Config and cleaning script necessary changes ...
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@ -3,7 +3,7 @@
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########################################################################################################################
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########################################################################################################################
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# See https://www.rapids.science/latest/setup/configuration/#participant-files
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# See https://www.rapids.science/latest/setup/configuration/#participant-files
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PIDS: ['p01'] #['p031', 'p032', 'p033', 'p034', 'p035', 'p036', 'p037', 'p038', 'p039', 'p040', 'p042', 'p043', 'p044', 'p045', 'p046', 'p049', 'p050', 'p052', 'p053', 'p054', 'p055', 'p057', 'p058', 'p059', 'p060', 'p061', 'p062', 'p064', 'p067', 'p068', 'p069', 'p070', 'p071', 'p072', 'p073', 'p074', 'p075', 'p076', 'p077', 'p078', 'p079', 'p080', 'p081', 'p082', 'p083', 'p084', 'p085', 'p086', 'p088', 'p089', 'p090', 'p091', 'p092', 'p093', 'p106', 'p107']
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PIDS: ['p031', 'p032', 'p033', 'p034', 'p035', 'p036', 'p037', 'p038', 'p039', 'p040', 'p042', 'p043', 'p044', 'p045', 'p046', 'p049', 'p050', 'p052', 'p053', 'p054', 'p055', 'p057', 'p058', 'p059', 'p060', 'p061', 'p062', 'p064', 'p067', 'p068', 'p069', 'p070', 'p071', 'p072', 'p073', 'p074', 'p075', 'p076', 'p077', 'p078', 'p079', 'p080', 'p081', 'p082', 'p083', 'p084', 'p085', 'p086', 'p088', 'p089', 'p090', 'p091', 'p092', 'p093', 'p106', 'p107']
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# See https://www.rapids.science/latest/setup/configuration/#automatic-creation-of-participant-files
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# See https://www.rapids.science/latest/setup/configuration/#automatic-creation-of-participant-files
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CREATE_PARTICIPANT_FILES:
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CREATE_PARTICIPANT_FILES:
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@ -39,7 +39,6 @@ def straw_cleaning(sensor_data_files, provider):
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if not phone_data_yield_column in features.columns and not "empatica_data_yield" in features.columns:
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if not phone_data_yield_column in features.columns and not "empatica_data_yield" in features.columns:
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raise KeyError(f"RAPIDS provider needs to clean the selected event features based on {phone_data_yield_column} and empatica_data_yield columns. For phone data yield, please set config[PHONE_DATA_YIELD][PROVIDERS][RAPIDS][COMPUTE] to True and include 'ratiovalidyielded{data_yield_unit}' in [FEATURES].")
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raise KeyError(f"RAPIDS provider needs to clean the selected event features based on {phone_data_yield_column} and empatica_data_yield columns. For phone data yield, please set config[PHONE_DATA_YIELD][PROVIDERS][RAPIDS][COMPUTE] to True and include 'ratiovalidyielded{data_yield_unit}' in [FEATURES].")
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hist = features[["empatica_data_yield", phone_data_yield_column]].hist()
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hist = features[["empatica_data_yield", phone_data_yield_column]].hist()
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plt.legend()
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plt.legend()
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@ -59,7 +58,6 @@ def straw_cleaning(sensor_data_files, provider):
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print(features["empatica_data_yield"].sort_values())
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print(features["empatica_data_yield"].sort_values())
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features = features[features["empatica_data_yield"] >= provider["EMPATICA_DATA_YIELD_RATIO_THRESHOLD"]].reset_index(drop=True)
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features = features[features["empatica_data_yield"] >= provider["EMPATICA_DATA_YIELD_RATIO_THRESHOLD"]].reset_index(drop=True)
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sys.exit()
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graph_bf_af(features, "3data_yield_drop_rows")
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graph_bf_af(features, "3data_yield_drop_rows")
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# (2.2) DO THE ROWS CONSIST OF ENOUGH NON-NAN VALUES?
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# (2.2) DO THE ROWS CONSIST OF ENOUGH NON-NAN VALUES?
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