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1 {
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2 "cells": [
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3 {
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4 "cell_type": "code",
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5 "execution_count": 3,
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6 "metadata": {},
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7 "outputs": [
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8 {
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9 "name": "stdout",
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10 "output_type": "stream",
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11 "text": [
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12 "The autoreload extension is already loaded. To reload it, use:\n",
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13 " %reload_ext autoreload\n"
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14 ]
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15 }
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16 ],
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17 "source": [
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18 "import numpy as np\n",
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19 "\n",
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20 "%matplotlib inline\n",
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21 "import matplotlib.pyplot as plt\n",
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22 "\n",
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23 "%load_ext autoreload\n",
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24 "%autoreload 2\n",
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25 "\n",
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26 "import sys\n",
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27 "sys.path.append('../')\n",
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28 "import scripts.load_dataset as load_dataset\n",
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29 "import scripts.map_and_average as mapper\n",
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30 "import scripts.classification\n",
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31 "import scripts.outliers as outliers"
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32 ]
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33 },
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34 {
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35 "cell_type": "code",
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36 "execution_count": 4,
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37 "metadata": {},
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38 "outputs": [
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39 {
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40 "name": "stderr",
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41 "output_type": "stream",
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42 "text": [
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43 "../scripts/util_filter_dataset.py:22: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n",
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44 " if len(np.where(bounds[:,2]=='m')[0])==0 or len(np.where(bounds[:,2]=='s')[0])==len(bounds):\n"
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45 ]
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46 }
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47 ],
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48 "source": [
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49 "OUTPUT_FILES = load_dataset.OUTPUT_FILES\n",
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50 "n_iters = 10\n",
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51 "df = load_dataset.sample_dataset(csv_file=load_dataset.METADATA_FILE)"
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52 ]
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53 },
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54 {
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55 "cell_type": "code",
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56 "execution_count": 5,
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57 "metadata": {},
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58 "outputs": [
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59 {
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60 "data": {
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61 "text/plain": [
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62 "(8396, 108)"
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63 ]
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64 },
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65 "execution_count": 5,
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66 "metadata": {},
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67 "output_type": "execute_result"
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68 }
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69 ],
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70 "source": [
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71 "df.shape"
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72 ]
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73 },
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74 {
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75 "cell_type": "code",
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76 "execution_count": 9,
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77 "metadata": {},
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78 "outputs": [
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79 {
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80 "name": "stdout",
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81 "output_type": "stream",
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82 "text": [
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83 "file 0 of 6\n",
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84 "loading speech/music segments...\n",
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85 "extracting onset patterns and mfccs...\n",
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86 "extracting chroma...\n",
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87 "extracting pitch bihist from melodia...\n",
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88 "file 1 of 6\n",
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89 "loading speech/music segments...\n",
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90 "extracting onset patterns and mfccs...\n",
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91 "extracting chroma...\n",
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92 "extracting pitch bihist from melodia...\n",
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93 "file 2 of 6\n",
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94 "loading speech/music segments...\n",
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95 "extracting onset patterns and mfccs...\n",
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96 "extracting chroma...\n",
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97 "extracting pitch bihist from melodia...\n",
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98 "file 3 of 6\n",
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99 "loading speech/music segments...\n",
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100 "extracting onset patterns and mfccs...\n",
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101 "extracting chroma...\n",
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102 "extracting pitch bihist from melodia...\n",
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103 "file 4 of 6\n",
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104 "loading speech/music segments...\n",
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105 "extracting onset patterns and mfccs...\n",
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106 "extracting chroma...\n",
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107 "extracting pitch bihist from melodia...\n",
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108 "file 5 of 6\n",
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109 "loading speech/music segments...\n",
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110 "extracting onset patterns and mfccs...\n",
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111 "extracting chroma...\n",
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112 "extracting pitch bihist from melodia...\n",
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113 "6 6 6 6 6 6\n",
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114 "(264, 400) (264, 240) (264, 80) (264, 120)\n",
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115 "file 0 of 2\n",
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116 "loading speech/music segments...\n",
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117 "extracting onset patterns and mfccs...\n",
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118 "extracting chroma...\n",
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119 "extracting pitch bihist from melodia...\n",
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120 "file 1 of 2\n",
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121 "loading speech/music segments...\n",
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122 "extracting onset patterns and mfccs...\n",
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123 "extracting chroma...\n",
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124 "extracting pitch bihist from melodia...\n",
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125 "2 2 2 2 2 2\n",
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126 "(88, 400) (88, 240) (88, 80) (88, 120)\n",
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127 "file 0 of 2\n",
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128 "loading speech/music segments...\n",
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129 "extracting onset patterns and mfccs...\n",
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130 "extracting chroma...\n",
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131 "extracting pitch bihist from melodia...\n",
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132 "file 1 of 2\n",
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133 "loading speech/music segments...\n",
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134 "extracting onset patterns and mfccs...\n",
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135 "extracting chroma...\n",
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136 "extracting pitch bihist from melodia...\n",
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137 "2 2 2 2 2 2\n",
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138 "(85, 400) (85, 240) (85, 80) (85, 120)\n"
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139 ]
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140 },
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141 {
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142 "ename": "AttributeError",
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143 "evalue": "'list' object has no attribute 'shape'",
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144 "output_type": "error",
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145 "traceback": [
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146 "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
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147 "\u001b[0;31mAttributeError\u001b[0m Traceback (most recent call last)",
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148 "\u001b[0;32m<ipython-input-9-ed1b80dfb251>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0mtrain\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mval\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtest\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mload_dataset\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mfeatures_for_train_test_sets\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0miloc\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;36m10\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m:\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mwrite_output\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mFalse\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0;32mprint\u001b[0m \u001b[0mtrain\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mval\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtest\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
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149 "\u001b[0;31mAttributeError\u001b[0m: 'list' object has no attribute 'shape'"
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150 ]
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151 }
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152 ],
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153 "source": [
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154 "train, val, test = load_dataset.features_for_train_test_sets(df.iloc[:10, :], write_output=False)"
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155 ]
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156 },
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157 {
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158 "cell_type": "code",
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159 "execution_count": 8,
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160 "metadata": {},
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161 "outputs": [
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162 {
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163 "data": {
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164 "text/html": [
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165 "<div>\n",
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166 "<table border=\"1\" class=\"dataframe\">\n",
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167 " <thead>\n",
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168 " <tr style=\"text-align: right;\">\n",
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169 " <th></th>\n",
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170 " <th>AlbumTitle</th>\n",
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171 " <th>Artist</th>\n",
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172 " <th>Artist_Album</th>\n",
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173 " <th>BuyLinkTrackDownload</th>\n",
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174 " <th>CatalogNumber</th>\n",
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175 " <th>CatalogNumber_Album</th>\n",
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176 " <th>Collection</th>\n",
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177 " <th>ContentType</th>\n",
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178 " <th>ContentType_Album</th>\n",
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179 " <th>Country</th>\n",
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180 " <th>...</th>\n",
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181 " <th>Language_iso3</th>\n",
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182 " <th>Language_iso1</th>\n",
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183 " <th>Region</th>\n",
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184 " <th>Latitude</th>\n",
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185 " <th>Longitude</th>\n",
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186 " <th>Audio</th>\n",
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187 " <th>Speech</th>\n",
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188 " <th>Melspec</th>\n",
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189 " <th>Chroma</th>\n",
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190 " <th>Melodia</th>\n",
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191 " </tr>\n",
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192 " </thead>\n",
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193 " <tbody>\n",
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194 " <tr>\n",
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195 " <th>29182</th>\n",
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m@23
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196 " <td>Music of Afghanistan</td>\n",
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m@23
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197 " <td>Afghan National Orchestra</td>\n",
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198 " <td>Various Artists</td>\n",
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199 " <td>26138</td>\n",
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m@23
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200 " <td>FW04361_201</td>\n",
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201 " <td>FW04361</td>\n",
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202 " <td>NaN</td>\n",
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203 " <td>Track</td>\n",
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204 " <td>Album</td>\n",
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205 " <td>Afghanistan</td>\n",
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m@23
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206 " <td>...</td>\n",
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207 " <td>NaN</td>\n",
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208 " <td>NaN</td>\n",
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209 " <td>South Asia</td>\n",
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210 " <td>33.93911</td>\n",
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m@23
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211 " <td>67.709953</td>\n",
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212 " <td>/import/c4dm-scratch/matthiasm/data/smithsonia...</td>\n",
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m@23
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213 " <td>/import/c4dm-02/people/mariap/SpeechMusic/2613...</td>\n",
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214 " <td>/import/c4dm-02/people/mariap/MelSpec/26138_Sa...</td>\n",
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215 " <td>/import/c4dm-04/mariap/FeatureCsvs/Smoothie-py...</td>\n",
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216 " <td>/import/c4dm-02/people/mariap/Melodia/26138_Sa...</td>\n",
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217 " </tr>\n",
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218 " <tr>\n",
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219 " <th>29183</th>\n",
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220 " <td>Music of Afghanistan</td>\n",
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221 " <td>Yaqub Kasimi</td>\n",
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222 " <td>Various Artists</td>\n",
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223 " <td>26142</td>\n",
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224 " <td>FW04361_205</td>\n",
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225 " <td>FW04361</td>\n",
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226 " <td>NaN</td>\n",
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227 " <td>Track</td>\n",
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228 " <td>Album</td>\n",
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229 " <td>Afghanistan</td>\n",
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m@23
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230 " <td>...</td>\n",
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m@23
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231 " <td>NaN</td>\n",
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232 " <td>NaN</td>\n",
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233 " <td>South Asia</td>\n",
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m@23
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234 " <td>33.93911</td>\n",
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m@23
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235 " <td>67.709953</td>\n",
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m@23
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236 " <td>/import/c4dm-scratch/matthiasm/data/smithsonia...</td>\n",
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m@23
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237 " <td>/import/c4dm-02/people/mariap/SpeechMusic/2614...</td>\n",
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238 " <td>/import/c4dm-02/people/mariap/MelSpec/26142_Sa...</td>\n",
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m@23
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239 " <td>/import/c4dm-04/mariap/FeatureCsvs/Smoothie-py...</td>\n",
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240 " <td>/import/c4dm-02/people/mariap/Melodia/26142_Sa...</td>\n",
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241 " </tr>\n",
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242 " <tr>\n",
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m@23
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243 " <th>29184</th>\n",
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m@23
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244 " <td>Ustad Mohammad Omar: Virtuoso from Afghanistan</td>\n",
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m@23
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245 " <td>Ustad Mohammad Omar|Zakir Hussain</td>\n",
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m@23
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246 " <td>Ustad Mohammad Omar</td>\n",
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m@23
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247 " <td>51931</td>\n",
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m@23
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248 " <td>SFW40439_102</td>\n",
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m@23
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249 " <td>SFW40439</td>\n",
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250 " <td>NaN</td>\n",
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m@23
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251 " <td>Track</td>\n",
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m@23
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252 " <td>Album</td>\n",
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m@23
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253 " <td>Afghanistan</td>\n",
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m@23
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254 " <td>...</td>\n",
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m@23
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255 " <td>pbt</td>\n",
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m@23
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256 " <td>Indo-European</td>\n",
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m@23
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257 " <td>South Asia</td>\n",
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m@23
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258 " <td>33.93911</td>\n",
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m@23
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259 " <td>67.709953</td>\n",
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m@23
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260 " <td>/import/c4dm-scratch/matthiasm/data/smithsonia...</td>\n",
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m@23
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261 " <td>/import/c4dm-02/people/mariap/SpeechMusic/5193...</td>\n",
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m@23
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262 " <td>/import/c4dm-02/people/mariap/MelSpec/51931_Sa...</td>\n",
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m@23
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263 " <td>/import/c4dm-04/mariap/FeatureCsvs/Smoothie-py...</td>\n",
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264 " <td>/import/c4dm-02/people/mariap/Melodia/51931_Sa...</td>\n",
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265 " </tr>\n",
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266 " <tr>\n",
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m@23
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267 " <th>29185</th>\n",
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m@23
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268 " <td>Music of Central Asia Vol. 3: Homayun Sakhi: T...</td>\n",
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m@23
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269 " <td>Homayun Sakhi</td>\n",
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m@23
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270 " <td>Homayun Sakhi</td>\n",
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271 " <td>53229</td>\n",
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m@23
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272 " <td>SFW40522_101</td>\n",
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m@23
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273 " <td>SFW40522</td>\n",
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m@23
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274 " <td>NaN</td>\n",
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m@23
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275 " <td>Track</td>\n",
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m@23
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276 " <td>Album</td>\n",
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m@23
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277 " <td>Afghanistan</td>\n",
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m@23
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278 " <td>...</td>\n",
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m@23
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279 " <td>NaN</td>\n",
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m@23
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280 " <td>NaN</td>\n",
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m@23
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281 " <td>South Asia</td>\n",
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m@23
|
282 " <td>33.93911</td>\n",
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m@23
|
283 " <td>67.709953</td>\n",
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m@23
|
284 " <td>/import/c4dm-scratch/matthiasm/data/smithsonia...</td>\n",
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m@23
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285 " <td>/import/c4dm-02/people/mariap/SpeechMusic/5322...</td>\n",
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m@23
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286 " <td>/import/c4dm-02/people/mariap/MelSpec/53229_Sa...</td>\n",
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m@23
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287 " <td>/import/c4dm-04/mariap/FeatureCsvs/Smoothie-py...</td>\n",
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m@23
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288 " <td>/import/c4dm-02/people/mariap/Melodia/53229_Sa...</td>\n",
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m@23
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289 " </tr>\n",
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m@23
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290 " <tr>\n",
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m@23
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291 " <th>29186</th>\n",
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m@23
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292 " <td>Music of Afghanistan</td>\n",
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m@23
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293 " <td>Rebab and Dhol Duet</td>\n",
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m@23
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294 " <td>Various Artists</td>\n",
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m@23
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295 " <td>26140</td>\n",
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m@23
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296 " <td>FW04361_203</td>\n",
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m@23
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297 " <td>FW04361</td>\n",
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m@23
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298 " <td>NaN</td>\n",
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m@23
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299 " <td>Track</td>\n",
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m@23
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300 " <td>Album</td>\n",
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m@23
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301 " <td>Afghanistan</td>\n",
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m@23
|
302 " <td>...</td>\n",
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m@23
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303 " <td>NaN</td>\n",
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m@23
|
304 " <td>NaN</td>\n",
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m@23
|
305 " <td>South Asia</td>\n",
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m@23
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306 " <td>33.93911</td>\n",
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m@23
|
307 " <td>67.709953</td>\n",
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m@23
|
308 " <td>/import/c4dm-scratch/matthiasm/data/smithsonia...</td>\n",
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m@23
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309 " <td>/import/c4dm-02/people/mariap/SpeechMusic/2614...</td>\n",
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m@23
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310 " <td>/import/c4dm-02/people/mariap/MelSpec/26140_Sa...</td>\n",
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m@23
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311 " <td>/import/c4dm-04/mariap/FeatureCsvs/Smoothie-py...</td>\n",
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m@23
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312 " <td>/import/c4dm-02/people/mariap/Melodia/26140_Sa...</td>\n",
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m@23
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313 " </tr>\n",
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m@23
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314 " </tbody>\n",
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m@23
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315 "</table>\n",
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m@23
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316 "<p>5 rows × 108 columns</p>\n",
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m@23
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317 "</div>"
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m@23
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318 ],
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m@23
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319 "text/plain": [
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m@23
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320 " AlbumTitle \\\n",
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m@23
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321 "29182 Music of Afghanistan \n",
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m@23
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322 "29183 Music of Afghanistan \n",
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m@23
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323 "29184 Ustad Mohammad Omar: Virtuoso from Afghanistan \n",
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m@23
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324 "29185 Music of Central Asia Vol. 3: Homayun Sakhi: T... \n",
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m@23
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325 "29186 Music of Afghanistan \n",
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m@23
|
326 "\n",
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m@23
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327 " Artist Artist_Album \\\n",
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m@23
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328 "29182 Afghan National Orchestra Various Artists \n",
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m@23
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329 "29183 Yaqub Kasimi Various Artists \n",
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m@23
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330 "29184 Ustad Mohammad Omar|Zakir Hussain Ustad Mohammad Omar \n",
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m@23
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331 "29185 Homayun Sakhi Homayun Sakhi \n",
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m@23
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332 "29186 Rebab and Dhol Duet Various Artists \n",
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m@23
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333 "\n",
|
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m@23
|
334 " BuyLinkTrackDownload CatalogNumber CatalogNumber_Album Collection \\\n",
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m@23
|
335 "29182 26138 FW04361_201 FW04361 NaN \n",
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m@23
|
336 "29183 26142 FW04361_205 FW04361 NaN \n",
|
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m@23
|
337 "29184 51931 SFW40439_102 SFW40439 NaN \n",
|
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m@23
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338 "29185 53229 SFW40522_101 SFW40522 NaN \n",
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m@23
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339 "29186 26140 FW04361_203 FW04361 NaN \n",
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m@23
|
340 "\n",
|
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m@23
|
341 " ContentType ContentType_Album Country \\\n",
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m@23
|
342 "29182 Track Album Afghanistan \n",
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m@23
|
343 "29183 Track Album Afghanistan \n",
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m@23
|
344 "29184 Track Album Afghanistan \n",
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m@23
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345 "29185 Track Album Afghanistan \n",
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m@23
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346 "29186 Track Album Afghanistan \n",
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m@23
|
347 "\n",
|
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m@23
|
348 " ... Language_iso3 \\\n",
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m@23
|
349 "29182 ... NaN \n",
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m@23
|
350 "29183 ... NaN \n",
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m@23
|
351 "29184 ... pbt \n",
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m@23
|
352 "29185 ... NaN \n",
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m@23
|
353 "29186 ... NaN \n",
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m@23
|
354 "\n",
|
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m@23
|
355 " Language_iso1 Region Latitude Longitude \\\n",
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m@23
|
356 "29182 NaN South Asia 33.93911 67.709953 \n",
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m@23
|
357 "29183 NaN South Asia 33.93911 67.709953 \n",
|
|
m@23
|
358 "29184 Indo-European South Asia 33.93911 67.709953 \n",
|
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m@23
|
359 "29185 NaN South Asia 33.93911 67.709953 \n",
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m@23
|
360 "29186 NaN South Asia 33.93911 67.709953 \n",
|
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m@23
|
361 "\n",
|
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m@23
|
362 " Audio \\\n",
|
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m@23
|
363 "29182 /import/c4dm-scratch/matthiasm/data/smithsonia... \n",
|
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m@23
|
364 "29183 /import/c4dm-scratch/matthiasm/data/smithsonia... \n",
|
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m@23
|
365 "29184 /import/c4dm-scratch/matthiasm/data/smithsonia... \n",
|
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m@23
|
366 "29185 /import/c4dm-scratch/matthiasm/data/smithsonia... \n",
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m@23
|
367 "29186 /import/c4dm-scratch/matthiasm/data/smithsonia... \n",
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m@23
|
368 "\n",
|
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m@23
|
369 " Speech \\\n",
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m@23
|
370 "29182 /import/c4dm-02/people/mariap/SpeechMusic/2613... \n",
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m@23
|
371 "29183 /import/c4dm-02/people/mariap/SpeechMusic/2614... \n",
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m@23
|
372 "29184 /import/c4dm-02/people/mariap/SpeechMusic/5193... \n",
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m@23
|
373 "29185 /import/c4dm-02/people/mariap/SpeechMusic/5322... \n",
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m@23
|
374 "29186 /import/c4dm-02/people/mariap/SpeechMusic/2614... \n",
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m@23
|
375 "\n",
|
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m@23
|
376 " Melspec \\\n",
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m@23
|
377 "29182 /import/c4dm-02/people/mariap/MelSpec/26138_Sa... \n",
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m@23
|
378 "29183 /import/c4dm-02/people/mariap/MelSpec/26142_Sa... \n",
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m@23
|
379 "29184 /import/c4dm-02/people/mariap/MelSpec/51931_Sa... \n",
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m@23
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380 "29185 /import/c4dm-02/people/mariap/MelSpec/53229_Sa... \n",
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m@23
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381 "29186 /import/c4dm-02/people/mariap/MelSpec/26140_Sa... \n",
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m@23
|
382 "\n",
|
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m@23
|
383 " Chroma \\\n",
|
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m@23
|
384 "29182 /import/c4dm-04/mariap/FeatureCsvs/Smoothie-py... \n",
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m@23
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385 "29183 /import/c4dm-04/mariap/FeatureCsvs/Smoothie-py... \n",
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m@23
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386 "29184 /import/c4dm-04/mariap/FeatureCsvs/Smoothie-py... \n",
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m@23
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387 "29185 /import/c4dm-04/mariap/FeatureCsvs/Smoothie-py... \n",
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m@23
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388 "29186 /import/c4dm-04/mariap/FeatureCsvs/Smoothie-py... \n",
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m@23
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389 "\n",
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m@23
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390 " Melodia \n",
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m@23
|
391 "29182 /import/c4dm-02/people/mariap/Melodia/26138_Sa... \n",
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m@23
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392 "29183 /import/c4dm-02/people/mariap/Melodia/26142_Sa... \n",
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m@23
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393 "29184 /import/c4dm-02/people/mariap/Melodia/51931_Sa... \n",
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m@23
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394 "29185 /import/c4dm-02/people/mariap/Melodia/53229_Sa... \n",
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m@23
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395 "29186 /import/c4dm-02/people/mariap/Melodia/26140_Sa... \n",
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m@23
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396 "\n",
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397 "[5 rows x 108 columns]"
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398 ]
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399 },
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400 "execution_count": 8,
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401 "metadata": {},
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402 "output_type": "execute_result"
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403 }
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404 ],
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405 "source": [
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406 "df.head()"
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407 ]
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408 },
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409 {
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410 "cell_type": "code",
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411 "execution_count": null,
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412 "metadata": {},
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413 "outputs": [
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414 {
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415 "name": "stdout",
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416 "output_type": "stream",
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417 "text": [
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418 "iteration 0\n",
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419 "file 0 of 5037\n",
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420 "loading speech/music segments...\n",
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421 "extracting onset patterns and mfccs...\n",
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422 "extracting chroma...\n",
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423 "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n",
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424 "file 1 of 5037\n",
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804 "extracting onset patterns and mfccs...\n",
|
|
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805 "extracting chroma...\n",
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806 "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n",
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807 "file 81 of 5037\n",
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809 "extracting onset patterns and mfccs...\n",
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810 "extracting chroma...\n",
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811 "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n",
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812 "file 82 of 5037\n",
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814 "extracting onset patterns and mfccs...\n",
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815 "extracting chroma...\n",
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816 "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n",
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817 "file 83 of 5037\n",
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818 "loading speech/music segments...\n",
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820 "extracting chroma...\n",
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821 "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n",
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822 "file 84 of 5037\n",
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824 "extracting onset patterns and mfccs...\n",
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|
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825 "extracting chroma...\n",
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826 "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n",
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827 "file 85 of 5037\n",
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830 "extracting chroma...\n",
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831 "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n",
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834 "extracting onset patterns and mfccs...\n",
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835 "extracting chroma...\n",
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836 "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n",
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837 "file 87 of 5037\n",
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838 "loading speech/music segments...\n",
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839 "extracting onset patterns and mfccs...\n",
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840 "extracting chroma...\n",
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841 "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n",
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842 "file 88 of 5037\n",
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844 "extracting onset patterns and mfccs...\n",
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845 "extracting chroma...\n",
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846 "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n",
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847 "file 89 of 5037\n",
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848 "loading speech/music segments...\n",
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849 "extracting onset patterns and mfccs...\n",
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850 "extracting chroma...\n",
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851 "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n",
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852 "file 90 of 5037\n",
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853 "loading speech/music segments...\n",
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854 "extracting onset patterns and mfccs...\n",
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855 "extracting chroma...\n",
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856 "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n",
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857 "file 91 of 5037\n",
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858 "loading speech/music segments...\n",
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859 "extracting onset patterns and mfccs...\n",
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860 "extracting chroma...\n",
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861 "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n",
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862 "file 92 of 5037\n",
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863 "loading speech/music segments...\n",
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864 "extracting onset patterns and mfccs...\n",
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865 "extracting chroma...\n",
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866 "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n",
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867 "file 93 of 5037\n",
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868 "loading speech/music segments...\n",
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869 "extracting onset patterns and mfccs...\n",
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870 "extracting chroma...\n",
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871 "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n",
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872 "file 94 of 5037\n",
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874 "extracting onset patterns and mfccs...\n",
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875 "extracting chroma...\n",
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876 "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n",
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877 "file 95 of 5037\n",
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878 "loading speech/music segments...\n",
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879 "extracting onset patterns and mfccs...\n",
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880 "extracting chroma...\n",
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881 "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n",
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882 "file 96 of 5037\n",
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883 "loading speech/music segments...\n",
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884 "extracting onset patterns and mfccs...\n"
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885 ]
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886 },
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887 {
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888 "name": "stdout",
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889 "output_type": "stream",
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890 "text": [
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891 "extracting chroma...\n",
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892 "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n",
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893 "file 97 of 5037\n",
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894 "loading speech/music segments...\n",
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895 "extracting onset patterns and mfccs...\n",
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896 "extracting chroma...\n",
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897 "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n",
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898 "file 98 of 5037\n",
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899 "loading speech/music segments...\n",
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900 "extracting onset patterns and mfccs...\n",
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901 "extracting chroma...\n",
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902 "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n",
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903 "file 99 of 5037\n",
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906 "extracting chroma...\n",
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907 "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n",
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908 "file 100 of 5037\n",
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909 "loading speech/music segments...\n",
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910 "extracting onset patterns and mfccs...\n",
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911 "extracting chroma...\n",
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912 "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n",
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913 "file 101 of 5037\n",
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914 "loading speech/music segments...\n",
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915 "extracting onset patterns and mfccs...\n",
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916 "extracting chroma...\n",
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918 "file 102 of 5037\n",
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920 "extracting onset patterns and mfccs...\n",
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921 "extracting chroma...\n",
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922 "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n",
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923 "file 103 of 5037\n",
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925 "extracting onset patterns and mfccs...\n",
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926 "extracting chroma...\n",
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930 "extracting onset patterns and mfccs...\n",
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931 "extracting chroma...\n",
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932 "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n",
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933 "file 105 of 5037\n",
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934 "loading speech/music segments...\n",
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936 "extracting chroma...\n",
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938 "file 106 of 5037\n",
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939 "loading speech/music segments...\n",
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940 "extracting onset patterns and mfccs...\n",
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941 "extracting chroma...\n",
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942 "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n",
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943 "file 107 of 5037\n",
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944 "loading speech/music segments...\n",
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945 "extracting onset patterns and mfccs...\n",
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946 "extracting chroma...\n",
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947 "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n",
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951 "extracting chroma...\n",
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952 "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n",
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953 "file 109 of 5037\n",
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954 "loading speech/music segments...\n",
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955 "extracting onset patterns and mfccs...\n",
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956 "extracting chroma...\n",
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957 "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n",
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958 "file 110 of 5037\n",
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961 "extracting chroma...\n",
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962 "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n",
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966 "extracting chroma...\n",
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968 "file 112 of 5037\n",
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969 "loading speech/music segments...\n",
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970 "extracting onset patterns and mfccs...\n",
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971 "extracting chroma...\n",
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972 "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n",
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973 "file 113 of 5037\n",
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974 "loading speech/music segments...\n",
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975 "extracting onset patterns and mfccs...\n",
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976 "extracting chroma...\n",
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977 "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n",
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978 "file 114 of 5037\n",
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979 "loading speech/music segments...\n",
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980 "extracting onset patterns and mfccs...\n",
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981 "extracting chroma...\n",
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982 "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n",
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983 "file 115 of 5037\n",
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984 "loading speech/music segments...\n",
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985 "extracting onset patterns and mfccs...\n",
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986 "extracting chroma...\n",
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987 "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n",
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988 "file 116 of 5037\n",
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990 "extracting onset patterns and mfccs...\n",
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991 "extracting chroma...\n",
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992 "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n",
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993 "file 117 of 5037\n",
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994 "loading speech/music segments...\n",
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995 "extracting onset patterns and mfccs...\n",
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996 "extracting chroma...\n",
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997 "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n",
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998 "file 118 of 5037\n",
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1000 "extracting onset patterns and mfccs...\n",
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1001 "extracting chroma...\n",
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1002 "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n",
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1003 "file 119 of 5037\n",
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1004 "loading speech/music segments...\n",
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1005 "extracting onset patterns and mfccs...\n",
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1006 "extracting chroma...\n",
|
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1007 "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n",
|
|
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|
1008 "file 120 of 5037\n",
|
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1009 "loading speech/music segments...\n",
|
|
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1010 "extracting onset patterns and mfccs...\n",
|
|
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|
1011 "extracting chroma...\n",
|
|
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1012 "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n",
|
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|
1013 "file 121 of 5037\n",
|
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1014 "loading speech/music segments...\n",
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1015 "extracting onset patterns and mfccs...\n",
|
|
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|
1016 "extracting chroma...\n",
|
|
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|
1017 "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n",
|
|
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|
1018 "file 122 of 5037\n",
|
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|
1019 "loading speech/music segments...\n",
|
|
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|
1020 "extracting onset patterns and mfccs...\n",
|
|
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|
1021 "extracting chroma...\n",
|
|
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|
1022 "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n",
|
|
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|
1023 "file 123 of 5037\n",
|
|
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|
1024 "loading speech/music segments...\n",
|
|
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|
1025 "extracting onset patterns and mfccs...\n",
|
|
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|
1026 "extracting chroma...\n",
|
|
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|
1027 "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n",
|
|
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|
1028 "file 124 of 5037\n",
|
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|
1029 "loading speech/music segments...\n",
|
|
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|
1030 "extracting onset patterns and mfccs...\n",
|
|
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|
1031 "extracting chroma...\n",
|
|
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|
1032 "load precomputed pitch bihist /import/c4dm-05/mariap/Melodia-melody-8sec/\n",
|
|
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|
1033 "file 125 of 5037\n",
|
|
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|
1034 "loading speech/music segments...\n",
|
|
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|
1035 "extracting onset patterns and mfccs...\n"
|
|
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|
1036 ]
|
|
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|
1037 }
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|
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|
1038 ],
|
|
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|
1039 "source": [
|
|
m@15
|
1040 "for n in range(n_iters):\n",
|
|
m@15
|
1041 " print \"iteration %d\" % n\n",
|
|
m@15
|
1042 " load_dataset.OUTPUT_FILES = [output_file.split('.pickle')[0]+'_'+str(n)+'.pickle' for \n",
|
|
m@15
|
1043 " output_file in OUTPUT_FILES]\n",
|
|
m@15
|
1044 " load_dataset.features_for_train_test_sets(df, write_output=True)"
|
|
m@15
|
1045 ]
|
|
m@15
|
1046 },
|
|
m@15
|
1047 {
|
|
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|
1048 "cell_type": "code",
|
|
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|
1049 "execution_count": null,
|
|
m@15
|
1050 "metadata": {
|
|
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|
1051 "collapsed": true
|
|
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|
1052 },
|
|
m@15
|
1053 "outputs": [],
|
|
m@15
|
1054 "source": [
|
|
m@15
|
1055 "for n in range(n_iters):\n",
|
|
m@15
|
1056 " print \"iteration %d\" % n\n",
|
|
m@15
|
1057 " \n",
|
|
m@15
|
1058 " print \"mapping...\"\n",
|
|
m@15
|
1059 " mapper.INPUT_FILES = [output_file.split('.pickle')[0]+'_'+str(n)+'.pickle' for \n",
|
|
m@15
|
1060 " output_file in OUTPUT_FILES]\n",
|
|
m@15
|
1061 " _, _, ldadata_list, _, _, Y, Yaudio = mapper.lda_map_and_average_frames(min_variance=0.99)\n",
|
|
m@15
|
1062 " X = np.concatenate(ldadata_list)\n",
|
|
m@15
|
1063 " \n",
|
|
m@15
|
1064 " # classification and confusion\n",
|
|
m@15
|
1065 " print \"classifying...\"\n",
|
|
Maria@18
|
1066 " traininds, testinds = classification.get_train_test_indices()\n",
|
|
Maria@18
|
1067 " X_train, Y_train, X_test, Y_test = classification.get_train_test_sets(X, Y, traininds, testinds)\n",
|
|
Maria@18
|
1068 " accuracy, _ = classification.confusion_matrix(X_train, Y_train, X_test, Y_test, saveCF=False, plots=False)\n",
|
|
m@15
|
1069 " print accuracy\n",
|
|
m@15
|
1070 " \n",
|
|
m@15
|
1071 " # outliers\n",
|
|
m@15
|
1072 " print \"detecting outliers...\"\n",
|
|
Maria@18
|
1073 " ddf = outliers.load_metadata(Yaudio, metadata_file=load_dataset.METADATA_FILE)\n",
|
|
m@15
|
1074 " df_global, threshold, MD = get_outliers_df(X, Y, chi2thr=0.999)\n",
|
|
m@15
|
1075 " print_most_least_outliers_topN(df_global, N=10)\n",
|
|
m@15
|
1076 " \n",
|
|
m@15
|
1077 " # write output\n",
|
|
m@15
|
1078 " print \"writing file\"\n",
|
|
m@15
|
1079 " df_global.to_csv('../data/outliers_'+str(n)+'.csv', index=False)"
|
|
m@15
|
1080 ]
|
|
m@15
|
1081 }
|
|
m@15
|
1082 ],
|
|
m@15
|
1083 "metadata": {
|
|
m@15
|
1084 "kernelspec": {
|
|
m@15
|
1085 "display_name": "Python 2",
|
|
m@15
|
1086 "language": "python",
|
|
m@15
|
1087 "name": "python2"
|
|
m@19
|
1088 },
|
|
m@19
|
1089 "language_info": {
|
|
m@19
|
1090 "codemirror_mode": {
|
|
m@19
|
1091 "name": "ipython",
|
|
m@19
|
1092 "version": 2
|
|
m@19
|
1093 },
|
|
m@19
|
1094 "file_extension": ".py",
|
|
m@19
|
1095 "mimetype": "text/x-python",
|
|
m@19
|
1096 "name": "python",
|
|
m@19
|
1097 "nbconvert_exporter": "python",
|
|
m@19
|
1098 "pygments_lexer": "ipython2",
|
|
m@19
|
1099 "version": "2.7.12"
|
|
m@15
|
1100 }
|
|
m@15
|
1101 },
|
|
m@15
|
1102 "nbformat": 4,
|
|
m@17
|
1103 "nbformat_minor": 1
|
|
m@15
|
1104 }
|
