs.config_imputation.OutputConfig attribute) col_sm_imputed (mobts.configs.config_imputation.OutputConfig attribute) col_stl_imputed (mobts.configs.config_imputation.OutputConfig attribute) cols (mobts.configs.config_preprocessing.PipelineConfig attribute) ColumnsConfig (class in mobts.configs.config_common) count (mobts.configs.config_common.ColumnsConfig attribute) counter (mobts.configs.config_common.ColumnsConfig attribute)

D

date (mobts.configs.config_common.ColumnsConfig attribute) divide() (in module mobts.divider) (in module mobts.divider.divider)

DonorsConfig (class in mobts.configs.config_imputation) drop_sparse_counters (mobts.configs.config_common.SparsityConfig attribute)

F

figsize_width (mobts.configs.config_preprocessing.PlotConfig attribute)

H

height_per_row (mobts.configs.config_preprocessing.PlotConfig attribute) hello_world() (in module mobts.main)

hour (mobts.configs.config_common.ColumnsConfig attribute) how (mobts.configs.config_common.ColumnsConfig attribute)

I

impute (class in mobts.imputation.pipeline) impute_regression() (in module mobts.imputation.donors)

impute_scaled_median() (in module mobts.imputation.donors) impute_stl() (in module mobts.imputation.stl) island_max_len (mobts.configs.config_preprocessing.PreprocessConfig attribute)

L

linewidth_d (mobts.configs.config_preprocessing.PlotConfig attribute) linewidth_h (mobts.configs.config_preprocessing.PlotConfig attribute)

low_abs_daily (mobts.configs.config_preprocessing.PreprocessConfig attribute) low_rel_daily (mobts.configs.config_preprocessing.PreprocessConfig attribute) low_run_min_daily (mobts.configs.config_preprocessing.PreprocessConfig attribute)

M

marker_size (mobts.configs.config_preprocessing.PlotConfig attribute) max_donor_rate (mobts.configs.config_imputation.DonorsConfig attribute) max_stations (mobts.configs.config_preprocessing.PlotConfig attribute) min_fig_height (mobts.configs.config_preprocessing.PlotConfig attribute) min_mutual_days (mobts.configs.config_imputation.DonorsConfig attribute) min_mutual_hours (mobts.configs.config_imputation.DonorsConfig attribute) min_pred_coverage (mobts.configs.config_imputation.DonorsConfig attribute) min_pred_days (mobts.configs.config_imputation.DonorsConfig attribute) min_pred_hours (mobts.configs.config_imputation.DonorsConfig attribute) mobts module mobts.configs module mobts.configs.config_common module mobts.configs.config_imputation module mobts.configs.config_preprocessing module mobts.divider module mobts.divider.divider module mobts.divider.divider_error module mobts.imputation module mobts.imputation.donors module mobts.imputation.pipeline module mobts.imputation.selector module mobts.imputation.stl module mobts.main module

mobts.preprocessing module mobts.preprocessing.cleaning module mobts.preprocessing.outliers module mobts.preprocessing.pipeline module mobts.preprocessing.plotting module mobts.utils module mobts.utils.formatting module module mobts mobts.configs mobts.configs.config_common mobts.configs.config_imputation mobts.configs.config_preprocessing mobts.divider mobts.divider.divider mobts.divider.divider_error mobts.imputation mobts.imputation.donors mobts.imputation.pipeline mobts.imputation.selector mobts.imputation.stl mobts.main mobts.preprocessing mobts.preprocessing.cleaning mobts.preprocessing.outliers mobts.preprocessing.pipeline mobts.preprocessing.plotting mobts.utils mobts.utils.formatting

N

ncols (mobts.configs.config_preprocessing.PlotConfig attribute)

night_hours (mobts.configs.config_preprocessing.PreprocessConfig attribute)

O

OutlierConfig (class in mobts.configs.config_preprocessing)

outliers (mobts.configs.config_preprocessing.PipelineConfig attribute) OutputConfig (class in mobts.configs.config_imputation)

P

period (mobts.configs.config_preprocessing.STLConfig attribute) PipelineConfig (class in mobts.configs.config_preprocessing) plot (mobts.configs.config_preprocessing.PipelineConfig attribute) plot_outliers() (mobts.preprocessing.pipeline.preprocess method)

PlotConfig (class in mobts.configs.config_preprocessing) preprocess (class in mobts.preprocessing.pipeline) (mobts.configs.config_preprocessing.PipelineConfig attribute) PreprocessConfig (class in mobts.configs.config_preprocessing)

R

reg_method (mobts.configs.config_imputation.OutputConfig attribute) report() (mobts.imputation.pipeline.impute method) (mobts.preprocessing.pipeline.preprocess method) robust (mobts.configs.config_preprocessing.STLConfig attribute)

rolling_median_min_valid (mobts.configs.config_imputation.STLConfig attribute) rolling_median_window (mobts.configs.config_imputation.STLConfig attribute) run() (mobts.imputation.pipeline.impute method) (mobts.preprocessing.pipeline.preprocess method) run_preprocess_stage_1() (in module mobts.preprocessing.pipeline)

S

sm_method (mobts.configs.config_imputation.OutputConfig attribute) sm_min_neighbors (mobts.configs.config_imputation.DonorsConfig attribute) sm_min_overlap_day (mobts.configs.config_imputation.DonorsConfig attribute) sm_min_overlap_hour (mobts.configs.config_imputation.DonorsConfig attribute) sparse (mobts.configs.config_preprocessing.PipelineConfig attribute) sparse_threshold (mobts.configs.config_common.SparsityConfig attribute) SparsityConfig (class in mobts.configs.config_common)

stl (mobts.configs.config_preprocessing.PipelineConfig attribute) stl_method (mobts.configs.config_imputation.OutputConfig attribute) stl_robust (mobts.configs.config_imputation.STLConfig attribute) stl_season_daily (mobts.configs.config_imputation.STLConfig attribute) stl_season_hourly (mobts.configs.config_imputation.STLConfig attribute) STLConfig (class in mobts.configs.config_imputation) (class in mobts.configs.config_preprocessing) surround_min_len (mobts.configs.config_preprocessing.PreprocessConfig attribute)

T

threshold_daily (mobts.configs.config_preprocessing.OutlierConfig attribute) threshold_hourly (mobts.configs.config_preprocessing.OutlierConfig attribute)

timestamp (mobts.configs.config_common.ColumnsConfig attribute) top_k_donor (mobts.configs.config_imputation.DonorsConfig attribute)

W

week_num (mobts.configs.config_common.ColumnsConfig attribute)

weekday (mobts.configs.config_common.ColumnsConfig attribute)

X

x_label_rotation (mobts.configs.config_preprocessing.PlotConfig attribute)

Z

zero_rate_max (mobts.configs.config_preprocessing.PreprocessConfig attribute)

zero_run_min (mobts.configs.config_preprocessing.PreprocessConfig attribute)