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@groakat
Created July 20, 2015 15:30
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{
"cells": [
{
"cell_type": "code",
"execution_count": 34,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"source": [
"%pylab inline"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import pandas as pd\n",
"import scipy.io.wavfile"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/peter/anaconda/lib/python2.7/site-packages/scipy/io/wavfile.py:42: WavFileWarning: Unknown wave file format\n",
" warnings.warn(\"Unknown wave file format\", WavFileWarning)\n",
"/Users/peter/anaconda/lib/python2.7/site-packages/scipy/io/wavfile.py:172: WavFileWarning: Chunk (non-data) not understood, skipping it.\n",
" WavFileWarning)\n"
]
}
],
"source": [
"sound = scipy.io.wavfile.read('../data/day.wav')"
]
},
{
"cell_type": "code",
"execution_count": 63,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# The script MUST contain a function named azureml_main\n",
"# which is the entry point for this module.\n",
"#\n",
"# The entry point function can contain up to two input arguments:\n",
"# Param<dataframe1>: a pandas.DataFrame\n",
"# Param<dataframe2>: a pandas.DataFrame\n",
"\n",
"\n",
"def azureml_main(dataframe1 = None, dataframe2 = None):\n",
" from scipy.fftpack import fft\n",
" import numpy as np\n",
" from matplotlib.mlab import specgram\n",
" data1 = np.asarray(dataframe1)\n",
" \n",
" spectrum, freqs, t = specgram(data1.squeeze()) \n",
" \n",
" # Execution logic goes here\n",
"# print('Input pandas.DataFrame #1:\\r\\n\\r\\n{0}'.format(dataframe1))\n",
"\n",
" # If a zip file is connected to the third input port is connected,\n",
" # it is unzipped under \".\\Script Bundle\". This directory is added\n",
" # to sys.path. Therefore, if your zip file contains a Python file\n",
" # mymodule.py you can import it using:\n",
" # import mymodule\n",
" \n",
" # Return value must be of a sequence of pandas.DataFrame\n",
" df = pd.DataFrame(np.asarray(freqs, spectrum).T, columns=['freqs', 'spec'])\n",
" \n",
" return freqs, spectrum, t\n",
"\n",
"# df.set_index('freqs', inplace=True)\n",
"# df.rename(columns=[str(x) for x in t], inplace=True)\n",
" \n",
"# return df\n"
]
},
{
"cell_type": "code",
"execution_count": 64,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"freqs, spectrum, t = azureml_main(pandas.DataFrame(sound[1]))"
]
},
{
"cell_type": "code",
"execution_count": 76,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"(129, 11249)"
]
},
"execution_count": 76,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"spectrum.shape"
]
},
{
"cell_type": "code",
"execution_count": 79,
"metadata": {
"collapsed": false
},
"outputs": [
{
"ename": "ValueError",
"evalue": "all the input array dimensions except for the concatenation axis must match exactly",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-79-2c009506f375>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0mdf\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mDataFrame\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvstack\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfreqs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreshape\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mspectrum\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mT\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcolumns\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'freqs'\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'spec'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[0;32m/Users/peter/anaconda/lib/python2.7/site-packages/numpy/core/shape_base.pyc\u001b[0m in \u001b[0;36mvstack\u001b[0;34m(tup)\u001b[0m\n\u001b[1;32m 226\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 227\u001b[0m \"\"\"\n\u001b[0;32m--> 228\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0m_nx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mconcatenate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0matleast_2d\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0m_m\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0m_m\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mtup\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 229\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 230\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mhstack\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mtup\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mValueError\u001b[0m: all the input array dimensions except for the concatenation axis must match exactly"
]
}
],
"source": [
"df = pd.DataFrame(np.vstack((freqs.reshape(-1, 1), spectrum)).T, columns=['freqs', 'spec'])"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [],
"source": [
"spectrogram = np.asarray(pd.read_csv('../data/spectrogram.csv'))"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"pandas.DataFrame(sound[1]).to_csv('../data/wav.csv', index=False, header=False)"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x10a138b10>"
]
},
"execution_count": 43,
"metadata": {},
"output_type": "execute_result"
},
{
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"gg==\n"
],
"text/plain": [
"<matplotlib.figure.Figure at 0x10a022c10>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"figure(figsize=(30, 40))\n",
"imshow(np.log(spectrogram))"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"array([[ 6.04942897e+04, 1.18417722e+07, 2.92858577e+07, ...,\n",
" 3.95192927e+08, 1.64525584e+08, 2.86793409e+08],\n",
" [ 3.74897048e+05, 1.11676117e+07, 2.16091309e+07, ...,\n",
" 3.79231606e+08, 3.37764762e+08, 3.05314275e+08],\n",
" [ 7.09959857e+05, 4.10160579e+05, 4.33305300e+06, ...,\n",
" 3.23979781e+07, 2.20935826e+07, 1.27749879e+07],\n",
" ..., \n",
" [ 9.70794742e+02, 7.43326520e+03, 1.00500400e+04, ...,\n",
" 2.46401702e+03, 1.31839244e+03, 1.35758919e+03],\n",
" [ 9.56427096e+03, 3.86938495e+03, 6.66489645e+02, ...,\n",
" 2.82155382e+02, 5.80872537e+03, 5.99561553e+03],\n",
" [ 9.73611923e+03, 5.06330083e+02, 1.13143906e+03, ...,\n",
" 1.29485094e+02, 4.59437328e+03, 1.66953270e+02]])"
]
},
"execution_count": 41,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"spectrogram"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"pd."
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 2
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
"version": "2.7.10"
}
},
"nbformat": 4,
"nbformat_minor": 0
}
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