diff --git a/opendbm/dbm_lib/config/config_raw_feature.py b/opendbm/dbm_lib/config/config_raw_feature.py index 1d90b2ec..147d7010 100644 --- a/opendbm/dbm_lib/config/config_raw_feature.py +++ b/opendbm/dbm_lib/config/config_raw_feature.py @@ -4,15 +4,22 @@ project_name: DBM created: 2020-20-07 """ +import os + import yaml -from opendbm.dbm_lib import DBMLIB_FEATURE_CONFIG + +DBMLIB_PATH = os.path.dirname(__file__) +DBMLIB_FEATURE_CONFIG = os.path.abspath( + os.path.join(DBMLIB_PATH, "../../resources/features/raw_feature.yml") +) + class ConfigRawReader(object): """Summary Read sevice end ponit """ - def __init__(self, - feature_config_yml=None): + + def __init__(self, feature_config_yml=None): """Summary Args: feature_config_yml (None, optional): yml file defined service configuration @@ -23,255 +30,254 @@ class ConfigRawReader(object): else: feature_config = feature_config_yml - with open(feature_config, 'r') as ymlfile: - config = yaml.load(ymlfile) + with open(feature_config, "r") as ymlfile: + config = yaml.load(ymlfile, Loader=yaml.CLoader) - #Verbal features + # Verbal features self.base_raw = config - self.err_reason = config['raw_feature']['error_reason'] + self.err_reason = config["raw_feature"]["error_reason"] - #Output range - self.mov_headvel_start = config['raw_feature']['mov_headvel_start'] - self.mov_headvel_end = config['raw_feature']['mov_headvel_end'] + # Output range + self.mov_headvel_start = config["raw_feature"]["mov_headvel_start"] + self.mov_headvel_end = config["raw_feature"]["mov_headvel_end"] - #Acoustic variable - self.aco_int = config['raw_feature']['aco_int'] - self.aco_ff = config['raw_feature']['aco_ff'] - self.aco_voiceLabel = config['raw_feature']['aco_voiceLabel'] - self.aco_hnr = config['raw_feature']['aco_hnr'] - self.aco_gne = config['raw_feature']['aco_gne'] - self.aco_fm1 = config['raw_feature']['aco_fm1'] - self.aco_fm2 = config['raw_feature']['aco_fm2'] - self.aco_fm3 = config['raw_feature']['aco_fm3'] - self.aco_fm4 = config['raw_feature']['aco_fm4'] - self.aco_jitter = config['raw_feature']['aco_jitter'] - self.aco_shimmer = config['raw_feature']['aco_shimmer'] - self.aco_mfcc1 = config['raw_feature']['aco_mfcc1'] - self.aco_mfcc2 = config['raw_feature']['aco_mfcc2'] - self.aco_mfcc3 = config['raw_feature']['aco_mfcc3'] - self.aco_mfcc4 = config['raw_feature']['aco_mfcc4'] - self.aco_mfcc5 = config['raw_feature']['aco_mfcc5'] - self.aco_mfcc6 = config['raw_feature']['aco_mfcc6'] - self.aco_mfcc7 = config['raw_feature']['aco_mfcc7'] - self.aco_mfcc8 = config['raw_feature']['aco_mfcc8'] - self.aco_mfcc9 = config['raw_feature']['aco_mfcc9'] - self.aco_mfcc10 = config['raw_feature']['aco_mfcc10'] - self.aco_mfcc11 = config['raw_feature']['aco_mfcc11'] - self.aco_mfcc12 = config['raw_feature']['aco_mfcc12'] - self.aco_voiceFrame = config['raw_feature']['aco_voiceFrame'] - self.aco_totVoiceFrame = config['raw_feature']['aco_totVoiceFrame'] - self.aco_voicePct = config['raw_feature']['aco_voicePct'] - self.aco_pausetime = config['raw_feature']['aco_pausetime'] - self.aco_totaltime = config['raw_feature']['aco_totaltime'] - self.aco_speakingtime = config['raw_feature']['aco_speakingtime'] - self.aco_numpauses = config['raw_feature']['aco_numpauses'] - self.aco_pausefrac = config['raw_feature']['aco_pausefrac'] + # Acoustic variable + self.aco_int = config["raw_feature"]["aco_int"] + self.aco_ff = config["raw_feature"]["aco_ff"] + self.aco_voiceLabel = config["raw_feature"]["aco_voiceLabel"] + self.aco_hnr = config["raw_feature"]["aco_hnr"] + self.aco_gne = config["raw_feature"]["aco_gne"] + self.aco_fm1 = config["raw_feature"]["aco_fm1"] + self.aco_fm2 = config["raw_feature"]["aco_fm2"] + self.aco_fm3 = config["raw_feature"]["aco_fm3"] + self.aco_fm4 = config["raw_feature"]["aco_fm4"] + self.aco_jitter = config["raw_feature"]["aco_jitter"] + self.aco_shimmer = config["raw_feature"]["aco_shimmer"] + self.aco_mfcc1 = config["raw_feature"]["aco_mfcc1"] + self.aco_mfcc2 = config["raw_feature"]["aco_mfcc2"] + self.aco_mfcc3 = config["raw_feature"]["aco_mfcc3"] + self.aco_mfcc4 = config["raw_feature"]["aco_mfcc4"] + self.aco_mfcc5 = config["raw_feature"]["aco_mfcc5"] + self.aco_mfcc6 = config["raw_feature"]["aco_mfcc6"] + self.aco_mfcc7 = config["raw_feature"]["aco_mfcc7"] + self.aco_mfcc8 = config["raw_feature"]["aco_mfcc8"] + self.aco_mfcc9 = config["raw_feature"]["aco_mfcc9"] + self.aco_mfcc10 = config["raw_feature"]["aco_mfcc10"] + self.aco_mfcc11 = config["raw_feature"]["aco_mfcc11"] + self.aco_mfcc12 = config["raw_feature"]["aco_mfcc12"] + self.aco_voiceFrame = config["raw_feature"]["aco_voiceFrame"] + self.aco_totVoiceFrame = config["raw_feature"]["aco_totVoiceFrame"] + self.aco_voicePct = config["raw_feature"]["aco_voicePct"] + self.aco_pausetime = config["raw_feature"]["aco_pausetime"] + self.aco_totaltime = config["raw_feature"]["aco_totaltime"] + self.aco_speakingtime = config["raw_feature"]["aco_speakingtime"] + self.aco_numpauses = config["raw_feature"]["aco_numpauses"] + self.aco_pausefrac = config["raw_feature"]["aco_pausefrac"] - #Facial Action Unit (for consistency) - self.fac_AU01int = config['raw_feature']['fac_AU01int'] - self.fac_AU02int = config['raw_feature']['fac_AU02int'] - self.fac_AU04int = config['raw_feature']['fac_AU04int'] - self.fac_AU05int = config['raw_feature']['fac_AU05int'] - self.fac_AU06int = config['raw_feature']['fac_AU06int'] - self.fac_AU07int = config['raw_feature']['fac_AU07int'] - self.fac_AU09int = config['raw_feature']['fac_AU09int'] - self.fac_AU10int = config['raw_feature']['fac_AU10int'] - self.fac_AU12int = config['raw_feature']['fac_AU12int'] - self.fac_AU14int = config['raw_feature']['fac_AU14int'] - self.fac_AU15int = config['raw_feature']['fac_AU15int'] - self.fac_AU17int = config['raw_feature']['fac_AU17int'] - self.fac_AU20int = config['raw_feature']['fac_AU20int'] - self.fac_AU23int = config['raw_feature']['fac_AU23int'] - self.fac_AU25int = config['raw_feature']['fac_AU25int'] - self.fac_AU26int = config['raw_feature']['fac_AU26int'] - self.fac_AU45int = config['raw_feature']['fac_AU45int'] - self.fac_AU01pres = config['raw_feature']['fac_AU01pres'] - self.fac_AU02pres = config['raw_feature']['fac_AU02pres'] - self.fac_AU04pres = config['raw_feature']['fac_AU04pres'] - self.fac_AU05pres = config['raw_feature']['fac_AU05pres'] - self.fac_AU06pres = config['raw_feature']['fac_AU06pres'] - self.fac_AU07pres = config['raw_feature']['fac_AU07pres'] - self.fac_AU09pres = config['raw_feature']['fac_AU09pres'] - self.fac_AU10pres = config['raw_feature']['fac_AU10pres'] - self.fac_AU12pres = config['raw_feature']['fac_AU12pres'] - self.fac_AU14pres = config['raw_feature']['fac_AU14pres'] - self.fac_AU15pres = config['raw_feature']['fac_AU15pres'] - self.fac_AU17pres = config['raw_feature']['fac_AU17pres'] - self.fac_AU20pres = config['raw_feature']['fac_AU20pres'] - self.fac_AU23pres = config['raw_feature']['fac_AU23pres'] - self.fac_AU25pres = config['raw_feature']['fac_AU25pres'] - self.fac_AU26pres = config['raw_feature']['fac_AU26pres'] - self.fac_AU28pres = config['raw_feature']['fac_AU28pres'] - self.fac_AU45pres = config['raw_feature']['fac_AU45pres'] + # Facial Action Unit (for consistency) + self.fac_AU01int = config["raw_feature"]["fac_AU01int"] + self.fac_AU02int = config["raw_feature"]["fac_AU02int"] + self.fac_AU04int = config["raw_feature"]["fac_AU04int"] + self.fac_AU05int = config["raw_feature"]["fac_AU05int"] + self.fac_AU06int = config["raw_feature"]["fac_AU06int"] + self.fac_AU07int = config["raw_feature"]["fac_AU07int"] + self.fac_AU09int = config["raw_feature"]["fac_AU09int"] + self.fac_AU10int = config["raw_feature"]["fac_AU10int"] + self.fac_AU12int = config["raw_feature"]["fac_AU12int"] + self.fac_AU14int = config["raw_feature"]["fac_AU14int"] + self.fac_AU15int = config["raw_feature"]["fac_AU15int"] + self.fac_AU17int = config["raw_feature"]["fac_AU17int"] + self.fac_AU20int = config["raw_feature"]["fac_AU20int"] + self.fac_AU23int = config["raw_feature"]["fac_AU23int"] + self.fac_AU25int = config["raw_feature"]["fac_AU25int"] + self.fac_AU26int = config["raw_feature"]["fac_AU26int"] + self.fac_AU45int = config["raw_feature"]["fac_AU45int"] + self.fac_AU01pres = config["raw_feature"]["fac_AU01pres"] + self.fac_AU02pres = config["raw_feature"]["fac_AU02pres"] + self.fac_AU04pres = config["raw_feature"]["fac_AU04pres"] + self.fac_AU05pres = config["raw_feature"]["fac_AU05pres"] + self.fac_AU06pres = config["raw_feature"]["fac_AU06pres"] + self.fac_AU07pres = config["raw_feature"]["fac_AU07pres"] + self.fac_AU09pres = config["raw_feature"]["fac_AU09pres"] + self.fac_AU10pres = config["raw_feature"]["fac_AU10pres"] + self.fac_AU12pres = config["raw_feature"]["fac_AU12pres"] + self.fac_AU14pres = config["raw_feature"]["fac_AU14pres"] + self.fac_AU15pres = config["raw_feature"]["fac_AU15pres"] + self.fac_AU17pres = config["raw_feature"]["fac_AU17pres"] + self.fac_AU20pres = config["raw_feature"]["fac_AU20pres"] + self.fac_AU23pres = config["raw_feature"]["fac_AU23pres"] + self.fac_AU25pres = config["raw_feature"]["fac_AU25pres"] + self.fac_AU26pres = config["raw_feature"]["fac_AU26pres"] + self.fac_AU28pres = config["raw_feature"]["fac_AU28pres"] + self.fac_AU45pres = config["raw_feature"]["fac_AU45pres"] - #Facial Landmarks (for consistency) - self.fac_LMK00disp = config['raw_feature']['fac_LMK00disp'] - self.fac_LMK01disp = config['raw_feature']['fac_LMK01disp'] - self.fac_LMK02disp = config['raw_feature']['fac_LMK02disp'] - self.fac_LMK03disp = config['raw_feature']['fac_LMK03disp'] - self.fac_LMK04disp = config['raw_feature']['fac_LMK04disp'] - self.fac_LMK05disp = config['raw_feature']['fac_LMK05disp'] - self.fac_LMK06disp = config['raw_feature']['fac_LMK06disp'] - self.fac_LMK07disp = config['raw_feature']['fac_LMK07disp'] - self.fac_LMK08disp = config['raw_feature']['fac_LMK08disp'] - self.fac_LMK09disp = config['raw_feature']['fac_LMK09disp'] - self.fac_LMK10disp = config['raw_feature']['fac_LMK10disp'] - self.fac_LMK11disp = config['raw_feature']['fac_LMK11disp'] - self.fac_LMK12disp = config['raw_feature']['fac_LMK12disp'] - self.fac_LMK13disp = config['raw_feature']['fac_LMK13disp'] - self.fac_LMK14disp = config['raw_feature']['fac_LMK14disp'] - self.fac_LMK15disp = config['raw_feature']['fac_LMK15disp'] - self.fac_LMK16disp = config['raw_feature']['fac_LMK16disp'] - self.fac_LMK17disp = config['raw_feature']['fac_LMK17disp'] - self.fac_LMK18disp = config['raw_feature']['fac_LMK18disp'] - self.fac_LMK19disp = config['raw_feature']['fac_LMK19disp'] - self.fac_LMK20disp = config['raw_feature']['fac_LMK20disp'] - self.fac_LMK21disp = config['raw_feature']['fac_LMK21disp'] - self.fac_LMK22disp = config['raw_feature']['fac_LMK22disp'] - self.fac_LMK23disp = config['raw_feature']['fac_LMK23disp'] - self.fac_LMK24disp = config['raw_feature']['fac_LMK24disp'] - self.fac_LMK25disp = config['raw_feature']['fac_LMK25disp'] - self.fac_LMK26disp = config['raw_feature']['fac_LMK26disp'] - self.fac_LMK27disp = config['raw_feature']['fac_LMK27disp'] - self.fac_LMK28disp = config['raw_feature']['fac_LMK28disp'] - self.fac_LMK29disp = config['raw_feature']['fac_LMK29disp'] - self.fac_LMK30disp = config['raw_feature']['fac_LMK30disp'] - self.fac_LMK31disp = config['raw_feature']['fac_LMK31disp'] - self.fac_LMK32disp = config['raw_feature']['fac_LMK32disp'] - self.fac_LMK33disp = config['raw_feature']['fac_LMK33disp'] - self.fac_LMK34disp = config['raw_feature']['fac_LMK34disp'] - self.fac_LMK35disp = config['raw_feature']['fac_LMK35disp'] - self.fac_LMK36disp = config['raw_feature']['fac_LMK36disp'] - self.fac_LMK37disp = config['raw_feature']['fac_LMK37disp'] - self.fac_LMK38disp = config['raw_feature']['fac_LMK38disp'] - self.fac_LMK39disp = config['raw_feature']['fac_LMK39disp'] - self.fac_LMK40disp = config['raw_feature']['fac_LMK40disp'] - self.fac_LMK41disp = config['raw_feature']['fac_LMK41disp'] - self.fac_LMK42disp = config['raw_feature']['fac_LMK42disp'] - self.fac_LMK43disp = config['raw_feature']['fac_LMK43disp'] - self.fac_LMK44disp = config['raw_feature']['fac_LMK44disp'] - self.fac_LMK45disp = config['raw_feature']['fac_LMK45disp'] - self.fac_LMK46disp = config['raw_feature']['fac_LMK46disp'] - self.fac_LMK47disp = config['raw_feature']['fac_LMK47disp'] - self.fac_LMK48disp = config['raw_feature']['fac_LMK48disp'] - self.fac_LMK49disp = config['raw_feature']['fac_LMK49disp'] - self.fac_LMK50disp = config['raw_feature']['fac_LMK50disp'] - self.fac_LMK51disp = config['raw_feature']['fac_LMK51disp'] - self.fac_LMK52disp = config['raw_feature']['fac_LMK52disp'] - self.fac_LMK53disp = config['raw_feature']['fac_LMK53disp'] - self.fac_LMK54disp = config['raw_feature']['fac_LMK54disp'] - self.fac_LMK55disp = config['raw_feature']['fac_LMK55disp'] - self.fac_LMK56disp = config['raw_feature']['fac_LMK56disp'] - self.fac_LMK57disp = config['raw_feature']['fac_LMK57disp'] - self.fac_LMK58disp = config['raw_feature']['fac_LMK58disp'] - self.fac_LMK59disp = config['raw_feature']['fac_LMK59disp'] - self.fac_LMK60disp = config['raw_feature']['fac_LMK60disp'] - self.fac_LMK61disp = config['raw_feature']['fac_LMK61disp'] - self.fac_LMK62disp = config['raw_feature']['fac_LMK62disp'] - self.fac_LMK63disp = config['raw_feature']['fac_LMK63disp'] - self.fac_LMK64disp = config['raw_feature']['fac_LMK64disp'] - self.fac_LMK65disp = config['raw_feature']['fac_LMK65disp'] - self.fac_LMK66disp = config['raw_feature']['fac_LMK66disp'] - self.fac_LMK67disp = config['raw_feature']['fac_LMK67disp'] + # Facial Landmarks (for consistency) + self.fac_LMK00disp = config["raw_feature"]["fac_LMK00disp"] + self.fac_LMK01disp = config["raw_feature"]["fac_LMK01disp"] + self.fac_LMK02disp = config["raw_feature"]["fac_LMK02disp"] + self.fac_LMK03disp = config["raw_feature"]["fac_LMK03disp"] + self.fac_LMK04disp = config["raw_feature"]["fac_LMK04disp"] + self.fac_LMK05disp = config["raw_feature"]["fac_LMK05disp"] + self.fac_LMK06disp = config["raw_feature"]["fac_LMK06disp"] + self.fac_LMK07disp = config["raw_feature"]["fac_LMK07disp"] + self.fac_LMK08disp = config["raw_feature"]["fac_LMK08disp"] + self.fac_LMK09disp = config["raw_feature"]["fac_LMK09disp"] + self.fac_LMK10disp = config["raw_feature"]["fac_LMK10disp"] + self.fac_LMK11disp = config["raw_feature"]["fac_LMK11disp"] + self.fac_LMK12disp = config["raw_feature"]["fac_LMK12disp"] + self.fac_LMK13disp = config["raw_feature"]["fac_LMK13disp"] + self.fac_LMK14disp = config["raw_feature"]["fac_LMK14disp"] + self.fac_LMK15disp = config["raw_feature"]["fac_LMK15disp"] + self.fac_LMK16disp = config["raw_feature"]["fac_LMK16disp"] + self.fac_LMK17disp = config["raw_feature"]["fac_LMK17disp"] + self.fac_LMK18disp = config["raw_feature"]["fac_LMK18disp"] + self.fac_LMK19disp = config["raw_feature"]["fac_LMK19disp"] + self.fac_LMK20disp = config["raw_feature"]["fac_LMK20disp"] + self.fac_LMK21disp = config["raw_feature"]["fac_LMK21disp"] + self.fac_LMK22disp = config["raw_feature"]["fac_LMK22disp"] + self.fac_LMK23disp = config["raw_feature"]["fac_LMK23disp"] + self.fac_LMK24disp = config["raw_feature"]["fac_LMK24disp"] + self.fac_LMK25disp = config["raw_feature"]["fac_LMK25disp"] + self.fac_LMK26disp = config["raw_feature"]["fac_LMK26disp"] + self.fac_LMK27disp = config["raw_feature"]["fac_LMK27disp"] + self.fac_LMK28disp = config["raw_feature"]["fac_LMK28disp"] + self.fac_LMK29disp = config["raw_feature"]["fac_LMK29disp"] + self.fac_LMK30disp = config["raw_feature"]["fac_LMK30disp"] + self.fac_LMK31disp = config["raw_feature"]["fac_LMK31disp"] + self.fac_LMK32disp = config["raw_feature"]["fac_LMK32disp"] + self.fac_LMK33disp = config["raw_feature"]["fac_LMK33disp"] + self.fac_LMK34disp = config["raw_feature"]["fac_LMK34disp"] + self.fac_LMK35disp = config["raw_feature"]["fac_LMK35disp"] + self.fac_LMK36disp = config["raw_feature"]["fac_LMK36disp"] + self.fac_LMK37disp = config["raw_feature"]["fac_LMK37disp"] + self.fac_LMK38disp = config["raw_feature"]["fac_LMK38disp"] + self.fac_LMK39disp = config["raw_feature"]["fac_LMK39disp"] + self.fac_LMK40disp = config["raw_feature"]["fac_LMK40disp"] + self.fac_LMK41disp = config["raw_feature"]["fac_LMK41disp"] + self.fac_LMK42disp = config["raw_feature"]["fac_LMK42disp"] + self.fac_LMK43disp = config["raw_feature"]["fac_LMK43disp"] + self.fac_LMK44disp = config["raw_feature"]["fac_LMK44disp"] + self.fac_LMK45disp = config["raw_feature"]["fac_LMK45disp"] + self.fac_LMK46disp = config["raw_feature"]["fac_LMK46disp"] + self.fac_LMK47disp = config["raw_feature"]["fac_LMK47disp"] + self.fac_LMK48disp = config["raw_feature"]["fac_LMK48disp"] + self.fac_LMK49disp = config["raw_feature"]["fac_LMK49disp"] + self.fac_LMK50disp = config["raw_feature"]["fac_LMK50disp"] + self.fac_LMK51disp = config["raw_feature"]["fac_LMK51disp"] + self.fac_LMK52disp = config["raw_feature"]["fac_LMK52disp"] + self.fac_LMK53disp = config["raw_feature"]["fac_LMK53disp"] + self.fac_LMK54disp = config["raw_feature"]["fac_LMK54disp"] + self.fac_LMK55disp = config["raw_feature"]["fac_LMK55disp"] + self.fac_LMK56disp = config["raw_feature"]["fac_LMK56disp"] + self.fac_LMK57disp = config["raw_feature"]["fac_LMK57disp"] + self.fac_LMK58disp = config["raw_feature"]["fac_LMK58disp"] + self.fac_LMK59disp = config["raw_feature"]["fac_LMK59disp"] + self.fac_LMK60disp = config["raw_feature"]["fac_LMK60disp"] + self.fac_LMK61disp = config["raw_feature"]["fac_LMK61disp"] + self.fac_LMK62disp = config["raw_feature"]["fac_LMK62disp"] + self.fac_LMK63disp = config["raw_feature"]["fac_LMK63disp"] + self.fac_LMK64disp = config["raw_feature"]["fac_LMK64disp"] + self.fac_LMK65disp = config["raw_feature"]["fac_LMK65disp"] + self.fac_LMK66disp = config["raw_feature"]["fac_LMK66disp"] + self.fac_LMK67disp = config["raw_feature"]["fac_LMK67disp"] - #Facial features - self.hap_exp = config['raw_feature']['hap_exp'] - self.sad_exp = config['raw_feature']['sad_exp'] - self.sur_exp = config['raw_feature']['sur_exp'] - self.fea_exp = config['raw_feature']['fea_exp'] - self.ang_exp = config['raw_feature']['ang_exp'] - self.dis_exp = config['raw_feature']['dis_exp'] - self.con_exp = config['raw_feature']['con_exp'] - self.happ_occ = config['raw_feature']['happ_occ'] - self.sad_occ = config['raw_feature']['sad_occ'] - self.sur_occ = config['raw_feature']['sur_occ'] - self.fea_occ = config['raw_feature']['fea_occ'] - self.ang_occ = config['raw_feature']['ang_occ'] - self.dis_occ = config['raw_feature']['dis_occ'] - self.con_occ = config['raw_feature']['con_occ'] - self.pos_exp = config['raw_feature']['pos_exp'] - self.neg_exp = config['raw_feature']['neg_exp'] - self.neu_exp = config['raw_feature']['neu_exp'] - self.cai_exp = config['raw_feature']['cai_exp'] - self.com_exp = config['raw_feature']['com_exp'] - self.com_lower_exp = config['raw_feature']['com_lower_exp'] - self.com_upper_exp = config['raw_feature']['com_upper_exp'] - self.pai_exp = config['raw_feature']['pai_exp'] - self.hap_exp_full = config['raw_feature']['hap_exp_full'] - self.sad_exp_full = config['raw_feature']['sad_exp_full'] - self.sur_exp_full = config['raw_feature']['sur_exp_full'] - self.fea_exp_full = config['raw_feature']['fea_exp_full'] - self.ang_exp_full = config['raw_feature']['ang_exp_full'] - self.dis_exp_full = config['raw_feature']['dis_exp_full'] - self.con_exp_full = config['raw_feature']['con_exp_full'] - self.pos_exp_full = config['raw_feature']['pos_exp_full'] - self.neg_exp_full = config['raw_feature']['neg_exp_full'] - self.neu_exp_full = config['raw_feature']['neu_exp_full'] - self.cai_exp_full = config['raw_feature']['cai_exp_full'] - self.com_exp_full = config['raw_feature']['com_exp_full'] - self.com_lower_exp_full = config['raw_feature']['com_lower_exp_full'] - self.com_upper_exp_full = config['raw_feature']['com_upper_exp_full'] - self.pai_exp_full = config['raw_feature']['pai_exp_full'] - self.fac_AsymMaskMouth = config['raw_feature']['fac_AsymMaskMouth'] - self.fac_AsymMaskEye = config['raw_feature']['fac_AsymMaskEye'] - self.fac_AsymMaskEyebrow = config['raw_feature']['fac_AsymMaskEyebrow'] - self.fac_AsymMaskCom = config['raw_feature']['fac_AsymMaskCom'] + # Facial features + self.hap_exp = config["raw_feature"]["hap_exp"] + self.sad_exp = config["raw_feature"]["sad_exp"] + self.sur_exp = config["raw_feature"]["sur_exp"] + self.fea_exp = config["raw_feature"]["fea_exp"] + self.ang_exp = config["raw_feature"]["ang_exp"] + self.dis_exp = config["raw_feature"]["dis_exp"] + self.con_exp = config["raw_feature"]["con_exp"] + self.happ_occ = config["raw_feature"]["happ_occ"] + self.sad_occ = config["raw_feature"]["sad_occ"] + self.sur_occ = config["raw_feature"]["sur_occ"] + self.fea_occ = config["raw_feature"]["fea_occ"] + self.ang_occ = config["raw_feature"]["ang_occ"] + self.dis_occ = config["raw_feature"]["dis_occ"] + self.con_occ = config["raw_feature"]["con_occ"] + self.pos_exp = config["raw_feature"]["pos_exp"] + self.neg_exp = config["raw_feature"]["neg_exp"] + self.neu_exp = config["raw_feature"]["neu_exp"] + self.cai_exp = config["raw_feature"]["cai_exp"] + self.com_exp = config["raw_feature"]["com_exp"] + self.com_lower_exp = config["raw_feature"]["com_lower_exp"] + self.com_upper_exp = config["raw_feature"]["com_upper_exp"] + self.pai_exp = config["raw_feature"]["pai_exp"] + self.hap_exp_full = config["raw_feature"]["hap_exp_full"] + self.sad_exp_full = config["raw_feature"]["sad_exp_full"] + self.sur_exp_full = config["raw_feature"]["sur_exp_full"] + self.fea_exp_full = config["raw_feature"]["fea_exp_full"] + self.ang_exp_full = config["raw_feature"]["ang_exp_full"] + self.dis_exp_full = config["raw_feature"]["dis_exp_full"] + self.con_exp_full = config["raw_feature"]["con_exp_full"] + self.pos_exp_full = config["raw_feature"]["pos_exp_full"] + self.neg_exp_full = config["raw_feature"]["neg_exp_full"] + self.neu_exp_full = config["raw_feature"]["neu_exp_full"] + self.cai_exp_full = config["raw_feature"]["cai_exp_full"] + self.com_exp_full = config["raw_feature"]["com_exp_full"] + self.com_lower_exp_full = config["raw_feature"]["com_lower_exp_full"] + self.com_upper_exp_full = config["raw_feature"]["com_upper_exp_full"] + self.pai_exp_full = config["raw_feature"]["pai_exp_full"] + self.fac_AsymMaskMouth = config["raw_feature"]["fac_AsymMaskMouth"] + self.fac_AsymMaskEye = config["raw_feature"]["fac_AsymMaskEye"] + self.fac_AsymMaskEyebrow = config["raw_feature"]["fac_AsymMaskEyebrow"] + self.fac_AsymMaskCom = config["raw_feature"]["fac_AsymMaskCom"] - #Movement features - self.head_vel = config['raw_feature']['head_vel'] - self.mov_blink_ear = config['raw_feature']['mov_blink_ear'] - self.vid_dur = config['raw_feature']['vid_dur'] - self.fps = config['raw_feature']['fps'] - self.mov_blinkframes = config['raw_feature']['mov_blinkframes'] - self.mov_blinkdur = config['raw_feature']['mov_blinkdur'] - self.mov_Hpose_Pitch = config['raw_feature']['mov_Hpose_Pitch'] - self.mov_Hpose_Yaw = config['raw_feature']['mov_Hpose_Yaw'] - self.mov_Hpose_Roll = config['raw_feature']['mov_Hpose_Roll'] - self.mov_Hpose_Dist = config['raw_feature']['mov_Hpose_Dist'] - - self.mov_freq_trem_freq = config['raw_feature']['mov_freq_trem_freq'] - self.mov_freq_trem_index = config['raw_feature']['mov_freq_trem_index'] - self.mov_freq_trem_pindex = config['raw_feature']['mov_freq_trem_pindex'] - self.mov_amp_trem_freq = config['raw_feature']['mov_amp_trem_freq'] - self.mov_amp_trem_index = config['raw_feature']['mov_amp_trem_index'] - self.mov_amp_trem_pindex = config['raw_feature']['mov_amp_trem_pindex'] + # Movement features + self.head_vel = config["raw_feature"]["head_vel"] + self.mov_blink_ear = config["raw_feature"]["mov_blink_ear"] + self.vid_dur = config["raw_feature"]["vid_dur"] + self.fps = config["raw_feature"]["fps"] + self.mov_blinkframes = config["raw_feature"]["mov_blinkframes"] + self.mov_blinkdur = config["raw_feature"]["mov_blinkdur"] + self.mov_Hpose_Pitch = config["raw_feature"]["mov_Hpose_Pitch"] + self.mov_Hpose_Yaw = config["raw_feature"]["mov_Hpose_Yaw"] + self.mov_Hpose_Roll = config["raw_feature"]["mov_Hpose_Roll"] + self.mov_Hpose_Dist = config["raw_feature"]["mov_Hpose_Dist"] - self.fac_tremor_median_5 = config['raw_feature']['fac_tremor_median_5'] - self.fac_tremor_median_12 = config['raw_feature']['fac_tremor_median_12'] - self.fac_tremor_median_8 = config['raw_feature']['fac_tremor_median_8'] - self.fac_tremor_median_48 = config['raw_feature']['fac_tremor_median_48'] - self.fac_tremor_median_54 = config['raw_feature']['fac_tremor_median_54'] - self.fac_tremor_median_28 = config['raw_feature']['fac_tremor_median_28'] - self.fac_tremor_median_51 = config['raw_feature']['fac_tremor_median_51'] - self.fac_tremor_median_66 = config['raw_feature']['fac_tremor_median_66'] - self.fac_tremor_median_57 = config['raw_feature']['fac_tremor_median_57'] + self.mov_freq_trem_freq = config["raw_feature"]["mov_freq_trem_freq"] + self.mov_freq_trem_index = config["raw_feature"]["mov_freq_trem_index"] + self.mov_freq_trem_pindex = config["raw_feature"]["mov_freq_trem_pindex"] + self.mov_amp_trem_freq = config["raw_feature"]["mov_amp_trem_freq"] + self.mov_amp_trem_index = config["raw_feature"]["mov_amp_trem_index"] + self.mov_amp_trem_pindex = config["raw_feature"]["mov_amp_trem_pindex"] - self.mov_leye_x = config['raw_feature']['mov_leye_x'] - self.mov_leye_y = config['raw_feature']['mov_leye_y'] - self.mov_leye_z = config['raw_feature']['mov_leye_z'] - self.mov_reye_x = config['raw_feature']['mov_reye_x'] - self.mov_reye_y = config['raw_feature']['mov_reye_y'] - self.mov_reye_z = config['raw_feature']['mov_reye_z'] - self.mov_eleft_disp = config['raw_feature']['mov_eleft_disp'] - self.mov_eright_disp = config['raw_feature']['mov_eright_disp'] + self.fac_tremor_median_5 = config["raw_feature"]["fac_tremor_median_5"] + self.fac_tremor_median_12 = config["raw_feature"]["fac_tremor_median_12"] + self.fac_tremor_median_8 = config["raw_feature"]["fac_tremor_median_8"] + self.fac_tremor_median_48 = config["raw_feature"]["fac_tremor_median_48"] + self.fac_tremor_median_54 = config["raw_feature"]["fac_tremor_median_54"] + self.fac_tremor_median_28 = config["raw_feature"]["fac_tremor_median_28"] + self.fac_tremor_median_51 = config["raw_feature"]["fac_tremor_median_51"] + self.fac_tremor_median_66 = config["raw_feature"]["fac_tremor_median_66"] + self.fac_tremor_median_57 = config["raw_feature"]["fac_tremor_median_57"] - #NLP features - self.nlp_transcribe = config['raw_feature']['nlp_transcribe'] - self.nlp_numSentences = config['raw_feature']['nlp_numSentences'] - self.nlp_singPronPerAns = config['raw_feature']['nlp_singPronPerAns'] - self.nlp_singPronPerSen = config['raw_feature']['nlp_singPronPerSen'] - self.nlp_pastTensePerAns = config['raw_feature']['nlp_pastTensePerAns'] - self.nlp_pastTensePerSen = config['raw_feature']['nlp_pastTensePerSen'] - self.nlp_pronounsPerAns = config['raw_feature']['nlp_pronounsPerAns'] - self.nlp_pronounsPerSen = config['raw_feature']['nlp_pronounsPerSen'] - self.nlp_verbsPerAns = config['raw_feature']['nlp_verbsPerAns'] - self.nlp_verbsPerSen = config['raw_feature']['nlp_verbsPerSen'] - self.nlp_adjectivesPerAns = config['raw_feature']['nlp_adjectivesPerAns'] - self.nlp_adjectivesPerSen = config['raw_feature']['nlp_adjectivesPerSen'] - self.nlp_nounsPerAns = config['raw_feature']['nlp_nounsPerAns'] - self.nlp_nounsPerSen = config['raw_feature']['nlp_nounsPerSen'] - self.nlp_sentiment_mean = config['raw_feature']['nlp_sentiment_mean'] - self.nlp_mattr = config['raw_feature']['nlp_mattr'] - self.nlp_wordsPerMin = config['raw_feature']['nlp_wordsPerMin'] - self.nlp_totalTime = config['raw_feature']['nlp_totalTime'] - + self.mov_leye_x = config["raw_feature"]["mov_leye_x"] + self.mov_leye_y = config["raw_feature"]["mov_leye_y"] + self.mov_leye_z = config["raw_feature"]["mov_leye_z"] + self.mov_reye_x = config["raw_feature"]["mov_reye_x"] + self.mov_reye_y = config["raw_feature"]["mov_reye_y"] + self.mov_reye_z = config["raw_feature"]["mov_reye_z"] + self.mov_eleft_disp = config["raw_feature"]["mov_eleft_disp"] + self.mov_eright_disp = config["raw_feature"]["mov_eright_disp"] + + # NLP features + self.nlp_transcribe = config["raw_feature"]["nlp_transcribe"] + self.nlp_numSentences = config["raw_feature"]["nlp_numSentences"] + self.nlp_singPronPerAns = config["raw_feature"]["nlp_singPronPerAns"] + self.nlp_singPronPerSen = config["raw_feature"]["nlp_singPronPerSen"] + self.nlp_pastTensePerAns = config["raw_feature"]["nlp_pastTensePerAns"] + self.nlp_pastTensePerSen = config["raw_feature"]["nlp_pastTensePerSen"] + self.nlp_pronounsPerAns = config["raw_feature"]["nlp_pronounsPerAns"] + self.nlp_pronounsPerSen = config["raw_feature"]["nlp_pronounsPerSen"] + self.nlp_verbsPerAns = config["raw_feature"]["nlp_verbsPerAns"] + self.nlp_verbsPerSen = config["raw_feature"]["nlp_verbsPerSen"] + self.nlp_adjectivesPerAns = config["raw_feature"]["nlp_adjectivesPerAns"] + self.nlp_adjectivesPerSen = config["raw_feature"]["nlp_adjectivesPerSen"] + self.nlp_nounsPerAns = config["raw_feature"]["nlp_nounsPerAns"] + self.nlp_nounsPerSen = config["raw_feature"]["nlp_nounsPerSen"] + self.nlp_sentiment_mean = config["raw_feature"]["nlp_sentiment_mean"] + self.nlp_mattr = config["raw_feature"]["nlp_mattr"] + self.nlp_wordsPerMin = config["raw_feature"]["nlp_wordsPerMin"] + self.nlp_totalTime = config["raw_feature"]["nlp_totalTime"]