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# Spectral features | |
DEFAULT_SPECTRAL_FEATURES = [ | |
'spectral_centroid', | |
'spectral_bandwidth', | |
'spectral_contrast', | |
'spectral_flatness', | |
'spectral_rolloff', | |
'zero_crossing_rate', | |
'mfccs', | |
'chroma_stft', | |
'spectral_flux' | |
] | |
ALL_SPECTRAL_FEATURES = [ | |
'spectral_centroid', | |
'spectral_bandwidth', | |
'spectral_contrast', | |
'spectral_flatness', | |
'spectral_rolloff', | |
'zero_crossing_rate', | |
'mfccs', | |
'chroma_stft', | |
'spectral_flux' | |
] | |
# Prosodic features | |
DEFAULT_PROSODIC_FEATURES = ['f0', 'energy', 'speaking_rate', 'pauses', 'formants'] | |
ALL_PROSODIC_FEATURES = ['f0', 'energy', 'speaking_rate', 'pauses', 'formants'] | |
# Voice Quality Features | |
DEFAULT_VOICE_QUALITY_FEATURES = [ | |
'jitter', | |
'shimmer', | |
'hnr', | |
'speech_rate' | |
] | |
ALL_VOICE_QUALITY_FEATURES = [ | |
'jitter_local', | |
'jitter_rap', | |
'jitter_ppq5', | |
'shimmer_local', | |
'shimmer_apq3', | |
'shimmer_apq5', | |
'shimmer_dda', | |
'hnr', | |
'voicedcount', | |
'npause', | |
'intensity_duration', | |
'speakingrate', | |
'articulationrate', | |
'asd', | |
'totalpauseduration' | |
] | |
# Default features to extract | |
DEFAULT_FEATURES = { | |
'spectral': DEFAULT_SPECTRAL_FEATURES, | |
'prosodic': DEFAULT_PROSODIC_FEATURES, | |
'voice_quality': DEFAULT_VOICE_QUALITY_FEATURES | |
} | |
# All features to extract | |
ALL_FEATURES = { | |
'spectral': ALL_SPECTRAL_FEATURES, | |
'prosodic': ALL_PROSODIC_FEATURES, | |
'voice_quality': ALL_VOICE_QUALITY_FEATURES | |
} | |