Speechdft168mono5secswav Exclusive Here

X = np.load("speechdft168mono5secswav_exclusive.npy") # shape: (samples, time_frames, 168) y = one_hot_labels # your task: command/spoof/emotion

Because each sample is exactly 5 seconds, you can batch without padding or slicing. That means: speechdft168mono5secswav exclusive

import numpy as np from scipy.signal import spectrogram X = np

: Single-channel audio, common for reducing complexity in speech recognition tasks. 5secs : The duration of each individual audio clip. wav : The standard uncompressed audio file format. Common Uses This type of naming convention is typically found in: speechdft168mono5secswav exclusive

speechdft168mono5secswav.wav Format: WAV, PCM, 16‑bit (assumed) Sample rate: 16800 Hz (unusual, possibly 16 kHz or 44.1 kHz – the “168” may be mis‑labeled) Channels: 1 (mono) Duration: 5.000 sec