derive_feature: #DBM Feature Group FEATURE_GROUP: ['FAC_ASYM', 'FAC_AU', 'FAC_EXP', 'FAC_LMK', 'ACO_INT', 'ACO_FF', 'ACO_HNR', 'ACO_GNE', 'ACO_FM', 'ACO_JITTER','ACO_SHIMMER', 'ACO_PAUSE', 'ACO_VFS', 'ACO_MFCC', 'MOV_HM', 'MOV_HP', 'EYE_BLINK', 'NLP_SPEECH', 'EYE_GAZE', 'MOV_VT', 'MOV_FT'] #Feature group output file extensions FAC_ASYM_LOC: _facasym FAC_AU_LOC: _facau FAC_EXP_LOC: _facemo FAC_LMK_LOC: _faclmk ACO_INT_LOC: _intensity ACO_FF_LOC: _pitch ACO_HNR_LOC: _hnr ACO_GNE_LOC: _gne ACO_FM_LOC: _formant ACO_JITTER_LOC: _jitter ACO_SHIMMER_LOC: _shimmer ACO_PAUSE_LOC: _pausechar ACO_VFS_LOC: _voiceprev ACO_MFCC_LOC: _mfcc MOV_HM_LOC: _headmov MOV_HP_LOC: _headpose EYE_BLINK_LOC: _eyeblinks NLP_SPEECH_LOC: _nlp EYE_GAZE_LOC: _eyegaze MOV_VT_LOC: _vtremor MOV_FT_LOC: _fac_tremor #Facial category feature group FAC_ASYM: ['fac_AsymMaskMouth', 'fac_AsymMaskEyebrow', 'fac_AsymMaskEye', 'fac_AsymMaskCom'] FAC_AU: ['fac_AU01int', 'fac_AU02int', 'fac_AU04int', 'fac_AU05int', 'fac_AU06int', 'fac_AU07int', 'fac_AU09int', 'fac_AU10int', 'fac_AU12int', 'fac_AU14int', 'fac_AU15int', 'fac_AU17int', 'fac_AU20int', 'fac_AU23int', 'fac_AU25int', 'fac_AU26int', 'fac_AU45int', 'fac_AU01pres', 'fac_AU02pres', 'fac_AU04pres', 'fac_AU05pres', 'fac_AU06pres', 'fac_AU07pres', 'fac_AU09pres', 'fac_AU10pres', 'fac_AU12pres', 'fac_AU14pres', 'fac_AU15pres', 'fac_AU17pres', 'fac_AU20pres', 'fac_AU23pres', 'fac_AU25pres', 'fac_AU26pres', 'fac_AU28pres', 'fac_AU45pres'] FAC_EXP: ['hap_exp', 'sad_exp', 'sur_exp', 'fea_exp', 'ang_exp', 'dis_exp', 'con_exp', 'happ_occ', 'sad_occ', 'sur_occ', 'fea_occ', 'ang_occ', 'dis_occ', 'con_occ', 'pos_exp', 'neg_exp', 'com_exp','com_lower_exp','com_upper_exp', 'hap_exp_full', 'sad_exp_full', 'sur_exp_full','fea_exp_full', 'ang_exp_full', 'dis_exp_full', 'con_exp_full', 'pos_exp_full', 'neg_exp_full', 'com_exp_full','com_lower_exp_full','com_upper_exp_full', 'pai_exp', 'pai_exp_full'] FAC_LMK: ['fac_LMK00disp', 'fac_LMK01disp', 'fac_LMK02disp', 'fac_LMK03disp', 'fac_LMK04disp', 'fac_LMK05disp', 'fac_LMK06disp', 'fac_LMK07disp', 'fac_LMK08disp', 'fac_LMK09disp', 'fac_LMK10disp', 'fac_LMK11disp', 'fac_LMK12disp', 'fac_LMK13disp', 'fac_LMK14disp', 'fac_LMK15disp', 'fac_LMK16disp', 'fac_LMK17disp', 'fac_LMK18disp', 'fac_LMK19disp', 'fac_LMK20disp', 'fac_LMK21disp', 'fac_LMK22disp', 'fac_LMK23disp', 'fac_LMK24disp', 'fac_LMK25disp', 'fac_LMK26disp', 'fac_LMK27disp', 'fac_LMK28disp', 'fac_LMK29disp', 'fac_LMK30disp', 'fac_LMK31disp', 'fac_LMK32disp', 'fac_LMK33disp', 'fac_LMK34disp', 'fac_LMK35disp', 'fac_LMK36disp', 'fac_LMK37disp', 'fac_LMK38disp', 'fac_LMK39disp', 'fac_LMK40disp', 'fac_LMK41disp', 'fac_LMK42disp', 'fac_LMK43disp', 'fac_LMK44disp', 'fac_LMK45disp', 'fac_LMK46disp', 'fac_LMK47disp', 'fac_LMK48disp', 'fac_LMK49disp', 'fac_LMK50disp', 'fac_LMK51disp', 'fac_LMK52disp', 'fac_LMK53disp', 'fac_LMK54disp', 'fac_LMK55disp', 'fac_LMK56disp', 'fac_LMK57disp', 'fac_LMK58disp', 'fac_LMK59disp', 'fac_LMK60disp', 'fac_LMK61disp', 'fac_LMK62disp', 'fac_LMK63disp', 'fac_LMK64disp', 'fac_LMK65disp', 'fac_LMK66disp', 'fac_LMK67disp'] #Acoustic category feature group ACO_INT: ['aco_int'] ACO_FF: ['aco_ff'] ACO_HNR: ['aco_hnr'] ACO_GNE: ['aco_gne'] ACO_FM: ['aco_fm1','aco_fm2','aco_fm3','aco_fm4'] ACO_JITTER: ['aco_jitter'] ACO_SHIMMER: ['aco_shimmer'] ACO_PAUSE: ['aco_pausetime','aco_totaltime','aco_pausefrac','aco_numpauses'] ACO_VFS: ['aco_voicePct'] ACO_MFCC: ['aco_mfcc1','aco_mfcc2','aco_mfcc3','aco_mfcc4','aco_mfcc5','aco_mfcc6','aco_mfcc7','aco_mfcc8','aco_mfcc9', 'aco_mfcc10','aco_mfcc11','aco_mfcc12'] #Movement category feature group MOV_HM: ['head_vel'] MOV_HP: ['mov_Hpose_Dist','mov_Hpose_Pitch','mov_Hpose_Yaw','mov_Hpose_Roll'] EYE_BLINK: ['mov_blink_ear', 'vid_dur', 'mov_blinkdur'] MOV_VT: ['mov_freq_trem_freq', 'mov_freq_trem_index', 'mov_freq_trem_pindex', 'mov_amp_trem_freq', 'mov_amp_trem_index', 'mov_amp_trem_pindex'] MOV_FT: ['fac_tremor_median_5','fac_tremor_median_12','fac_tremor_median_8','fac_tremor_median_48','fac_tremor_median_54','fac_tremor_median_28','fac_tremor_median_51','fac_tremor_median_66','fac_tremor_median_57'] EYE_GAZE: ['mov_leye_x', 'mov_leye_y', 'mov_leye_z', 'mov_reye_x', 'mov_reye_y', 'mov_reye_z', 'mov_eleft_disp', 'mov_eright_disp'] #NLP category feature group NLP_SPEECH: ['nlp_numSentences', 'nlp_singPronPerAns', 'nlp_singPronPerSen', 'nlp_pastTensePerAns', 'nlp_pastTensePerSen', 'nlp_pronounsPerAns', 'nlp_pronounsPerSen', 'nlp_verbsPerAns', 'nlp_verbsPerSen', 'nlp_adjectivesPerAns', 'nlp_adjectivesPerSen', 'nlp_nounsPerAns', 'nlp_nounsPerSen', 'nlp_sentiment_mean', 'nlp_mattr', 'nlp_wordsPerMin', 'nlp_totalTime'] #Calculation for variables # Facial Asymmetry fac_AsymMaskMouth: ['mean', 'std'] fac_AsymMaskEyebrow: ['mean', 'std'] fac_AsymMaskEye: ['mean', 'std'] fac_AsymMaskCom: ['mean', 'std'] #Facial Action Unit fac_AU01int: ['mean', 'std'] fac_AU02int: ['mean', 'std'] fac_AU04int: ['mean', 'std'] fac_AU05int: ['mean', 'std'] fac_AU06int: ['mean', 'std'] fac_AU07int: ['mean', 'std'] fac_AU09int: ['mean', 'std'] fac_AU10int: ['mean', 'std'] fac_AU12int: ['mean', 'std'] fac_AU14int: ['mean', 'std'] fac_AU15int: ['mean', 'std'] fac_AU17int: ['mean', 'std'] fac_AU20int: ['mean', 'std'] fac_AU23int: ['mean', 'std'] fac_AU25int: ['mean', 'std'] fac_AU26int: ['mean', 'std'] fac_AU45int: ['mean', 'std'] fac_AU01pres: ['pct'] fac_AU02pres: ['pct'] fac_AU04pres: ['pct'] fac_AU05pres: ['pct'] fac_AU06pres: ['pct'] fac_AU07pres: ['pct'] fac_AU09pres: ['pct'] fac_AU10pres: ['pct'] fac_AU12pres: ['pct'] fac_AU14pres: ['pct'] fac_AU15pres: ['pct'] fac_AU17pres: ['pct'] fac_AU20pres: ['pct'] fac_AU23pres: ['pct'] fac_AU25pres: ['pct'] fac_AU26pres: ['pct'] fac_AU28pres: ['pct'] fac_AU45pres: ['pct'] #Facial Expressivity hap_exp: ['mean', 'std'] sad_exp: ['mean', 'std'] sur_exp: ['mean', 'std'] fea_exp: ['mean', 'std'] ang_exp: ['mean', 'std'] dis_exp: ['mean', 'std'] con_exp: ['mean', 'std'] happ_occ: ['mean', 'std', 'pct'] sad_occ: ['mean', 'std', 'pct'] sur_occ: ['mean', 'std', 'pct'] fea_occ: ['mean', 'std', 'pct'] ang_occ: ['mean', 'std', 'pct'] dis_occ: ['mean', 'std', 'pct'] con_occ: ['mean', 'std', 'pct'] pos_exp: ['mean', 'std', 'pct'] neg_exp: ['mean', 'std', 'pct'] neu_exp: ['mean', 'std', 'pct'] com_exp: ['mean', 'std', 'pct'] com_lower_exp: ['mean','std','pct'] com_upper_exp: ['mean','std','pct'] pai_exp: ['mean','std','pct'] hap_exp_full: ['mean', 'std'] sad_exp_full: ['mean', 'std'] sur_exp_full: ['mean', 'std'] fea_exp_full: ['mean', 'std'] ang_exp_full: ['mean', 'std'] dis_exp_full: ['mean', 'std'] con_exp_full: ['mean', 'std'] pos_exp_full: ['mean', 'std'] neg_exp_full: ['mean', 'std'] neu_exp_full: ['mean', 'std'] com_exp_full: ['mean', 'std'] com_lower_exp_full: ['mean','std'] com_upper_exp_full: ['mean', 'std'] pai_exp_full: ['mean','std'] #Facial Landmarks fac_LMK00disp: ['mean', 'std'] fac_LMK01disp: ['mean', 'std'] fac_LMK02disp: ['mean', 'std'] fac_LMK03disp: ['mean', 'std'] fac_LMK04disp: ['mean', 'std'] fac_LMK05disp: ['mean', 'std'] fac_LMK06disp: ['mean', 'std'] fac_LMK07disp: ['mean', 'std'] fac_LMK08disp: ['mean', 'std'] fac_LMK09disp: ['mean', 'std'] fac_LMK10disp: ['mean', 'std'] fac_LMK11disp: ['mean', 'std'] fac_LMK12disp: ['mean', 'std'] fac_LMK13disp: ['mean', 'std'] fac_LMK14disp: ['mean', 'std'] fac_LMK15disp: ['mean', 'std'] fac_LMK16disp: ['mean', 'std'] fac_LMK17disp: ['mean', 'std'] fac_LMK18disp: ['mean', 'std'] fac_LMK19disp: ['mean', 'std'] fac_LMK20disp: ['mean', 'std'] fac_LMK21disp: ['mean', 'std'] fac_LMK22disp: ['mean', 'std'] fac_LMK23disp: ['mean', 'std'] fac_LMK24disp: ['mean', 'std'] fac_LMK25disp: ['mean', 'std'] fac_LMK26disp: ['mean', 'std'] fac_LMK27disp: ['mean', 'std'] fac_LMK28disp: ['mean', 'std'] fac_LMK29disp: ['mean', 'std'] fac_LMK30disp: ['mean', 'std'] fac_LMK31disp: ['mean', 'std'] fac_LMK32disp: ['mean', 'std'] fac_LMK33disp: ['mean', 'std'] fac_LMK34disp: ['mean', 'std'] fac_LMK35disp: ['mean', 'std'] fac_LMK36disp: ['mean', 'std'] fac_LMK37disp: ['mean', 'std'] fac_LMK38disp: ['mean', 'std'] fac_LMK39disp: ['mean', 'std'] fac_LMK40disp: ['mean', 'std'] fac_LMK41disp: ['mean', 'std'] fac_LMK42disp: ['mean', 'std'] fac_LMK43disp: ['mean', 'std'] fac_LMK44disp: ['mean', 'std'] fac_LMK45disp: ['mean', 'std'] fac_LMK46disp: ['mean', 'std'] fac_LMK47disp: ['mean', 'std'] fac_LMK48disp: ['mean', 'std'] fac_LMK49disp: ['mean', 'std'] fac_LMK50disp: ['mean', 'std'] fac_LMK51disp: ['mean', 'std'] fac_LMK52disp: ['mean', 'std'] fac_LMK53disp: ['mean', 'std'] fac_LMK54disp: ['mean', 'std'] fac_LMK55disp: ['mean', 'std'] fac_LMK56disp: ['mean', 'std'] fac_LMK57disp: ['mean', 'std'] fac_LMK58disp: ['mean', 'std'] fac_LMK59disp: ['mean', 'std'] fac_LMK60disp: ['mean', 'std'] fac_LMK61disp: ['mean', 'std'] fac_LMK62disp: ['mean', 'std'] fac_LMK63disp: ['mean', 'std'] fac_LMK64disp: ['mean', 'std'] fac_LMK65disp: ['mean', 'std'] fac_LMK66disp: ['mean', 'std'] fac_LMK67disp: ['mean', 'std'] #Acoustic feature aco_int: ['mean', 'std', 'range'] aco_ff: ['mean', 'std', 'range'] aco_hnr: ['mean', 'std', 'range'] aco_gne: ['mean', 'std', 'range'] aco_fm1: ['mean', 'std', 'range'] aco_fm2: ['mean', 'std', 'range'] aco_fm3: ['mean', 'std', 'range'] aco_fm4: ['mean', 'std', 'range'] aco_jitter: ['mean', 'std', 'range'] aco_shimmer: ['mean', 'std', 'range'] aco_pausetime: ['mean'] aco_pausefrac: ['mean'] aco_voicePct: ['mean'] aco_totaltime: ['mean'] aco_numpauses: ['mean'] aco_mfcc1: ['mean'] aco_mfcc2: ['mean'] aco_mfcc3: ['mean'] aco_mfcc4: ['mean'] aco_mfcc5: ['mean'] aco_mfcc6: ['mean'] aco_mfcc7: ['mean'] aco_mfcc8: ['mean'] aco_mfcc9: ['mean'] aco_mfcc10: ['mean'] aco_mfcc11: ['mean'] aco_mfcc12: ['mean'] #Movement feature head_vel: ['mean', 'std'] mov_Hpose_Dist: ['mean', 'std'] mov_Hpose_Pitch: ['mean', 'std'] mov_Hpose_Yaw: ['mean', 'std'] mov_Hpose_Roll: ['mean', 'std'] mov_blink_ear: ['mean', 'std'] vid_dur: ['count'] mov_blinkdur: ['mean', 'std'] mov_freq_trem_freq: ['mean'] mov_freq_trem_index: ['mean'] mov_freq_trem_pindex: ['mean'] mov_amp_trem_freq: ['mean'] mov_amp_trem_index: ['mean'] mov_amp_trem_pindex: ['mean'] fac_tremor_median_5: ['mean'] fac_tremor_median_12: ['mean'] fac_tremor_median_8: ['mean'] fac_tremor_median_48: ['mean'] fac_tremor_median_54: ['mean'] fac_tremor_median_28: ['mean'] fac_tremor_median_51: ['mean'] fac_tremor_median_66: ['mean'] fac_tremor_median_57: ['mean'] mov_leye_x: ['mean', 'std'] mov_leye_y: ['mean', 'std'] mov_leye_z: ['mean', 'std'] mov_reye_x: ['mean', 'std'] mov_reye_y: ['mean', 'std'] mov_reye_z: ['mean', 'std'] mov_eleft_disp: ['mean', 'std'] mov_eright_disp: ['mean', 'std'] #NLP feature nlp_numSentences: ['mean'] nlp_singPronPerAns: ['mean'] nlp_singPronPerSen: ['mean'] nlp_pastTensePerAns: ['mean'] nlp_pastTensePerSen: ['mean'] nlp_pronounsPerAns: ['mean'] nlp_pronounsPerSen: ['mean'] nlp_verbsPerAns: ['mean'] nlp_verbsPerSen: ['mean'] nlp_adjectivesPerAns: ['mean'] nlp_adjectivesPerSen: ['mean'] nlp_nounsPerAns: ['mean'] nlp_nounsPerSen: ['mean'] nlp_sentiment_mean: ['mean'] nlp_mattr: ['mean'] nlp_wordsPerMin: ['mean'] nlp_totalTime: ['mean']