https://github.com/xlisp/jimw-mfcc
https://github.com/xlisp/jimw-mfcc
Last synced: about 2 months ago
JSON representation
- Host: GitHub
- URL: https://github.com/xlisp/jimw-mfcc
- Owner: xlisp
- Created: 2018-05-23T05:46:19.000Z (over 7 years ago)
- Default Branch: master
- Last Pushed: 2018-05-23T05:50:20.000Z (over 7 years ago)
- Last Synced: 2024-12-26T11:11:23.474Z (11 months ago)
- Size: 51.8 KB
- Stars: 1
- Watchers: 2
- Forks: 0
- Open Issues: 0
-
Metadata Files:
- Readme: README.ipynb
Awesome Lists containing this project
README
{
"cells": [
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import numpy, scipy, sklearn, librosa"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"x, fs = librosa.load('example.wav')"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([ 0. , 0. , 0. , ..., -0.00014405,\n",
" -0.00047313, -0.00066273], dtype=float32)"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"x"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"22050"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"fs"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"import librosa.display"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"librosa.display.waveplot(x, sr=fs)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"mfccs = librosa.feature.mfcc(x, sr=fs)"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"(20, 1089)\n"
]
}
],
"source": [
"print(mfccs.shape)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"librosa.display.specshow(mfccs, sr=fs, x_axis='time')"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [],
"source": [
"mfccs = sklearn.preprocessing.scale(mfccs, axis=1)"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"librosa.display.specshow(mfccs, sr=fs, x_axis='time')"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([[-5.10879232, -5.10879232, -5.10879232, ..., -1.583473 ,\n",
" -1.47036897, -1.59570439],\n",
" [-2.4849709 , -2.4849709 , -2.4849709 , ..., -0.86908345,\n",
" -1.02172157, -1.02766908],\n",
" [ 1.01757543, 1.01757543, 1.01757543, ..., 0.23347172,\n",
" -0.15679983, -0.00799075],\n",
" ...,\n",
" [ 0.03514553, 0.03514553, 0.03514553, ..., -0.36003844,\n",
" -0.18134829, 0.05898519],\n",
" [ 0.06621857, 0.06621857, 0.06621857, ..., 0.90337075,\n",
" 0.72961387, 0.67400324],\n",
" [-0.15067929, -0.15067929, -0.15067929, ..., 0.32444116,\n",
" -0.73992338, -0.85672208]])"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mfccs"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"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": "3.6.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}