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@KojiOchiai
Created June 25, 2015 12:40
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sound analysis
{
"metadata": {
"name": "",
"signature": "sha256:c3bec9c88aa983f7611557c097d3057f33bc5fadc58f86dbe9286b7e5df2951f"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "heading",
"level": 1,
"metadata": {},
"source": [
"Voice to Health"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\u6982\u8981\uff1a\u97f3\u58f0\u304b\u3089\u5065\u5eb7\u60c5\u5831\u306e\u62bd\u51fa"
]
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"\u30e2\u30c1\u30d9\u30fc\u30b7\u30e7\u30f3"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\u97f3\u58f0\u8a8d\u8b58\u30e9\u30a4\u30d6\u30e9\u30ea\u3067\u97f3\u304b\u3089\u6587\u5b57\u306b\u5909\u63db\u3057\u305f\u5834\u5408\u3001\u97f3\u58f0\u306b\u542b\u307e\u308c\u3066\u3044\u308b\u60c5\u5831\u306e\u5185\u3001\u6587\u7ae0\u60c5\u5831\u3060\u3051\u3057\u304b\u5229\u7528\u3067\u304d\u306a\u3044\u3001\u97f3\u58f0\u306b\u542b\u307e\u308c\u3066\u3044\u308b\u304c\u4eca\u307e\u3067\u30ce\u30a4\u30ba\uff08\u3086\u3089\u304e\uff09\u3068\u3057\u3066\u6368\u3066\u3089\u308c\u3066\u3044\u305f\u60c5\u5831\u306e\u6d3b\u7528\u65b9\u6cd5\u3092\u63a2\u308a\u305f\u3044\u3002"
]
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"\u8abf\u67fb\u5185\u5bb9"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\u4eca\u56de\u306f\u5065\u5eb7\u60c5\u5831\u306e\u62bd\u51fa\u3092\u30c6\u30fc\u30de\u3068\u3059\u308b\u3002\u5b9f\u969b\u306b\u98a8\u3092\u5f15\u3044\u305f\u6642\u306e\u97f3\u58f0\u3092\u4f7f\u3046\u3053\u3068\u304c\u30d9\u30b9\u30c8\u3060\u304c\u3001\u3059\u3050\u306b\u5165\u624b\u3067\u304d\u306a\u3044\u305f\u3081\u3001\u6f14\u6280\u3067\u5143\u6c17\u306e\u826f\u3044\u58f0\u3068\u75b2\u308c\u3066\u3044\u308b\u58f0\u3092\u51fa\u3057\u3001\u305d\u308c\u3092\u9332\u97f3\u3057\u305f\u3002\u9332\u97f3\u3057\u305f\u97f3\u58f0\u306b\u5bfe\u3057\u3066\u7279\u5fb4\u91cf\u306e\u62bd\u51fa\u3068\u5224\u5225\u3092\u884c\u3063\u305f\u3002"
]
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"\u7d50\u8ad6"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\u4ee5\u4e0b\u306e\u65b9\u6cd5\u3067\u5143\u6c17\u305d\u3046\u306a\u58f0\u3068\u75b2\u308c\u3066\u3044\u308b\u58f0\u306e\u5224\u5225\u306b\u6210\u529f\u3057\u305f\u3002\n",
"- \u7279\u5fb4\u91cf\uff1a\n",
" - \u632f\u5e45\u306e\u5e73\u5747\u5024\n",
" - \u30d4\u30c3\u30c1\u306e\u30d4\u30fc\u30af\n",
"- \u5224\u5225\u65b9\u6cd5\uff1a\n",
" - SVM"
]
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"set graph inline on ipython notebook"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"%matplotlib inline"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 1
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"import librarys"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"import glob\n",
"import numpy as np\n",
"from scipy.io import wavfile\n",
"import matplotlib.pyplot as plt\n",
"from sklearn.svm import SVC"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 2
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Web\u30ab\u30e1\u30e9\u4ed8\u5c5e\u306e\u30de\u30a4\u30af\u3067\u81ea\u5206\u306e\u58f0\u3092\u9332\u97f3\u3057\u3001wav\u5f62\u5f0f\u3067\u4fdd\u5b58\u3057\u305f\u30021\u30d5\u30a1\u30a4\u30eb1\u5358\u8a9e\u3067\u3042\u308a\u3002\u5358\u8a9e\u306f\u3059\u3079\u3066\u300e\u304a\u306f\u3088\u3046\u300f\u3067\u7d71\u4e00\u3057\u305f\u3002strong\u3068\u30d5\u30a1\u30a4\u30eb\u540d\u306b\u4ed8\u3044\u3066\u3044\u308b\u30d5\u30a1\u30a4\u30eb\u306f\u5143\u6c17\u3088\u304f\u767a\u8a71\u3057\u305f\u97f3\u58f0\u3067\u3042\u308a\u3001weak\u3068\u4ed8\u3044\u3066\u3044\u308b\u3082\u306e\u306f\u5143\u6c17\u304c\u306a\u3055\u305d\u3046\u306b\u767a\u8a71\u3057\u305f\u97f3\u58f0\u3067\u3042\u308b\u3002"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"filelist = glob.glob('./ohayou_*.wav')\n",
"filelist"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 3,
"text": [
"['.\\\\ohayou_strong1.wav',\n",
" '.\\\\ohayou_strong2.wav',\n",
" '.\\\\ohayou_strong3.wav',\n",
" '.\\\\ohayou_strong4.wav',\n",
" '.\\\\ohayou_strong5.wav',\n",
" '.\\\\ohayou_strong6.wav',\n",
" '.\\\\ohayou_weak1.wav',\n",
" '.\\\\ohayou_weak2.wav',\n",
" '.\\\\ohayou_weak3.wav',\n",
" '.\\\\ohayou_weak4.wav',\n",
" '.\\\\ohayou_weak5.wav',\n",
" '.\\\\ohayou_weak6.wav']"
]
}
],
"prompt_number": 3
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\u97f3\u58f0\u30d5\u30a1\u30a4\u30eb\u3092\u8aad\u307f\u8fbc\u307f\u3002\u9023\u60f3\u914d\u5217\u306e\u914d\u5217\u306b\u4fdd\u5b58\u3002\u30b9\u30c6\u30ec\u30aa\u9332\u97f3\u306e\u305f\u3081\u4e00\u5217\u76ee\uff08\u304a\u305d\u3089\u304f\u53f3\uff09\u306e\u6ce2\u5f62\u3060\u3051\u4f7f\u7528\u3002"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"snd_array = []\n",
"for fname in filelist:\n",
" fs, snd = wavfile.read(fname)\n",
" snd_array.append({'data':snd[:, 1], 'sample_rate':fs, 'fname':fname})"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\u4e00\u3064\u76ee\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u30d7\u30ed\u30c3\u30c8\u3002"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plot_data = snd_array[0]\n",
"plt.plot(np.arange(0.0, np.size( plot_data['data']), 1)/plot_data['sample_rate'], plot_data['data'])\n",
"plt.xlim([0,1])\n",
"plt.ylim([-30000,30000])\n",
"plt.title(plot_data['fname'])\n",
"plt.xlabel('[second]')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 6,
"text": [
"<matplotlib.text.Text at 0x98ec330>"
]
},
{
"metadata": {},
"output_type": "display_data",
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g0niswcBFwP7xdbGZDSohz2WhwFFZDdIsJ1K3ig4c7v6cuz+fZdWJwGR3b3H3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\n",
"text": [
"<matplotlib.figure.Figure at 0x9922250>"
]
}
],
"prompt_number": 6
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\u5143\u6c17\u304c\u306a\u3055\u305d\u3046\u306b\u767a\u97f3\u3057\u305f\u6642\u306e\u97f3\u58f0\u3092\u30d7\u30ed\u30c3\u30c8\u3002\u5f8c\u308d\u306e\u5c0f\u3055\u306a\u5c71\u306f\u305f\u3081\u606f(\u5143\u6c17\u304c\u306a\u3055\u305d\u3046\u306b\u8a71\u3059\u3068\u7121\u610f\u8b58\u306e\u5185\u306b\u51fa\u3066\u3057\u307e\u3063\u305f)\u3002"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plot_data = snd_array[7]\n",
"plt.plot(np.arange(0.0, np.size( plot_data['data']), 1)/plot_data['sample_rate'], plot_data['data'])\n",
"plt.xlim([0,1])\n",
"plt.ylim([-30000,30000])\n",
"plt.title(plot_data['fname'])\n",
"plt.xlabel('[ms]')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 7,
"text": [
"<matplotlib.text.Text at 0x9912ad0>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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YtCn8/c44I2y3+eahHBk0KASzW27J9SGV64MPcteSJZkZ7p75HsntpcZRUnQ7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\nDwAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x9c84230>"
]
}
],
"prompt_number": 7
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\u4eca\u5f8c\u4f55\u5ea6\u3082\u4f7f\u3046\u306e\u3067\u3002\u6642\u9593\u306e\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u8fd4\u3059\u95a2\u6570\u3092\u5b9a\u7fa9\u3057\u3066\u304a\u304f\u3002"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def time_index(data):\n",
" import numpy as np\n",
" return np.arange(0.0, np.size(data['data']), 1)/data['sample_rate']"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 8
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"time_index(snd_array[0])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 9,
"text": [
"array([ 0.00000000e+00, 2.26757370e-05, 4.53514739e-05, ...,\n",
" 5.49863946e-01, 5.49886621e-01, 5.49909297e-01])"
]
}
],
"prompt_number": 9
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\u3059\u3079\u3066\u306e\u97f3\u58f0\u3092\u30d7\u30ed\u30c3\u30c8\u3059\u308b\u3002\u8d64\u8272\u306f\u5143\u6c17\u306a\u58f0\u3001\u9752\u8272\u306f\u5143\u6c17\u306e\u306a\u3044\u58f0\uff08\u4ee5\u964d\u3001\u7279\u306b\u65ad\u308a\u306e\u306a\u3044\u9650\u308a\u540c\u3058\u8272\u5206\u3051\u3092\u4f7f\u3046\uff09\u3002"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"for snd_data in snd_array:\n",
" if 'weak' in snd_data['fname']:\n",
" col = 'b'\n",
" elif 'strong' in snd_data['fname']:\n",
" col = 'r'\n",
" plt.figure()\n",
" plt.plot(time_index(snd_data), snd_data['data'], color=col)\n",
" plt.xlim([0,1])\n",
" plt.ylim([-2.**15, 2.**15])\n",
" plt.title(plot_data['fname'])\n",
" plt.xlabel('[second]')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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"text": [
"<matplotlib.figure.Figure at 0xa018390>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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ZSZw4zMysJE4cZmZWEicOMzMriROHmZmVxInDLCO90/gtSX/MOxbY\nMHbGzHT6lHTMhJl5x2XtzYnDbFMLI+KgvIPoKSKuBz6TdxxmThxmvZA0TNJt6Qhx8yR9NC0/WFJn\n+ljyOyTtlJa/S9Kv0+UflDQ2Lf+PdP1HM9voSLfx35L+LOknmf1OSsseBD7SM6z6fHqz3jXNs6rM\ncjAJWBIRxwJI2lrSYOD7wHERsULSKSRPWJ0K/BQ4LyJuSR+sN1DSiSRPn90P2B74Q/pEWoADgPEk\nAwr9TtJ7gT8ClwBHpE9svZ7WHBrAmphrHGa9exQ4UtI3Jb0/IlaRPEF1H+DXkh4CvgqMlrQlMCoi\nbgGIiHfSR5e/D/hZJF4AfgO8hyQZzI2IpZE8MO5hYCywN/B0RDyZxvATXMuwBuMah1kvImKBpAOB\nY4H/J+ku4BfAYxHx3uyykrbqY1O9DZKzOlO2juT/sWftwknDGo5rHGa9kLQz8HZE/BT4DnAg8Bdg\n+3TcAiQNljQ+HTVusaTJaflQSZsD9wKnSBogaXvgcGAuhRNCkIwRsbukv0rLPlbDj2hWFtc4zHq3\nH/BtSeuBNcA/RMQaSScB35M0nOR/6HySwZBOA34k6f+my58UEb+QdBjJmNYB/EtEvCDp3RTou4iI\n1ZI+B9wm6U2SxDMsu0jNPq1ZkTweh1mGpN2BmRGxb86hFCSpA/hyRByXdyzWvtxUZbaxtcDwRrkB\nMCu9gusHQMuNUmfNxTUOMzMriWscZmZWEicOMzMriROHmZmVxInDzMxK4sRhZmYl+f9g1OIODTUd\nCwAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x104ff290>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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"text": [
"<matplotlib.figure.Figure at 0x10539c30>"
]
},
{
"metadata": {},
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xIsyalebnzt16vwsuGPTpBx04IuKBiFhWZtWRwMURsSEiVgAPAvMk7QqMiYgl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\nZlVx4DAzs6r8f7D7yywLYf5RAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x10ad17d0>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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IzMzKWrYMpkypO5ue6uP4ODArL+8ELC6sWwyM7yB9SU4nPy8CiIhW4HlJ224k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\n",
"text": [
"<matplotlib.figure.Figure at 0x10c1a410>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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OAMDM8Bpu48DdHwPK35+wSCX51rdCNeTo0fCpT2XermPHMO3QIVRJdevW2Nax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\nRK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x10ce3230>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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tvh1/001huu66IacAYQz3as2NS92HL3+59EBZ2TEyYqV+npzciBGN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\niOSiwCEiIrkocIiISC4KHCIiksv/B0QR5rW7dPYYAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x10d1dc50>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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ODP/o/fbLrctn0aIQENIljhUrwi/CtdfOtW3E0ySVOKShITc/dWrjdY8/Hn5F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\n+4MAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x10d9cb90>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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"text": [
"<matplotlib.figure.Figure at 0x10f397d0>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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DN7TtoU/pepdcEi+I0jHE775arw5JegA33eCRSuW33x6l1sWL40Jhjz3i4mGn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\nTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x10f77370>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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SR/kbdL555u6+G0s+55o1tfd/PPNMuqEPGpS63B98cHrXSK5KO+88+M1vat/8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\n3W+2AAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x110bf0f0>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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DRwEPbWF+8X6zOx1xHAMsjIhFEbERuJF0Vd5qr9xJMCL+BAyStG/XNrNLbLMv\nIuKPEfF8fvon4MAubmNXac/7AuAzwM+BZ7uycV2sPX3xYeDmiFgCEBEr6Zna0xdPAwPz9EBgVUQ0\ndWEbu0RE3A2s3kqV4v1mdwqOV+4SmLV1N8C26vTEHWZ7+qLaRGBqp7aofrbZF5KGkHYaV+SinvpV\nwva8L4YDe0m6U9JfJJ3ZZa3rWu3pix8Ch0taBjwAfLaL2rajKd5v1nTr2C7W3g976+8k98SdRLtf\nk6TjgHOAd3Zec+qqPX1xGXBBRES+F0zx99a7ifb0RV/grcDxwC7AHyXNiogFndqyrteevrgQuD8i\nKpJeD8yQ9JaIWNfJbdsRFe03u1NwLAUOqnp+EJvfj7ytOgfmsp6mPX1BPiH+Q2BcRGztULU7a09f\njAJuTJnBYOBESRsj4tauaWKXaU9fLAZWRsR6YL2k3wFvAXpacLSnL94BfBUgIh6T9ARwGPCXLmnh\njqN4v9mdhqr+AgyXNFRSP+B00p0Dq90KnAUg6W3AmohY0bXN7BLb7It8O9//Bj4aEQvr0Mauss2+\niIjXRcSwiBhGOs9xbg8MDWjfZ+QW4F2SekvahXQydG4Xt7MrtKcv5gH/EyCP6R8GPN6lrdwxFO83\nu80RR0Q0Sfo06daxvYGrIuIRSf+c518ZEVMlvU/SQuAF4ON1bHKnaU9fABcBewJX5L+0N0bEMfVq\nc2dpZ1/sFNr5GZknaRrwILAJ+GFE9LjgaOf74mvAjyU9QPoj+osR8VzdGt1JJN0AHAsMlrQYmEwa\nsuzwftOXHDEzsyLdaajKzMx2AA4OMzMr4uAwM7MiDg4zMyvi4DAzsyIODjMzK+LgMDOzIg4Osyr5\nP43XS/prvdsCr9w747Y8fXq+Z8Jt9W6X7dwcHGavtjAi3lrvRrQWEVOAT9S7HWYODrMtkLSrpNvz\nHeIekvShXD5KUmO+LPk0Sfvl8jdI+k2uf6+kYbn8P/PyD1ato5LX8TNJj0j6SdV2x+Wye4FTWzer\na1692ZZ1m2tVmdXBOGBpRJwEIGmgpL7Ad4H3R8QqSaeTrrA6Efgp8LWIuCVfWK+3pA+Qrj57BLAP\n8Od8RVqAI4GRpBsK/UHSO4C/Aj8AjstXbJ1Cz7w1gHVjPuIw27IHgfdKukTSuyJiLekKqocDv5F0\nH/BlYIik3YADIuIWgIh4KV+6/J3A9ZE8A9wFHE0Kg9kRsSzSBePuB4YBbwSeiIjHcht+go8ybAfj\nIw6zLYh9GBwxAAABIElEQVSIBZKOAk4C/l3STOAXwJyIeEd1XUm7b2VVW7pJzotVZS+TPo+tjy4c\nGrbD8RGH2RZI2h/YEBE/Bf4LOAqYD+yT71uApL6SRua7xi2RND6X95c0ALgbOF1SL0n7AGOA2bQd\nCEG6R8RQSa/LZWd04ks06xAfcZht2RHAf0jaBGwEPhURGyWdBnxH0h6kz9ClpJshnQlcKen/5Pqn\nRcQvJL2ddE/rAP41Ip6RNII2zl1ExIuS/gm4XdLfScGza3WVTnu1Zu3k+3GYVZE0FLgtIt5c56a0\nSVIF+HxEvL/ebbGdl4eqzDbXBOyxo/wDYLX8Da7vAz3uLnXWvfiIw8zMiviIw8zMijg4zMysiIPD\nzMyKODjMzKyIg8PMzIr8f7grgZKeoEjnAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x110cce70>"
]
}
],
"prompt_number": 10
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\u632f\u5e45\u60c5\u5831\u3092\u62bd\u51fa\u3057\u3001\u30d7\u30ed\u30c3\u30c8\u3059\u308b\u3002\u632f\u5e45\u306f\u5143\u306e\u97f3\u58f0\u30c7\u30fc\u30bf\u306e\u7d76\u5bfe\u5024\u3092\u53d6\u308a\u3001500\u70b9\u5e73\u5747\u3057\u305f\u3082\u306e\u3068\u3059\u308b\u3002\u5148\u982d\u306b0\u3092\u8a70\u3081\u6570\u3092\u5408\u308f\u305b\u308b\u3002"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"for snd_data in snd_array:\n",
" n_window = 500\n",
" org_data = np.r_[np.zeros(n_window), snd_data['data']]\n",
" scan_range = range(0, snd_data['data'].shape[0])\n",
" amplitude_mean = np.zeros(len(scan_range))\n",
" for i_time in scan_range:\n",
" extract_data = org_data[i_time:i_time + n_window]\n",
" amplitude_mean[i_time] = np.mean(np.abs(extract_data))\n",
" snd_data['amp'] = amplitude_mean\n",
" if 'weak' in snd_data['fname']:\n",
" col = 'b'\n",
" elif 'strong' in snd_data['fname']:\n",
" col = 'r'\n",
" plt.figure()\n",
" plt.plot(time_index(snd_data), snd_data['amp'], color=col)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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WB9f2LzOraPYFnXN58YOvRloMDAc6Ae8CYxoccxTwTFAeB7yedNw5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\n",
"text": [
"<matplotlib.figure.Figure at 0x10f39a50>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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7mijRSJ/Re0E4pOQ9EcvDkJ8kSzLkRd4wYsSEIS6iwfN69XJ5izuDny/o0SPM\n3taaMLS1DNaIDz/05zPGzZwJ77wDzz4bn02GgQlDfLz8cljv7BP9N74Bp5/u6tF9DCYMhcfzz4cp\nPwcNcnmhP/c5C5VhxIotbI+LRx8N653tuO+6K6z36uXyRUPL/Qw+BaUJQ/5y/PFh3Qc/hObRcw0j\nx5gw5AOpzgFcfbULmXHkkS5K5yGHuLoXBj8JbcJQGESD6xlGjJgwxEVVFUyb1jzHcGe5+eaWbV/4\nglsKO3ZsOA9hO2kLg6gwTJgQnx1Gl8fmGOJiz55wqCfTlJW5SUyAf/s3OPnk7LyPkVnGjQvre/aE\nQ4SGkWPMY4iLPXty8yT//e9n/z2M9FEN5xQmTYIXX3S73W2ewYgB8xhyzbp18OabLnienwMwDAiH\nFKMT0oYRAyYMueaCC+DTn3Yew6RJMGRI3BYZ+YaPoAvwhz/EZ4fRZTFhyDUNQdzBPXtg4kTL3GW0\nZFQkSPHZZ8dnh9FlMWHINdFQFt3s6zcSWL0avv71uK0wujg2+Zxr/Diy7S0wknHggc2PP//5eOww\nujT2yJprvDBYYDujPUaOtE1vRiyYMOSSpiZ4+mlXN4/BaI/evcM5KcPIIe0l6rlHRDaIyLJIW6WI\nPCkiK0TkCRGpiLx2rYisFJG3RWRypH2CiCwLXrs10l4mIg8G7UtEJMGPLjKi/+TmMRjt0acPbNwI\nr7wStyVGF6M9j+FeYEpC22zgSVUdi0vFORtARMYB04FxwTW3B6k8Ae4AZqpqFVAVpAcFmAlsDtpv\nAW5M8/PkNz5rG5jHYLTPoEHw0ksWHsPIOW0Kg6o+A2xNaJ4KzAvq84Bzgvo0YL6qNqrqamAVMElE\nhgF9VXVpcN59kWui93oYOC3Fz1EYRIVh+fL47DDynxkz4Kqr4rbC6KKkMscwRFU3BPUNgN+hNRxY\nGzlvLTAiSXtt0E5QrgFQ1SZgu4hUpmBTYRAVBsNoi/nzYUrEWX/qqfhsMbocaU0+q6oCFsylozQ0\nwKGHwkEHxW2JUWj4xEyGkQNS2cewQUSGqur6YJjo46C9Fohs2WQkzlOoDeqJ7f6a0cBHIlIKlKtq\n0pCSc+bM+aReXV1NdXV1CqbHyPTpLgx2WVmYitMwOsP+/bYp0miTmpoaampq0r6PaDvRG0XkIOBR\nVT0yOL4JN2F8o4jMBipUdXYw+fwAcCxuiOiPwKdUVUXkReAKYCnwB+C/VHWxiMwCjlTVS0RkBnCO\nqs5IYoMZsDBhAAAZtElEQVS2Z2fe4+fhjzkGtm+HFSsscqbRPom5OuxvxugEIoKqdjrhS5seg4jM\nB04BBorIGuA64AZggYjMBFYD5wGo6nIRWQAsB5qAWZHefBbwS6AXsEhVFwftvwDuF5GVwGaghSgU\nHWVlLkbSjh1xW2IUCuXl7mHCMHJEux5DPlBUHsNpp8GiRbBvn4XdNtpHxIXJ+OADd/z44zB5ctvX\nGEZAqh6DDVjmmp49oUcPEwWjY3TvDqeeGh6feWZ8thhdBguilws2bw7rtrHN6AwNDW738733xm2J\n0YUwjyEXbNsW1k0YjM7QrRtUFu/WHiM/MWHIBXv3xm2BUch07x7WKyrgW9+KzxajS2DCkAsaGuDg\ng129ri5eW4zCpbTUeZ933eX2NBhGljBhyAX19TB4sKtbWAwjVaKew9KlrZ9nGGliwpALGhrCVUj7\n9sVri1G49O4d1o8/Pj47jKLHhCEX1NeH+RcaG+O1xShMrrwS5s5t3vaHP8Rji1H0mDDkgoaGUBh6\n9IjXFqMwueUWuPTS5m1nn918xZthZAgThlxQX++Gkl5+Ge67L25rjGLi8cfjtsAoQkwYcoH3GMaP\nh6FD47bGKGQSo6vOKP7wYkbuMWHIBd5jMIx0KSmJ2wKjC2DCkAuicwyGkQ4jRkC/fq7er5/b22AY\nGcaEIRdEl6saRjq88AK89Zar79jhlj8vWGDJn4yMYsKQC6LLVQ0jHYYOheHDw+OePV12wH//9/hs\nMooOE4ZcYB6DkWkmTnSl/7u67joLk2FkjJSFQUSuFZE3RWSZiDwgImUiUikiT4rIChF5QkQqEs5f\nKSJvi8jkSPuE4B4rReTWdD9Q3rF3r/MYLKqqkUn831N0ldITT1imNyMjpCQMQR7obwDjg1zQJbi0\nnLOBJ1V1LPBUcEyQD3o6MA6YAtwu8kky2zuAmapaBVSJyJSUP00+UlYGP/uZCYORWU46CYYNg02b\n3HFFBXzhC660aL5GmqTqMewAGoHeIlIK9AY+AqYC84Jz5gHnBPVpwHxVbVTV1cAqYJKIDAP6qqqP\nCHZf5JriwqKqGpnkhhugtjY8js5hffxx7u0xioqUhEFVtwD/CXyIE4RtqvokMERVNwSnbQCGBPXh\nwNrILdYCI5K01wbtxYdFVTUyjURS+foAe926uTktw0iDVIeSDgGuBA7Cde4HiMg/Rs9RVQU0XQOL\nBtuYZGSDSy5xZZ8+rhwxwoXk/t3v4rPJKHhS3R0zEXheVTcDiMhvgOOB9SIyVFXXB8NE3qetBUZF\nrh+J8xRqg3q0PeIfh8yZM+eTenV1NdXV1SmankOiq0Quuyw+O4zixedo8MIwcCB85Suu/te/hquX\njC5BTU0NNTU1ad9H3IN9Jy8SOQr4FXAM0AD8ElgKHAhsVtUbRWQ2UKGqs4PJ5weAY3FDRX8EPqWq\nKiIvAlcE1/8B+C9VXZzwfpqKnbGzY4d7gtu5M25LjGJl40Z45RWYEqzZ+Nzn4JlnXP3pp0EVTjkl\nPvuMWBERVFXaP7M5KXkMqvqaiNwHvATsB14B7gL6AgtEZCawGjgvOH+5iCwAlgNNwKxITz8LJyy9\ngEWJolDQbNvmVokYRrYYNAjOPDM8ju6X8YLw5pswblxu7TIKmpQDrajqTcBNCc1bgNNbOf964Pok\n7S8DR6ZqR16zcSMMGBC3FUZX4Kab4J/+KVydNGQIbAjWgSxeDOvWwWmnxWefUVDYzudssn598/AF\nhpEtBg50pY+jNHgw9O/v6nV1cPrpsGoVfPe7tkPaaBcThmxSVxdOChpGNpk+HX77W1i50h0PGgRb\nt7roq7fd5touvthlgqtNur7DMD7BhCGb7N5twmDkht694ZzI3tDBg105cGBY9+Wxx8Jrr7mJacNI\ngglDNqmrCzceGUYuWLLElX5ua9AgN9cF8MEHrpw4ET77WTcpbRhJMGHIJjaUZOQa7xU88UR4/PHH\n7u/QC4SP23XCCW5JtWEkYMKQTWwoycg1Y8a4OQQfdXXQIFf6VUoi8N57rm3nTigvh6eeisdWI28x\nYcgmNpRkxMHw4fDgg67uh5SGDHExlIYOdavlAM4+25WvvZZ7G428xoQhm5jHYMTFYYe58t13XTkk\niGfphaGkJJxzuPrq3Ntn5DUmDNnEPAYjLsrK3N4FH1MsKgyqLpfD2rWtXm50bUwYsolNPhtx8uST\n8L3vubqfc/AhWoYPd/scAD7zGZgwAf7yl9zbaOQlJgzZZPduy/VsxIsP937gga70ITP8Hobhw90D\nzCuvwJ135t4+Iy8xYcgm9fU2lGTEz8knw8yZru7DdPu/y2HDwiWrDzyQe9uMvCTlIHpGB6ivN4/B\niJ+nnw7r3nMoL3flsmWWI9pogXkM2cSEwcgnvvc9+Id/cHW/ya004dlw7VpLDWqYMGQVG0oy8on/\n+A846CA3z3DSSa5t2DBXVlRA374wahRce21sJhr5QUoZ3HJNwWZwGzUKnnsORo+O2xLDaIkIHHJI\nuNehpAT27XP1Qvx/M1qQaga3lD0GEakQkYdE5C0RWS4ik0SkUkSeFJEVIvKEiFREzr9WRFaKyNsi\nMjnSPkFElgWv3ZqqPXmJDSUZ+cyECTB1atxWGHlIyh6DiMwDnlbVe0SkFOgD/ADYpKo3icj/Bfon\n5Hw+hjDnc1WQ83kpcJmqLhWRRRRLzmdVN467axf06BG3NYbROr17u4eY0lJoanJthfb/ZiQlpx6D\niJQDn1PVewBUtUlVtwNTgXnBafMAHyB+GjBfVRtVdTWwCpgkIsOAvqq6NDjvvsg1hc3GjW5zm4mC\nke80NrrSiwLAG2+EK5iMLkeqQ0ljgI0icq+IvCIid4tIH2CIqgaJZtkABPvwGQ5E99+vxXkOie21\nQXvhs2VLGALZMPKZyy93KT89vXvDkUfChx86T+KooywdaBcj1X0MpcB43BDQX0XkJ8Ds6AnBMFHG\n/NE5c+Z8Uq+urqbax4DJV7ZuDXPuGkY+8+MfNy979XK79gHOPRdefx02bbIHnQKgpqaGmpqatO+T\n0hyDiAwFXlDVMcHxScC1wMHA51V1fTBM9GdVPUxEZgOo6g3B+YuBHwIfBOccHrSfD5yiqt9OeL/C\nm2NYtMjl2n3ssbgtMYyOMX48vPpq89DcniuvdHkbXn89HtuMlMjpHIOqrgfWiMjYoOl04E3gUeDC\noO1C4JGgvhCYISI9RGQMUAUsDe6zI1jRJMAFkWsKm507oV+/uK0wjI7jA+z5YaNjj4UDDnD1+fPd\nLuk1a+Kxzcgp6YTEuBz4lYj0AN4FvgaUAAtEZCawGjgPQFWXi8gCYDnQBMyKuACzgF8CvYBFiSuS\nCpZdu8J/KsMoBB580D3QHHKIOx4wwP0dA3zqUy4D3Mcfu/05RlGTsjCo6mu45aeJnN7K+dcD1ydp\nfxk4MlU78hYTBqPQGDQoTAUKoQcBYb7o7dtza5MRCxYSI1ts3WrCYBQmf/d3rvSRWM89F1ascDkd\nvAdhFDUmDNlAFebOdZN4hlFoHHSQK31yn4EDXXnMMSYMXQQThmywe7fb9Xz55XFbYhid54Yb3D4c\nn+Snvt6VRx7p5iCMosfyMWSDXbvCePeGUWj06OF+vMfgBaJvX9i2LT67jJxhHkM22LXLcj0bhc/X\nvw6XXeYywAG88w58//vx2mTkBBOGbFBXZxPPRuFz7LFuk+ZFF7nh0SlT3B6Hm2+O2zIjy5gwZANb\nqmoUEyIuTIbPG33NNfHaY2QdE4ZsYENJRjESzUa4YUPr5xkFjwlDNti921J6GsXJTTe50kJjFDUm\nDNlg927L3GYUJ9dcA6ee6jZwGkWLCUM2qK83j8EoXvr1s/0MRY4JQzZYt86EwShe+vWDHTvitsLI\nIiYM2WDPHpc/1zCKkWXL4OGH47bCyCImDNmgrg5Gj47bCsPIDj17wgsvxG2FkUVMGLKB7WMwiplZ\ns+DMM+O2wsgiJgzZwITBKGb69YOnn47bCiOLpCUMIlIiIq+KyKPBcaWIPCkiK0TkCRGpiJx7rYis\nFJG3RWRypH2CiCwLXrs1HXvyBtvgZhQzvXpBbW3cVhhZJF2P4Tu4dJ0+Teds4ElVHQs8FRwjIuOA\n6cA4YApwe5DjGeAOYKaqVgFVIjIlTZvip67OViUZxcvxx9vfd5GTsjCIyEjgLODngO/kpwLzgvo8\n4JygPg2Yr6qNqroaWAVMEpFhQF9VXRqcd1/kmsKlocE2uBnFS58+LhlVXV3clhhZIh2P4RbgGmB/\npG2IqvogKhuAIUF9OLA2ct5aYESS9tqgvbDZs8cl6jGMYkQEBg+Gjz+O2xIjS6S02F5EzgY+VtVX\nRaQ62TmqqiKiyV5LhTlz5nxSr66upro66dvmByYMRrHjhWHMmLgtMSLU1NRQU1OT9n1S3YV1AjBV\nRM4CegL9ROR+YIOIDFXV9cEwkX+kqAVGRa4fifMUaoN6tD3prFZUGPIeEwaj2DGPIS9JfGieO3du\nSvdJaShJVb+vqqNUdQwwA/iTql4ALAQuDE67EHgkqC8EZohIDxEZA1QBS1V1PbBDRCYFk9EXRK4p\nXEwYjGKnogJWr47bCiNLZGofgx8yugE4Q0RWAKcGx6jqcmABbgXTY8AsVfXXzMJNYK8EVqnq4gzZ\nFB8NDW53qGEUK01NcGtxrC43WiJh/5y/iIgWgp2fUFEB778P/fvHbYlhZIfly+GIIyzEfJ4jIqiq\ntH9mc2znczawoSSj2Bk3zpUffhivHUZWMGHINKomDEbX4KSTLMVnkWLCkGmamqBbNygpidsSw8gu\nQ4fC+vVxW2FkAROGTGNjrkZXYcgQ8xiKFBOGTLN9O5SXx22FYWQf8xiKFhOGTLNtm1uVZBjFjglD\n0WLCkGm2bIHKyritMIzsM2yYy29uFB0mDJlm61YTBqNrMHIkrFkTtxVGFjBhyDRbttjGNqNrMGqU\nCUORYsKQabZtM2Ewugb9+0NjI+zcGbclRoYxYcg0tirJ6CqImNdQpJgwZJodO1yydMPoCpgwFCUm\nDJnmo49crHrD6AqYMBQlJgyZRBVefBEmTozbEsPIDaNHWyC9IsSEIZPU1bmsVmPHxm2JYeSGUaPg\nb3+L2wojw5gwZJJt29weBul0+HPDKEzGj4dHH3XeslE0pCQMIjJKRP4sIm+KyBsickXQXikiT4rI\nChF5QkQqItdcKyIrReRtEZkcaZ8gIsuC1wo7JZSFwzC6GkcfDQMHWmiMIiNVj6ERuEpVjwCOAy4V\nkcOB2cCTqjoWeCo4RkTGAdOBccAU4PYgxzPAHcBMVa0CqkRkSsqfJm5MGIyuyPbtsGBB3FYYGSQl\nYVDV9ar6t6C+C3gLGAFMBeYFp80Dzgnq04D5qtqoqquBVcAkERkG9FXVpcF590WuKTxMGIyuyPTp\nbm7NKBrSnmMQkYOAo4EXgSGq6gO0bwCGBPXhwNrIZWtxQpLYXhu0Fya269noikyc6LwGo2goTedi\nETkAeBj4jqrulMikq6qqiGRsRmrOnDmf1Kurq6murs7UrTPHtm2269noelRVwaJFcVthADU1NdTU\n1KR9n5SFQUS640ThflV9JGjeICJDVXV9MEzk/ctaYFTk8pE4T6E2qEfba5O9X1QY8pbNm2HAgLit\nMIzcMny4TT7nCYkPzXPnzk3pPqmuShLgF8ByVf1J5KWFwIVB/ULgkUj7DBHpISJjgCpgqaquB3aI\nyKTgnhdErik81q1zyUsMoytRWekeioyiIVWP4UTgH4HXReTVoO1a4AZggYjMBFYD5wGo6nIRWQAs\nB5qAWaqfLHyeBfwS6AUsUtXFKdoUP9u32+Sz0fUYPtyFm6+rgz594rbGyAApCYOqPkvr3sbprVxz\nPXB9kvaXgSNTsSPvsMiqRlektBQmTIBnnoEphbva3Aixnc+ZZMcOEwaja1JdDb/5TdxWGBnChCGT\nbN9uIbeNrsnEifC//xu3FUaGMGHIJDaUZHRVjjrK5heKCBOGTGLCYHRVRo+Gffvgt7+F/fvjtsZI\nExOGTLFnD9TX21CS0TXp1g2OOALOPRduuy1ua4w0MWHIFB9/7DK3dbOv1Oii/OY38NBDcPfdcVti\npIn1Ypli/XoYMqT98wyjWOnXD6ZOhVWroKEhbmuMNDBhyBQbNpgwGEb37jByJLz3XtyWGGlgwpAp\nVq+GAw+M2wrDiJ9+/dx8w0svWWa3AsWEIVPcfjucdVbcVhhG/Dz3HHz+83DMMS7D2759cVtkdBLR\nAlB0EdG8trO+3uVhqKuDkpK4rTGM/ODll+H446FvXzcH17173BZ1OUQEVe10EnrzGDLBBx+4ddwm\nCoYRMmGCW8Z91FEwf37c1hidwIQhE3z0EYwo3MRzhpE1RGD2bLjuOhdLzCgITBgywXvvudDDhmG0\nZPJkOOMMuPhim4wuEEwYMsFrr7mJNsMwkvPTn7qVe8OH21LWAiCtnM+ZQkSmAD8BSoCfq+qNMZvU\nOVavhtOTpqEwDAOgrAyWLIEvfQkOOQSuvNJNSm/eDIceCt/4BvTqFbeVRkDsHoOIlAA/BaYA44Dz\nReTweK3qJO+/3+Yehkwk544Tsz9eCtn+ZraXlsJjj8Ebb7id0du3w9ix8Oc/w2c+Az/4AfzpT7HZ\nmoxC/u7TIXZhAI4FVqnqalVtBH4NTIvZpo7T0OBc40MPbfWUQv/jMvvjpZDtT2r7EUfAHXfArbfC\nd77jIrL+7GfQowdceCEcdhgcdJCLJHDAATBunPMo7rkHnn8+p/mlC/m7T4d8GEoaAayJHK8FJqV8\nt7174Ve/ghUrXB7aLVtg61YYNMj9EX7qUy4vc2maH13VhcH41a+cKJgbbBipc9pp7ueaa+Cdd1z4\n+l693M/778OzzzrP4mc/c6937+68jYMPdvMWo0e7cN8NDW4lVEmJG76qqHD3qqho/uNzR6xa5fqK\n7dvd0tq9e2HgQKisdPf54AP33uXlMHSoa+/IsvSmJrevqa4Odu1yZX29u7Z7d9f/RMvu3Z1NZWWu\nXlLi3r81VN39tm1zQrlpE+zc6d5n9+7wJ0XyQRg6tkxhyhT3i9+3z/0kqzc2uvH+SZPczssDD3Qb\nzyornfv6ta+5znzHDvcH17ev+8WUlLiytDT8ZUR/Kb7e1OT+eHbuDHMvnHCCe/IxDCN9evd2u6Wj\nHH108zZVF834nXecaNTWwvLl7v+4Z093jv9f3b7ddZ6JP3v3uk64stJ5JP37u+MePdy9t21z77N6\nNaxc6Y7XrXP369PH/e/37OmiKe/f73727g3FoLHRndenj/N6+vRxfc6+fc62xsawbGwMr9271x3v\n3x8Khv8pKXHX797tRMEL34AB7qdfP/c+vXuHZYrEvvNZRI4D5qjqlOD4WmB/dAJaRGyNm2EYRgqk\nsvM5H4ShFHgHOA34CFgKnK+qb8VqmGEYRhcl9qEkVW0SkcuAx3HLVX9homAYhhEfsXsMhmEYRn6R\nD8tVP0FEpojI2yKyUkT+byvn/Ffw+msicnSyc+KiPftF5DAReUFEGkTk6jhsbIsO2P+V4Ht/XUSe\nE5HPxGFnMjpg+7TA9ldF5GUROTUOO1ujI3/7wXnHiEiTiJybS/vaowPff7WIbA++/1dF5J/jsLM1\nOtj3VAe2vyEiNTk2sU068P1/L/LdLwv+hipavaGq5sUPbhhpFXAQ0B34G3B4wjlnAYuC+iRgSdx2\nd9L+QcBE4EfA1XHbnIL9xwPlQX1Kvnz/HbS9T6R+JG7vTOy2d9T+yHl/An4P/J+47e7k918NLIzb\n1jTsrwDeBEYGxwPjtruzfz+R888G/tjWPfPJY+jIRrepwDwAVX0RqBCRfMmn2a79qrpRVV8CGuMw\nsB06Yv8Lqro9OHwRGJljG1ujI7bXRQ4PADbl0L726Ogmz8uBh4CNuTSuA3TU/k6vjskRHbH/H4CH\nVXUtgKoW4t+P5x+ANuOg55MwJNvolhjLOtk5+dI5dcT+fKaz9s8EFmXVoo7TIdtF5BwReQt4DLgi\nR7Z1hHbtF5ERuH/2O4KmfJoc7Mj3r8AJwXDeIhEZlzPr2qcj9lcBlSLyZxF5SUQuyJl17dPh/10R\n6Q2cCTzc1g1jX5UUoaN/6IlPHfnyD5IvdqRKh+0Xkc8DFwMnZs+cTtEh21X1EeAREfkccD/QehyT\n3NIR+38CzFZVFREhv56+O2L/K8AoVd0tIl8AHgHGZtesDtMR+7sD43HL6nsDL4jIElVdmVXLOkZn\n+p4vAc+q6ra2TsonYagFRkWOR+GUr61zRgZt+UBH7M9nOmR/MOF8NzBFVbfmyLb26NR3r6rPiEip\niAxQ1dwF3mmdjtg/Afi10wQGAl8QkUZVXZgbE9ukXftVdWek/piI3C4ilaq6JUc2tkVHvv81wCZV\nrQfqReQvwFFAPghDZ/7+Z9DOMBKQV5PPpcC7uAmUHrQ/+XwceTL52VH7I+fOIf8mnzvy/Y/GTXId\nF7e9Kdh+COHy7PHAu3HbncrfTnD+vcC5cdvdye9/SOT7PxZYHbfdnbT/MOCPuIne3sAyYFzctnfm\n7wcoBzYDvdq7Z954DNrKRjcR+Vbw+p2qukhEzhKRVUAd8LUYTW5GR+wXkaHAX4F+wH4R+Q7uj2tX\nbIYHdMR+4DqgP3BH8OTaqKrHxmWzp4O2/x/gqyLSCOzCPTnlBR20P2/poP1fBi4RkSZgNwX2/avq\n2yKyGHgd2A/crarL47M6pBN/P+cAj6vzetrENrgZhmEYzcinVUmGYRhGHmDCYBiGYTTDhMEwDMNo\nhgmDYRiG0QwTBsMwDKMZJgyGYRhGM0wYDMMwjGaYMBiGYRjN+P8KGSSJS/5AUgAAAABJRU5ErkJg\ngg==\n",
"text": [
"<matplotlib.figure.Figure at 0x13642f70>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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"text": [
"<matplotlib.figure.Figure at 0x138abff0>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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"text": [
"<matplotlib.figure.Figure at 0x139e70d0>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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SG7tzz4WvfS2UnXhieAB8/ON9+82vuSa8Hjo0fJkhfLGffRamT4dJk8Lhmgcc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\nAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x13af63f0>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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"text": [
"<matplotlib.figure.Figure at 0x13a648d0>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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81yloGIZRaeQcBqqq9cDeItIVeFJEhsc+VxEp6rzHcePGbdqura2ltra2mLcv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\nMAzDaKWYABiGYbRSTAAMwzBaKf8fajWgZocTptUAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x13cd0d70>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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m9oy7Ly5oZMWXzbm4HJjv7jVmth8wx8zGuHs1DhOX03UzjgRQB+yV\n8novQqZqa5/h0bZKk825IKr4vRmY4O5tPQKWs2zOxVjgznDtZyBwipltd/dZxQmxaLI5F+8C77n7\nZmCzmf0NGANUWgLI5lyMB64GcPc3zOwt4EDg+aJEWDpyvm7GUQT0PDDSzPYxs27AOUDzP+BZwPnw\nQe/hte7eUNwwiyLjuTCzvYE/A1929zyMLF+yMp4Ld9/X3Ue4+whCPcB/VODFH7L7G7kXONrMOptZ\nL0Kl38Iix1kM2ZyL1wkjDBOVeR8IvFnUKEtDztfNoj8BeCudwczsouj937j7g2Z2qpktATYCF7Rx\nyLKVzbkArgD6A9OiO9/t7n5kXDEXSpbnoipk+Tfyupk9DLwM7AJudveKSwBZ/l5cA/zezF4i3NR+\n393XxBZ0gZjZDOA4YKCZvQtcSSgKbPd1Ux3BRESqlAaYFRGpUkoAIiJVSglARKRKKQGIiFQpJQAR\nkSqlBCAiUqWUAEREqpQSgIhIlfr/lCMYn7+fMoIAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x13c91330>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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"text": [
"<matplotlib.figure.Figure at 0x13d58fd0>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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MWQAwkdCmjbv5v/FG2DkxpnxENgDYWsCVadiwsHNgTPmIbACwEoAxxrSOBQBj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\nCBFpA/weGAUMBE4RkZTP9o8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"text": [
"<matplotlib.figure.Figure at 0x13ecaf10>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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Y6e6Fiq3VyNPBwB3h/4JdgOPNbKu7T6lhnpYDq919I7DRzP4CHEjo\nATYpxeTr48APANz9RTN7GdgXiHG4oZJU+xwvSpXP8WJU+xwvVi3O80JKPsdrUQX0FDDUzPY2s57A\nyUDrP+YU4CvwXgvite6+spZ5MrP3A/cAp7n70gTzUnSe3P3f3H2Iuw8h1JF+I+F/jGL+dvcBnzCz\nbmbWl/CAM+mhaIrJ12LgWIBMXfu+wEsJ56sj1T7HC6rBOV5QDc7xYtXiPC+k5HO86iUAb6dBmJmd\nnVn+G3efZmYnmNlS4B3gzFrnCfhfYCfg+szdyFZ3P7TGeaqqIv92i81sOrAAaCZ0AJjoP0aRv6sJ\nwO/MbD7hxucSd/9XUnkys9uBo4BdzGw5MI5QbVCTc7yYPFHlc7zIPNVEEX+/qp/nRfyuSj7H1RBM\nRKSLSvWYwCIikhwFABGRLkoBQESki1IAEBHpohQARES6KAUAEZEuSgFARKSLUgAQEemi/j+HeKSu\n+6PljwAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x14a5db50>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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hf/hDeH788e7HStKWAAAuuGDgnQl06KEwY0bSUVSH7dvh1luTjqKza6+FWbPC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\n3L27cFQAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x14bc36f0>"
]
}
],
"prompt_number": 11
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\u632f\u5e45\u304c0.01\u4ee5\u4e0a\u304b\u3064\u30010.1\u79d2\u4ee5\u4e0a\u9023\u7d9a\u3057\u3066\u3044\u308b\u533a\u9593\u3092\u767a\u8a71\u533a\u9593\u3068\u3059\u308b\u3002"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def extract_speak(snd, th_amp=1000, th_time=0.1):\n",
" import numpy as np\n",
" index_snd_buff = th_amp < snd['amp']\n",
" index_snd = np.bool_(np.zeros(index_snd_buff.shape[0]))\n",
" count = 0\n",
" for i, v in enumerate(index_snd_buff):\n",
" if v == False:\n",
" if th_time * snd['sample_rate'] < count:\n",
" index_snd[i-count:i] = True\n",
" count = 0\n",
" else:\n",
" count += 1\n",
" return index_snd"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 12
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\u767a\u8a71\u533a\u9593\u3060\u3051\u62bd\u51fa\u3057\u3066\u30d7\u30ed\u30c3\u30c8"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"for snd_data in snd_array:\n",
" plot_data = snd_data['amp'][extract_speak(snd_data)]\n",
" if 'weak' in snd_data['fname']:\n",
" col = 'b'\n",
" elif 'strong' in snd_data['fname']:\n",
" col = 'r'\n",
" plt.figure()\n",
" plt.plot(time_index(snd_data)[:plot_data.shape[0]], plot_data, color=col)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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E2q9vMpsxQyfXzZ4Nzz+v5xo10iG+mzdrRzRoH8P48drH0L27DrF97DFtSmrb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\n",
"text": [
"<matplotlib.figure.Figure at 0x13478970>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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1miStsFCfNpuaEtdpXrtWo5S2bVOR2bZNG5lU3U2+myHqSXhRSLXP/+CjIbI+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\nkIPOjiEAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x154eb5f0>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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MgyQMCkUys20b0KULhYIkD3376t8sAEydqtsrrtBptcuW6f6YMZqD8dJLuj9k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\nQC8A84wx6wCUishgL7h9oe+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"text": [
"<matplotlib.figure.Figure at 0x1551abb0>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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1//0wcaItdQy2pMA119iSx++8Y11sFy2y/TySXUmirMyKiIMGWS+G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\n",
"text": [
"<matplotlib.figure.Figure at 0x13ecadf0>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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rv+b9EpWVwYixLl5UorBWJhH+53+ChZdnnAF/+INGPRUWBtN7RtqwkUQ+UF0d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\n",
"text": [
"<matplotlib.figure.Figure at 0x13d646d0>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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lIS8wEIpEaSncfHNy47z2Wm3z8sK8Ths3qqdTTo6KQu/eanyvqgoN3JbOw4gT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\nC2cdc4wuRVVVaUT21q3pGVs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"text": [
"<matplotlib.figure.Figure at 0x13c6a2f0>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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PkDwyOS765u67/ahcfW5PBECmWtT+ewA47rjosXIN6UCXFoDcYzg/rzbGn/xk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\nhmGUKCYAhmEYJcr/ByK+jr56zwWfAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x1513eed0>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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Bbbdp4EdZWdsOQTWFUCTWr4cpU3Q/ukpz1Kiw4heEX3CfU3/gwNTR0ltvhZEX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\n6qT1EUqFVqEQ3ngDTggKew4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"text": [
"<matplotlib.figure.Figure at 0x14e47a50>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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"text": [
"<matplotlib.figure.Figure at 0x134838b0>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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NVFVl92MW8fdXiy0t9a49uOgi76Y3d9/Nt6VfGjsIPyoGecbhh9sgnyCWAWBr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\nGE49NbEqqWQjlpZaYZB9ylUMQoC781B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"text": [
"<matplotlib.figure.Figure at 0x129d66b0>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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//vDPmTePXQESReFly0BITWXLQOcKwsNpGUgU1tq1gVW+0tJ44PDee/HpYzyR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\nqBgoiqIoAP4/xVGfHkqgl7cAAAAASUVORK5CYII=\n",
"text": [
"<matplotlib.figure.Figure at 0x10813510>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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bB8ybJ+LSnRj4loEvBp25iYBwEEJRkVgL3VkGcYwYIWKg3yX9/+7bJ7mVmMUC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\n",
"text": [
"<matplotlib.figure.Figure at 0x10841710>"
]
}
],
"prompt_number": 13
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\u81ea\u5df1\u76f8\u4e92\u76f8\u95a2\u3092\u6c42\u3081\u308b\u95a2\u6570"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def autocorr(dt):\n",
" import scipy.signal as sig\n",
" cor = sig.correlate(dt,dt,mode=\"full\")\n",
" return cor[cor.size/2:]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 14
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"sin\u95a2\u6570\u3067\u6319\u52d5\u3092\u30c6\u30b9\u30c8"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"sin_wave = np.sin(np.linspace(0,20,100))\n",
"plt.plot(sin_wave)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 15,
"text": [
"[<matplotlib.lines.Line2D at 0x14e5b950>]"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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ZGacU21BjxmuIzHcDHT3KIjBwoG5LUieCj5Ie+vYF+vQxO5fZtuWrlxCZn2po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\nCIIgRBQRAEEQhIgiAiAIghBR/j+sBbFXWCArdAAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x10790730>"
]
}
],
"prompt_number": 15
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plt.plot(autocorr(sin_wave))"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 16,
"text": [
"[<matplotlib.lines.Line2D at 0x110c8d90>]"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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FF8GgQZmvybN6tR/nhhvyZ/iuSLYkbmP0yr76ysfGL1/uw/Ti8MMPsM02sGiR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\nRCRBlPRFRBJESV9EJEH+P5JjtRk9UIndAAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x1084abd0>"
]
}
],
"prompt_number": 16
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\u97f3\u58f0\u30c7\u30fc\u30bf\u306e\u5468\u6ce2\u6570\u3092\u78ba\u8a8d\u3059\u308b\uff08\u5b9f\u884c\u306b30\u79d2\u307b\u3069\u304b\u304b\u308b)"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"snd_data = snd_array[0]\n",
"snd_index = extract_speak(snd_data)\n",
"pitch = autocorr(np.float_(snd_data['data'][snd_index]))"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 17
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plt.plot(np.arange(0.0, sum(snd_index), 1)/snd_data['sample_rate'], pitch)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 18,
"text": [
"[<matplotlib.lines.Line2D at 0x14d5db70>]"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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LMny0EIX2RHf00NGk+TxcVZeJSH8AM0Rkvqq+VKS8hSXp2W/PUQFJ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\nAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x110e07f0>"
]
}
],
"prompt_number": 18
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"0\u4ee5\u5916\u3067\u6700\u521d\u306e\u30d4\u30fc\u30af\u306e\u4f4d\u7f6e\u3092\u63a2\u3057\u305f\u3044\u304c\u30ce\u30a4\u30ba\u304c\u6709\u308b\u305f\u3081\u62bd\u51fa\u304c\u96e3\u3057\u3044\u3002\uff08\u4ee5\u4e0b\u306e\u30b0\u30e9\u30d5\u3067\u306f0.005[ms]\u3092\u30d4\u30fc\u30af\u3068\u3057\u3066\u898b\u3064\u3051\u305f\u3044\uff09"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plt.plot(np.arange(0.0, sum(snd_index), 1)/snd_data['sample_rate'],pitch)\n",
"plt.xlim([0,0.02])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 19,
"text": [
"(0, 0.02)"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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L4u3dK75mL3n1w4eHH1fwatbb0amTCLWfWjV+As1AMJaC37pQdi6ktWtlsWOn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\n",
"text": [
"<matplotlib.figure.Figure at 0xa146f90>"
]
}
],
"prompt_number": 19
},
{
"cell_type": "heading",
"level": 3,
"metadata": {},
"source": [
"\u30d4\u30c3\u30c1\u62bd\u51fa\u306e\u65b9\u91dd"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\u4eba\u306e\u58f0\u306e\u9650\u754c\u3068\u3057\u3066100[Hz]\u4ee5\u4e0b\u306f\u51fa\u305b\u306a\u3044\u3002\u305d\u306e\u305f\u3081\u3002\u81ea\u5df1\u76f8\u4e92\u76f8\u95a2\u306f0.01\u307e\u3067\u898b\u3048\u308c\u3070\u3044\u3044\u3002\u9ad8\u901f\u5316\u306e\u305f\u3081\u3001\u97f3\u58f0\u306e\u4e00\u90e8\u3092\u5207\u308a\u51fa\u3057\u3066\u81ea\u5df1\u76f8\u4e92\u76f8\u95a2\u3092\u53d6\u308a\u3001\u305d\u306e\u4e2d\u30670.002\uff5e0.01\u306e\u9593\u306e\u6700\u5927\u5024\u3092\u30d4\u30fc\u30af\u3068\u3059\u308b\u3002"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\u767a\u8a71\u533a\u9593\u3092\u62bd\u51fa\u3057\u3001\u305d\u306e\u4e2d\u592e\u90e8\u5206\u3092\u629c\u304d\u53d6\u3063\u3066\u304f\u308b\u95a2\u6570"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def extract_speak_mid(snd, extract_length=0.05):\n",
" snd_index = extract_speak(snd)\n",
" extract_start = sum(snd_index)/2\n",
" extract_end = sum(snd_index)/2+extract_length*snd_data['sample_rate']\n",
" return snd_data['data'][snd_index][extract_start:extract_end]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 20
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"snd_data = snd_array[0]\n",
"corr_data = extract_speak_mid(snd_data)\n",
"pitch = autocorr(np.float_(corr_data))"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 21
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\u62bd\u51fa\u533a\u9593"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plt.plot(corr_data)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 22,
"text": [
"[<matplotlib.lines.Line2D at 0x1524d730>]"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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J5JRT9LFKl5rmYzx0SNZuoaMwmRDRPxDRISLaZWxbQUQ7iGgPEd1PRL3GZ1cT0V4i2k1E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\n",
"text": [
"<matplotlib.figure.Figure at 0x14e470d0>"
]
}
],
"prompt_number": 22
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\u81ea\u5df1\u76f8\u4e92\u76f8\u95a2\u3002\u97f3\u58f0\u5168\u4f53\u3092\u4f7f\u3063\u305f\u5834\u5408\u3068\u5f62\u304c\u5909\u308f\u3063\u3066\u3044\u308b\u304c\u3001\u6700\u521d\u306e\u30d4\u30fc\u30af\u306f0.005\u306e\u4f4d\u7f6e\u306b\u6b8b\u3063\u3066\u3044\u308b\u3002"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plt.plot(np.arange(0.0, pitch.shape[0], 1)/snd_data['sample_rate'], pitch)\n",
"plt.xlim([0,0.02])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 23,
"text": [
"(0, 0.02)"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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a0clSB3V1/me6AFf0Pv888MILfJOcN09/6qIuUdBpbekQBYCvt/Jy/8dxo7Ex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\n+P81LmsWxvoGVAAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x13c70950>"
]
}
],
"prompt_number": 23
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"0.002\uff5e0.01\u306e\u9593\u306e\u6700\u5927\u5024\u3092\u53d6\u5f97\u3059\u308b\u95a2\u6570"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"def extract_pitch(corr, fs, min_pitch=0.002, max_pitch=0.01):\n",
" import numpy as np\n",
" return (np.argmax(corr[min_pitch*fs:max_pitch*fs]) + min_pitch*fs) / fs"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 24
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"extract_pitch(pitch, snd_data['sample_rate'])"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 25,
"text": [
"0.0048117913832199542"
]
}
],
"prompt_number": 25
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\u3059\u3079\u3066\u306e\u97f3\u58f0\u306b\u632f\u5e45\u306e\u5e73\u5747\u5024\u3068\u3001\u30d4\u30c3\u30c1\u306e\u60c5\u5831\u3092\u8ffd\u52a0"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"for snd_data in snd_array:\n",
" use_index = extract_speak(snd_data)\n",
" snd_data['amp_mean'] = np.mean(snd_data['amp'][use_index])\n",
" pitch = autocorr(np.float_(extract_speak_mid(snd_data)))\n",
" snd_data['pitch'] = extract_pitch(pitch, snd_data['sample_rate'])"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 26
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\u632f\u5e45\u5e73\u5747\u3068\u30d4\u30c3\u30c1\u3067\u97f3\u58f0\u30c7\u30fc\u30bf\u3092\u6563\u5e03\u56f3\u8868\u793a\u3002\u5143\u6c17\u306e\u3044\u3044\u58f0\u306f\u632f\u5e45\u304c\u5927\u304d\u304f\u30d4\u30c3\u30c1\u304c\u5c0f\u3055\u3044(\u9ad8\u97f3)\u3002\u5143\u6c17\u306e\u306a\u3044\u58f0\u306f\u305d\u308c\u3068\u9006\u306e\u6027\u8cea\u3092\u793a\u3057\u3066\u3044\u308b\u3002\u7dba\u9e97\u306b\u5206\u304b\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u5206\u96e2\u306f\u5bb9\u6613\u3068\u8003\u3048\u3089\u308c\u308b\u3002"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"plt.hold(True)\n",
"for snd_data in snd_array:\n",
" if 'weak' in snd_data['fname']:\n",
" col = 'b'\n",
" elif 'strong' in snd_data['fname']:\n",
" col = 'r'\n",
" plt.plot(snd_data['amp_mean'], snd_data['pitch'], '.', color=col)\n",
"plt.xlabel('amp_mean')\n",
"plt.ylabel('pitch')\n",
"plt.hold(False)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "display_data",
"png": 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NUBKqaqaf2U/JOyFIknphAEmSemEASZJ6YQBJknphAEmSemEASZJ6YQBJknphAGliGzbA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\nAJIk9eL/A+T8TNQZSj86AAAAAElFTkSuQmCC\n",
"text": [
"<matplotlib.figure.Figure at 0x14fc2110>"
]
}
],
"prompt_number": 27
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"scikit-learn\u306eSVM\u306b\u5408\u308f\u305b\u3066\u5b66\u7fd2\u30c7\u30fc\u30bf\u3092\u4f5c\u6210\u3002"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"vol_array = np.zeros(len(snd_array))\n",
"peak_array = np.zeros(len(snd_array))\n",
"label = np.zeros(len(snd_array))\n",
"for i, snd_data in enumerate(snd_array):\n",
" vol_array[i] = snd_data['amp_mean']\n",
" peak_array[i] = snd_data['pitch']\n",
" if 'weak' in snd_data['fname']:\n",
" label[i] = 1\n",
"\n",
"data_training = [[x/1000, y*1000] for (x, y) in zip(vol_array, peak_array)] # \u6841\u3042\u308f\u305b\n",
"label_training = [int(x) for x in label]"
],
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 83
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"data_training"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 84,
"text": [
"[[6.4325938705373611, 4.8117913832199539],\n",
" [11.985085977119212, 4.2448979591836737],\n",
" [11.261728768038482, 4.2222222222222214],\n",
" [4.2273977415806705, 4.8344671201814062],\n",
" [4.7016150086609203, 4.0408163265306118],\n",
" [6.1255228149128467, 4.2222222222222214],\n",
" [4.4952506407786501, 6.2857142857142847],\n",
" [4.6162763278823267, 5.9909297052154189],\n",
" [5.4627958332919038, 5.7868480725623579],\n",
" [2.4536728651327486, 6.5351473922902494],\n",
" [2.0822530068408001, 6.3764172335600904],\n",
" [5.0163243388526091, 6.2403628117913827]]"
]
}
],
"prompt_number": 84
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"label_training"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 85,
"text": [
"[0, 0, 0, 0, 0, 0, 1, 1, 1, 1, 1, 1]"
]
}
],
"prompt_number": 85
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\u5b66\u7fd2"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"estimator = SVC(C=10.0, kernel='linear')\n",
"estimator.fit(data_training, label_training)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 86,
"text": [
"SVC(C=10.0, cache_size=200, class_weight=None, coef0=0.0, degree=3, gamma=0.0,\n",
" kernel='linear', max_iter=-1, probability=False, random_state=None,\n",
" shrinking=True, tol=0.001, verbose=False)"
]
}
],
"prompt_number": 86
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"\u4e88\u6e2c"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"label_prediction = estimator.predict(data_training)\n",
"print(label_prediction)"
],
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": [
"[0 0 0 0 0 0 1 1 1 1 1 1]\n"
]
}
],
"prompt_number": 87
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"SVM\u306e\u5b66\u7fd2\u5185\u5bb9\u3092\u8868\u793a\u3002\u4e3b\u306b\u30d4\u30c3\u30c1\u3067\u5206\u96e2\u3055\u308c\u3066\u3044\u308b\u3002\u4e0a\uff08\u30d4\u30c3\u30c1\u304c\u5e83\u3044\uff09\u307b\u3069\u4f4e\u5468\u6ce2\u306e\u305f\u3081\u3001\u9ad8\u5468\u6ce2\u306f\u5143\u6c17\u306a\u58f0\u3001\u4f4e\u5468\u6ce2\u306f\u5143\u6c17\u306e\u306a\u3044\u58f0\u3068\u5206\u985e\u3067\u304d\u308b\u3002"
]
},
{
"cell_type": "code",
"collapsed": false,
"input": [
"X = np.array(data_training)\n",
"h = .02\n",
"x_min, x_max = X[:, 0].min()-1, X[:, 0].max()+1\n",
"y_min, y_max = X[:, 1].min()-1, X[:, 1].max()+1\n",
"xx, yy = np.meshgrid(np.arange(x_min, x_max, h),\n",
" np.arange(y_min, y_max, h))\n",
"Z = estimator.predict(np.c_[xx.ravel(), yy.ravel()])\n",
"Z = Z.reshape(xx.shape)\n",
"plt.contourf(xx, yy, Z, cmap=plt.cm.Paired, alpha=0.8)\n",
"\n",
"plot_data = np.array(data_training)\n",
"label = np.array(label_training)\n",
"plt.hold(True)\n",
"plt.plot(plot_data[label==0, 0], plot_data[label==0, 1], '.', color='r')\n",
"plt.plot(plot_data[label==1, 0], plot_data[label==1, 1], '.', color='b')\n",
"plt.hold(False)\n",
"plt.xlabel('amp')\n",
"plt.ylabel('pitch')"
],
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 91,
"text": [
"<matplotlib.text.Text at 0x11f5e310>"
]
},
{
"metadata": {},
"output_type": "display_data",
"png": 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bUPzys8r4lfYKSbfafkit2S8La66nVBHxkKTlkh6U9HCx+ob6Kho529+T9HNJU20/Y/si\nSd+U9BnbWyR9qnjcl9ps38WS/kXSYZJWFTlzXW31cZkAAMgje08dABqFUAeARAh1AEiEUAeARAh1\nAEiEUAeARAh1AEiEUAeARAh1NI7tO2w/WNw45ZJi3eu2v1WsW2V7hu17bT9he3bxmgtt/0dx45Ut\ntr9R75YA78UZpWgc20dExHbbYyT9UtJfSPo/SWdGxI9tr1DrlO8zJR0vaVlEnFRcsGlhsW6npLWS\nLoyIdXVsB9DOqLoLAGow1/bemzRMlPTHal0u9cfFukckvRkRb9v+lVqXxd3rrojYLklF+J8miVBH\nzyDU0Si2T5f0aUkzIuJN2/dI+oBadx/aa4+kXZIUEXuKOxK1fTvlvDkJ+hhj6miaD0raXgT6NLXu\nXTscn7F9RDF08wVJ95deITAChDqa5keSRtneqNb4+Jpi/b4Hl2KI5V+qddOVhyTdHhHrqyoUOBAc\nKAU6VBwoPTkirqi7FmAo9NSBzqW9tybyoKcOAInQUweARAh1AEiEUAeARAh1AEiEUAeARAh1AEjk\n/wHPeJfS65vUqQAAAABJRU5ErkJggg==\n",
"text": [
"<matplotlib.figure.Figure at 0x14e47210>"
]
}
],
"prompt_number": 91
}
],
"metadata": {}
}
]
}
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