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@aadjones
Created January 31, 2014 07:08
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{
"metadata": {
"name": "240E_HW3"
},
"nbformat": 3,
"nbformat_minor": 0,
"worksheets": [
{
"cells": [
{
"cell_type": "code",
"collapsed": false,
"input": "#Let's start importing some fun things!\nfrom os import listdir, chdir\nfrom essentia.standard import AudioLoader",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 100
},
{
"cell_type": "code",
"collapsed": false,
"input": "cd ~/Desktop/Music/",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "/Users/adj/Desktop/Music\n"
}
],
"prompt_number": 2
},
{
"cell_type": "code",
"collapsed": false,
"input": "base_dir = '/Users/adj/Desktop/Music/'\nmusic_list = listdir(base_dir)",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 3
},
{
"cell_type": "code",
"collapsed": false,
"input": "#Let's make a getRMS function that takes a numpy array as an argument and returns its root mean square.\ndef getRMS(x):\n return sqrt(mean(x**2))",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 4
},
{
"cell_type": "code",
"collapsed": false,
"input": "#It will also be useful to make a function to downmix from stereo to mono as well as one to normalize.\ndef downmix(x):\n if x.ndim == 1:\n return x #x is already mono\n else:\n return sum(x.astype(float), axis=1)/x.ndim",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 5
},
{
"cell_type": "code",
"collapsed": false,
"input": "music_list[0]",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 6,
"text": "'.DS_Store'"
}
],
"prompt_number": 6
},
{
"cell_type": "code",
"collapsed": false,
"input": "#That's not an audio file! Let's get rid of it.\nmusic_list = music_list[1:]\nmusic_list[0]",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 7,
"text": "'01 Analogique A Et B (3 Excerpts) [1958].m4a'"
}
],
"prompt_number": 7
},
{
"cell_type": "code",
"collapsed": false,
"input": "#That's more like it. Now let's write our normalization function.\ndef normalize(x):\n abs_max = max(abs(x.min().astype(float)), abs(x.max().astype(float)))\n return x.astype(float) / abs_max",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 8
},
{
"cell_type": "code",
"collapsed": false,
"input": "test = music_list[0]\nloader = AudioLoader(filename = test)\naudio, sr, nchnls = loader()",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 12
},
{
"cell_type": "code",
"collapsed": false,
"input": "audio.shape",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 13,
"text": "(2928576, 2)"
}
],
"prompt_number": 13
},
{
"cell_type": "code",
"collapsed": false,
"input": "audio_mono = downmix(audio)\naudio_mono.shape",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 14,
"text": "(2928576,)"
}
],
"prompt_number": 14
},
{
"cell_type": "code",
"collapsed": false,
"input": "plot(audio_mono)",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 15,
"text": "[<matplotlib.lines.Line2D at 0x1112aa650>]"
},
{
"metadata": {},
"output_type": "display_data",
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dB7zxhjF5m1FqKrBzp+/XBw70//7LL1e3POGgvLwc5QZO1+03aGRnZ6PWy2om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\nAElFTkSuQmCC\n",
"text": "<matplotlib.figure.Figure at 0x11154e510>"
}
],
"prompt_number": 15
},
{
"cell_type": "code",
"collapsed": false,
"input": "#Doesn't look normalized.\naudio_mono_normalized = normalize(audio_mono)\nplot(audio_mono_normalized)",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 16,
"text": "[<matplotlib.lines.Line2D at 0x11124ac50>]"
},
{
"metadata": {},
"output_type": "display_data",
"png": 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4OmjoXSPgnHOit02YYE1ZgPhTSLiN21axSzS7baIqQCNi9UrT25Z07rnA0qWJ\n93PDGuXhszerTWO+bJn6+woK4qd7xx3aZy2IN2o+5LvvzN81kjG+DhpmGhZDJ4ZQI7aZ9aND9baD\nB8feR23KC5nUpsDwAz0TO8Y6QWrlhoZtvcLLrDbGKFZwMPu3CueG4Emx+TpomBHeQHnmmeZGpnbv\nrvzEGxk7bhzw44/G87BaqH7dDWuCW8lM8Af03YG1aqVvNLvbgkz497W01LmlUzn+wt1M1FT6V0FB\n055Umzeb78XxxReJ9zEz3YLfhXdNlSkvT9/+gwYpj336ANdfH39fN7efaZlHrVkzoL4+cVWVmpNO\nalyV0WxgJ3vxTkPFsmVNx1a0a+fOE/qFF9o/ViOyrUDW1fAtt8TvmmwHtTELWo5fbZ927aKnwTeS\ntheEBt/pwa613sGgEceAAcBFF8kuRWyDBunvyaNX5FxNsv65AwHnB3MZnV3XqESzxRK5ga+rp8L7\nvSfqMnjlldEL9Kxda32ZvM4Ps7K6ld7efn7Tvj1w4EDTajp+39zH13ca4X32EwWN5593ZxUUWctt\nS6qyp1CjUFVreFdnv1TZ+YnhO419+/ZhwoQJ+O6775CZmYl///vfaK8yTWxmZiZOOeUUNG/eHC1b\ntkRZWZmpAusRvsCLXyfgo/hCjbMhkUv12kFPY7kfT4p+PCZqZPhOY+7cuRg2bBi++eYbDBkyBHPn\nzlXdLxAIoLS0FBs3bnQ0YJB9vDQSN3IRLDtOaJE9uxKtRud3epdFBhhovMRw0Fi+fDkmT54MAJg8\neTJeffXVmPsKXub7ylVXyS6BduFTy9v1NWzTxp50ZbDi5K13bM/nnysrYjJweIPh6qmamhqk/jxT\nWWpqKmpiLB8XCAQwdOhQNG/eHIWFhbg+Tmf1mTNnNvyen5+PfE6YTyaZnbn4jDOA6ur4+9x2GzBp\nkrl8kpmVa9ckg9LSUpQ6NdJSRdygMWzYMFSr/Mfcf//9TZ4HAgEEYlwmvP/+++jUqRN2796NYcOG\nITc3FwMHDlTdNzxokDvZubSnGYnWqbbTxIkMGuScyAvqWbNmOZp/3KCxatWqmK+lpqaiuroaZ5xx\nBnbt2oWUGLO7derUCQDQsWNHXH755SgrK4sZNMg9YvU2a98eGDLEfZMvsmsmkTMMt2kUFBTg2Wef\nBQA8++yzGDNmTNQ+hw8fxo8/T6h06NAhvPnmm8jTOw+DCRxlaly8GUTz85WpVfzOrXdVRDIZDhoz\nZszAqlURN9WTAAALZ0lEQVSr0KVLF7z99tuYMWMGAKCqqgqjfl5ntbq6GgMHDkSvXr3Qv39/XHrp\npbj44outKbkGLVqwq61Rfgm4TjWu+u17Nm2a/vds2qT8kL8Zbgjv0KEDVq9eHbX9zDPPxBtvvAEA\n6Ny5Mz755BPjpSPpkq1Hy9//Dlx3XePzX/wifkP43/5mf5lkMDKFChu0k4OvR4STeTIbmGWIXD0v\nTrMeAG+NWdEj2S4WSLukCRqJFrAndV4/KZpdD+SUU+K/rjYTrh/YsRIi+YMvg4baiNyhQ50vB9kv\n0XxhZta21iJyxLlf+KVNi6zny6Bx2WVNn999d9OV+Eg7t4921rK4lZ1YjUPJxtdTo4f8+c+yS+Bd\nRhbUcVJGhtJ4HUlLd9kzz1RW1KNGbv+8Sb6kCBpkjb/8RXYJmmrVSrnSj2y8BpQ12ROpqLC+TIC3\nq3ayspRH3kFRLL6sniJ73H677BJYq1mzpgt16TFxYuzA5IcV+Iz+Xcj/fHmn4baFdsh/iopkl8Ae\nMkfB33ILsH69vPxJG19eT4wYIbsElIwi11P3IpmrV15zDfDoo/LyJ218GTR69AC+/152KSjZtGwp\nuwRE9vNl0AASD8oiIiL9fNmmQUT+sWyZ/YM0STt+FKTq1FMbf8/IsK97qt1C3V/fest8WoMGmU/D\nK9w0a29BgewSUDgGDVIVXr3XqZN3g0YwCLz3HmDFul+JRscvXAhUVWlLa+RI8+Wxy7Jl/mjUJ3sw\naJCvBQLGAoaRXkRDhmjfd8AA/ek7hVf2FI9vG8IpuXXoILsERP7EoEFxeXXt7Ztukl2C+IJB2SUg\nMobVUxRTqDG0e3dgwwa5ZYm0eHH8cRFm5n/q2xc4/XTj70/ETY3MRHoFhHDHVzgQCMAlRaEIx44p\nP1656wgEgOXLo6fI16quTkkjNP9SaPK+ESOA4mJryhgulD6//mSE0+dO3mlQQi1bJtdo51h3KW6v\n8iJyAts0iDSyotsukdcxaBARkWYMGkREpBmDBvnOiScC3brJLgWRP7EhnHznyBHZJSDyL95pEBGR\nZgwaRESkGYMGERFpxqBBlMATTyiPoZHbRMmMQYMogdxc5ZFLCBMxaBARkQ4MGkREpBmDBhERacag\nQUREmjFoEBGRZgwaRESkGYMGERFpxqBBlMBpp8kuAZF7cI1wIg0OHQLatLEnba4RTmY4fe7knQaR\nBnYFjJAxY+xNn8gqDBpELtCCK9uQRzBoEBGRZgwaRESkGYMGERFpxqBBRESaMWgQEZFmhoPGiy++\niB49eqB58+bYsGFDzP1KSkqQm5uLnJwczJs3z2h2nldaWiq7CLbx87EBPD6v8/vxOc1w0MjLy8PS\npUsxaNCgmPvU1dVh2rRpKCkpwebNm1FUVIQvv/zSaJae5ucvrp+PDeDxeZ3fj89phnuH54bWwIyj\nrKwM2dnZyMzMBABMnDgRy5YtQ7du3YxmS0REEtnaprFz505kZGQ0PE9PT8fOnTvtzJLIkzi/FXlF\n3Lmnhg0bhurq6qjts2fPxmWXXQYAGDx4MB566CH06dMnar+XX34ZJSUleOqppwAAzz//PNavX49H\nHnkkuiChCXiIiEgXJ+eeils9tWrVKlOJp6WloaKiouF5RUUF0tPTVfflZIVERO5nSfVUrBN+3759\nsWXLFmzfvh21tbVYsmQJCgoKrMiSiIgkMBw0li5dioyMDKxbtw6jRo3CiBEjAABVVVUYNWoUAKBF\nixZYsGABhg8fju7du2PChAlsBCci8jIh2YoVK0TXrl1Fdna2mDt3ruziRDnrrLNEXl6e6NWrl+jX\nr58QQoi9e/eKoUOHipycHDFs2DCxf//+hv1nz54tsrOzRdeuXcXKlSsbtn/00UeiZ8+eIjs7W0yf\nPr1h+08//STGjx8vsrOzRf/+/cX27dsbXlu0aJHIyckROTk54tlnn7XkeK699lqRkpIievbs2bBN\n9vFs27ZNnHfeeSI7O1tMmDBB1NbWWnp89913n0hLSxO9evUSvXr1EsXFxZ48vh07doj8/HzRvXt3\n0aNHDzF//nwhhH8+v1jH55fP78iRI+K8884TwWBQdOvWTcyYMUMI4b3PT2rQOH78uMjKyhLl5eWi\ntrZWBINBsXnzZplFipKZmSn27t3bZNsdd9wh5s2bJ4QQYu7cueLOO+8UQgjxxRdfiGAwKGpra0V5\nebnIysoS9fX1Qggh+vXrJ9avXy+EEGLEiBFixYoVQgghHn30UTF16lQhhBAvvPCCmDBhghBC+SJ1\n7txZ7N+/X+zfv7/hd7Pee+89sWHDhiYnVVnHc+DAASGEEOPGjRNLliwRQghx4403iscff9zS45s5\nc6Z46KGHovb12vHt2rVLbNy4UQghxI8//ii6dOkiNm/e7JvPL9bx+eXzE0KIQ4cOCSGEOHbsmOjf\nv79Ys2aN5z4/qUHjgw8+EMOHD294PmfOHDFnzhyJJYqWmZkp9uzZ02Rb165dRXV1tRBC+aJ37dpV\nCKFcFYTfLQ0fPlysXbtWVFVVidzc3IbtRUVForCwsGGfdevWCSGUL9Lpp58uhBDiX//6l7jxxhsb\n3lNYWCiKioosOaby8vImJ1WZx1NfXy9OP/10UVdXJ4QQYu3atU2+E1Yc38yZM8WDDz4YtZ9Xjy9k\n9OjRYtWqVb77/CKPz4+f36FDh0Tfvn3F559/7rnPT+rcU14YxxEIBDB06FD07du3oetwTU0NUlNT\nAQCpqamoqakBoLTnhPcOCx1P5Pa0tLSG4wz/G7Ro0QLt2rXD3r17Y6ZlB5nHs2/fPrRv3x7NmjWL\nSstKjzzyCILBIKZMmYIDBw54/vi2b9+OjRs3on///r78/ELHN2DAAAD++fzq6+vRq1cvpKamYvDg\nwejRo4fnPj+pQcMLYzPef/99bNy4EStWrMCjjz6KNWvWNHk9EAh44ji0cvJ4nMpn6tSpKC8vxyef\nfIJOnTrhtttucyRfu47v4MGDGDt2LObPn4+2bdtG5en1z+/gwYO44oorMH/+fJx88sm++vyaNWuG\nTz75BJWVlXjvvffwzjvvROXp9s9PatDQM45Dlk6dOgEAOnbsiMsvvxxlZWVITU1tGPS4a9cupKSk\nAIg+nsrKSqSnpyMtLQ2VlZVR20Pv2bFjBwDg+PHj+P7773Haaac5+reRdTxpaWno0KEDDhw4gPr6\n+oa00tLSLD2+lJSUhn/G6667DmVlZZ49vmPHjmHs2LG4+uqrMebnhcX99PmFju+qq65qOD4/fX4h\n7dq1w6hRo/Dxxx977/MzWzdnxrFjx0Tnzp1FeXm5OHr0qOsawg8dOiR++OEHIYQQBw8eFOeff75Y\nuXKluOOOOxrqGufMmRPVcHX06FGxbds20blz54aGq/POO0+sW7dO1NfXRzVcheoai4qKmjRcnX32\n2WL//v1i3759Db9bIbLOX/bxjBs3TrzwwgtCCKWu1UxDo9rxVVVVNfz+8MMPi0mTJnny+Orr68XV\nV18tbr311ibb/fL5xTo+v3x+u3fvbkjz8OHDYuDAgWL16tWe+/ykd7ktLi4WXbp0EVlZWWL27Nmy\ni9PEtm3bRDAYFMFgUPTo0aOhfHv37hVDhgxR7SJ3//33i6ysLNG1a1dRUlLSsD3URS4rK0v89re/\nbdj+008/iXHjxjV0kSsvL2947emnnxbZ2dkiOztbLFq0yJJjmjhxoujUqZNo2bKlSE9PF08//bT0\n4wnv8jd+/HhTXW4jj+8f//iHuPrqq0VeXp4455xzxOjRoxsaHb12fGvWrBGBQEAEg8GG7qcrVqzw\nzeendnzFxcW++fw2bdokevfuLYLBoMjLyxMPPPCAEEL++UTv8cWde4qIiCgcV+4jIiLNGDSIiEgz\nBg0iItKMQYOIiDRj0CAiIs0YNIiISLP/B3X2ocOpbdLhAAAAAElFTkSuQmCC\n",
"text": "<matplotlib.figure.Figure at 0x1112ba290>"
}
],
"prompt_number": 16
},
{
"cell_type": "code",
"collapsed": false,
"input": "#Much better. Let's see what the RMS is.\nrms = getRMS(audio_mono_normalized)\nprint(rms)",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "0.0998588627015\n"
}
],
"prompt_number": 17
},
{
"cell_type": "code",
"collapsed": false,
"input": "x = np.array([1, -2, 3, -4])\nrms = getRMS(x)\nrms == sqrt(0.25 * (1 + 4 + 9 + 16))",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 18,
"text": "True"
}
],
"prompt_number": 18
},
{
"cell_type": "code",
"collapsed": false,
"input": "#So getRMS is definitely working. Let's implement the windowed version (using the code from class).\ndef windowed_rms(input_sig, win_sizes = [512, 1024, 2048, 4096], hop=None):\n rms_windows = []\n for win_size in win_sizes:\n if not hop:\n hop = win_size/2 \n window_start = arange(0, len(input_sig) - win_size, hop)\n rms = []\n for start in window_start:\n w = input_sig[start: start+win_size].astype(float)\n rms_inst = getRMS(w)\n rms.append(rms_inst)\n rms_windows.append(rms)\n return rms_windows, win_sizes\n",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 19
},
{
"cell_type": "code",
"collapsed": false,
"input": "analogique = audio_mono_normalized\n",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 22
},
{
"cell_type": "code",
"collapsed": false,
"input": "w_rms, win_sizes = windowed_rms(analogique)\n\nfor rms_plot in w_rms:\n plot(linspace(0, len(analogique), len(rms_plot)), rms_plot)\n\nplot(linspace(0, len(analogique), len(w_rms[-1])), w_rms[-1], lw=1, color='k')",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 23,
"text": "[<matplotlib.lines.Line2D at 0x111291a50>]"
},
{
"metadata": {},
"output_type": "display_data",
"png": 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Ka9aswfz58zF37lysXLkyY/vq1auxaNEiLF68GOeeey6eeOKJsnQ0AC0plBhy0Ep+HejY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"text": "<matplotlib.figure.Figure at 0x10fde87d0>"
}
],
"prompt_number": 23
},
{
"cell_type": "code",
"collapsed": false,
"input": "#We can see that several periods of absolute silence greatly affected the overall RMS, which was quite low as a result (~0.1)\n#Let's try a few other files.\nwhiskey = music_list[9]\nwhiskey",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 24,
"text": "'01 Whiskey & Me.m4a'"
}
],
"prompt_number": 24
},
{
"cell_type": "code",
"collapsed": false,
"input": "loader = AudioLoader(filename = whiskey)\naudio, sr, nchnls = loader()",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 25
},
{
"cell_type": "code",
"collapsed": false,
"input": "whiskey = downmix(audio)\nwhiskey = normalize(whiskey)",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 26
},
{
"cell_type": "code",
"collapsed": false,
"input": "plot(whiskey)",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 27,
"text": "[<matplotlib.lines.Line2D at 0x110476b50>]"
},
{
"metadata": {},
"output_type": "display_data",
"png": 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EcePGCYIgCLt37xaSk5OF/fv3uxGuKdu2bdPVueu33BKmdn5Gc0vM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\n",
"text": "<matplotlib.figure.Figure at 0x111283210>"
}
],
"prompt_number": 27
},
{
"cell_type": "code",
"collapsed": false,
"input": "getRMS(whiskey)",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 28,
"text": "0.12969081352157372"
}
],
"prompt_number": 28
},
{
"cell_type": "code",
"collapsed": false,
"input": "w_rms, win_sizes = windowed_rms(whiskey)\n\nfor rms_plot in w_rms:\n plot(linspace(0, len(whiskey), len(rms_plot)), rms_plot)\n\nplot(linspace(0, len(whiskey), len(w_rms[-1])), w_rms[-1], lw=1, color='k')",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 29,
"text": "[<matplotlib.lines.Line2D at 0x10fdf7790>]"
},
{
"metadata": {},
"output_type": "display_data",
"png": 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WVlZwe21tLVWyH3lNTQ2rVq1ijEm8jFgg2gXoALbbxDB75hl46aXIzQjFmhr+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"text": "<matplotlib.figure.Figure at 0x10fdf7690>"
}
],
"prompt_number": 29
},
{
"cell_type": "code",
"collapsed": false,
"input": "#Here we can see that the overall RMS was more congruent with the windowed versions, although of course the windowed version gives much more information.",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 30
},
{
"cell_type": "code",
"collapsed": false,
"input": "#For instance, we can see that the song started off with less energy and then increased. \nintermezzo = music_list[4]\nintermezzo",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 31,
"text": "'01 Intermezzo in A Major.m4a'"
}
],
"prompt_number": 31
},
{
"cell_type": "code",
"collapsed": false,
"input": "loader = AudioLoader(filename = intermezzo)\naudio, sr, nchnls = loader()",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 32
},
{
"cell_type": "code",
"collapsed": false,
"input": "intermezzo = downmix(audio)\nintermezzo = normalize(intermezzo)\nplot(intermezzo)",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 33,
"text": "[<matplotlib.lines.Line2D at 0x1112ef8d0>]"
},
{
"metadata": {},
"output_type": "display_data",
"png": 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s7D+uHa4Y/cCksB5Cbn/QZrb3zTff4N1338Xq1asdjEidkTjvv/9+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\n4jOU+AkhxGf+H9wwfuNoNt0YAAAAAElFTkSuQmCC\n",
"text": "<matplotlib.figure.Figure at 0x110472e10>"
}
],
"prompt_number": 33
},
{
"cell_type": "code",
"collapsed": false,
"input": "#Compared to the country music track, this classical track has a lot more dynamic variance.\ngetRMS(intermezzo)",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 34,
"text": "0.067854790375200466"
}
],
"prompt_number": 34
},
{
"cell_type": "code",
"collapsed": false,
"input": "w_rms, win_sizes = windowed_rms(intermezzo)\n\nfor rms_plot in w_rms:\n plot(linspace(0, len(intermezzo), len(rms_plot)), rms_plot)\n\nplot(linspace(0, len(intermezzo), len(w_rms[-1])), w_rms[-1], lw=0.75, color='k')",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 35,
"text": "[<matplotlib.lines.Line2D at 0x111503f90>]"
},
{
"metadata": {},
"output_type": "display_data",
"png": 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SflW1VtFvC//zbPSHjLMnTOB4p34+99v3lPPBEo+N/n6TVpQe9YUsK27VX601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\nCBH/IIhCX4QIESL+Qfh/ncAei/2SMOMAAAAASUVORK5CYII=\n",
"text": "<matplotlib.figure.Figure at 0x1112cfc90>"
}
],
"prompt_number": 35
},
{
"cell_type": "code",
"collapsed": false,
"input": "#We can see very clearly from this the climax just before 1.0e7 samples. How many seconds is that?\nseconds = 0.95 * (10.0 ** 7) / sr\nminutes = seconds / 60.0\nprint(minutes)",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "3.5903250189\n"
}
],
"prompt_number": 43
},
{
"cell_type": "code",
"collapsed": false,
"input": "#So there is a climax in volume (at least by RMS) around three-and-a-half minutes into the piece.\n",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 45
},
{
"cell_type": "code",
"collapsed": false,
"input": "music_list[-1]",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 46,
"text": "'night_bird.mp3'"
}
],
"prompt_number": 46
},
{
"cell_type": "code",
"collapsed": false,
"input": "night_bird = music_list[-1]",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 47
},
{
"cell_type": "code",
"collapsed": false,
"input": "loader = AudioLoader(filename = night_bird)\naudio, sr, nchnls = loader()",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 48
},
{
"cell_type": "code",
"collapsed": false,
"input": "night_bird = downmix(audio)\nnight_bird = normalize(night_bird)\nplot(night_bird)",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 49,
"text": "[<matplotlib.lines.Line2D at 0x1100150d0>]"
},
{
"metadata": {},
"output_type": "display_data",
"png": 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SUFCAgoICS9epWiiys7Nx6NChoPufeuopv9sejweeMO+8LVu2ICEhAT/++COy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\nIlUsFEREpIqFgoiIVLFQEBGRqv8HiN32Js71qMUAAAAASUVORK5CYII=\n",
"text": "<matplotlib.figure.Figure at 0x11049ccd0>"
}
],
"prompt_number": 49
},
{
"cell_type": "code",
"collapsed": false,
"input": "getRMS(night_bird)",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 53,
"text": "0.088171645605949964"
}
],
"prompt_number": 53
},
{
"cell_type": "code",
"collapsed": false,
"input": "#This number may also be skewed low due to the prolonged quiet parts of the track.\n#(The recording is of a Cassin's Kingbird near my apartment.)",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 54
},
{
"cell_type": "code",
"collapsed": false,
"input": "w_rms, win_sizes = windowed_rms(night_bird)\n\nfor rms_plot in w_rms:\n plot(linspace(0, len(night_bird), len(rms_plot)), rms_plot)\n\nplot(linspace(0, len(night_bird), len(w_rms[-1])), w_rms[-1], lw=0.75, color='k')",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 55,
"text": "[<matplotlib.lines.Line2D at 0x11001d990>]"
},
{
"metadata": {},
"output_type": "display_data",
"png": 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sLCsRiHhSCGTn7QHv2ebyyCNmodybIY7h6kHJ80DGTpFPZag0+VXHsXwUinTq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\nMWLEiNEt/wckHnWdh+DT/QAAAABJRU5ErkJggg==\n",
"text": "<matplotlib.figure.Figure at 0x11001d910>"
}
],
"prompt_number": 55
},
{
"cell_type": "code",
"collapsed": false,
"input": "#Since this is a shorter file, we don't see as much distinction between the different window sizes here.",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 56
},
{
"cell_type": "code",
"collapsed": false,
"input": "music_list[-20]",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 57,
"text": "'52 Constant-Q Filters On Grains, Tsound.m4a'"
}
],
"prompt_number": 57
},
{
"cell_type": "code",
"collapsed": false,
"input": "grains = music_list[-20]",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 58
},
{
"cell_type": "code",
"collapsed": false,
"input": "loader = AudioLoader(filename = grains)\naudio, sr, nchnls = loader()",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 59
},
{
"cell_type": "code",
"collapsed": false,
"input": "grains = downmix(audio)\ngrains = normalize(grains)\nplot(grains)",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 60,
"text": "[<matplotlib.lines.Line2D at 0x10fecd190>]"
},
{
"metadata": {},
"output_type": "display_data",
"png": 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9WXp6OktNTWUzZszgMs7q6mp28eJF1rVrVzZkyBBuY7z22mtZWloa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\nTkSuQmCC\n",
"text": "<matplotlib.figure.Figure at 0x110011390>"
}
],
"prompt_number": 60
},
{
"cell_type": "code",
"collapsed": false,
"input": "getRMS(grains)",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 61,
"text": "0.075266849366140434"
}
],
"prompt_number": 61
},
{
"cell_type": "code",
"collapsed": false,
"input": "w_rms, win_sizes = windowed_rms(grains)\n\nfor rms_plot in w_rms:\n plot(linspace(0, len(grains), len(rms_plot)), rms_plot)\n\nplot(linspace(0, len(grains), len(w_rms[-1])), w_rms[-1], lw=0.1, color='k')",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 64,
"text": "[<matplotlib.lines.Line2D at 0x10ff558d0>]"
},
{
"metadata": {},
"output_type": "display_data",
"png": 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7WrdxI5cAnPOgteERb2ou5aUmr/Foriw+/RT48suodX/UIN7poh+d\n71dffYVXX30VK1eu9F03l0minwmgvee4A5cPkM5QLQPLfebq6F2k1p1odnxRzx/o2hWHnwA+nezO\nCJ+5+GJ0O1SM4iGdkGXWQnHapghLAVQkJVnas5uoG9v1N3C5wkUiCCdGwB3SJCyqOnRQ22+6ssyH\nFs8XNI3PXb2s13zYg5pqnLY7RynxBFlGg03sYrlcBmnJEtSwTykQUITw2Y8CeMRIw2+nAQfTgDmF\nHPubN3KaA+efDyQmainKWi3y8/ORn58ftf4dhUVycjKKmZzDxcXFSElJsZRbu3YtbrjhBuTl5aG7\n6lnhtS6gCouH9QCh770mwFNHbV8H84NlU2G6yqirAxISgHbtvOVm4nxpssTfCOb3f/4zyn/8EfGV\n7g7yf7nwQhzfPh5b6kOo8mGz+GbSqXjsjKuw4i6jB5Qym46EAZtZ3dnREbAGrml17OJR6HW9cb1H\nCVhwwgnK6iwiaigfjNv86P12f84Dnou65r30wFgD5hgUvwGYkk0qD+bGC0PfAPvjjWUkqVFOds24\ngGwzyMzMRGZmpnb8MMMzWwKOaqiMjAwUFhaiqKgIwWAQixcvRnZ2tqHMrl27cOmll+KNN95AWlqa\nr7p2cBtMpz32GBZnZmoDpLOdJsC8smAZ2JEjRiucOSbATATdSc2LPj0YREN8vOcRErApZ3RsMtKz\naUw6sGcPt6wZZnL9zH6vXAt0rOXvIpRcX2oJXLMFsVnPmDedYB0PWnQ6ahSyZt57JHgQ6Omw8fTZ\njyn13B5tpzKEJe9TXLsn0NhHYxH85iSBKv3r1wPvvMPvxGyzMKDnViCJ50ooDNytHY7CIj4+HnPn\nzsWkSZMwfPhwXH755Rg2bBjmzZuHefPmAQAeeeQRlJeXY8aMGRg9ejROUV0h7er6BcskC4ek48rb\nb8cPvXph6RlngAA47oUXsOmYY/iVeSOKMua9e4GAcvu8WTB3zJv26mRrLH/d2C/hGALtQO/RYrNg\nhIjZrlI2qL9BWDBdAwA61QMJ4aZP5xb+Dzhv9SrutXbEW1oQCiebRSDCM89O9f5sFm5yvaRmu/a7\nSWueO/tj7cCZSju0ob5rgXZ63I65/SMdO2JmTg4KCvRzbkKp2m2XQLqyMBm4qUj/5RfdwM1+hwgE\nLN+iZRqQ8X8xpYYSiAwc1VAAkJWVhaysLMO5nBzdZXT+/PmYP3++57pu2JKSgur4agAKI9rXrZv2\nKRacPAHfddVXL5AItsfFoSA9nd8YXQVs3arkgWZRUqLsdO8H3brxbSAwqaPUkSH7XXs3YkSFw8o/\n4455Eir/DrwxzDma2JkWT717b88hCBIAwo8Ac+7eBKT21y81gStX/h0ouakOQBdnsgwHTmoz/Zpn\nTy8b1Mcr+ci11z1jFPA5gELl8P6vlX/nXKscfz9sGF44SU+Dfvl6IG5sSGvj+Y+BBgSBx3wQcZv+\n7dvfjXIlbFjiSu5C+NwHsWdjXwD6pldRjbPoshuknQQg2bWogD1chUVL4ZoZM3B6cTFunDwZF+8s\nxPhHlSC+58aOxVlr1wL4BlrmWElCaa9eCMBjSoa4OP03/Wjj4rSVBQ9cAzfbDoA4Nx2B7I2Z0r7M\nQXxOA6zLwQpUdOvmqKo+7rC/mb9vBOzvj0jwZndg1FDdyw/qwsILU3JDyLswk0CMM2wH0huznwML\nNweDzCJTf4DyTfVfDfQoxFv/BT4b+wsAZdvaWwqABtPOjG4Uavcny4Z7NaoolfFh8OrjeQ5yxM3e\nAa/CKCxcCGpOzExHfagDALtIWwEviJl0HwtGjcKLl1wChEKoSeygX6ipwQE1jgOA9rEu79HD3ahH\nVxbx8Ubjtgcm5pUh7O/aFcF4k8yVZUUN5VMNREwrEScKhn2/AejTx1O7bKuvT5iAkM3tf/YZcNpp\n6oEHg2mwp78d4nzxixYzcPMTfphvX5LY1Vtk4PUWtW/xgpuB3ymp8TWqG+lRJRHg2MPqCZ6zmwRI\n6kMImw3cprFRX29N8cEW6VPlP5tBRNGuGkgsj17/RwliRlgAzKBgFdi2Gc9qNZ2qK2PnrSzoKgU+\n1QomYdPn+efR/rPPIC1erO9Wr9HjUVjQ1A28vuyqaLSrPdHFjMFOQp+Pfua6G25AURJ/j5CPPwZ+\n+IF3xUrHxK1A3THv29JnbYKgtGdP7+XVOs0Pb33Y8FQrIpNJxdikz+dw31VXYfOQIa7lip6D6njg\nTLTO6CWuS/Mf/0gwbZrxHOunsPcpoEdFMZoD+/c7J2MQiBxiU1h4La8a6VYdd5xzwYQE741u28an\nxUFoAQAOHQKqq41lfdosLGooh7J0gEuEqBkb+EZyPzDKTNZ11lr20zeAEfvs74/A5DRw4ABOeeoZ\nQwkvxKxYASxa5FzU0rc2H/DzLIzeUI5qKJtrJ5Xqnfud8VcldcXTkydbzm86JhXf/OY3/EpJB7in\nH7/oInyUNYl7jYJVQ9mB3oNue2MmWiasW6f/vnALMPqAMRXPx283T5BDnz7Ab3/bLE0LmBBTwoLC\ndqZvSXmtfsQ7dnAaYdxmeSsL+ruw0FiPpuuwI06SgGAQH48ZYz1P+5Rl9Js3zxo3YQNtHWLynmKZ\nnZnxacIssRJE9b5i2wJzFwbGJ8u2cm/NGg5RsHe17cioHlzFoizjUMeOLoWojkRXDf3pT8CVV7o1\nbsTzz5va8wICRw7vJZDxp5eAQZvWGs455c9ku1szagLuPP98S5krHn4cD198sbUuAMzqjbVVSgIq\ng9rM5OHE7ZuWdww+VZszEe32JD58E/j3cqNzhXTcMpdajYeaYUigmRFTwuLnwYN91vDADCRJX1mU\nlurqJ1nW/u7r1s1ax9IVM6vatQsXPv44fmKydVpQXo5a4k8NJZs3P3Kowl4LySEQtS+jB5ZSyvCS\nHYL2tm/nnrZFnOxj+tyIiOzGrpE2bHC+3tAAvPCC8Vwo5E0gAHAkrF1dHaqr1flLoAF3P8Kf/ds1\n2WPBAhQm6147vNV2MD5eE+BV8kFOY8R2wmW5R5OBm8VvahXXbM1mkXjY85LJQnWX5uPoTvLuttua\nrds2h5gQFrt2qT+26bMRi9GYgyPHd9LtBDzQVQPVlVdVcQ3cN05l9tNWhYk2SOs4HkWBAHDgAK64\n/37jebq6qKgACIFsDjizAZ0Fmg3cujWS54FiIllry60zYlvKr+rEj6zw7d0kSbqKrZFgV0SffQac\neabye8MGYOZMU1mXyHcJ3oSXRIj+PZ/9KDCrt6UMTyjRnstra7HWPGkyfRft//Mf7E0weuZZyru8\nGze35AMHgB5hRZUkEwJccy6QrXo3eXgpTXUvjhSefx74y7fALT+IEPKmIiaExTZTOEBFpy5o/5//\nWMqZP1G5fZx9whfGzdYV1dZU5/OoSkAb+Uy7qqrJdkDQyHCPQXl04JoTDxJWWLjYM6i9g8uQWTod\nGAl3LwOAWz75lVdQ26Gr5TxN8sv7sNwZSGQN2uw9fPghoKYtM+Anr3uisHCosvgd5mJnh8SZ009G\nEfKZE/rK1fKczO+0ogLVcfzJlLRkCRAOgyT4cJvmvJfbboN2n3v3ysCgr2zL8mB+k1LfX7zT4xMb\nNwJPP21//allwFOfRdEb6yhBTAgLM0h8RyUdBz2WJJBcoKdZLox4swmd6N5QvJnS0gEDrOUB3Q4S\nDlsHNT2mKwqvaigVZtnCMn7LEGVNL2zAGE9YWIz1/AFvzwesbZY2NKCiuzXIicY+Wjxvvbgrm++y\nkSsL2lUwCOTlOZddrWUbd+7Ied1hKuil0IDV2I7PtDMSIUpEfihkUD1JYL7T7lbbnOX5HDjgPJHR\n+nOnUlbZww9q5PhpZmc/B7Cf2NKxY0H6brYv3FR0OIQ7H3SOoYiNdU7rRkwICzc+sk1l3F1Nk6Wh\nrOv0FlPeHlYYUAQC7l+6TYS2pYws833Hg0FFAQ6Tf7pbewBkn8IFUAa9JEETTLyocQMZsmxRg7z4\nouKCaEiBzQyv2lrTTnF6y77pdYKhtQioMZa+R8BLIGB8Lar3kkufhFFNOjJaugjMeBE46VV/BNfV\nAbJsZWz0nXbaS4lxfj4evPC62MSzsrEpVODQPbiPqYjjrnIpSYZj5vfkO+5AVV+TQ0gk8cczgdtc\nPCIFmoyYieBm8VOvXnoepooK/OOMM1CclITEsHGA/GEt8OaZDg0FAvqgotHaZm8oHjxNnTiaZ0lS\nrMTaPh7+DKbm0gY1lDMpztdNBg5zsNpNN1m1eWyb27YBt6Rb+5HMqiq322X7DbfnUerSQOPhKnva\nVYGErSnfd+5UVx9ujlwU9BbGPa6deugh4Ndfgf/+V6PGsQk2sSRhDVKGbpomLHY+xz/friEMkqtQ\nqIkttf9dQzIVF/HOnY2VTNLzmhkzMGh/CbQEJc0dL9O5BGhf6V5OoEmIiZWFBQdVD49Dh5QPv7YW\ni0491TI8ZJYDBALGQUKIJT2Hdh7QvaHswLFjmLPXarUpp922TVNRAfCcSFBzezWlB2Fr2xmHiaSs\nAugqxzUfFSHcthT7LlE8XjzCmICOAzOHNryfyCkGwmEl8Z2le4d0LtbCfGeEe+8FLr1U+d1Ylrdg\nAbBkCXtGXaEwz0eiqwXWuQIqH+a9L9Ox4Wma1FBTpwLP2QgHwPgqOrCh2JqsUO1hUhx/xQ7jq14w\nahTePv8i/UQ4jNQjzagI8qBTcyqyYwdw9tkRpOcoRewJi23b9G22KEO3mRbKbswgLs7I4AGrh5Hd\nlJNnOGdXKuGw3hb1yKLMkBqbPbIXKvRonMUvv1DVkkdhA6IJJp58MqwkZLODrk5y1aCFwN3dPfUJ\nAO15m+Z0UZ6FJZOvw71Q4SWxZakA9fAI/v6f73DiexIuvdRU3kWtR3KBk2qK3DuA+8rkoXz7sm73\n8Np7wMRtuv3MUN2OOdt9W2p5VlgsXgy89poDLZ32ArkmortvA8l4BQAgS/R7hqOrrYEM9kCWkX6g\nmYTFkI+bvKr45hvg668jRM9RjNgTFuGwHr9Pma+NntQAXhm7lcWgQc6jX7VJWOrRa3RlYWdMVuv6\njaYOE4KyMj1OwKk2vUZnTFQEWNxvvaDjXhBCEOqgCOnEBpimYvxnNXWjrvjWkireYZMu3vR+CMAI\nVRj+6oW8Pb/davrwdwsXYdEiQM2eryDe2SvohPbfab9DkPCfc8/lkpC0rwyXqHYbllk+mwf8+10g\nN9832QCUudG1NBhStanRlcXq/7OvZ1ZDWVSYNu+M+0220/OZjy5T1b8Dv9Vco3fWKxZuSWnAcIP3\nLwc6yHUcHwrWtc4tRLAJmHahp2LCwN10xISwsPDtY49V/jq4jgKmD5Its327vRoKUBIL8uBxJkxh\nMXBTGjQ3Vtcm9HoA9u8n6K9n6HYUNpSX1ye0M4zfAcmKfpyFoR1Zti7J/9oPv4Te1lYgtX8D4ssP\nsS1waTjYvScG/58DRzMQ7GA8Vv9u3eqtKTO0TeMmX2tww94e/ga4vwO3joa0T7WfRZ2ScPXvf6/S\nZKQ3ab++hey+vfr561cDV6sqsBcvvBDhBDqkGBUd8/iSK4Cken1JRjOPa2oo6DaL0WWcBijMjnim\ny8S8k54j9LKZRbq7b3micv6IzHgamWx1j34FnNygzG5mfwbczOy5oSEc9r2Rn0DsISaEhQXtVeMn\n5YI2Xkxcm0VRkeaNhLg44LCqg2dWBNqxOWiO0RtzByhVe5WU2AeZVVdr9Tdu9DdC6uqpLlslh17g\n9EUkAMXFeOTG+5RjmdYl2LTJ2K6BTxPCnWZVkn1oHw5r7pFSLX9GXlUFfKry1y3HpGKH3ySMvNPq\nX7NDm2dQEiRiuNcjoVLtd710GEj9yokMLcuq0qS9wC8osGaJAYCbrrkGB4fTbADMKoppY/czwJxl\n67Ve6KcqAdo3bLY/8IWFpNYzSw3+++Cdlt55x3qOoftIB7USq9skBBIB9jxlbX/WSuDub9RiAWOd\naEMIq6bDVVjk5eUhPT0dQ4YMwWxOoptNmzZh7NixSExMxNOmyJjU1FSMHDnSsIMeDxsq1FSn+/YZ\nL5gZpF0D+/fr5YPqHqvV1YqwYAWCeYXCm8rq2dPsr1EDPG9lsXu3Jiy+zLcj2AhNreFjUEkEQG0t\n9vRW3IqJ4YKpfWI84GvPCK7cuQrfvaI2Y7Nwf/FFgMYrBmRdqH46ejQ+HTWKIdBoh3FcWdipzmxo\nNUOChIQwgLgGhBE0XKFYlfg4cK2iYiqrLbbq6E3l3WBg8gy9XtCzVqeRzj/sDNx2Exc3Fac5TQi3\nuPod85VEEizPg6GlX5WxKG0/pYLTlCxj0rboKoKcGF0MyLJWAUfX2XA4jJkzZ+Lzzz9HcnIyxowZ\ng+zsbMP2qD179sScOXPw3nvvWepLkoT8/Hz06NHDkYiqkDr7Ly83MhWXt6gZuMvLldUIu2rYvRsY\nOhQoK9PPxcU5t0kHLM9mod+UZtC2jc+lg8rjdIYOVmp30G3x9oxWs1lAYahEq+vSpywDhBtfjQSf\ncR4BogviS+67D/V1dcDWPxjo05u3p4t7xceKZdDOrQg+AUi5wCryfwBuVegLgNnMT+/lUL1pUgKF\nufLo0OYa7Gep/v5oIdCJlU020fH1vVYBifsAWPXrFh8Ns7Aw0AjEyUAIYBwAnFdrjti1C2C2JFaS\nJvC+NSbrrEebmKGUhyDBSKGy0uTZ22c9YH3dAo2A48qioKAAaWlpSE1NRUJCAqZOnYqlS5cayvTu\n3RsZGRlIsEkD7jtlNjv7Z4zFPObx0BVX6MydVR+Z26BgbRhuRnOLxY4RJBTlDhuqyLLvlOs0KG9P\ncAvwlwHGZ+cmOOnlOwdgW+2Pzh1xxi3djtUPAox6oimTs6buiNf1sP4eQqgD+qxzKG0D0/f17Ykn\nQ3r7bVg0Ndu2Yc8oZdOpC8yqKFkGkvajuqES6Konzjt4zlRg2kUwQ4IEksjYhqhqiXkebAR3/utA\nxd+V836Zr8VDC9A9/tRrV18NhBsIU4JOYtiKuqeVnuzZ9P7MamNin9gwEjitGDhvu5Igsot5F92b\nRrjWD5EgMNTH3ixtFI4ri5KSEgzUAsyAlJQU/MDfHYcLSZIwfvx4xMXFIScnBzfccAO33GeL3wCq\nDyvL4pQUgG7cQj+4ffuMRm/1w1tPP0qePcIsLHiR2YToGWnr6hTDt9lmwX70tH5va3I4DUzwH/Gq\nKDVFcO+o+xnovMfX+piqeyQABxqMyRWtO8ZxZo/Ev7DwJQw9GLgbC/b+KrAbuGkkkOtUw9rj8QcB\nkqIf7xh4jBLno2LhQuCcvgQIhxFub+M4QQhw3BcoD/4JAJAQBnrVAPss2YT14+ppGcCzJjWUuU31\nOdcKhPwAACAASURBVJ+1k3cHEl7KykJpxyTnW2baO9yxIzrX1nIdQLS+uxZrqkjDe2ZWFkOHQlP6\nGV6vJMHgttwYDz0f+Hgh0L0OqH+pcfV/rvkAuOIyNP1LbF7k5+cjPz8/av07riy8bUtpj5UrV+Ln\nn3/GJ598ghdeeAErVqzglvvd2ecCF12k7OnJCCeNWR46pH+NTjTxGDz9TRMCmhncoEHK3507dcFT\nWOhss+jVi9+WSYXmdcZMTH95Bm7bSjDNzCXluDA5GZVJSthxafsEZSc/XmXtDDHICi/bYAYcmACv\ntkQIBgxQfBBY/PwzJyBOvedDo+8Frh7vSAc1yiaEgQpSqnVujDA3MrwsjoGaRYC9/56bsXNkjl49\nzmbY0GBMtep9XwOlDgnuAEDutBsNcXEIMzE8pT174ltV1UuYyZEd7vnjH/Fw1gWGc3bzlPogQfd5\n81DUrx+Qlmbf6Hn38ftl3jmN3yOBMGQwQTdmhwwbFR8A5OcDvncmMCGC8Z0xjczMTOTm5mr/WhqO\nwiI5ORnFTArw4uJipKSkONQwor/qB9q7d29MmTIFBQU8vzqg+55SG4boY2ZOVxnmOvTjDgatCmK7\nQWjnDeVUJxg0lpFleJ2p6BHcCq10RudZ2BCduUvqyBl13334+/RbAABH4uIMKjPe0CUgnsjdI68D\nfn+Z2pe1QqG68ZDFZq/+2LPH6tpr81mAEILqY5YAg79wJwxA8FHgvI26+mfgnlKQXBMdAOTlG/Dx\nQvU88zpZBqv9bFcFjGIyIBPCN/nQa9DfWx9OEgBrnQAynnkGM2++WWvj+r/+FWeoGzHEh22EhXlC\nZC5j85l27UKAqipUdtBditm1TG0Nr5ZzX9KFN6P09Cv0E15ysKlYvpy/d5kbJAn45BP/9QQaD0dh\nkZGRgcLCQhQVFSEYDGLx4sXIzs7mljUztpqaGlRWKpGV1dXVWLZsGUaMcNcfGj5ENiLabZXDGqXN\naijqusLRpZpugq/S4tFmrk+ny0wZV2MzbUatUx2qsvHSsdJqadl0vTYuDnt72KjLOGQdOOC+FzMA\nbAi/DwxXcleUd+mqP1sVaYeM5S2C6bqzcKTBtCEQIfg5La3RM0TWcyulXOd2A/aVccssfZ+/IuL2\nP+nPwFl/YzqTgLRPUVbD2cxHlgFJ0hfBHmiPk4G1xx6r1TWvaO03MWJ+c8ZHZzZRoBRmjNTO7ZoK\n6e0bzls/oPoeRjsZKzQ99+cTa9dyTnYrspxafNZZmDdhgmuGHwFnOAqL+Ph4zJ07F5MmTcLw4cNx\n+eWXY9iwYZg3bx7mqWGyZWVlGDhwIJ599lk89thjOOaYY1BVVYWysjKMGzcOJ554Ik499VRcdNFF\nmDhxon1nZlvBli3+VhaE6Otis0cVG2thBs0B5SQI6DG7MnEykNMIb2/Ua0zlcL2R0zonEjSe05N4\nMMJK18e4YtWPslEuUn31229jx9kEOO1ZS1NvTbzAuBkJ04Atczh2BXbV/WpgzEQiOOnuu1FyIpMW\n3g9zMbUFAL+fNcsYh+OlGd4L61RmPFbfSVXDEWtZ9Zr3z1bCkneoLkdn+AGnCY0KWZKQdhD6mDGt\nmjsHmaq3p2L36OnG+uZvmf40EqiUZdV6HGM1kYAwK4sCARDSCOHUSNDblIkM3D7Icn36rbfixiuv\nRFISYN6vTMA7XLPOZmVlIcuU5zknR9ff9uvXz6CqoujUqRPWGDZ1doDuK2q9tns30LEjIEl47Zxz\ngO+/BwaYmArV927fbs2I6eJRhSNHlPZpWWro5gXseaGXXicECHjdKU/9a55VOlZSrnYMKiooOja5\n8REm27VZfbTtn8DUgcWmVZH6o7wc+wd3AQbfAeDPhoYkOhv2DbOtR1n9hYZ/BeB3TLHGTQMlAO8M\nHoxT9zLeah5WeYZ9Qeh9Df3Q1DidbXMakGUAEm6/HcD57l0uzwfeLLXa2SzqPRvX6cI5wNxb10Ea\newJzgRh+ShKArrtRA8UxRVLvkhWkhDfBgP4t5X1CgExAkmEvvNhPXVJ2OZQJQRx9Xs0kLAYe0fe5\nsVPb0udZX8/uX8JcF8lAPCF2Irjt9LK1tcrf8nIlvqGy0lrG7ZgyYertVFysb7VaX28sW2xkmob2\n6GzsuOPs1VlM3dCwRZwbtYIOpLDZa8Yrs2xoMKl7nJmNudXB5cCZFTtAAG0/ci9dOw0xi2rEgVlo\n6jofDCU3F6BpnIJ1fMZnr9bypupzwtc8Xw31O9u82dwOv11CVBodVpBsGhBDK+pB+/o65aep7icZ\nGY5OSMZUOerfjnuB9taouqH1ZSAPM0TboCIpCRVJSYqwaKFdTHc9617GTVAJ1ZQ3xI6woDAzavom\nQ7wUpyZUMWGldKTIsvKvf3+gWzel/ZoagAYKsimZ2f55Hxg9R91teYOcrnJkGXJnf5vU06W71dPV\nfu5DZ02s66yBNo+QJBlrxg5H3+cVCzV3lm3TNwCEbAIezQZuHuh9E8n757hkCfDVV8C6dcAydcO5\nLSkpkCUglWZZ53R5xx3AbiaacsG7LCGeu8fTT3FOclQ0PHAfBWNjs0Rw0592woSjIiXbtunR88pJ\nQ73lPPvhjJHYPaQTZl11ldYOAPRrUCZog+hztbnH3q+9hq4ffQTs3AkCgldfJdqQ/G74cG6dFoMk\nAddmYlfff0WXjlaMmBAW2uAwW6BYA7csG/ze9cqS/vHSKG6zgVuWFUFBj+3AGrjNKxjal7k894aU\n/r0ubymTpK0l7yoCyTXaLLwHrnnp0zrtSx5AUNW1o75/uIc2WaYmx8UZkzupz9K8Nexd3wAJdcb0\n7/p+CR5IN+HwYV11MvSf/8TGtN9g+z+t5Yja+LOOM1HnZ0zJIxIAiaAqMVFxeQUQ1JJTejEcA2OL\ngQ7hBj37LissjITrKwuD6oihi7eEsOzkSCcTyt9Z553HXFHb7VCOFaddhCfPOAPtQ8DkjardSl35\nXVgI4zsdsdDQZZCqboNBdKyXMX068NZbyqnnzjnH5mE0ElLYwZnR+B6155O6HHu7v8upIeAFMSEs\ndnZMMrqeUrAvPRzWc0DZlUlMNAwuAFYPE3blQP+ZhVQgoO+p0a6d3o+5risD98f9tm5V2utfou4J\nwVxz6kmWiZExSHBU6fC8npISvQkjyUa/benDxq7zxOfAgK0bDanDZf4mHOo1Gzp4txcKoVLWd+Cj\nH3dZGbB6tb+VlpPgolqzzvPn4/Fp0wAA6fPnA/v2eV4dffsKcPtuNcCVFRYeQW0OEiFW25H6bZ58\nchiLLJpQh37kOMTJYeDAAZyzMxE3/EzblLW+DPjtH4zHoZBl/M2Zw1yLJB6Kxy+htw2neC4l/eic\nT1PlEZSUAC8xAXyBZjS+H02ICWHxa/eu/Jk8CycjNXWJ5W2GxHFHBKAPUPMqxBxHMmiQvsWrk4qK\n02dmsTfFLWVMr75qPDbaRWy6Mnng3LdCQiJvlz93KsAVbibVCjsgKdN85RWbJu3cPi0GXHXWa+bQ\nhFj8DGw6Uv7IMnjJco+YHZeGLrWUIZJk8uDxwECqqrBF/V52VFfr6TNGv+bYAr37eHMuLnUSUq+O\nhcMdOxrsEdxPgBAlOFKScPzxehsAsHFTGB995H4/fauB199VygTkMBAMYsnb+pu2BOfa2cAIUSZ1\nkqSKF1l/fzYv0vJubFBUZFUsHCRKZOWL2dm47ZprtDHATpy2/xPa4NjzFPDI14WYOxdgfHQEPCIm\nhEWA5r8xrwooJEn52Oo4nICd5ZuZOaveYsuzx8YNJBTPKGp3oO3QrzQQUPUeHlYVhGByoVdvKEq3\nycBt+r2X2UfB3D11nb3xJwnHbVpn1HVb+jPi/EceQVlPY7JHLyo02s4jj8Dy7iqSOtq61Voyoqqs\n5cp13md4XDlk3gWQCiFz2QH83Fm8N3paMTDrG1M5pj2qhkJdnW7LOutvSDkC/MYmgZ3mZkok/d2z\nExZ1cnL8448b3uPW5GTM/u1vAbBBmEQzghcWGu8g0HctggHjNrm81eDQgxKu+QVIbCCoS+oB1NUp\nwlN7cHpfPEgA0L1IOdi8mVHDMu7YNkvEZ98uAG5QMlKzm0+aMWgQMGUK/9rj06bh+bFjuaraDiFo\njfarAsbs8SidBCyICWEBwDhY2L/0dzisp+ww12OFBev9ZG4b0FOIU3TtqgdEAUYhYf742rWzplF3\nuB/PG9DQgR+gBm51JmkwoBOoQb02beg/aa9eczd9mp6OjYMHGQWM3UrGo2otTg4DoZDuDmxSk7He\nUmvqFT1yJ9bXQL3WLiwbA8ycIMtGTq72GQ4D7eQQjj9gUw+ModiEe1cAsz8H3n07Hm9oencJGPOC\n0jbNr9Szp/J9qN1/9h/gDOpRzkwCPjvxROwakKK2wnzrnP73JyYaVhbDnnsOd6ubM7H3KKmzeTMC\n15+JH3vfan/TJryxtAGnbj8IEAKZFRZs03YTOoqqKm0cBkzCgmt3G/wZkLwKNTXK43PKYnHYZnt4\nybRq4fbDcwsX8IWYEBYSgXOyMTtVkhnp6cpfujMN/SrYumYDrnmVwNoyzOjaVf/ttApS1WLE4+PV\nBuXpz9BGuOXsPnKZ6HmoiPYf7D1zzOoP7fkw6iZWBc48n5MKt2gpNOh5RZaZnod6bNg3x/JDQbV8\nkE8nCP79+V4cfsJ6he1KjpPw9ciRtvtDn3QScFfZp9g8V6ttKTNvwgSO2V9/DmuHnogVqspJIgQY\no+wQqK0s6IpURQLDv9jPa+KNN+Lxm2/TqKhMMu3kx05cCMH2hAT9uL5ee1f0uQYIDO61SsPKeJEk\nCbv2mPaS72id7NDvJP1QWLmfsPKXnneyTS09/XSEA6pxPyHB8AziJMZOEQ5zny9FSYlyaz//7FDI\nBpo8MqlkjYWEhGgqYkJYgDIbwMrgvdgHKMPXdpKxDhzDsbkuBdunk4ByookZLJ5WFpKk2QGkXpsN\nlzynKCe6fplITkNbLcOpb4YsE81UwwqdtFJ997l4OWyxE/VbsEDtQ1J11zbUGBicZOmHEjrkcBAB\nhxvaV1eC3dN+wdm33GIrLOqCIXTuom8fyG1u1y7IBmFptBPEhcPa93DTKqBrnbEcRQeVPx5XDrx1\nzjm44J57LF2FmWd2/X2PKTFE9HkcOGB8H6yinqGBvc8AnVmz8SqEIEAkhDV+rTL+Pw/i3T0A4KUp\n0/DcRUoq9SOdOuGEF180tEuFEvv8Jl91FfalXWDoF4GAyrgJ6rqs12h3TU45/B1UJv7Kv5a0H3Ic\n3xYXcDNsufTbd89ubQIkYI+YEBYBwMqY6erAg23AYrNg4fYh0e1Y2b54aihqMKCChKcSY2kiBLIX\nlY3E6K0h4ewinREQpowbXl9g/5xcff8JgTmP4P+WOGdiB4ALV3wJpKWBSLotaW9iorIrrubNpL9X\nyfKD6R9M/zt2AJKEOGIsynrm0lvaU7tdF+ym1Zzen4yh7OKFMr833sB/zzqLocM6OaDvIkCIwaNn\nEG8rk23bcPt3QG+Vpy0cPx6f0NT6bJsBfca+u08foycg/U3/soaqUEgXFvRp0X1TJAl4SFWJqQ8n\n4NV1W/371oRszdFkT48eQIUSoCclcLMLan0FGmrRqR76e1AFigSCQnyk0cmdeqUuV2ggAH7/e/w6\n8HbNdlFUpJhAAACz+mDnKVP5JDBj/96vAZk35hn7S2HgfeBBPT17l0qHfWkENMSEsFCzjhn1tl49\nj2gZs2cTBY3aZsuaj110nACMClNJ0tVZtbXWtJmU+fG8sxz6SSuXkP+6nc3C1AXzOyVZxrZCddYn\nSXj/fZ2R8Ps0Hav7PtPT7ZYuRVHFbuDMJzh968fxIWVQ7jv3Mv35h8MI9v9aWVFoXjHmezC/Y9Nz\nMgdKqhg6lLP3tQRIRNZsVaS7nnrm0EGlnx6D30I2ZTojFgJd1Ki8ykrs6ttXfwzq32DQuvqIk2Xu\nxON/Z52FEX9XdyQKh0EkCe20ib7Syj0/HMa7bzGVqPoOqtyi3JEQXUhQN6H27fXnxAiLqhqg48KF\n2NS3l+1EKUACsFNp8kAYex9hVtZSar6hXDAuDpuZrQQkEDz5GYxjiRBIPbYZ6nFXFsd9ZjkVHw/M\nm6fsWEA1ywDQ0MEc5KoKXarylAn+9iWsLlamfvdIq4AAZxIj4IiYEBaazpu3SmD/mgcrm00WALp3\nV/4ee6yxLZ5NAuALGLMnlJlQs16+uJgfIyJJSJD9fYZxMp1xciCFUdTlDf1QG5MEOPsxTZVHzM/N\nC7TZqoKGX3/F5n55wPh71L7058NT84S6bjS2dd3Zyl2wKgtGVfblF8Y9nFkVmhnm/ErcR80wKDaG\nZKcqw+MmX6MXZmMDJAmdanWdPqWwb1+9H00NxQgLM5Xr6Xdngz9sqMZkXQsGPRuxoqoxxPmEQoqw\npIz7wAH9XYbDGg2r1wA1VVXY3CvRuK8I8yx4KwvHfFXMez79ySf18SYx36UkgcTHI/255wxVOwZh\nGLv7uncHck4GUvTN0rzskUKf7saNxkw8jjVMcSZmAzd7JARD4xEbwgIwrih4HxX1iKJlACVxIHud\nRtG21wOzuIyft7JghRUVGE42A3Mb5t+EGDN7OkDTj2t6ctPKAsoz2puk7+vAshuMfRa46CaWOAOj\nNj9NyRwERwgUOaXSfvgwTt5Vik/egFEAgSnD0CvRlSGgG2DpPXAC7op2mu6NrsRM74kQAsS7cAyi\nriwA1cefeTaDliuGWufqlt+HD+vvYLz6icUxjNoLgvHxqExKclSjSn1/UVYz7LcnSYqh2MY7Sx8D\nyp89wU16llpaXPt2OSo5DrTvjllZoLpaX1lwPMxgErJKVLs+lg4R9Qm2q2SqehEWejc87ydqR+tc\nD83wrn0/NBOA2o3B094wRk19CRHiCTEhLABYo6h5KhgaTc0TKFwXTYm/4ZGZue/ZY63La8vuGhsE\nx9BWG+9RZ8yoJdiujAZuoKQU+OAD6GXZGR9lzgCk002Ji0xkFJnNLcxsFAAQCuHMnSU4f6tymHoY\nuOxXvSnrSoBZzZhUX7zgbDMSbJhwSVycRvrddxtJNLxCosbg1Ncrc3X14sHUHohfag3A8wS1/c7q\nCiOO5hjziFtvuQX5PXvyV3j0HhKP2AsTdjzQNvbtAzYpSxSizeI5goDaLFQm/9eVwG83H2Zvy0gO\nu9KmfTLCUXvL7KSKsd+cvxW4hFk5QZKA+nq8/D7QO6iPDXNWZSds3w6g/2pg0JeG8717K4+m4u/A\n+T+q8TLUTqJ9xko/mm+B6RmLLLONQ2wIC/PM3kFXr0V6U/1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wtgRvjh4tsy+TDUFbhzHj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\nAAAASUVORK5CYII=\n",
"text": "<matplotlib.figure.Figure at 0x10fedb250>"
}
],
"prompt_number": 64
},
{
"cell_type": "code",
"collapsed": false,
"input": "#This track is an example of granular synthesis so I expected the RMS to be fairly jumpy, as we see from the windowed analysis.",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 65
},
{
"cell_type": "markdown",
"metadata": {},
"source": "<h1> Extracting RMS from the entire audio collection </h1>"
},
{
"cell_type": "code",
"collapsed": false,
"input": "total_length = len(music_list)\nhistogram_array = zeros(total_length)\ncounter = 0\nfor file in music_list:\n loader = AudioLoader(filename = file)\n audio, sr, nchnls = loader()\n audio = downmix(audio)\n audio = normalize(audio)\n histogram_array[counter] = getRMS(audio)\n counter += 1\n",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 66
},
{
"cell_type": "code",
"collapsed": false,
"input": " bar(arange(total_length), histogram_array, 0.05)",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 67,
"text": "<Container object of 194 artists>"
},
{
"metadata": {},
"output_type": "display_data",
"png": 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cHGDL7U+t/biSvliuRqdltRzHSsr1xXLLbrllnaSP3zFWM37nP7aaMVXpOVJpP2p5LlXb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\nAABJRU5ErkJggg==\n",
"text": "<matplotlib.figure.Figure at 0x10fed1050>"
}
],
"prompt_number": 67
},
{
"cell_type": "code",
"collapsed": false,
"input": "#We can see that, with a few notable exceptions, most tracks are around 0.1 in total RMS.",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 68
},
{
"cell_type": "code",
"collapsed": false,
"input": "max(histogram_array)",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 69,
"text": "0.57736147018902684"
}
],
"prompt_number": 69
},
{
"cell_type": "code",
"collapsed": false,
"input": "min(histogram_array)",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 70,
"text": "0.0093082953702758649"
}
],
"prompt_number": 70
},
{
"cell_type": "code",
"collapsed": false,
"input": "argmax(histogram_array), argmin(histogram_array)",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 71,
"text": "(191, 136)"
}
],
"prompt_number": 71
},
{
"cell_type": "code",
"collapsed": false,
"input": "music_list[191], music_list[136]",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 72,
"text": "('correlateWB.wav', '18 Broadband Cloud Of Short Grains.m4a')"
}
],
"prompt_number": 72
},
{
"cell_type": "code",
"collapsed": false,
"input": "#correlateWB is a few seconds of white noise at close to unity gain, while the 'short grain' track is full of super short grains separated by silence, so this result makes sense.",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 73
},
{
"cell_type": "markdown",
"metadata": {},
"source": "<h2> Grouping by album </h2>"
},
{
"cell_type": "code",
"collapsed": false,
"input": "cd ../Music_by_album/",
"language": "python",
"metadata": {},
"outputs": [
{
"output_type": "stream",
"stream": "stdout",
"text": "/Users/adj/Desktop/Music_by_album\n"
}
],
"prompt_number": 74
},
{
"cell_type": "code",
"collapsed": false,
"input": "root_dir = '/Users/adj/Desktop/Music_by_album/'\nalbum_list = listdir(root_dir)\n ",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 75
},
{
"cell_type": "code",
"collapsed": false,
"input": "album_list",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 76,
"text": "['.DS_Store',\n 'Curtis Roads_ Microsounds',\n 'Familiar Listening 1',\n 'Familiar Listening 2',\n 'Familiar Listening 3',\n 'How the stars were made',\n 'Unfamiliar Listening 1',\n 'Unfamiliar Listening 2',\n 'Unfamiliar Listening 3',\n 'Unfamiliar Listening 4',\n 'Unknown Album',\n 'Whiskey & Me']"
}
],
"prompt_number": 76
},
{
"cell_type": "code",
"collapsed": false,
"input": "album_list = album_list[1:]",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 78
},
{
"cell_type": "code",
"collapsed": false,
"input": "histogram_list = []\nfor name in album_list:\n chdir(root_dir + name)\n counter = 0\n songs_in_album = listdir(root_dir + name)\n songs_in_album = songs_in_album[1:] #the first entry is always '.DS_Store' which is not an audio file\n total_length = len(songs_in_album)\n histogram_array = zeros(total_length)\n for file in songs_in_album:\n loader = AudioLoader(filename = file)\n audio, sr, nchnls = loader()\n audio = downmix(audio)\n audio = normalize(audio)\n histogram_array[counter] = getRMS(audio)\n counter += 1\n histogram_list.append(histogram_array)",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 102
},
{
"cell_type": "code",
"collapsed": false,
"input": "bar(arange(len(histogram_list[0])), histogram_list[0], 0.05) #Familiar Listening 1 (Renaissance/Baroque)",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 106,
"text": "<Container object of 13 artists>"
},
{
"metadata": {},
"output_type": "display_data",
"png": 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Mv/DrChyf43P81x07cc/dREv0Y59oCkVsjzvfQUtEJAMMeyJalrKz1/BDEuNomXwQGhFR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\nDHsiIhlg2BMRyQDDnohIBhj2REQy8L/t1IdSkirQpgAAAABJRU5ErkJggg==\n",
"text": "<matplotlib.figure.Figure at 0x1120ddd90>"
}
],
"prompt_number": 106
},
{
"cell_type": "code",
"collapsed": false,
"input": "bar(arange(len(histogram_list[1])), histogram_list[1], 0.05) #Familiar Listening 2 (Baroque/Classical)",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 107,
"text": "<Container object of 10 artists>"
},
{
"metadata": {},
"output_type": "display_data",
"png": 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"text": "<matplotlib.figure.Figure at 0x11bd72f90>"
}
],
"prompt_number": 107
},
{
"cell_type": "code",
"collapsed": false,
"input": "bar(arange(len(histogram_list[2])), histogram_list[2], 0.05) #Familiar Listening 3 (Romantic/20th Century)",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 108,
"text": "<Container object of 15 artists>"
},
{
"metadata": {},
"output_type": "display_data",
"png": 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"text": "<matplotlib.figure.Figure at 0x112188150>"
}
],
"prompt_number": 108
},
{
"cell_type": "code",
"collapsed": false,
"input": "bar(arange(len(histogram_list[3])), histogram_list[3], 0.05) #How the Stars were Made (Percussion quartet)",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 109,
"text": "<Container object of 7 artists>"
},
{
"metadata": {},
"output_type": "display_data",
"png": 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"text": "<matplotlib.figure.Figure at 0x112118950>"
}
],
"prompt_number": 109
},
{
"cell_type": "code",
"collapsed": false,
"input": "bar(arange(len(histogram_list[4])), histogram_list[4], 0.05) #Unfamiliar Listening 1 (similar to familiar listening albums)",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 110,
"text": "<Container object of 17 artists>"
},
{
"metadata": {},
"output_type": "display_data",
"png": 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"text": "<matplotlib.figure.Figure at 0x11217bd90>"
}
],
"prompt_number": 110
},
{
"cell_type": "code",
"collapsed": false,
"input": "bar(arange(len(histogram_list[5])), histogram_list[5], 0.05) #Unfamiliar Listening 2",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 111,
"text": "<Container object of 21 artists>"
},
{
"metadata": {},
"output_type": "display_data",
"png": 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"text": "<matplotlib.figure.Figure at 0x110ee3e50>"
}
],
"prompt_number": 111
},
{
"cell_type": "code",
"collapsed": false,
"input": "bar(arange(len(histogram_list[6])), histogram_list[6], 0.05) #Unfamiliar Listening 3",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 112,
"text": "<Container object of 16 artists>"
},
{
"metadata": {},
"output_type": "display_data",
"png": 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"text": "<matplotlib.figure.Figure at 0x110d71990>"
}
],
"prompt_number": 112
},
{
"cell_type": "code",
"collapsed": false,
"input": "bar(arange(len(histogram_list[7])), histogram_list[7], 0.05) #Unfamiliar Listening 4",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 113,
"text": "<Container object of 14 artists>"
},
{
"metadata": {},
"output_type": "display_data",
"png": 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"text": "<matplotlib.figure.Figure at 0x111ab4a10>"
}
],
"prompt_number": 113
},
{
"cell_type": "code",
"collapsed": false,
"input": "bar(arange(len(histogram_list[8])), histogram_list[8], 0.05) #Unknown album (a few random tracks I've recorded)",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 115,
"text": "<Container object of 3 artists>"
},
{
"metadata": {},
"output_type": "display_data",
"png": 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"text": "<matplotlib.figure.Figure at 0x111ab4850>"
}
],
"prompt_number": 115
},
{
"cell_type": "code",
"collapsed": false,
"input": "bar(arange(len(histogram_list[9])), histogram_list[9], 0.05) #Whiskey & Me (country)",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 116,
"text": "<Container object of 10 artists>"
},
{
"metadata": {},
"output_type": "display_data",
"png": 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"text": "<matplotlib.figure.Figure at 0x111ab1510>"
}
],
"prompt_number": 116
},
{
"cell_type": "code",
"collapsed": false,
"input": "#For some reason, Microsounds got skipped. For completeness, let's get it too.",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 117
},
{
"cell_type": "code",
"collapsed": false,
"input": "counter = 0\nchdir('/Users/adj/Desktop/Music_by_album/Curtis Roads_ Microsounds')\nsongs_in_album = listdir(root_dir + 'Curtis Roads_ Microsounds')\nsongs_in_album = songs_in_album[1:] \ntotal_length = len(songs_in_album)\nhistogram_array = zeros(total_length)\nfor file in songs_in_album:\n loader = AudioLoader(filename = file)\n audio, sr, nchnls = loader()\n audio = downmix(audio)\n audio = normalize(audio)\n histogram_array[counter] = getRMS(audio)\n counter += 1",
"language": "python",
"metadata": {},
"outputs": [],
"prompt_number": 132
},
{
"cell_type": "code",
"collapsed": false,
"input": "bar(arange(len(songs_in_album)), histogram_array, 0.05) #Microsound (granular synthesis)",
"language": "python",
"metadata": {},
"outputs": [
{
"metadata": {},
"output_type": "pyout",
"prompt_number": 133,
"text": "<Container object of 68 artists>"
},
{
"metadata": {},
"output_type": "display_data",
"png": 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"text": "<matplotlib.figure.Figure at 0x111e01b50>"
}
],
"prompt_number": 133
},
{
"cell_type": "markdown",
"metadata": {},
"source": "<h1> Conclusions"
},
{
"cell_type": "markdown",
"metadata": {},
"source": "It's hard to draw too many meaningful results from just the bare RMS data itself---the windowed RMS is more descriptive, although some care must be made to choose an appropriate window to produce smooth-ish results. Some differences in genre did appear---in particular, the country album was significantly higher in RMS than most of the classical albums."
},
{
"cell_type": "code",
"collapsed": false,
"input": "",
"language": "python",
"metadata": {},
"outputs": []
}
],
"metadata": {}
}
]
}
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