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March 27, 2013 13:18
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{ | |
"metadata": { | |
"name": "Audio processing in Python" | |
}, | |
"nbformat": 3, | |
"nbformat_minor": 0, | |
"worksheets": [ | |
{ | |
"cells": [ | |
{ | |
"cell_type": "markdown", | |
"metadata": {}, | |
"source": [ | |
"# Audio processing in Python\n", | |
"\n", | |
"we use the Package `PyAudio` and some standard libraries" | |
] | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"import sys\n", | |
"import time\n", | |
"from pyaudio import PyAudio, paFloat32\n", | |
"import numpy as np" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 1 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"# Initialize PyAudio\n", | |
"pa = PyAudio()" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 2 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"# Get some information about the default audio hardware\n", | |
"default_device = pa.get_default_input_device_info()\n", | |
"fs = int(default_device['defaultSampleRate'])\n", | |
"channels = default_device['maxInputChannels']" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 3 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"def easy_read(stream, num_samples, num_channels):\n", | |
" \"\"\" \n", | |
" Read samples from stream and convert them to a numpy array\n", | |
"\n", | |
" stream is the stream to read from\n", | |
" num_samples is the number of samples to read\n", | |
" num_channels is the number of channels to read\n", | |
" \"\"\"\n", | |
" data = stream.read(num_samples)\n", | |
" data = np.fromstring(data, dtype=np.float32)\n", | |
" data = np.reshape(data, (len(data)/num_channels,num_channels)).T\n", | |
" return data" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 4 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"def rms(arr):\n", | |
" \"\"\" calculates the rms power of an array \"\"\"\n", | |
" return np.sqrt(np.mean(np.power(arr, 2)))\n", | |
"\n", | |
"def dB(power): \n", | |
" \"\"\" calculates the logarithmic dB value of a power \"\"\"\n", | |
" return 20*np.log10(power)" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [], | |
"prompt_number": 5 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [ | |
"# open an input stream using the default audio device\n", | |
"print('Open Stream on %s' % default_device['name'])\n", | |
"stream = pa.open(rate=fs,\n", | |
" channels=channels,\n", | |
" format=paFloat32,\n", | |
" input=True)\n", | |
"\n", | |
"# run for three seconds\n", | |
"t_start = time.time()\n", | |
"while time.time()-t_start < 3:\n", | |
" # read some audio data from the sound card\n", | |
" data = easy_read(stream, int(fs/10), channels)\n", | |
" for i in range(channels):\n", | |
" print(' %5.2f' % dB(rms(data[i,:])), end='')\n", | |
" print(' dB FS')\n", | |
"\n", | |
"stream.stop_stream()\n", | |
"stream.close()\n", | |
"print('Stream Closed')" | |
], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [ | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"Open Stream on Built-in Microph\n", | |
" -80.31" | |
] | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
" -80.31 dB FS\n", | |
" -83.32" | |
] | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
" -83.32 dB FS\n", | |
" -84.52" | |
] | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
" -84.52 dB FS\n", | |
" -85.42" | |
] | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
" -85.42 dB FS\n", | |
" -84.31" | |
] | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
" -84.31 dB FS\n", | |
" -84.54" | |
] | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
" -84.54 dB FS\n", | |
" -83.95" | |
] | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
" -83.95 dB FS\n", | |
" -83.29" | |
] | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
" -83.29 dB FS\n", | |
" -83.85" | |
] | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
" -83.85 dB FS\n", | |
" -81.96" | |
] | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
" -81.96 dB FS\n", | |
" -58.30" | |
] | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
" -58.30 dB FS\n", | |
" -77.62" | |
] | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
" -77.62 dB FS\n", | |
" -80.63" | |
] | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
" -80.63 dB FS\n", | |
" -84.42" | |
] | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
" -84.42 dB FS\n", | |
" -83.95" | |
] | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
" -83.95 dB FS\n", | |
" -85.04" | |
] | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
" -85.04 dB FS\n", | |
" -84.94" | |
] | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
" -84.94 dB FS\n", | |
" -84.45" | |
] | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
" -84.45 dB FS\n", | |
" -82.53" | |
] | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
" -82.53 dB FS\n", | |
" -82.50" | |
] | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
" -82.50 dB FS\n", | |
" -84.29" | |
] | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
" -84.29 dB FS\n", | |
" -84.71" | |
] | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
" -84.71 dB FS\n", | |
" -83.29" | |
] | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
" -83.29 dB FS\n", | |
"Stream Closed" | |
] | |
}, | |
{ | |
"output_type": "stream", | |
"stream": "stdout", | |
"text": [ | |
"\n" | |
] | |
} | |
], | |
"prompt_number": 6 | |
}, | |
{ | |
"cell_type": "code", | |
"collapsed": false, | |
"input": [], | |
"language": "python", | |
"metadata": {}, | |
"outputs": [] | |
} | |
], | |
"metadata": {} | |
} | |
] | |
} |
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