Clean features across participants.
Explore the best linear regression feature.labels
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@ -608,17 +608,17 @@ ALL_CLEANING_INDIVIDUAL:
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ALL_CLEANING_OVERALL:
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ALL_CLEANING_OVERALL:
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PROVIDERS:
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PROVIDERS:
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RAPIDS:
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RAPIDS:
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COMPUTE: False
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COMPUTE: True
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IMPUTE_SELECTED_EVENT_FEATURES:
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IMPUTE_SELECTED_EVENT_FEATURES:
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COMPUTE: True
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COMPUTE: True
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MIN_DATA_YIELDED_MINUTES_TO_IMPUTE: 0.33
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MIN_DATA_YIELDED_MINUTES_TO_IMPUTE: 0.33
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COLS_NAN_THRESHOLD: 0.3 # set to 1 to disable
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COLS_NAN_THRESHOLD: 0.3 # set to 1 to disable
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COLS_VAR_THRESHOLD: True
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COLS_VAR_THRESHOLD: True
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ROWS_NAN_THRESHOLD: 0.3 # set to 1 to disable
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ROWS_NAN_THRESHOLD: 1 # set to 1 to disable
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DATA_YIELD_FEATURE: RATIO_VALID_YIELDED_HOURS # RATIO_VALID_YIELDED_HOURS or RATIO_VALID_YIELDED_MINUTES
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DATA_YIELD_FEATURE: RATIO_VALID_YIELDED_HOURS # RATIO_VALID_YIELDED_HOURS or RATIO_VALID_YIELDED_MINUTES
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DATA_YIELD_RATIO_THRESHOLD: 0.5 # set to 0 to disable
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DATA_YIELD_RATIO_THRESHOLD: 0.3 # set to 0 to disable
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DROP_HIGHLY_CORRELATED_FEATURES:
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DROP_HIGHLY_CORRELATED_FEATURES:
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COMPUTE: True
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COMPUTE: False
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MIN_OVERLAP_FOR_CORR_THRESHOLD: 0.5
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MIN_OVERLAP_FOR_CORR_THRESHOLD: 0.5
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CORR_THRESHOLD: 0.95
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CORR_THRESHOLD: 0.95
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SRC_SCRIPT: src/features/all_cleaning_overall/rapids/main.R
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SRC_SCRIPT: src/features/all_cleaning_overall/rapids/main.R
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