259 lines
337 KiB
Plaintext
259 lines
337 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 7,
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"metadata": {},
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"outputs": [],
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"source": [
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"import librosa\n",
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"import librosa.display\n",
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"import numpy as np\n",
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"import os\n",
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"import matplotlib.pyplot as plt"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 8,
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"metadata": {},
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"outputs": [],
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"source": [
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"# Path ke file audio yang ingin diproses\n",
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"file_path = \"mindrarajin7.wav\" # Ganti dengan path file audio yang ingin diproses"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 9,
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"metadata": {},
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"outputs": [],
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"source": [
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"# Parameter MFCC\n",
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"SAMPLE_RATE = 48000\n",
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"N_MFCC = 40 # Jumlah koefisien MFCC yang diambil\n",
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"N_FFT = 4096 # Panjang FFT\n",
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"HOP_LENGTH = 512 # Hop size\n",
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"N_MELS = 128 # Jumlah filter Mel\n",
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"LIFTER = 22 # Cepstral Liftering\n",
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"\n",
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"X = [] # Menyimpan fitur MFCC\n",
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"y = [] # Menyimpan label kata"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 10,
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"metadata": {},
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"outputs": [],
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"source": [
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"def plot_signal(title, signal, sr=None, time_axis=True):\n",
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" \"\"\"Fungsi untuk menampilkan grafik sinyal.\"\"\"\n",
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" plt.figure(figsize=(10, 4))\n",
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" if time_axis and sr:\n",
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" # Ganti librosa.display.waveshow() dengan plt.plot()\n",
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" time = np.linspace(0, len(signal) / sr, len(signal))\n",
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" plt.plot(time, signal, color=\"blue\") # Plot manual\n",
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" plt.xlabel(\"Time (s)\")\n",
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" else:\n",
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" plt.plot(signal, color=\"blue\")\n",
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" plt.xlabel(\"Sample Index\")\n",
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" \n",
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" plt.title(title)\n",
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" plt.ylabel(\"Amplitude\")\n",
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" plt.grid()\n",
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" plt.show()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 11,
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"metadata": {},
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"outputs": [],
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"source": [
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"def extract_mfcc(file_path, plot=True):\n",
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" \"\"\"Ekstraksi fitur MFCC dengan visualisasi setiap proses.\"\"\"\n",
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" \n",
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" # **1. DC Removal**\n",
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" y, sr = librosa.load(file_path, sr=SAMPLE_RATE)\n",
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" y = y - np.mean(y) # Menghilangkan DC bias\n",
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" if plot:\n",
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" plot_signal(\"DC Removal - Sinyal Setelah Diperbaiki\", y, sr)\n",
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"\n",
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" # **2. Framing**\n",
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" frames = librosa.util.frame(y, frame_length=N_FFT, hop_length=HOP_LENGTH)\n",
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" if plot:\n",
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" plot_signal(\"Frame Pertama (Setelah Framing)\", frames[:, 0], time_axis=False)\n",
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"\n",
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" # **3. Windowing**\n",
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" window = np.hamming(N_FFT)\n",
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" windowed_frames = frames * window[:, np.newaxis]\n",
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" if plot:\n",
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" plot_signal(\"Frame Pertama Setelah Windowing\", windowed_frames[:, 0], time_axis=False)\n",
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"\n",
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" # **4. FFT (Spektrum Frekuensi)**\n",
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" fft_frames = np.abs(np.fft.rfft(windowed_frames, axis=0))\n",
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" if plot:\n",
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" plt.figure(figsize=(10, 4))\n",
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" plt.plot(fft_frames[:, 0])\n",
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" plt.title(\"FFT - Magnitudo Spektrum Frame Pertama\")\n",
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" plt.xlabel(\"Frekuensi (Hz)\")\n",
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" plt.ylabel(\"Magnitude\")\n",
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" plt.grid()\n",
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" plt.show()\n",
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"\n",
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" # **5. Mel-Frequency Warping**\n",
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" mel_spec = librosa.feature.melspectrogram(S=fft_frames, sr=sr, n_mels=N_MELS)\n",
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" if plot:\n",
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" plt.figure(figsize=(10, 5))\n",
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" librosa.display.specshow(librosa.power_to_db(mel_spec), sr=sr, x_axis=\"time\", y_axis=\"mel\")\n",
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" plt.colorbar(label=\"dB\")\n",
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" plt.title(\"Mel Spectrogram\")\n",
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" plt.show()\n",
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"\n",
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" # **6. DCT (Ekstraksi MFCC)**\n",
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" mfcc = librosa.feature.mfcc(S=librosa.power_to_db(mel_spec), sr=sr, n_mfcc=N_MFCC)\n",
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" if plot:\n",
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" plt.figure(figsize=(10, 5))\n",
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" librosa.display.specshow(mfcc, x_axis=\"time\", sr=sr)\n",
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" plt.colorbar()\n",
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" plt.title(\"MFCC (Sebelum Cepstral Liftering)\")\n",
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" plt.show()\n",
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"\n",
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" # **7. Cepstral Liftering**\n",
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" liftering_array = (1 + (LIFTER / 2) * np.sin(np.pi * np.arange(N_MFCC) / LIFTER))\n",
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" mfcc_liftered = mfcc * liftering_array[:, np.newaxis] # Sesuaikan dimensi\n",
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" if plot:\n",
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" plt.figure(figsize=(10, 5))\n",
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" librosa.display.specshow(mfcc_liftered, x_axis=\"time\", sr=sr)\n",
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" plt.colorbar()\n",
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" plt.title(\"MFCC Setelah Cepstral Liftering\")\n",
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" plt.show()\n",
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"\n",
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" return np.mean(mfcc_liftered, axis=1) # Ambil rata-rata tiap koefisien\n"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 12,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"Processing: mindrarajin7.wav\n"
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]
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},
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{
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"data": {
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1000x400 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 1000x400 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
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"image/png": 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",
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"text/plain": [
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"<Figure size 1000x400 with 1 Axes>"
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
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},
|
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{
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"data": {
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"image/png": 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",
|
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"text/plain": [
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"<Figure size 1000x400 with 1 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
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"data": {
|
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"image/png": 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",
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"<Figure size 1000x500 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
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"data": {
|
|
"image/png": 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",
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"text/plain": [
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"<Figure size 1000x500 with 2 Axes>"
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]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
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},
|
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{
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"data": {
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"image/png": 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",
|
|
"text/plain": [
|
|
"<Figure size 1000x500 with 2 Axes>"
|
|
]
|
|
},
|
|
"metadata": {},
|
|
"output_type": "display_data"
|
|
},
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"Ekstraksi MFCC selesai. Fitur tersimpan di 'mfcc_features.npy'\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"# Proses satu file\n",
|
|
"print(f\"Processing: {file_path}\")\n",
|
|
"mfcc_features = extract_mfcc(file_path, plot=True)\n",
|
|
"\n",
|
|
"# Simpan fitur ke file numpy\n",
|
|
"np.save(\"mfcc_features_proses_bodoh.npy\", mfcc_features)\n",
|
|
"print(\"Ekstraksi MFCC selesai. Fitur tersimpan di 'mfcc_features.npy'\")"
|
|
]
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.10.0"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|