{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Reading and Writing Audio Files with scipy.io\n", "\n", "[back to overview page](index.ipynb)\n", "\n", "The package `scipy.io` is part of [SciPy](http://www.scipy.org/), a library for scientific computing, which itself depends heavily on [NumPy](http://www.numpy.org/).\n", "\n", "Documentation: http://docs.scipy.org/doc/scipy/reference/io.html\n", "\n", "Audio data is stored in NumPy arrays, which is convenient.\n", "Audio channels are represented by the columns of the array.\n", "\n", "16-bit files are stored with data type `int16`, normalization to the range (-1, 1) must be done manually.\n", "\n", "Advantages:\n", "\n", "* already installed if you have SciPy\n", "* 32-bit float files supported (since version 0.13, see https://github.com/scipy/scipy/commit/ccbdff8)\n", "* can read some WAVEX files (but a warning message may be generated)\n", "* works with both Python 2 and 3\n", "\n", "Disadvantages:\n", "\n", "* 24-bit PCM not supported\n", "* 32-bit float WAVEX files don't work\n", "* conversion from PCM data to floating point and normalization must be done manually\n", "* always loads whole file, cannot read part of a file\n", "* needs NumPy and SciPy (which is normally not a problem)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Reading\n", "\n", "Reading a 16-bit WAV file into a floating-point array is simple, here's the summary (you'll need [utility.py](utility.py)):" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from scipy.io import wavfile\n", "import utility\n", "\n", "fs, sig = wavfile.read('data/test_wav_pcm16.wav')\n", "normalized = utility.pcm2float(sig, 'float32')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "But let's do that step-by-step, shall we? First, let's switch to inline plotting and import matplotlib and NumPy:" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "collapsed": false }, "outputs": [], "source": [ "%matplotlib inline\n", "import matplotlib.pyplot as plt\n", "import numpy as np" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "All relevant functions are in the `wavfile` module from the `scipy.io` package. That's all we have to import for reading and writing WAV files:" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "collapsed": false }, "outputs": [], "source": [ "from scipy.io import wavfile" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now let's open a WAV file, get some information about it, show its actual sample values and plot it:" ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "sampling rate = 44100 Hz, length = 15 samples, channels = 7\n", "[[ 32767 28086 23405 18724 14043 9362 4681]\n", " [ 29522 17511 5208 -4166 -8756 -8435 -4681]\n", " [ 20430 -6250 -21087 -16870 -3125 5837 4681]\n", " [ 7291 -25305 -14593 11674 12652 -2083 -4681]\n", " [ -7291 -25305 14593 11674 -12652 -2083 4681]\n", " [-20430 -6250 21087 -16870 3125 5837 -4681]\n", " [-29522 17511 -5208 -4166 8756 -8435 4681]\n", " [-32767 28086 -23405 18724 -14043 9362 -4681]\n", " [-29522 17511 -5208 -4166 8756 -8435 4681]\n", " [-20430 -6250 21087 -16870 3125 5837 -4681]\n", " [ -7291 -25305 14593 11674 -12652 -2083 4681]\n", " [ 7291 -25305 -14593 11674 12652 -2083 -4681]\n", " [ 20430 -6250 -21087 -16870 -3125 5837 4681]\n", " [ 29522 17511 5208 -4166 -8756 -8435 -4681]\n", " [ 32767 28086 23405 18724 14043 9362 4681]]\n" ] }, { "data": { "image/png": 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AeYPmYXvodqsbPU1hxgygTx9gxQqbD22c334T6ogrV8TDxxY0bgxMmWLx7mNH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\nwlszNL7adPX0pPuBeJ1FhgxZ8BNWT2DDpg3p56f7x7sq4ua5k+7N8/P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33o7ROWa+zu7u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\nK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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fs, sig = wavfile.read('data/test_wav_pcm16.wav')\n", "print(\"sampling rate = {} Hz, length = {} samples, channels = {}\".format(fs, *sig.shape))\n", "print(sig)\n", "plt.plot(sig);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "So far, so good.\n", "\n", "Before further processing, we normally want to convert the signals to floating point values and normalize them to a range from -1 to 1 by dividing all values by the largest possible value.\n", "\n", "To do that, I wrote a little helper function called `pcm2float()`, located in the file [utility.py](utility.py), let's load it:\n" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import utility" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As always, you can get help with `utility.pcm2float?` and show its source code with `utility.pcm2float??`." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "old dtype: int16\n", "new dtype: float32\n", "[[ 0.999969 0.857117 0.714264 0.571411 0.428558 0.285706 0.142853]\n", " [ 0.90094 0.534393 0.158936 -0.127136 -0.267212 -0.257416 -0.142853]\n", " [ 0.623474 -0.190735 -0.643524 -0.514832 -0.095367 0.178131 0.142853]\n", " [ 0.222504 -0.772247 -0.445343 0.356262 0.386108 -0.063568 -0.142853]\n", " [-0.222504 -0.772247 0.445343 0.356262 -0.386108 -0.063568 0.142853]\n", " [-0.623474 -0.190735 0.643524 -0.514832 0.095367 0.178131 -0.142853]\n", " [-0.90094 0.534393 -0.158936 -0.127136 0.267212 -0.257416 0.142853]\n", " [-0.999969 0.857117 -0.714264 0.571411 -0.428558 0.285706 -0.142853]\n", " [-0.90094 0.534393 -0.158936 -0.127136 0.267212 -0.257416 0.142853]\n", " [-0.623474 -0.190735 0.643524 -0.514832 0.095367 0.178131 -0.142853]\n", " [-0.222504 -0.772247 0.445343 0.356262 -0.386108 -0.063568 0.142853]\n", " [ 0.222504 -0.772247 -0.445343 0.356262 0.386108 -0.063568 -0.142853]\n", " [ 0.623474 -0.190735 -0.643524 -0.514832 -0.095367 0.178131 0.142853]\n", " [ 0.90094 0.534393 0.158936 -0.127136 -0.267212 -0.257416 -0.142853]\n", " [ 0.999969 0.857117 0.714264 0.571411 0.428558 0.285706 0.142853]]\n" ] }, { "data": { "image/png": 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MmsTuITvhjTeY3NNOZcRsom+0Q/LZswd4/HGtq+jLpFJca2jAFJ/Wl0r9JfMW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\nkzkmh01ruxm7NP4VFa0pLv0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wm+WHwb8Oxi3ZLUjkEgwLGsaWwc+YYVCyq6+vh1BlclVb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\n1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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "print(\"old dtype: {}\".format(sig.dtype))\n", "normalized = utility.pcm2float(sig, 'float32')\n", "print(\"new dtype: {}\".format(normalized.dtype))\n", "np.set_printoptions(precision=6)\n", "print(normalized)\n", "plt.plot(normalized);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That's it! Now we have a floating point signal with values ranging from -1 to 1 and we can start working with it.\n", "If you prefer double precision numbers instead of single precision, use `'float64'` instead of `'float32'`.\n", "\n", "Let's check if WAVEX works (there might be a warning):" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/lib/python3/dist-packages/scipy/io/wavfile.py:42: WavFileWarning: Unknown wave file format\n", " warnings.warn(\"Unknown wave file format\", WavFileWarning)\n" ] }, { "data": { "image/png": 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CBSJvla24nnkdCw4vwL4X9qFz2861N/jhB2HFtwRzpc2d/AJAbtxITphQu8SlWEFO2j2J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\nwlszNL7adPX0pPuBeJ1FhgxZ8BNWT2DDpg3p56f7x7sq4ua5k+7N8/P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33o7ROWa+zu7u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\nK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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fs, sig = wavfile.read('data/test_wavex_pcm16.wav')\n", "plt.plot(sig);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "24-bit files may raise a `TypeError` (\"data type not understood\") or a `ValueError` (\"total size of new array must be unchanged\") or another `ValueError` (\"string size must be a multiple of element size\") or probably something else.\n", "This depends on the version of SciPy (and maybe Python itself)." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "Traceback (most recent call last):\n", " File \"\", line 4, in \n", " fs, sig = wavfile.read('data/test_wav_pcm24.wav')\n", " File \"/usr/lib/python3/dist-packages/scipy/io/wavfile.py\", line 168, in read\n", " raise ValueError(\"Unsupported bit depth: the wav file \"\n", "ValueError: Unsupported bit depth: the wav file has 24 bit data.\n", "/usr/lib/python3/dist-packages/scipy/io/wavfile.py:42: WavFileWarning: Unknown wave file format\n", " warnings.warn(\"Unknown wave file format\", WavFileWarning)\n", "Traceback (most recent call last):\n", " File \"\", line 12, in \n", " fs, sig = wavfile.read('data/test_wavex_pcm24.wav')\n", " File \"/usr/lib/python3/dist-packages/scipy/io/wavfile.py\", line 168, in read\n", " raise ValueError(\"Unsupported bit depth: the wav file \"\n", "ValueError: Unsupported bit depth: the wav file has 24 bit data.\n" ] } ], "source": [ "import traceback\n", "\n", "try:\n", " fs, sig = wavfile.read('data/test_wav_pcm24.wav')\n", "except:\n", " traceback.print_exc()\n", "else:\n", " print(\"Surprisingly, wav_pcm24 seems to work!\")\n", " plt.plot(sig)\n", "\n", "try:\n", " fs, sig = wavfile.read('data/test_wavex_pcm24.wav')\n", "except:\n", " traceback.print_exc()\n", "else:\n", " print(\"Surprisingly, wavex_pcm24 seems to work!\")\n", " plt.plot(sig)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "32-bit float files can be used since version 0.13 (see https://github.com/scipy/scipy/commit/ccbdff8)." ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/lib/python3/dist-packages/scipy/io/wavfile.py:179: WavFileWarning: Chunk (non-data) not understood, skipping it.\n", " WavFileWarning)\n" ] }, { "data": { "image/png": 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ZLAAvLMzqfTLKtGnsHuoivPYae746qIxYzNEbRy13RPj6a+Dhh3VG0VfI5bjW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\neJJmJ/Hs7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8z8HeRJ5XsA2ZAP9MeWiioDIkoH8A2Ae4noKBENATABQDci2gu5gU2wUqMv\nvOh/H0B1AKvcn98PLBXpAy/6S8Lww+2jSV6KoigRiC1W/oqiKEp4UeOvKIoSgajxVxRFiUDU+CuK\nokQgavwVRVEiEDX+iqIoEYgaf0VRlAhEjb+iKEoE8v8evK4iNikEkgAAAABJRU5ErkJggg==\n", "text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fs, sig = wavfile.read('data/test_wav_float32.wav')\n", "plt.plot(sig);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "32-bit float files in WAVEX format, however, still don't work. They don't raise an error (maybe a warning) but yield wrong data (because int32 is used instead of float32)." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "collapsed": false }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/usr/lib/python3/dist-packages/scipy/io/wavfile.py:42: WavFileWarning: Unknown wave file format\n", " warnings.warn(\"Unknown wave file format\", WavFileWarning)\n", "/usr/lib/python3/dist-packages/scipy/io/wavfile.py:179: WavFileWarning: Chunk (non-data) not understood, skipping it.\n", " WavFileWarning)\n" ] }, { "data": { "image/png": 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k188dV0gaujLEbGaW1IryJmBziXXqidNWc3zm0ls/RIs8x9aecvvrwXXW5XX6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"text/plain": [ "" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fs, sig = wavfile.read('data/test_wavex_float32.wav')\n", "plt.plot(sig);" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Wow! That's not supposed to look like that!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Writing\n", "\n", "That's easy, you just need a NumPy array with an appropriate data type where each column represents a channel of audio data:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "collapsed": false }, "outputs": [], "source": [ "data = np.array([[1.0, -1.0],\n", " [0.75, -0.75],\n", " [0.5, -0.5],\n", " [0.25, -0.25]], dtype='float32')\n", "\n", "wavfile.write('scipy_float32.wav', 44100, data)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "If you want to save 16-bit PCM files, you have to provide the NumPy array with data type `'int16'`. You can use my function `float2pcm()` from [utility.py](utility.py) to do the conversion:" ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "collapsed": false }, "outputs": [], "source": [ "import utility\n", "\n", "wavfile.write('scipy_pcm16.wav', 44100, utility.float2pcm(data, 'int16'))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "That's it! If you want a 32-bit PCM file (which is very uncommon!), you can use `'int32'` instead of `'int16'`." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Epilogue\n", "\n", "Finally, let's see what versions we were using:" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "collapsed": false }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Versions: SciPy = 0.16.1; NumPy = 1.9.2; IPython = 3.2.0\n", "Python interpreter:\n", "3.4.3+ (default, Oct 10 2015, 09:15:38) \n", "[GCC 5.2.1 20151003]\n" ] } ], "source": [ "import numpy\n", "import scipy\n", "import IPython\n", "print(\"Versions: SciPy = {}; NumPy = {}; IPython = {}\".format(scipy.__version__, numpy.__version__, IPython.__version__))\n", "\n", "import sys\n", "print(\"Python interpreter:\")\n", "print(sys.version)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "

\n", " \n", " \"CC0\"\n", " \n", "
\n", " To the extent possible under law,\n", " \n", " Matthias Geier\n", " has waived all copyright and related or neighboring rights to\n", " this work.\n", "

" ] } ], "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": "3.4.3+" } }, "nbformat": 4, "nbformat_minor": 0 }