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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": 16,
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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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m@90
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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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m@15
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18 "import numpy as np\n",
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m@42
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19 "import pandas as pd\n",
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m@15
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20 "\n",
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m@15
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21 "%matplotlib inline\n",
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m@15
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22 "import matplotlib.pyplot as plt\n",
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m@15
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23 "\n",
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m@15
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24 "%load_ext autoreload\n",
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m@15
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25 "%autoreload 2\n",
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26 "\n",
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m@15
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27 "import sys\n",
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m@15
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28 "sys.path.append('../')\n",
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m@15
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29 "import scripts.load_dataset as load_dataset\n",
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m@15
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30 "import scripts.map_and_average as mapper\n",
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m@42
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31 "import scripts.classification as classification\n",
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Maria@18
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32 "import scripts.outliers as outliers"
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33 ]
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34 },
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35 {
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36 "cell_type": "code",
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37 "execution_count": 2,
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38 "metadata": {
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39 "collapsed": true
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40 },
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41 "outputs": [],
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42 "source": [
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m@17
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43 "OUTPUT_FILES = load_dataset.OUTPUT_FILES\n",
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m@42
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44 "n_iters = 10"
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45 ]
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46 },
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47 {
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48 "cell_type": "code",
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49 "execution_count": 5,
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50 "metadata": {},
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51 "outputs": [
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52 {
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53 "data": {
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54 "text/plain": [
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55 "(8396, 108)"
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56 ]
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57 },
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58 "execution_count": 5,
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59 "metadata": {},
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60 "output_type": "execute_result"
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61 }
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62 ],
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63 "source": [
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64 "df = load_dataset.sample_dataset(csv_file=load_dataset.METADATA_FILE)\n",
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65 "df.shape"
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66 ]
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67 },
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68 {
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69 "cell_type": "code",
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70 "execution_count": 48,
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71 "metadata": {},
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72 "outputs": [
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73 {
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74 "name": "stdout",
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75 "output_type": "stream",
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76 "text": [
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77 "(45, 3600)\n",
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78 "(45, 3600)\n"
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79 ]
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80 },
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81 {
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82 "data": {
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83 "text/html": [
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84 "<div>\n",
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85 "<table border=\"1\" class=\"dataframe\">\n",
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86 " <thead>\n",
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87 " <tr style=\"text-align: right;\">\n",
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88 " <th></th>\n",
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89 " <th>0</th>\n",
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90 " <th>1</th>\n",
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91 " <th>2</th>\n",
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92 " <th>3</th>\n",
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93 " <th>4</th>\n",
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94 " <th>5</th>\n",
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95 " <th>6</th>\n",
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96 " <th>7</th>\n",
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97 " <th>8</th>\n",
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98 " <th>9</th>\n",
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m@26
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99 " <th>...</th>\n",
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100 " <th>3590</th>\n",
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101 " <th>3591</th>\n",
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102 " <th>3592</th>\n",
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103 " <th>3593</th>\n",
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104 " <th>3594</th>\n",
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105 " <th>3595</th>\n",
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106 " <th>3596</th>\n",
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107 " <th>3597</th>\n",
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108 " <th>3598</th>\n",
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109 " <th>3599</th>\n",
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110 " </tr>\n",
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111 " </thead>\n",
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m@26
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112 " <tbody>\n",
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113 " <tr>\n",
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114 " <th>0</th>\n",
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m@26
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115 " <td>0</td>\n",
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m@26
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116 " <td>0.713115</td>\n",
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m@26
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117 " <td>0.523960</td>\n",
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m@26
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118 " <td>0.704918</td>\n",
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m@26
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119 " <td>0.445776</td>\n",
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m@26
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120 " <td>0.286885</td>\n",
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m@26
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121 " <td>0.426230</td>\n",
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m@26
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122 " <td>0.142497</td>\n",
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m@26
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123 " <td>0.127995</td>\n",
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m@26
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124 " <td>0.301387</td>\n",
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m@26
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125 " <td>...</td>\n",
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m@26
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126 " <td>0.157629</td>\n",
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m@26
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127 " <td>0.194199</td>\n",
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m@26
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128 " <td>0.227617</td>\n",
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m@26
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129 " <td>0.247793</td>\n",
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m@26
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130 " <td>0.297604</td>\n",
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m@26
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131 " <td>0.278058</td>\n",
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m@26
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132 " <td>0.366961</td>\n",
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m@26
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133 " <td>0.404792</td>\n",
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m@26
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134 " <td>0.508197</td>\n",
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m@26
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135 " <td>0</td>\n",
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m@26
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136 " </tr>\n",
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m@26
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137 " <tr>\n",
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m@26
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138 " <th>1</th>\n",
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m@26
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139 " <td>0</td>\n",
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m@26
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140 " <td>1.000000</td>\n",
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m@26
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141 " <td>0.495213</td>\n",
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m@26
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142 " <td>0.228458</td>\n",
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m@26
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143 " <td>0.141961</td>\n",
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m@26
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144 " <td>0.210300</td>\n",
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m@26
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145 " <td>0.063387</td>\n",
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m@26
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146 " <td>0.059426</td>\n",
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m@26
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147 " <td>0.138329</td>\n",
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m@26
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148 " <td>0.075272</td>\n",
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m@26
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149 " <td>...</td>\n",
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m@26
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150 " <td>0.132717</td>\n",
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m@26
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151 " <td>0.142621</td>\n",
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m@26
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152 " <td>0.162430</td>\n",
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m@26
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153 " <td>0.195774</td>\n",
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m@26
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154 " <td>0.252228</td>\n",
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m@26
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155 " <td>0.237702</td>\n",
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m@26
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156 " <td>0.297128</td>\n",
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m@26
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157 " <td>0.428854</td>\n",
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m@26
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158 " <td>0.530208</td>\n",
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m@26
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159 " <td>0</td>\n",
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m@26
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160 " </tr>\n",
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m@26
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161 " <tr>\n",
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m@26
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162 " <th>2</th>\n",
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m@26
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163 " <td>0</td>\n",
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m@26
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164 " <td>1.000000</td>\n",
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m@26
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165 " <td>0.495213</td>\n",
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m@26
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166 " <td>0.228458</td>\n",
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m@26
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167 " <td>0.141961</td>\n",
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m@26
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168 " <td>0.210300</td>\n",
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m@26
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169 " <td>0.063387</td>\n",
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m@26
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170 " <td>0.059426</td>\n",
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m@26
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171 " <td>0.138329</td>\n",
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m@26
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172 " <td>0.075272</td>\n",
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m@26
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173 " <td>...</td>\n",
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m@26
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174 " <td>0.132717</td>\n",
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m@26
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175 " <td>0.142621</td>\n",
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m@26
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176 " <td>0.162430</td>\n",
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m@26
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177 " <td>0.195774</td>\n",
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m@26
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178 " <td>0.252228</td>\n",
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m@26
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179 " <td>0.237702</td>\n",
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m@26
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180 " <td>0.297128</td>\n",
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m@26
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181 " <td>0.428854</td>\n",
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m@26
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182 " <td>0.530208</td>\n",
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m@26
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183 " <td>0</td>\n",
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m@26
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184 " </tr>\n",
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m@26
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185 " <tr>\n",
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m@26
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186 " <th>3</th>\n",
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m@26
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187 " <td>0</td>\n",
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m@26
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188 " <td>1.000000</td>\n",
|
|
m@26
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189 " <td>0.495213</td>\n",
|
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m@26
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190 " <td>0.228458</td>\n",
|
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m@26
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191 " <td>0.141961</td>\n",
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m@26
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192 " <td>0.210300</td>\n",
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m@26
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193 " <td>0.063387</td>\n",
|
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m@26
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194 " <td>0.059426</td>\n",
|
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m@26
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195 " <td>0.138329</td>\n",
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m@26
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196 " <td>0.075272</td>\n",
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m@26
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197 " <td>...</td>\n",
|
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m@26
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198 " <td>0.132717</td>\n",
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m@26
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199 " <td>0.142621</td>\n",
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m@26
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200 " <td>0.162430</td>\n",
|
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m@26
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201 " <td>0.195774</td>\n",
|
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m@26
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202 " <td>0.252228</td>\n",
|
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m@26
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203 " <td>0.237702</td>\n",
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m@26
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204 " <td>0.297128</td>\n",
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m@26
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205 " <td>0.428854</td>\n",
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m@26
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206 " <td>0.530208</td>\n",
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m@26
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207 " <td>0</td>\n",
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m@26
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208 " </tr>\n",
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m@26
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209 " <tr>\n",
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m@26
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210 " <th>4</th>\n",
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m@26
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211 " <td>0</td>\n",
|
|
m@26
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212 " <td>1.000000</td>\n",
|
|
m@26
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213 " <td>0.495213</td>\n",
|
|
m@26
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214 " <td>0.228458</td>\n",
|
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m@26
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215 " <td>0.141961</td>\n",
|
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m@26
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216 " <td>0.210300</td>\n",
|
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m@26
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217 " <td>0.063387</td>\n",
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m@26
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218 " <td>0.059426</td>\n",
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m@26
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219 " <td>0.138329</td>\n",
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m@26
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220 " <td>0.075272</td>\n",
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m@26
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221 " <td>...</td>\n",
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m@26
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222 " <td>0.131066</td>\n",
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m@26
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223 " <td>0.139320</td>\n",
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m@26
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224 " <td>0.157478</td>\n",
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m@26
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225 " <td>0.192473</td>\n",
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m@26
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226 " <td>0.245626</td>\n",
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m@26
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227 " <td>0.234401</td>\n",
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m@26
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228 " <td>0.288874</td>\n",
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m@26
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229 " <td>0.422252</td>\n",
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m@26
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230 " <td>0.515352</td>\n",
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m@26
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231 " <td>0</td>\n",
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m@26
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232 " </tr>\n",
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m@26
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233 " </tbody>\n",
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m@26
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234 "</table>\n",
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m@26
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235 "<p>5 rows × 3600 columns</p>\n",
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236 "</div>"
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237 ],
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238 "text/plain": [
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m@26
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239 " 0 1 2 3 4 5 6 7 \\\n",
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240 "0 0 0.713115 0.523960 0.704918 0.445776 0.286885 0.426230 0.142497 \n",
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m@26
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241 "1 0 1.000000 0.495213 0.228458 0.141961 0.210300 0.063387 0.059426 \n",
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m@26
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242 "2 0 1.000000 0.495213 0.228458 0.141961 0.210300 0.063387 0.059426 \n",
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m@26
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243 "3 0 1.000000 0.495213 0.228458 0.141961 0.210300 0.063387 0.059426 \n",
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m@26
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244 "4 0 1.000000 0.495213 0.228458 0.141961 0.210300 0.063387 0.059426 \n",
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245 "\n",
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m@26
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246 " 8 9 ... 3590 3591 3592 3593 3594 \\\n",
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m@26
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247 "0 0.127995 0.301387 ... 0.157629 0.194199 0.227617 0.247793 0.297604 \n",
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m@26
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248 "1 0.138329 0.075272 ... 0.132717 0.142621 0.162430 0.195774 0.252228 \n",
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m@26
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249 "2 0.138329 0.075272 ... 0.132717 0.142621 0.162430 0.195774 0.252228 \n",
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m@26
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250 "3 0.138329 0.075272 ... 0.132717 0.142621 0.162430 0.195774 0.252228 \n",
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m@26
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251 "4 0.138329 0.075272 ... 0.131066 0.139320 0.157478 0.192473 0.245626 \n",
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252 "\n",
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m@26
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253 " 3595 3596 3597 3598 3599 \n",
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m@26
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254 "0 0.278058 0.366961 0.404792 0.508197 0 \n",
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m@26
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255 "1 0.237702 0.297128 0.428854 0.530208 0 \n",
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m@26
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256 "2 0.237702 0.297128 0.428854 0.530208 0 \n",
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m@26
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257 "3 0.237702 0.297128 0.428854 0.530208 0 \n",
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m@26
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258 "4 0.234401 0.288874 0.422252 0.515352 0 \n",
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259 "\n",
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260 "[5 rows x 3600 columns]"
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261 ]
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262 },
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263 "execution_count": 48,
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264 "metadata": {},
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265 "output_type": "execute_result"
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266 }
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267 ],
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268 "source": [
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m@26
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269 "import pandas as pd\n",
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270 "import os\n",
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m@26
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271 "pb_df = pd.read_csv(os.path.join('/import/c4dm-04/mariap/FeatureCsvs/PB-melodia/', '49483_SampleAudio.csv'), header=None)\n",
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m@26
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272 "print pb_df.shape\n",
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273 "pbihist = np.loadtxt(os.path.join('/import/c4dm-04/mariap/FeatureCsvs/PB-melodia/', '49483_SampleAudio.csv'), delimiter=',')\n",
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274 "print pbihist.shape\n",
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275 "pb_df.head()"
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276 ]
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277 },
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278 {
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279 "cell_type": "code",
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280 "execution_count": 52,
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281 "metadata": {},
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282 "outputs": [
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283 {
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284 "name": "stdout",
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285 "output_type": "stream",
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286 "text": [
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287 "0 0\n",
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288 "1 0\n",
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289 "2 0\n",
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290 "3 0\n",
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291 "4 0\n",
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292 "5 0\n",
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293 "6 0\n",
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294 "7 0\n",
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295 "8 0\n",
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296 "9 0\n",
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297 "10 0\n",
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298 "11 0\n",
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299 "12 0\n",
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300 "13 0\n",
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m@26
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405 "26 1.000000\n",
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406 "27 1.000000\n",
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425 ]
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426 },
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j8BbxwFt/mrCYCXc/9VkkGtCHiG08nvSs7EHPbEr62LYKvDMD7ZnFA5WzptHFioYMTp5t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\nxhzi/wP+tSnOiEfz1wAAAABJRU5ErkJggg==\n",
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m@26
|
430 "text/plain": [
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m@26
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431 "<matplotlib.figure.Figure at 0x7f6a5fd9e610>"
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m@26
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432 ]
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m@26
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433 },
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m@26
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434 "metadata": {},
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m@26
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435 "output_type": "display_data"
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m@26
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436 }
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m@26
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437 ],
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m@26
|
438 "source": [
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m@26
|
439 "%matplotlib inline\n",
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m@26
|
440 "import matplotlib.pyplot as plt\n",
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m@26
|
441 "plt.imshow(pb_df, aspect='auto')\n",
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m@26
|
442 "print pb_df.iloc[:, 0]\n",
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m@26
|
443 "print pb_df.iloc[:, -1]\n",
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m@26
|
444 "print pb_df.iloc[:, 1]"
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m@26
|
445 ]
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m@26
|
446 },
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m@26
|
447 {
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m@26
|
448 "cell_type": "code",
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m@26
|
449 "execution_count": 56,
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m@82
|
450 "metadata": {},
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m@26
|
451 "outputs": [
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m@26
|
452 {
|
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m@26
|
453 "data": {
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m@26
|
454 "text/plain": [
|
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m@26
|
455 "array([ 59, 1, 1, 1, 1, 733, 733, 733, 733, 733, 733, 733, 733,\n",
|
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m@26
|
456 " 733, 733, 60, 60, 60, 123, 123, 123, 182, 60, 1, 1, 1,\n",
|
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m@26
|
457 " 1, 1, 1, 1, 1, 1, 60, 792, 792, 59, 59, 59, 59,\n",
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m@26
|
458 " 59, 59, 59, 59, 59, 59])"
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m@26
|
459 ]
|
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m@26
|
460 },
|
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m@26
|
461 "execution_count": 56,
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m@26
|
462 "metadata": {},
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m@26
|
463 "output_type": "execute_result"
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m@26
|
464 }
|
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m@26
|
465 ],
|
|
m@26
|
466 "source": [
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m@26
|
467 "np.argmax(pb_df.get_values(), axis=1)"
|
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m@23
|
468 ]
|
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m@23
|
469 },
|
|
m@23
|
470 {
|
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m@23
|
471 "cell_type": "code",
|
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m@23
|
472 "execution_count": 8,
|
|
m@82
|
473 "metadata": {},
|
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m@23
|
474 "outputs": [
|
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m@23
|
475 {
|
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m@23
|
476 "data": {
|
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m@23
|
477 "text/html": [
|
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m@23
|
478 "<div>\n",
|
|
m@23
|
479 "<table border=\"1\" class=\"dataframe\">\n",
|
|
m@23
|
480 " <thead>\n",
|
|
m@23
|
481 " <tr style=\"text-align: right;\">\n",
|
|
m@23
|
482 " <th></th>\n",
|
|
m@23
|
483 " <th>AlbumTitle</th>\n",
|
|
m@23
|
484 " <th>Artist</th>\n",
|
|
m@23
|
485 " <th>Artist_Album</th>\n",
|
|
m@23
|
486 " <th>BuyLinkTrackDownload</th>\n",
|
|
m@23
|
487 " <th>CatalogNumber</th>\n",
|
|
m@23
|
488 " <th>CatalogNumber_Album</th>\n",
|
|
m@23
|
489 " <th>Collection</th>\n",
|
|
m@23
|
490 " <th>ContentType</th>\n",
|
|
m@23
|
491 " <th>ContentType_Album</th>\n",
|
|
m@23
|
492 " <th>Country</th>\n",
|
|
m@23
|
493 " <th>...</th>\n",
|
|
m@23
|
494 " <th>Language_iso3</th>\n",
|
|
m@23
|
495 " <th>Language_iso1</th>\n",
|
|
m@23
|
496 " <th>Region</th>\n",
|
|
m@23
|
497 " <th>Latitude</th>\n",
|
|
m@23
|
498 " <th>Longitude</th>\n",
|
|
m@23
|
499 " <th>Audio</th>\n",
|
|
m@23
|
500 " <th>Speech</th>\n",
|
|
m@23
|
501 " <th>Melspec</th>\n",
|
|
m@23
|
502 " <th>Chroma</th>\n",
|
|
m@23
|
503 " <th>Melodia</th>\n",
|
|
m@23
|
504 " </tr>\n",
|
|
m@23
|
505 " </thead>\n",
|
|
m@23
|
506 " <tbody>\n",
|
|
m@23
|
507 " <tr>\n",
|
|
m@23
|
508 " <th>29182</th>\n",
|
|
m@23
|
509 " <td>Music of Afghanistan</td>\n",
|
|
m@23
|
510 " <td>Afghan National Orchestra</td>\n",
|
|
m@23
|
511 " <td>Various Artists</td>\n",
|
|
m@23
|
512 " <td>26138</td>\n",
|
|
m@23
|
513 " <td>FW04361_201</td>\n",
|
|
m@23
|
514 " <td>FW04361</td>\n",
|
|
m@23
|
515 " <td>NaN</td>\n",
|
|
m@23
|
516 " <td>Track</td>\n",
|
|
m@23
|
517 " <td>Album</td>\n",
|
|
m@23
|
518 " <td>Afghanistan</td>\n",
|
|
m@23
|
519 " <td>...</td>\n",
|
|
m@23
|
520 " <td>NaN</td>\n",
|
|
m@23
|
521 " <td>NaN</td>\n",
|
|
m@23
|
522 " <td>South Asia</td>\n",
|
|
m@23
|
523 " <td>33.93911</td>\n",
|
|
m@23
|
524 " <td>67.709953</td>\n",
|
|
m@23
|
525 " <td>/import/c4dm-scratch/matthiasm/data/smithsonia...</td>\n",
|
|
m@23
|
526 " <td>/import/c4dm-02/people/mariap/SpeechMusic/2613...</td>\n",
|
|
m@23
|
527 " <td>/import/c4dm-02/people/mariap/MelSpec/26138_Sa...</td>\n",
|
|
m@23
|
528 " <td>/import/c4dm-04/mariap/FeatureCsvs/Smoothie-py...</td>\n",
|
|
m@23
|
529 " <td>/import/c4dm-02/people/mariap/Melodia/26138_Sa...</td>\n",
|
|
m@23
|
530 " </tr>\n",
|
|
m@23
|
531 " <tr>\n",
|
|
m@23
|
532 " <th>29183</th>\n",
|
|
m@23
|
533 " <td>Music of Afghanistan</td>\n",
|
|
m@23
|
534 " <td>Yaqub Kasimi</td>\n",
|
|
m@23
|
535 " <td>Various Artists</td>\n",
|
|
m@23
|
536 " <td>26142</td>\n",
|
|
m@23
|
537 " <td>FW04361_205</td>\n",
|
|
m@23
|
538 " <td>FW04361</td>\n",
|
|
m@23
|
539 " <td>NaN</td>\n",
|
|
m@23
|
540 " <td>Track</td>\n",
|
|
m@23
|
541 " <td>Album</td>\n",
|
|
m@23
|
542 " <td>Afghanistan</td>\n",
|
|
m@23
|
543 " <td>...</td>\n",
|
|
m@23
|
544 " <td>NaN</td>\n",
|
|
m@23
|
545 " <td>NaN</td>\n",
|
|
m@23
|
546 " <td>South Asia</td>\n",
|
|
m@23
|
547 " <td>33.93911</td>\n",
|
|
m@23
|
548 " <td>67.709953</td>\n",
|
|
m@23
|
549 " <td>/import/c4dm-scratch/matthiasm/data/smithsonia...</td>\n",
|
|
m@23
|
550 " <td>/import/c4dm-02/people/mariap/SpeechMusic/2614...</td>\n",
|
|
m@23
|
551 " <td>/import/c4dm-02/people/mariap/MelSpec/26142_Sa...</td>\n",
|
|
m@23
|
552 " <td>/import/c4dm-04/mariap/FeatureCsvs/Smoothie-py...</td>\n",
|
|
m@23
|
553 " <td>/import/c4dm-02/people/mariap/Melodia/26142_Sa...</td>\n",
|
|
m@23
|
554 " </tr>\n",
|
|
m@23
|
555 " <tr>\n",
|
|
m@23
|
556 " <th>29184</th>\n",
|
|
m@23
|
557 " <td>Ustad Mohammad Omar: Virtuoso from Afghanistan</td>\n",
|
|
m@23
|
558 " <td>Ustad Mohammad Omar|Zakir Hussain</td>\n",
|
|
m@23
|
559 " <td>Ustad Mohammad Omar</td>\n",
|
|
m@23
|
560 " <td>51931</td>\n",
|
|
m@23
|
561 " <td>SFW40439_102</td>\n",
|
|
m@23
|
562 " <td>SFW40439</td>\n",
|
|
m@23
|
563 " <td>NaN</td>\n",
|
|
m@23
|
564 " <td>Track</td>\n",
|
|
m@23
|
565 " <td>Album</td>\n",
|
|
m@23
|
566 " <td>Afghanistan</td>\n",
|
|
m@23
|
567 " <td>...</td>\n",
|
|
m@23
|
568 " <td>pbt</td>\n",
|
|
m@23
|
569 " <td>Indo-European</td>\n",
|
|
m@23
|
570 " <td>South Asia</td>\n",
|
|
m@23
|
571 " <td>33.93911</td>\n",
|
|
m@23
|
572 " <td>67.709953</td>\n",
|
|
m@23
|
573 " <td>/import/c4dm-scratch/matthiasm/data/smithsonia...</td>\n",
|
|
m@23
|
574 " <td>/import/c4dm-02/people/mariap/SpeechMusic/5193...</td>\n",
|
|
m@23
|
575 " <td>/import/c4dm-02/people/mariap/MelSpec/51931_Sa...</td>\n",
|
|
m@23
|
576 " <td>/import/c4dm-04/mariap/FeatureCsvs/Smoothie-py...</td>\n",
|
|
m@23
|
577 " <td>/import/c4dm-02/people/mariap/Melodia/51931_Sa...</td>\n",
|
|
m@23
|
578 " </tr>\n",
|
|
m@23
|
579 " <tr>\n",
|
|
m@23
|
580 " <th>29185</th>\n",
|
|
m@23
|
581 " <td>Music of Central Asia Vol. 3: Homayun Sakhi: T...</td>\n",
|
|
m@23
|
582 " <td>Homayun Sakhi</td>\n",
|
|
m@23
|
583 " <td>Homayun Sakhi</td>\n",
|
|
m@23
|
584 " <td>53229</td>\n",
|
|
m@23
|
585 " <td>SFW40522_101</td>\n",
|
|
m@23
|
586 " <td>SFW40522</td>\n",
|
|
m@23
|
587 " <td>NaN</td>\n",
|
|
m@23
|
588 " <td>Track</td>\n",
|
|
m@23
|
589 " <td>Album</td>\n",
|
|
m@23
|
590 " <td>Afghanistan</td>\n",
|
|
m@23
|
591 " <td>...</td>\n",
|
|
m@23
|
592 " <td>NaN</td>\n",
|
|
m@23
|
593 " <td>NaN</td>\n",
|
|
m@23
|
594 " <td>South Asia</td>\n",
|
|
m@23
|
595 " <td>33.93911</td>\n",
|
|
m@23
|
596 " <td>67.709953</td>\n",
|
|
m@23
|
597 " <td>/import/c4dm-scratch/matthiasm/data/smithsonia...</td>\n",
|
|
m@23
|
598 " <td>/import/c4dm-02/people/mariap/SpeechMusic/5322...</td>\n",
|
|
m@23
|
599 " <td>/import/c4dm-02/people/mariap/MelSpec/53229_Sa...</td>\n",
|
|
m@23
|
600 " <td>/import/c4dm-04/mariap/FeatureCsvs/Smoothie-py...</td>\n",
|
|
m@23
|
601 " <td>/import/c4dm-02/people/mariap/Melodia/53229_Sa...</td>\n",
|
|
m@23
|
602 " </tr>\n",
|
|
m@23
|
603 " <tr>\n",
|
|
m@23
|
604 " <th>29186</th>\n",
|
|
m@23
|
605 " <td>Music of Afghanistan</td>\n",
|
|
m@23
|
606 " <td>Rebab and Dhol Duet</td>\n",
|
|
m@23
|
607 " <td>Various Artists</td>\n",
|
|
m@23
|
608 " <td>26140</td>\n",
|
|
m@23
|
609 " <td>FW04361_203</td>\n",
|
|
m@23
|
610 " <td>FW04361</td>\n",
|
|
m@23
|
611 " <td>NaN</td>\n",
|
|
m@23
|
612 " <td>Track</td>\n",
|
|
m@23
|
613 " <td>Album</td>\n",
|
|
m@23
|
614 " <td>Afghanistan</td>\n",
|
|
m@23
|
615 " <td>...</td>\n",
|
|
m@23
|
616 " <td>NaN</td>\n",
|
|
m@23
|
617 " <td>NaN</td>\n",
|
|
m@23
|
618 " <td>South Asia</td>\n",
|
|
m@23
|
619 " <td>33.93911</td>\n",
|
|
m@23
|
620 " <td>67.709953</td>\n",
|
|
m@23
|
621 " <td>/import/c4dm-scratch/matthiasm/data/smithsonia...</td>\n",
|
|
m@23
|
622 " <td>/import/c4dm-02/people/mariap/SpeechMusic/2614...</td>\n",
|
|
m@23
|
623 " <td>/import/c4dm-02/people/mariap/MelSpec/26140_Sa...</td>\n",
|
|
m@23
|
624 " <td>/import/c4dm-04/mariap/FeatureCsvs/Smoothie-py...</td>\n",
|
|
m@23
|
625 " <td>/import/c4dm-02/people/mariap/Melodia/26140_Sa...</td>\n",
|
|
m@23
|
626 " </tr>\n",
|
|
m@23
|
627 " </tbody>\n",
|
|
m@23
|
628 "</table>\n",
|
|
m@23
|
629 "<p>5 rows × 108 columns</p>\n",
|
|
m@23
|
630 "</div>"
|
|
m@23
|
631 ],
|
|
m@23
|
632 "text/plain": [
|
|
m@23
|
633 " AlbumTitle \\\n",
|
|
m@23
|
634 "29182 Music of Afghanistan \n",
|
|
m@23
|
635 "29183 Music of Afghanistan \n",
|
|
m@23
|
636 "29184 Ustad Mohammad Omar: Virtuoso from Afghanistan \n",
|
|
m@23
|
637 "29185 Music of Central Asia Vol. 3: Homayun Sakhi: T... \n",
|
|
m@23
|
638 "29186 Music of Afghanistan \n",
|
|
m@23
|
639 "\n",
|
|
m@23
|
640 " Artist Artist_Album \\\n",
|
|
m@23
|
641 "29182 Afghan National Orchestra Various Artists \n",
|
|
m@23
|
642 "29183 Yaqub Kasimi Various Artists \n",
|
|
m@23
|
643 "29184 Ustad Mohammad Omar|Zakir Hussain Ustad Mohammad Omar \n",
|
|
m@23
|
644 "29185 Homayun Sakhi Homayun Sakhi \n",
|
|
m@23
|
645 "29186 Rebab and Dhol Duet Various Artists \n",
|
|
m@23
|
646 "\n",
|
|
m@23
|
647 " BuyLinkTrackDownload CatalogNumber CatalogNumber_Album Collection \\\n",
|
|
m@23
|
648 "29182 26138 FW04361_201 FW04361 NaN \n",
|
|
m@23
|
649 "29183 26142 FW04361_205 FW04361 NaN \n",
|
|
m@23
|
650 "29184 51931 SFW40439_102 SFW40439 NaN \n",
|
|
m@23
|
651 "29185 53229 SFW40522_101 SFW40522 NaN \n",
|
|
m@23
|
652 "29186 26140 FW04361_203 FW04361 NaN \n",
|
|
m@23
|
653 "\n",
|
|
m@23
|
654 " ContentType ContentType_Album Country \\\n",
|
|
m@23
|
655 "29182 Track Album Afghanistan \n",
|
|
m@23
|
656 "29183 Track Album Afghanistan \n",
|
|
m@23
|
657 "29184 Track Album Afghanistan \n",
|
|
m@23
|
658 "29185 Track Album Afghanistan \n",
|
|
m@23
|
659 "29186 Track Album Afghanistan \n",
|
|
m@23
|
660 "\n",
|
|
m@23
|
661 " ... Language_iso3 \\\n",
|
|
m@23
|
662 "29182 ... NaN \n",
|
|
m@23
|
663 "29183 ... NaN \n",
|
|
m@23
|
664 "29184 ... pbt \n",
|
|
m@23
|
665 "29185 ... NaN \n",
|
|
m@23
|
666 "29186 ... NaN \n",
|
|
m@23
|
667 "\n",
|
|
m@23
|
668 " Language_iso1 Region Latitude Longitude \\\n",
|
|
m@23
|
669 "29182 NaN South Asia 33.93911 67.709953 \n",
|
|
m@23
|
670 "29183 NaN South Asia 33.93911 67.709953 \n",
|
|
m@23
|
671 "29184 Indo-European South Asia 33.93911 67.709953 \n",
|
|
m@23
|
672 "29185 NaN South Asia 33.93911 67.709953 \n",
|
|
m@23
|
673 "29186 NaN South Asia 33.93911 67.709953 \n",
|
|
m@23
|
674 "\n",
|
|
m@23
|
675 " Audio \\\n",
|
|
m@23
|
676 "29182 /import/c4dm-scratch/matthiasm/data/smithsonia... \n",
|
|
m@23
|
677 "29183 /import/c4dm-scratch/matthiasm/data/smithsonia... \n",
|
|
m@23
|
678 "29184 /import/c4dm-scratch/matthiasm/data/smithsonia... \n",
|
|
m@23
|
679 "29185 /import/c4dm-scratch/matthiasm/data/smithsonia... \n",
|
|
m@23
|
680 "29186 /import/c4dm-scratch/matthiasm/data/smithsonia... \n",
|
|
m@23
|
681 "\n",
|
|
m@23
|
682 " Speech \\\n",
|
|
m@23
|
683 "29182 /import/c4dm-02/people/mariap/SpeechMusic/2613... \n",
|
|
m@23
|
684 "29183 /import/c4dm-02/people/mariap/SpeechMusic/2614... \n",
|
|
m@23
|
685 "29184 /import/c4dm-02/people/mariap/SpeechMusic/5193... \n",
|
|
m@23
|
686 "29185 /import/c4dm-02/people/mariap/SpeechMusic/5322... \n",
|
|
m@23
|
687 "29186 /import/c4dm-02/people/mariap/SpeechMusic/2614... \n",
|
|
m@23
|
688 "\n",
|
|
m@23
|
689 " Melspec \\\n",
|
|
m@23
|
690 "29182 /import/c4dm-02/people/mariap/MelSpec/26138_Sa... \n",
|
|
m@23
|
691 "29183 /import/c4dm-02/people/mariap/MelSpec/26142_Sa... \n",
|
|
m@23
|
692 "29184 /import/c4dm-02/people/mariap/MelSpec/51931_Sa... \n",
|
|
m@23
|
693 "29185 /import/c4dm-02/people/mariap/MelSpec/53229_Sa... \n",
|
|
m@23
|
694 "29186 /import/c4dm-02/people/mariap/MelSpec/26140_Sa... \n",
|
|
m@23
|
695 "\n",
|
|
m@23
|
696 " Chroma \\\n",
|
|
m@23
|
697 "29182 /import/c4dm-04/mariap/FeatureCsvs/Smoothie-py... \n",
|
|
m@23
|
698 "29183 /import/c4dm-04/mariap/FeatureCsvs/Smoothie-py... \n",
|
|
m@23
|
699 "29184 /import/c4dm-04/mariap/FeatureCsvs/Smoothie-py... \n",
|
|
m@23
|
700 "29185 /import/c4dm-04/mariap/FeatureCsvs/Smoothie-py... \n",
|
|
m@23
|
701 "29186 /import/c4dm-04/mariap/FeatureCsvs/Smoothie-py... \n",
|
|
m@23
|
702 "\n",
|
|
m@23
|
703 " Melodia \n",
|
|
m@23
|
704 "29182 /import/c4dm-02/people/mariap/Melodia/26138_Sa... \n",
|
|
m@23
|
705 "29183 /import/c4dm-02/people/mariap/Melodia/26142_Sa... \n",
|
|
m@23
|
706 "29184 /import/c4dm-02/people/mariap/Melodia/51931_Sa... \n",
|
|
m@23
|
707 "29185 /import/c4dm-02/people/mariap/Melodia/53229_Sa... \n",
|
|
m@23
|
708 "29186 /import/c4dm-02/people/mariap/Melodia/26140_Sa... \n",
|
|
m@23
|
709 "\n",
|
|
m@23
|
710 "[5 rows x 108 columns]"
|
|
m@23
|
711 ]
|
|
m@23
|
712 },
|
|
m@23
|
713 "execution_count": 8,
|
|
m@23
|
714 "metadata": {},
|
|
m@23
|
715 "output_type": "execute_result"
|
|
m@23
|
716 }
|
|
m@23
|
717 ],
|
|
m@23
|
718 "source": [
|
|
m@23
|
719 "df.head()"
|
|
m@23
|
720 ]
|
|
m@23
|
721 },
|
|
m@23
|
722 {
|
|
m@26
|
723 "cell_type": "markdown",
|
|
m@26
|
724 "metadata": {},
|
|
m@26
|
725 "source": [
|
|
m@26
|
726 "## test on a few samples"
|
|
m@26
|
727 ]
|
|
m@26
|
728 },
|
|
m@26
|
729 {
|
|
m@26
|
730 "cell_type": "code",
|
|
m@26
|
731 "execution_count": 47,
|
|
m@82
|
732 "metadata": {},
|
|
m@26
|
733 "outputs": [
|
|
m@26
|
734 {
|
|
m@26
|
735 "name": "stdout",
|
|
m@26
|
736 "output_type": "stream",
|
|
m@26
|
737 "text": [
|
|
m@26
|
738 "file 0 of 6\n",
|
|
m@26
|
739 "loading speech/music segments...\n",
|
|
m@26
|
740 "extracting onset patterns and mfccs...\n",
|
|
m@26
|
741 "extracting chroma...\n",
|
|
m@26
|
742 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@26
|
743 "(45, 240)\n",
|
|
m@26
|
744 "60 44 44 44 45\n",
|
|
m@26
|
745 "file 1 of 6\n",
|
|
m@26
|
746 "loading speech/music segments...\n",
|
|
m@26
|
747 "extracting onset patterns and mfccs...\n",
|
|
m@26
|
748 "extracting chroma...\n",
|
|
m@26
|
749 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@26
|
750 "(45, 240)\n",
|
|
m@26
|
751 "60 44 44 44 45\n",
|
|
m@26
|
752 "file 2 of 6\n",
|
|
m@26
|
753 "loading speech/music segments...\n",
|
|
m@26
|
754 "extracting onset patterns and mfccs...\n",
|
|
m@26
|
755 "extracting chroma...\n",
|
|
m@26
|
756 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@26
|
757 "(45, 240)\n",
|
|
m@26
|
758 "60 44 44 44 45\n",
|
|
m@26
|
759 "file 3 of 6\n",
|
|
m@26
|
760 "loading speech/music segments...\n",
|
|
m@26
|
761 "extracting onset patterns and mfccs...\n",
|
|
m@26
|
762 "extracting chroma...\n",
|
|
m@26
|
763 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@26
|
764 "(45, 240)\n",
|
|
m@26
|
765 "60 44 44 44 45\n",
|
|
m@26
|
766 "file 4 of 6\n",
|
|
m@26
|
767 "loading speech/music segments...\n",
|
|
m@26
|
768 "extracting onset patterns and mfccs...\n",
|
|
m@26
|
769 "extracting chroma...\n",
|
|
m@26
|
770 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@26
|
771 "(45, 240)\n",
|
|
m@26
|
772 "60 44 44 44 45\n",
|
|
m@26
|
773 "file 5 of 6\n",
|
|
m@26
|
774 "loading speech/music segments...\n",
|
|
m@26
|
775 "extracting onset patterns and mfccs...\n",
|
|
m@26
|
776 "extracting chroma...\n",
|
|
m@26
|
777 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@26
|
778 "(45, 240)\n",
|
|
m@26
|
779 "60 44 44 44 45\n",
|
|
m@26
|
780 "6 6 6 6 6 6\n",
|
|
m@26
|
781 "(264, 400) (264, 240) (264, 80) (264, 120)\n",
|
|
m@26
|
782 "file 0 of 2\n",
|
|
m@26
|
783 "loading speech/music segments...\n",
|
|
m@26
|
784 "extracting onset patterns and mfccs...\n",
|
|
m@26
|
785 "extracting chroma...\n",
|
|
m@26
|
786 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@26
|
787 "(45, 240)\n",
|
|
m@26
|
788 "60 44 44 44 45\n",
|
|
m@26
|
789 "file 1 of 2\n",
|
|
m@26
|
790 "loading speech/music segments...\n",
|
|
m@26
|
791 "extracting onset patterns and mfccs...\n",
|
|
m@26
|
792 "extracting chroma...\n",
|
|
m@26
|
793 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@26
|
794 "(45, 240)\n",
|
|
m@26
|
795 "60 44 44 44 45\n",
|
|
m@26
|
796 "2 2 2 2 2 2\n",
|
|
m@26
|
797 "(88, 400) (88, 240) (88, 80) (88, 120)\n",
|
|
m@26
|
798 "file 0 of 2\n",
|
|
m@26
|
799 "loading speech/music segments...\n",
|
|
m@26
|
800 "extracting onset patterns and mfccs...\n",
|
|
m@26
|
801 "extracting chroma...\n",
|
|
m@26
|
802 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@26
|
803 "(45, 240)\n",
|
|
m@26
|
804 "60 44 44 44 45\n",
|
|
m@26
|
805 "file 1 of 2\n",
|
|
m@26
|
806 "loading speech/music segments...\n",
|
|
m@26
|
807 "extracting onset patterns and mfccs...\n",
|
|
m@26
|
808 "extracting chroma...\n",
|
|
m@26
|
809 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@26
|
810 "(45, 240)\n",
|
|
m@26
|
811 "60 44 44 44 45\n",
|
|
m@26
|
812 "2 2 2 2 2 2\n",
|
|
m@26
|
813 "(85, 400) (85, 240) (85, 80) (85, 120)\n"
|
|
m@26
|
814 ]
|
|
m@26
|
815 }
|
|
m@26
|
816 ],
|
|
m@26
|
817 "source": [
|
|
m@26
|
818 "train, val, test = load_dataset.features_for_train_test_sets(df.iloc[:10, :], write_output=False)"
|
|
m@26
|
819 ]
|
|
m@26
|
820 },
|
|
m@26
|
821 {
|
|
m@26
|
822 "cell_type": "markdown",
|
|
m@26
|
823 "metadata": {},
|
|
m@26
|
824 "source": [
|
|
m@26
|
825 "## now run for the whole dataset"
|
|
m@26
|
826 ]
|
|
m@26
|
827 },
|
|
m@26
|
828 {
|
|
m@23
|
829 "cell_type": "code",
|
|
m@27
|
830 "execution_count": 59,
|
|
m@82
|
831 "metadata": {},
|
|
m@21
|
832 "outputs": [
|
|
m@21
|
833 {
|
|
m@21
|
834 "name": "stdout",
|
|
m@21
|
835 "output_type": "stream",
|
|
m@21
|
836 "text": [
|
|
m@21
|
837 "iteration 0\n",
|
|
m@21
|
838 "file 0 of 5037\n",
|
|
m@21
|
839 "loading speech/music segments...\n",
|
|
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|
840 "extracting onset patterns and mfccs...\n",
|
|
m@21
|
841 "extracting chroma...\n",
|
|
m@26
|
842 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
m@26
|
843 "(60, 240)\n",
|
|
m@26
|
844 "60 44 44 44 60\n",
|
|
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|
845 "file 1 of 5037\n",
|
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|
846 "loading speech/music segments...\n",
|
|
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|
847 "extracting onset patterns and mfccs...\n",
|
|
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|
848 "extracting chroma...\n",
|
|
m@26
|
849 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
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|
850 "(60, 240)\n",
|
|
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|
851 "60 44 44 44 60\n",
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|
852 "file 2 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",
|
|
m@26
|
856 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
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|
857 "(60, 240)\n",
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|
858 "60 44 44 44 60\n",
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|
859 "file 3 of 5037\n",
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|
860 "loading speech/music segments...\n",
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|
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|
861 "extracting onset patterns and mfccs...\n",
|
|
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|
862 "extracting chroma...\n",
|
|
m@26
|
863 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@26
|
864 "(45, 240)\n",
|
|
m@26
|
865 "60 44 44 44 45\n",
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|
866 "file 4 of 5037\n",
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|
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|
867 "loading speech/music segments...\n",
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|
868 "extracting onset patterns and mfccs...\n",
|
|
m@21
|
869 "extracting chroma...\n",
|
|
m@26
|
870 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
m@26
|
871 "(60, 240)\n",
|
|
m@26
|
872 "60 44 44 44 60\n",
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|
873 "file 5 of 5037\n",
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|
874 "loading speech/music segments...\n",
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|
875 "extracting onset patterns and mfccs...\n",
|
|
m@21
|
876 "extracting chroma...\n",
|
|
m@26
|
877 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
878 "(45, 240)\n",
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|
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|
879 "60 44 44 44 45\n",
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|
880 "file 6 of 5037\n",
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|
881 "loading speech/music segments...\n",
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|
882 "extracting onset patterns and mfccs...\n",
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|
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|
883 "extracting chroma...\n",
|
|
m@26
|
884 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
885 "(45, 240)\n",
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|
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|
886 "60 44 44 44 45\n",
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887 "file 7 of 5037\n",
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|
888 "loading speech/music segments...\n",
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|
889 "extracting onset patterns and mfccs...\n",
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|
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|
890 "extracting chroma...\n",
|
|
m@26
|
891 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
892 "(45, 240)\n",
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|
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|
893 "60 44 44 44 45\n",
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894 "file 8 of 5037\n",
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895 "loading speech/music segments...\n",
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896 "extracting onset patterns and mfccs...\n",
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|
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|
897 "extracting chroma...\n",
|
|
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|
898 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@26
|
899 "(45, 240)\n",
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|
m@26
|
900 "60 44 44 44 45\n",
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|
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|
901 "file 9 of 5037\n",
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|
902 "loading speech/music segments...\n",
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|
903 "extracting onset patterns and mfccs...\n",
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|
m@21
|
904 "extracting chroma...\n",
|
|
m@26
|
905 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@26
|
906 "(45, 240)\n",
|
|
m@26
|
907 "60 44 44 44 45\n",
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|
908 "file 10 of 5037\n",
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|
909 "loading speech/music segments...\n",
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|
910 "extracting onset patterns and mfccs...\n",
|
|
m@21
|
911 "extracting chroma...\n",
|
|
m@26
|
912 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@26
|
913 "(45, 240)\n",
|
|
m@26
|
914 "60 44 44 44 45\n",
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|
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|
915 "file 11 of 5037\n",
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|
916 "loading speech/music segments...\n",
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|
917 "extracting onset patterns and mfccs...\n",
|
|
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|
918 "extracting chroma...\n",
|
|
m@26
|
919 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@26
|
920 "(45, 240)\n",
|
|
m@26
|
921 "60 44 44 44 45\n",
|
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|
922 "file 12 of 5037\n",
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|
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|
923 "loading speech/music segments...\n",
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|
924 "extracting onset patterns and mfccs...\n",
|
|
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|
925 "extracting chroma...\n",
|
|
m@26
|
926 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
m@26
|
927 "(60, 240)\n",
|
|
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|
928 "60 44 44 44 60\n",
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|
929 "file 13 of 5037\n",
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|
930 "loading speech/music segments...\n",
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|
931 "extracting onset patterns and mfccs...\n",
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|
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|
932 "extracting chroma...\n",
|
|
m@26
|
933 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@26
|
934 "(45, 240)\n",
|
|
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|
935 "60 44 44 44 45\n",
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|
936 "file 14 of 5037\n",
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937 "loading speech/music segments...\n",
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|
938 "extracting onset patterns and mfccs...\n",
|
|
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|
939 "extracting chroma...\n",
|
|
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|
940 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@26
|
941 "(45, 240)\n",
|
|
m@26
|
942 "60 44 44 44 45\n",
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|
943 "file 15 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-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@26
|
948 "(45, 240)\n",
|
|
m@26
|
949 "60 44 44 44 45\n",
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|
950 "file 16 of 5037\n",
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|
951 "loading speech/music segments...\n",
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|
952 "extracting onset patterns and mfccs...\n",
|
|
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|
953 "extracting chroma...\n",
|
|
m@26
|
954 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
955 "(45, 240)\n",
|
|
m@26
|
956 "60 44 44 44 45\n",
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|
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|
957 "file 17 of 5037\n",
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|
958 "loading speech/music segments...\n",
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|
959 "extracting onset patterns and mfccs...\n",
|
|
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|
960 "extracting chroma...\n",
|
|
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|
961 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
962 "(45, 240)\n",
|
|
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|
963 "60 44 44 44 45\n",
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|
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|
964 "file 18 of 5037\n",
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|
965 "loading speech/music segments...\n",
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|
966 "extracting onset patterns and mfccs...\n",
|
|
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|
967 "extracting chroma...\n",
|
|
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|
968 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
969 "(45, 240)\n",
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|
970 "60 44 44 44 45\n",
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|
971 "file 19 of 5037\n",
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|
972 "loading speech/music segments...\n",
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|
973 "extracting onset patterns and mfccs...\n",
|
|
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|
974 "extracting chroma...\n",
|
|
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|
975 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
976 "(45, 240)\n",
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|
977 "60 44 44 44 45\n",
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978 "file 20 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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|
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|
981 "extracting chroma...\n",
|
|
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|
982 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
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|
983 "(60, 240)\n",
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|
984 "60 44 44 44 60\n",
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985 "file 21 of 5037\n",
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986 "loading speech/music segments...\n",
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987 "extracting onset patterns and mfccs...\n",
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|
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|
988 "extracting chroma...\n",
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|
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|
989 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
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|
990 "(45, 240)\n",
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|
991 "60 44 44 44 45\n",
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992 "file 22 of 5037\n",
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993 "loading speech/music segments...\n",
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|
994 "extracting onset patterns and mfccs...\n",
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|
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|
995 "extracting chroma...\n",
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|
996 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
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|
997 "(45, 240)\n",
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|
998 "60 44 44 44 45\n",
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999 "file 23 of 5037\n",
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1000 "loading speech/music segments...\n",
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1001 "extracting onset patterns and mfccs...\n",
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|
1002 "extracting chroma...\n",
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|
1003 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
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1004 "(45, 240)\n",
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1005 "60 44 44 44 45\n",
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1006 "file 24 of 5037\n",
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1007 "loading speech/music segments...\n",
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1008 "extracting onset patterns and mfccs...\n",
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|
1009 "extracting chroma...\n",
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1010 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
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1011 "(45, 240)\n",
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1012 "60 44 44 44 45\n",
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1013 "file 25 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-04/mariap/FeatureCsvs/PB-melodia/\n",
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1018 "(45, 240)\n",
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|
1019 "60 44 44 44 45\n",
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1020 "file 26 of 5037\n",
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1021 "loading speech/music segments...\n",
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1022 "extracting onset patterns and mfccs...\n",
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|
1023 "extracting chroma...\n",
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|
1024 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
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1025 "(60, 240)\n",
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1026 "60 44 44 44 60\n",
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1027 "file 27 of 5037\n",
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1028 "loading speech/music segments...\n",
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1029 "extracting onset patterns and mfccs...\n",
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|
1030 "extracting chroma...\n",
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|
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|
1031 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
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1032 "(45, 240)\n",
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|
1033 "60 44 44 44 45\n",
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1034 "file 28 of 5037\n",
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1035 "loading speech/music segments...\n",
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1036 "extracting onset patterns and mfccs...\n",
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|
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|
1037 "extracting chroma...\n",
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1038 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
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1039 "(60, 240)\n",
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1040 "60 44 44 44 60\n",
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1041 "file 29 of 5037\n",
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1042 "loading speech/music segments...\n",
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1043 "extracting onset patterns and mfccs...\n",
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|
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|
1044 "extracting chroma...\n",
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1045 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
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1046 "(45, 240)\n",
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1047 "60 44 44 44 45\n",
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1048 "file 30 of 5037\n",
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1049 "loading speech/music segments...\n",
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1050 "extracting onset patterns and mfccs...\n",
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|
1051 "extracting chroma...\n",
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1052 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
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1053 "(60, 240)\n",
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1054 "60 44 44 44 60\n",
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1055 "file 31 of 5037\n",
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1056 "loading speech/music segments...\n",
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1057 "extracting onset patterns and mfccs...\n",
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1058 "extracting chroma...\n",
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1059 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
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1060 "(45, 240)\n",
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1061 "60 44 44 44 45\n",
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1062 "file 32 of 5037\n",
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1063 "loading speech/music segments...\n",
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1064 "extracting onset patterns and mfccs...\n",
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1065 "extracting chroma...\n",
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1066 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
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1067 "(45, 240)\n",
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1068 "60 44 44 44 45\n",
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1069 "file 33 of 5037\n",
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1070 "loading speech/music segments...\n",
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1071 "extracting onset patterns and mfccs...\n",
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1072 "extracting chroma...\n",
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1073 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
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1074 "(45, 240)\n",
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1075 "60 44 44 44 45\n",
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1076 "file 34 of 5037\n",
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1077 "loading speech/music segments...\n",
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1078 "extracting onset patterns and mfccs...\n",
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1079 "extracting chroma...\n",
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1080 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
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1081 "(45, 240)\n",
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1082 "60 44 44 44 45\n",
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1083 "file 35 of 5037\n",
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1084 "loading speech/music segments...\n",
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1085 "extracting onset patterns and mfccs...\n",
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1086 "extracting chroma...\n",
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1087 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
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1088 "(45, 240)\n",
|
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1089 "60 44 44 44 45\n",
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1090 "file 36 of 5037\n",
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1091 "loading speech/music segments...\n",
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|
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1092 "extracting onset patterns and mfccs...\n",
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|
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|
1093 "extracting chroma...\n",
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1094 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
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|
1095 "(45, 240)\n",
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1096 "60 44 44 44 45\n",
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1097 "file 37 of 5037\n",
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1098 "loading speech/music segments...\n",
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1099 "extracting onset patterns and mfccs...\n",
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|
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|
1100 "extracting chroma...\n",
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|
1101 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
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|
1102 "(60, 240)\n",
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|
1103 "60 44 44 44 60\n",
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1104 "file 38 of 5037\n",
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1105 "loading speech/music segments...\n",
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|
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1107 "extracting chroma...\n",
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1108 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
1109 "(45, 240)\n",
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|
1110 "60 44 44 44 45\n",
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1111 "file 39 of 5037\n",
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|
1113 "extracting onset patterns and mfccs...\n",
|
|
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|
1114 "extracting chroma...\n",
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|
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|
1115 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
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|
1116 "(60, 240)\n",
|
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|
1117 "60 44 44 44 60\n",
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|
1118 "file 40 of 5037\n",
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1119 "loading speech/music segments...\n",
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|
1120 "extracting onset patterns and mfccs...\n",
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|
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|
1121 "extracting chroma...\n",
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|
1122 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
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|
1123 "(60, 240)\n",
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|
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1125 "file 41 of 5037\n",
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|
1128 "extracting chroma...\n",
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|
1129 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
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|
1130 "(60, 240)\n",
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1131 "60 44 44 44 60\n",
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1132 "file 42 of 5037\n",
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1133 "loading speech/music segments...\n",
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1134 "extracting onset patterns and mfccs...\n",
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|
1135 "extracting chroma...\n",
|
|
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|
1136 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
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|
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|
1137 "(45, 240)\n",
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|
1138 "60 44 44 44 45\n",
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|
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1139 "file 43 of 5037\n",
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1140 "loading speech/music segments...\n",
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|
1141 "extracting onset patterns and mfccs...\n",
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|
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|
1142 "extracting chroma...\n",
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|
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|
1143 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
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|
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|
1144 "(15, 240)\n",
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|
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|
1145 "60 16 16 16 15\n",
|
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1146 "file 44 of 5037\n",
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1147 "loading speech/music segments...\n",
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1148 "extracting onset patterns and mfccs...\n",
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|
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|
1149 "extracting chroma...\n",
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|
1150 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
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|
1151 "(45, 240)\n",
|
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1152 "60 44 44 44 45\n",
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1153 "file 45 of 5037\n",
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1154 "loading speech/music segments...\n",
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1155 "extracting onset patterns and mfccs...\n",
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|
1156 "extracting chroma...\n",
|
|
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|
1157 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
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|
1158 "(45, 240)\n",
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|
1159 "60 44 44 44 45\n",
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1160 "file 46 of 5037\n",
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1161 "loading speech/music segments...\n",
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|
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|
1163 "extracting chroma...\n",
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1164 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
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|
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|
1165 "(60, 240)\n",
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1166 "60 44 44 44 60\n",
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1167 "file 47 of 5037\n",
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1168 "loading speech/music segments...\n",
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1169 "extracting onset patterns and mfccs...\n",
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|
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|
1170 "extracting chroma...\n",
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|
1171 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
1172 "(45, 240)\n",
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1173 "60 44 44 44 45\n",
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1174 "file 48 of 5037\n",
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1175 "loading speech/music segments...\n",
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1176 "extracting onset patterns and mfccs...\n",
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|
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|
1177 "extracting chroma...\n",
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|
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|
1178 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
1179 "(45, 240)\n",
|
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|
1180 "60 44 44 44 45\n",
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1181 "file 49 of 5037\n",
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1182 "loading speech/music segments...\n",
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|
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|
1183 "extracting onset patterns and mfccs...\n",
|
|
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|
1184 "extracting chroma...\n",
|
|
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|
1185 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
1186 "(45, 240)\n",
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|
1187 "60 44 44 44 45\n",
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|
1188 "file 50 of 5037\n",
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1189 "loading speech/music segments...\n",
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|
1190 "extracting onset patterns and mfccs...\n",
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|
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|
1191 "extracting chroma...\n",
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|
1192 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
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|
1193 "(60, 240)\n",
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|
1195 "file 51 of 5037\n",
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|
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|
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1198 "extracting chroma...\n",
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1199 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
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1200 "(60, 240)\n",
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|
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1206 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
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|
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|
1207 "(60, 240)\n",
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1212 "extracting chroma...\n",
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|
1213 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
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|
1214 "(60, 240)\n",
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|
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1219 "extracting chroma...\n",
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1220 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
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|
1221 "(60, 240)\n",
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1227 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
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1228 "(45, 240)\n",
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|
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1233 "extracting chroma...\n",
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1234 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
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1235 "(60, 240)\n",
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1240 "extracting chroma...\n",
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1241 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
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1242 "(60, 240)\n",
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1248 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
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1249 "(45, 240)\n",
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1255 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
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1256 "(60, 240)\n",
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1262 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
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1263 "(60, 240)\n",
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1270 "(45, 240)\n",
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1277 "(45, 240)\n",
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1283 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
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1284 "(45, 240)\n",
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1291 "(45, 240)\n",
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1298 "(45, 240)\n",
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1333 "(60, 240)\n",
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1340 "(45, 240)\n",
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1347 "(60, 240)\n",
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|
1353 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
1354 "(45, 240)\n",
|
|
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|
1355 "60 44 44 44 45\n",
|
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|
1356 "file 74 of 5037\n",
|
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|
1357 "loading speech/music segments...\n",
|
|
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|
1358 "extracting onset patterns and mfccs...\n",
|
|
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|
1359 "extracting chroma...\n",
|
|
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|
1360 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
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|
1361 "(36, 240)\n",
|
|
m@26
|
1362 "60 37 37 37 36\n",
|
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|
1363 "file 75 of 5037\n",
|
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|
1364 "loading speech/music segments...\n",
|
|
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|
1365 "extracting onset patterns and mfccs...\n",
|
|
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|
1366 "extracting chroma...\n",
|
|
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|
1367 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
1368 "(45, 240)\n",
|
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|
1369 "60 44 44 44 45\n",
|
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|
1370 "file 76 of 5037\n",
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|
1371 "loading speech/music segments...\n",
|
|
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|
1372 "extracting onset patterns and mfccs...\n",
|
|
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|
1373 "extracting chroma...\n",
|
|
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|
1374 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
1375 "(45, 240)\n",
|
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|
1376 "60 44 44 44 45\n",
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1377 "file 77 of 5037\n",
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1378 "loading speech/music segments...\n",
|
|
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|
1379 "extracting onset patterns and mfccs...\n",
|
|
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|
1380 "extracting chroma...\n",
|
|
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|
1381 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
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|
1382 "(60, 240)\n",
|
|
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|
1383 "60 44 44 44 60\n",
|
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|
1384 "file 78 of 5037\n",
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|
1385 "loading speech/music segments...\n",
|
|
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|
1386 "extracting onset patterns and mfccs...\n",
|
|
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|
1387 "extracting chroma...\n",
|
|
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|
1388 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
1389 "(45, 240)\n",
|
|
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|
1390 "60 44 44 44 45\n",
|
|
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|
1391 "file 79 of 5037\n",
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|
1392 "loading speech/music segments...\n",
|
|
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|
1393 "extracting onset patterns and mfccs...\n",
|
|
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|
1394 "extracting chroma...\n",
|
|
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|
1395 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
1396 "(45, 240)\n",
|
|
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|
1397 "60 44 44 44 45\n",
|
|
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|
1398 "file 80 of 5037\n",
|
|
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|
1399 "loading speech/music segments...\n",
|
|
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|
1400 "extracting onset patterns and mfccs...\n",
|
|
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|
1401 "extracting chroma...\n",
|
|
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|
1402 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
1403 "(45, 240)\n",
|
|
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|
1404 "60 44 44 44 45\n",
|
|
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|
1405 "file 81 of 5037\n",
|
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|
1406 "loading speech/music segments...\n",
|
|
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|
1407 "extracting onset patterns and mfccs...\n",
|
|
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|
1408 "extracting chroma...\n",
|
|
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|
1409 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
1410 "(45, 240)\n",
|
|
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|
1411 "60 44 44 44 45\n",
|
|
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|
1412 "file 82 of 5037\n",
|
|
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|
1413 "loading speech/music segments...\n",
|
|
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|
1414 "extracting onset patterns and mfccs...\n",
|
|
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|
1415 "extracting chroma...\n",
|
|
m@26
|
1416 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
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|
1417 "(60, 240)\n",
|
|
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|
1418 "60 44 44 44 60\n",
|
|
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|
1419 "file 83 of 5037\n",
|
|
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|
1420 "loading speech/music segments...\n",
|
|
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|
1421 "extracting onset patterns and mfccs...\n",
|
|
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|
1422 "extracting chroma...\n",
|
|
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|
1423 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
1424 "(45, 240)\n",
|
|
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|
1425 "60 44 44 44 45\n",
|
|
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|
1426 "file 84 of 5037\n",
|
|
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|
1427 "loading speech/music segments...\n",
|
|
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|
1428 "extracting onset patterns and mfccs...\n",
|
|
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|
1429 "extracting chroma...\n",
|
|
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|
1430 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
1431 "(45, 240)\n",
|
|
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|
1432 "60 44 44 44 45\n",
|
|
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|
1433 "file 85 of 5037\n",
|
|
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|
1434 "loading speech/music segments...\n",
|
|
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|
1435 "extracting onset patterns and mfccs...\n",
|
|
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|
1436 "extracting chroma...\n",
|
|
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|
1437 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
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|
1438 "(60, 240)\n",
|
|
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|
1439 "60 44 44 44 60\n",
|
|
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|
1440 "file 86 of 5037\n",
|
|
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|
1441 "loading speech/music segments...\n",
|
|
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|
1442 "extracting onset patterns and mfccs...\n",
|
|
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|
1443 "extracting chroma...\n",
|
|
m@26
|
1444 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
1445 "(45, 240)\n",
|
|
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|
1446 "60 44 44 44 45\n",
|
|
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|
1447 "file 87 of 5037\n",
|
|
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|
1448 "loading speech/music segments...\n",
|
|
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|
1449 "extracting onset patterns and mfccs...\n",
|
|
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|
1450 "extracting chroma...\n",
|
|
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|
1451 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
1452 "(45, 240)\n",
|
|
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|
1453 "60 44 44 44 45\n",
|
|
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|
1454 "file 88 of 5037\n",
|
|
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|
1455 "loading speech/music segments...\n",
|
|
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|
1456 "extracting onset patterns and mfccs...\n",
|
|
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|
1457 "extracting chroma...\n",
|
|
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|
1458 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
1459 "(45, 240)\n",
|
|
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|
1460 "60 44 44 44 45\n",
|
|
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|
1461 "file 89 of 5037\n",
|
|
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|
1462 "loading speech/music segments...\n",
|
|
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|
1463 "extracting onset patterns and mfccs...\n",
|
|
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|
1464 "extracting chroma...\n",
|
|
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|
1465 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
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|
1466 "(60, 240)\n",
|
|
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|
1467 "60 44 44 44 60\n",
|
|
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|
1468 "file 90 of 5037\n",
|
|
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|
1469 "loading speech/music segments...\n",
|
|
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|
1470 "extracting onset patterns and mfccs...\n",
|
|
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|
1471 "extracting chroma...\n",
|
|
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|
1472 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
1473 "(45, 240)\n",
|
|
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|
1474 "60 44 44 44 45\n",
|
|
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|
1475 "file 91 of 5037\n",
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|
1476 "loading speech/music segments...\n",
|
|
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|
1477 "extracting onset patterns and mfccs...\n",
|
|
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|
1478 "extracting chroma...\n",
|
|
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|
1479 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
1480 "(45, 240)\n",
|
|
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|
1481 "60 44 44 44 45\n",
|
|
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|
1482 "file 92 of 5037\n",
|
|
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|
1483 "loading speech/music segments...\n",
|
|
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|
1484 "extracting onset patterns and mfccs...\n",
|
|
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|
1485 "extracting chroma...\n",
|
|
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|
1486 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
1487 "(45, 240)\n",
|
|
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|
1488 "60 44 44 44 45\n",
|
|
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|
1489 "file 93 of 5037\n",
|
|
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|
1490 "loading speech/music segments...\n",
|
|
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|
1491 "extracting onset patterns and mfccs...\n",
|
|
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|
1492 "extracting chroma...\n",
|
|
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|
1493 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
1494 "(45, 240)\n",
|
|
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|
1495 "60 44 44 44 45\n",
|
|
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|
1496 "file 94 of 5037\n",
|
|
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|
1497 "loading speech/music segments...\n",
|
|
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|
1498 "extracting onset patterns and mfccs...\n",
|
|
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|
1499 "extracting chroma...\n",
|
|
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|
1500 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
1501 "(45, 240)\n",
|
|
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|
1502 "60 44 44 44 45\n",
|
|
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|
1503 "file 95 of 5037\n",
|
|
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|
1504 "loading speech/music segments...\n",
|
|
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|
1505 "extracting onset patterns and mfccs...\n",
|
|
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|
1506 "extracting chroma...\n",
|
|
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|
1507 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
1508 "(45, 240)\n",
|
|
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|
1509 "60 44 44 44 45\n",
|
|
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|
1510 "file 96 of 5037\n",
|
|
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|
1511 "loading speech/music segments...\n",
|
|
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|
1512 "extracting onset patterns and mfccs...\n",
|
|
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|
1513 "extracting chroma...\n",
|
|
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|
1514 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
1515 "(45, 240)\n",
|
|
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|
1516 "60 44 44 44 45\n",
|
|
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|
1517 "file 97 of 5037\n",
|
|
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|
1518 "loading speech/music segments...\n",
|
|
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|
1519 "extracting onset patterns and mfccs...\n",
|
|
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|
1520 "extracting chroma...\n",
|
|
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|
1521 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
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|
1522 "(60, 240)\n",
|
|
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|
1523 "60 44 44 44 60\n",
|
|
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|
1524 "file 98 of 5037\n",
|
|
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|
1525 "loading speech/music segments...\n",
|
|
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|
1526 "extracting onset patterns and mfccs...\n",
|
|
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|
1527 "extracting chroma...\n",
|
|
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|
1528 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
1529 "(45, 240)\n",
|
|
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|
1530 "60 44 44 44 45\n",
|
|
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|
1531 "file 99 of 5037\n",
|
|
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|
1532 "loading speech/music segments...\n",
|
|
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|
1533 "extracting onset patterns and mfccs...\n",
|
|
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|
1534 "extracting chroma...\n",
|
|
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|
1535 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
1536 "(45, 240)\n",
|
|
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|
1537 "60 44 44 44 45\n",
|
|
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|
1538 "file 100 of 5037\n",
|
|
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|
1539 "loading speech/music segments...\n",
|
|
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|
1540 "extracting onset patterns and mfccs...\n",
|
|
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|
1541 "extracting chroma...\n",
|
|
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|
1542 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
1543 "(45, 240)\n",
|
|
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|
1544 "60 44 44 44 45\n",
|
|
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|
1545 "file 101 of 5037\n",
|
|
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|
1546 "loading speech/music segments...\n",
|
|
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|
1547 "extracting onset patterns and mfccs...\n",
|
|
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|
1548 "extracting chroma...\n",
|
|
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|
1549 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
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|
1550 "(60, 240)\n",
|
|
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|
1551 "60 44 44 44 60\n",
|
|
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|
1552 "file 102 of 5037\n",
|
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|
1553 "loading speech/music segments...\n",
|
|
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|
1554 "extracting onset patterns and mfccs...\n",
|
|
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|
1555 "extracting chroma...\n",
|
|
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|
1556 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
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|
1557 "(60, 240)\n",
|
|
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|
1558 "60 44 44 44 60\n",
|
|
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|
1559 "file 103 of 5037\n",
|
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|
1560 "loading speech/music segments...\n",
|
|
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|
1561 "extracting onset patterns and mfccs...\n",
|
|
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|
1562 "extracting chroma...\n",
|
|
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|
1563 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
1564 "(45, 240)\n",
|
|
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|
1565 "60 44 44 44 45\n",
|
|
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|
1566 "file 104 of 5037\n",
|
|
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|
1567 "loading speech/music segments...\n",
|
|
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|
1568 "extracting onset patterns and mfccs...\n",
|
|
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|
1569 "extracting chroma...\n",
|
|
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|
1570 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
1571 "(45, 240)\n",
|
|
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|
1572 "60 44 44 44 45\n",
|
|
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|
1573 "file 105 of 5037\n",
|
|
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|
1574 "loading speech/music segments...\n",
|
|
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|
1575 "extracting onset patterns and mfccs...\n",
|
|
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|
1576 "extracting chroma...\n",
|
|
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|
1577 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
1578 "(45, 240)\n",
|
|
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|
1579 "60 44 44 44 45\n",
|
|
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|
1580 "file 106 of 5037\n",
|
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|
1581 "loading speech/music segments...\n",
|
|
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|
1582 "extracting onset patterns and mfccs...\n",
|
|
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|
1583 "extracting chroma...\n",
|
|
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|
1584 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
1585 "(45, 240)\n",
|
|
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|
1586 "60 44 44 44 45\n",
|
|
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|
1587 "file 107 of 5037\n",
|
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|
1588 "loading speech/music segments...\n",
|
|
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|
1589 "extracting onset patterns and mfccs...\n",
|
|
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|
1590 "extracting chroma...\n",
|
|
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|
1591 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
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|
1592 "(60, 240)\n",
|
|
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|
1593 "60 44 44 44 60\n",
|
|
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|
1594 "file 108 of 5037\n",
|
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|
1595 "loading speech/music segments...\n",
|
|
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|
1596 "extracting onset patterns and mfccs...\n",
|
|
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|
1597 "extracting chroma...\n",
|
|
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|
1598 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
1599 "(45, 240)\n",
|
|
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|
1600 "60 44 44 44 45\n",
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|
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|
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|
|
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|
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|
|
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|
1604 "extracting chroma...\n",
|
|
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|
1605 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
1606 "(45, 240)\n",
|
|
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|
1607 "60 44 44 44 45\n",
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|
1608 "file 110 of 5037\n",
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|
1609 "loading speech/music segments...\n",
|
|
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|
1610 "extracting onset patterns and mfccs...\n",
|
|
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|
1611 "extracting chroma...\n",
|
|
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|
1612 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
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|
1613 "(60, 240)\n",
|
|
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|
1614 "60 44 44 44 60\n",
|
|
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|
1615 "file 111 of 5037\n",
|
|
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|
1616 "loading speech/music segments...\n",
|
|
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|
1617 "extracting onset patterns and mfccs...\n",
|
|
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|
1618 "extracting chroma...\n",
|
|
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|
1619 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
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|
1620 "(60, 240)\n",
|
|
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|
1621 "60 44 44 44 60\n",
|
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|
1622 "file 112 of 5037\n",
|
|
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|
1623 "loading speech/music segments...\n",
|
|
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|
1624 "extracting onset patterns and mfccs...\n",
|
|
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|
1625 "extracting chroma...\n",
|
|
m@26
|
1626 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
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|
1627 "(60, 240)\n",
|
|
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|
1628 "60 44 44 44 60\n",
|
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|
1629 "file 113 of 5037\n",
|
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|
1630 "loading speech/music segments...\n",
|
|
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|
1631 "extracting onset patterns and mfccs...\n",
|
|
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|
1632 "extracting chroma...\n",
|
|
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|
1633 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
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|
1634 "(60, 240)\n",
|
|
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|
1635 "60 44 44 44 60\n",
|
|
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|
1636 "file 114 of 5037\n",
|
|
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|
1637 "loading speech/music segments...\n",
|
|
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|
1638 "extracting onset patterns and mfccs...\n",
|
|
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|
1639 "extracting chroma...\n",
|
|
m@26
|
1640 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
1641 "(45, 240)\n",
|
|
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|
1642 "60 44 44 44 45\n",
|
|
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|
1643 "file 115 of 5037\n",
|
|
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|
1644 "loading speech/music segments...\n",
|
|
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|
1645 "extracting onset patterns and mfccs...\n",
|
|
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|
1646 "extracting chroma...\n",
|
|
m@47
|
1647 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
1648 "(45, 240)\n",
|
|
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|
1649 "60 44 44 44 45\n",
|
|
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|
1650 "file 116 of 5037\n",
|
|
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|
1651 "loading speech/music segments...\n",
|
|
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|
1652 "extracting onset patterns and mfccs...\n",
|
|
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|
1653 "extracting chroma...\n",
|
|
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|
1654 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
1655 "(45, 240)\n",
|
|
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|
1656 "60 44 44 44 45\n",
|
|
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|
1657 "file 117 of 5037\n",
|
|
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|
1658 "loading speech/music segments...\n",
|
|
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|
1659 "extracting onset patterns and mfccs...\n",
|
|
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|
1660 "extracting chroma...\n",
|
|
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|
1661 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
1662 "(45, 240)\n",
|
|
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|
1663 "60 44 44 44 45\n",
|
|
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|
1664 "file 118 of 5037\n",
|
|
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|
1665 "loading speech/music segments...\n",
|
|
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|
1666 "extracting onset patterns and mfccs...\n",
|
|
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|
1667 "extracting chroma...\n",
|
|
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|
1668 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
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|
1669 "(60, 240)\n",
|
|
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|
1670 "60 44 44 44 60\n",
|
|
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|
1671 "file 119 of 5037\n",
|
|
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|
1672 "loading speech/music segments...\n",
|
|
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|
1673 "extracting onset patterns and mfccs...\n",
|
|
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|
1674 "extracting chroma...\n",
|
|
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|
1675 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
1676 "(45, 240)\n",
|
|
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|
1677 "60 44 44 44 45\n",
|
|
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|
1678 "file 120 of 5037\n",
|
|
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|
1679 "loading speech/music segments...\n",
|
|
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|
1680 "extracting onset patterns and mfccs...\n",
|
|
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|
1681 "extracting chroma...\n",
|
|
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|
1682 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
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|
1683 "(60, 240)\n",
|
|
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|
1684 "60 44 44 44 60\n",
|
|
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|
1685 "file 121 of 5037\n",
|
|
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|
1686 "loading speech/music segments...\n",
|
|
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|
1687 "extracting onset patterns and mfccs...\n",
|
|
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|
1688 "extracting chroma...\n",
|
|
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|
1689 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
1690 "(45, 240)\n",
|
|
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|
1691 "60 44 44 44 45\n",
|
|
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|
1692 "file 122 of 5037\n",
|
|
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|
1693 "loading speech/music segments...\n",
|
|
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|
1694 "extracting onset patterns and mfccs...\n",
|
|
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|
1695 "extracting chroma...\n",
|
|
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|
1696 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
1697 "(45, 240)\n",
|
|
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|
1698 "60 44 44 44 45\n",
|
|
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|
1699 "file 123 of 5037\n",
|
|
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|
1700 "loading speech/music segments...\n",
|
|
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|
1701 "extracting onset patterns and mfccs...\n",
|
|
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|
1702 "extracting chroma...\n",
|
|
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|
1703 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
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|
1704 "(60, 240)\n",
|
|
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|
1705 "60 44 44 44 60\n",
|
|
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|
1706 "file 124 of 5037\n",
|
|
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|
1707 "loading speech/music segments...\n",
|
|
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|
1708 "extracting onset patterns and mfccs...\n",
|
|
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|
1709 "extracting chroma...\n",
|
|
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|
1710 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
1711 "(45, 240)\n",
|
|
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|
1712 "60 44 44 44 45\n",
|
|
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|
1713 "file 125 of 5037\n",
|
|
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|
1714 "loading speech/music segments...\n",
|
|
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|
1715 "extracting onset patterns and mfccs...\n",
|
|
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|
1716 "extracting chroma...\n",
|
|
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|
1717 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
1718 "(45, 240)\n",
|
|
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|
1719 "60 44 44 44 45\n",
|
|
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|
1720 "file 126 of 5037\n",
|
|
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|
1721 "loading speech/music segments...\n",
|
|
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|
1722 "extracting onset patterns and mfccs...\n",
|
|
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|
1723 "extracting chroma...\n",
|
|
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|
1724 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
1725 "(45, 240)\n",
|
|
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|
1726 "60 44 44 44 45\n",
|
|
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|
1727 "file 127 of 5037\n",
|
|
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|
1728 "loading speech/music segments...\n",
|
|
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|
1729 "extracting onset patterns and mfccs...\n",
|
|
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|
1730 "extracting chroma...\n",
|
|
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|
1731 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
1732 "(45, 240)\n",
|
|
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|
1733 "60 44 44 44 45\n",
|
|
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|
1734 "file 128 of 5037\n",
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|
1735 "loading speech/music segments...\n",
|
|
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|
1736 "extracting onset patterns and mfccs...\n",
|
|
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|
1737 "extracting chroma...\n",
|
|
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|
1738 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
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|
1739 "(60, 240)\n",
|
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|
1740 "60 44 44 44 60\n",
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|
1741 "file 129 of 5037\n",
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|
1742 "loading speech/music segments...\n",
|
|
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|
1743 "extracting onset patterns and mfccs...\n",
|
|
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|
1744 "extracting chroma...\n",
|
|
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|
1745 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
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|
1746 "(60, 240)\n",
|
|
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|
1747 "60 44 44 44 60\n",
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|
1748 "file 130 of 5037\n",
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|
1749 "loading speech/music segments...\n",
|
|
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|
1750 "extracting onset patterns and mfccs...\n",
|
|
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|
1751 "extracting chroma...\n",
|
|
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|
1752 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
1753 "(45, 240)\n",
|
|
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|
1754 "60 44 44 44 45\n",
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1755 "file 131 of 5037\n",
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1756 "loading speech/music segments...\n",
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|
1757 "extracting onset patterns and mfccs...\n",
|
|
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|
1758 "extracting chroma...\n",
|
|
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|
1759 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
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|
1760 "(60, 240)\n",
|
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|
1761 "60 44 44 44 60\n",
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|
1762 "file 132 of 5037\n",
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1763 "loading speech/music segments...\n",
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|
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|
1764 "extracting onset patterns and mfccs...\n",
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|
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|
1765 "extracting chroma...\n",
|
|
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|
1766 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
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|
1767 "(60, 240)\n",
|
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|
1768 "60 44 44 44 60\n",
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|
1769 "file 133 of 5037\n",
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|
1770 "loading speech/music segments...\n",
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|
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1771 "extracting onset patterns and mfccs...\n",
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|
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|
1772 "extracting chroma...\n",
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|
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|
1773 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
1774 "(45, 240)\n",
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|
1775 "60 44 44 44 45\n",
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1776 "file 134 of 5037\n",
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1777 "loading speech/music segments...\n",
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|
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|
1779 "extracting chroma...\n",
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|
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|
1780 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
1781 "(45, 240)\n",
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|
1782 "60 44 44 44 45\n",
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1783 "file 135 of 5037\n",
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|
1786 "extracting chroma...\n",
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1787 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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1788 "(45, 240)\n",
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|
1789 "60 44 44 44 45\n",
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1790 "file 136 of 5037\n",
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1791 "loading speech/music segments...\n",
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|
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|
1793 "extracting chroma...\n",
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1794 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
1795 "(45, 240)\n",
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|
1796 "60 44 44 44 45\n",
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1797 "file 137 of 5037\n",
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1799 "extracting onset patterns and mfccs...\n",
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1800 "extracting chroma...\n",
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1801 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
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1802 "(60, 240)\n",
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|
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1808 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
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1809 "(45, 240)\n",
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1815 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
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1816 "(45, 240)\n",
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1821 "extracting chroma...\n",
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1822 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
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1823 "(60, 240)\n",
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1828 "extracting chroma...\n",
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1829 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
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1830 "(45, 240)\n",
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1836 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
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1843 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
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1844 "(60, 240)\n",
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1849 "extracting chroma...\n",
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1850 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
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1851 "(60, 240)\n",
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1856 "extracting chroma...\n",
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1857 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
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1858 "(45, 240)\n",
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1864 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
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1865 "(60, 240)\n",
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1870 "extracting chroma...\n",
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1871 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
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|
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|
1872 "(60, 240)\n",
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1878 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
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1879 "(60, 240)\n",
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|
1884 "extracting chroma...\n",
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1885 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
1886 "(45, 240)\n",
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1887 "60 44 44 44 45\n",
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1888 "file 150 of 5037\n",
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1889 "loading speech/music segments...\n",
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1890 "extracting onset patterns and mfccs...\n",
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1891 "extracting chroma...\n",
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1892 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
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1893 "(45, 240)\n",
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1894 "60 44 44 44 45\n",
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1895 "file 151 of 5037\n",
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1896 "loading speech/music segments...\n",
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1898 "extracting chroma...\n",
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1899 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
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1900 "(60, 240)\n",
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1905 "extracting chroma...\n",
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1906 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
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1907 "(45, 240)\n",
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1908 "60 44 44 44 45\n",
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1909 "file 153 of 5037\n",
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1911 "extracting onset patterns and mfccs...\n",
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1912 "extracting chroma...\n",
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1913 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
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1914 "(45, 240)\n",
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1916 "file 154 of 5037\n",
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1917 "loading speech/music segments...\n",
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1918 "extracting onset patterns and mfccs...\n",
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1919 "extracting chroma...\n",
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1920 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
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1921 "(45, 240)\n",
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1922 "60 44 44 44 45\n",
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1923 "file 155 of 5037\n",
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1924 "loading speech/music segments...\n",
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1925 "extracting onset patterns and mfccs...\n",
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1926 "extracting chroma...\n",
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1927 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
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1928 "(45, 240)\n",
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1929 "60 44 44 44 45\n",
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1930 "file 156 of 5037\n",
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1931 "loading speech/music segments...\n",
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1932 "extracting onset patterns and mfccs...\n",
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1933 "extracting chroma...\n",
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1934 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
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1935 "(45, 240)\n",
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1936 "60 44 44 44 45\n",
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1937 "file 157 of 5037\n",
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1938 "loading speech/music segments...\n",
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1939 "extracting onset patterns and mfccs...\n",
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1940 "extracting chroma...\n",
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1941 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
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1942 "(60, 240)\n",
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1943 "60 44 44 44 60\n",
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1944 "file 158 of 5037\n",
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1945 "loading speech/music segments...\n",
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1946 "extracting onset patterns and mfccs...\n",
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1947 "extracting chroma...\n",
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1948 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
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1949 "(60, 240)\n",
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1950 "60 44 44 44 60\n",
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1951 "file 159 of 5037\n",
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1952 "loading speech/music segments...\n",
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1953 "extracting onset patterns and mfccs...\n",
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1954 "extracting chroma...\n",
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1955 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
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1956 "(45, 240)\n",
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1957 "60 44 44 44 45\n",
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1958 "file 160 of 5037\n",
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1959 "loading speech/music segments...\n",
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1960 "extracting onset patterns and mfccs...\n",
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1961 "extracting chroma...\n",
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1962 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
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1963 "(45, 240)\n",
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1964 "60 44 44 44 45\n",
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1965 "file 161 of 5037\n",
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1966 "loading speech/music segments...\n",
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1967 "extracting onset patterns and mfccs...\n",
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1968 "extracting chroma...\n",
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1969 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
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1970 "(60, 240)\n",
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1971 "60 44 44 44 60\n",
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1972 "file 162 of 5037\n",
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1973 "loading speech/music segments...\n",
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1974 "extracting onset patterns and mfccs...\n",
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1975 "extracting chroma...\n",
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1976 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
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1977 "(45, 240)\n",
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1978 "60 44 44 44 45\n",
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1979 "file 163 of 5037\n",
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1980 "loading speech/music segments...\n",
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1981 "extracting onset patterns and mfccs...\n",
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|
1982 "extracting chroma...\n",
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1983 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
1984 "(45, 240)\n",
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1985 "60 44 44 44 45\n",
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1986 "file 164 of 5037\n",
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1987 "loading speech/music segments...\n",
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|
1988 "extracting onset patterns and mfccs...\n",
|
|
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|
1989 "extracting chroma...\n",
|
|
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|
1990 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
1991 "(45, 240)\n",
|
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|
1992 "60 44 44 44 45\n",
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1993 "file 165 of 5037\n",
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1994 "loading speech/music segments...\n",
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1995 "extracting onset patterns and mfccs...\n",
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|
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|
1996 "extracting chroma...\n",
|
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1997 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
1998 "(45, 240)\n",
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1999 "60 44 44 44 45\n",
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2000 "file 166 of 5037\n",
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2001 "loading speech/music segments...\n",
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2002 "extracting onset patterns and mfccs...\n",
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|
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|
2003 "extracting chroma...\n",
|
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|
2004 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
2005 "(45, 240)\n",
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2006 "60 44 44 44 45\n",
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2007 "file 167 of 5037\n",
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2008 "loading speech/music segments...\n",
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2009 "extracting onset patterns and mfccs...\n",
|
|
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|
2010 "extracting chroma...\n",
|
|
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|
2011 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
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|
2012 "(60, 240)\n",
|
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2013 "60 44 44 44 60\n",
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2014 "file 168 of 5037\n",
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2015 "loading speech/music segments...\n",
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|
2016 "extracting onset patterns and mfccs...\n",
|
|
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|
2017 "extracting chroma...\n",
|
|
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|
2018 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
2019 "(45, 240)\n",
|
|
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|
2020 "60 44 44 44 45\n",
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2021 "file 169 of 5037\n",
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2022 "loading speech/music segments...\n",
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|
2023 "extracting onset patterns and mfccs...\n",
|
|
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|
2024 "extracting chroma...\n",
|
|
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|
2025 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
2026 "(45, 240)\n",
|
|
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|
2027 "60 44 44 44 45\n",
|
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|
2028 "file 170 of 5037\n",
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|
2029 "loading speech/music segments...\n",
|
|
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|
2030 "extracting onset patterns and mfccs...\n",
|
|
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|
2031 "extracting chroma...\n",
|
|
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|
2032 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
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|
2033 "(60, 240)\n",
|
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|
2034 "60 44 44 44 60\n",
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2035 "file 171 of 5037\n",
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2036 "loading speech/music segments...\n",
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|
2037 "extracting onset patterns and mfccs...\n",
|
|
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|
2038 "extracting chroma...\n",
|
|
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|
2039 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
2040 "(45, 240)\n",
|
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|
2041 "60 44 44 44 45\n",
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2042 "file 172 of 5037\n",
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2043 "loading speech/music segments...\n",
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2044 "extracting onset patterns and mfccs...\n",
|
|
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|
2045 "extracting chroma...\n",
|
|
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|
2046 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
2047 "(45, 240)\n",
|
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|
2048 "60 44 44 44 45\n",
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2049 "file 173 of 5037\n",
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2050 "loading speech/music segments...\n",
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2051 "extracting onset patterns and mfccs...\n",
|
|
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|
2052 "extracting chroma...\n",
|
|
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|
2053 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
2054 "(45, 240)\n",
|
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|
2055 "60 44 44 44 45\n",
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2056 "file 174 of 5037\n",
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2057 "loading speech/music segments...\n",
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2058 "extracting onset patterns and mfccs...\n",
|
|
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|
2059 "extracting chroma...\n",
|
|
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|
2060 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
2061 "(45, 240)\n",
|
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|
2062 "60 44 44 44 45\n",
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2063 "file 175 of 5037\n",
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2064 "loading speech/music segments...\n",
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|
2065 "extracting onset patterns and mfccs...\n",
|
|
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|
2066 "extracting chroma...\n",
|
|
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|
2067 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
2068 "(45, 240)\n",
|
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2069 "60 44 44 44 45\n",
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2070 "file 176 of 5037\n",
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2071 "loading speech/music segments...\n",
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2072 "extracting onset patterns and mfccs...\n",
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|
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|
2073 "extracting chroma...\n",
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|
2074 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
2075 "(45, 240)\n",
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2076 "60 44 44 44 45\n",
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2077 "file 177 of 5037\n",
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2078 "loading speech/music segments...\n",
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2079 "extracting onset patterns and mfccs...\n",
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|
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|
2080 "extracting chroma...\n",
|
|
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|
2081 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
2082 "(45, 240)\n",
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2083 "60 44 44 44 45\n",
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2084 "file 178 of 5037\n",
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2085 "loading speech/music segments...\n",
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2086 "extracting onset patterns and mfccs...\n",
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|
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|
2087 "extracting chroma...\n",
|
|
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2088 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
2089 "(45, 240)\n",
|
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2090 "60 44 44 44 45\n",
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2091 "file 179 of 5037\n",
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2092 "loading speech/music segments...\n",
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2093 "extracting onset patterns and mfccs...\n",
|
|
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|
2094 "extracting chroma...\n",
|
|
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2095 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
2096 "(45, 240)\n",
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2097 "60 44 44 44 45\n",
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2098 "file 180 of 5037\n",
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2099 "loading speech/music segments...\n",
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2100 "extracting onset patterns and mfccs...\n",
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|
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|
2101 "extracting chroma...\n",
|
|
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2102 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
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|
2103 "(60, 240)\n",
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2104 "60 44 44 44 60\n",
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2105 "file 181 of 5037\n",
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2107 "extracting onset patterns and mfccs...\n",
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|
2108 "extracting chroma...\n",
|
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2109 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
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2110 "(45, 240)\n",
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2111 "60 44 44 44 45\n",
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2112 "file 182 of 5037\n",
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2113 "loading speech/music segments...\n",
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2114 "extracting onset patterns and mfccs...\n",
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|
2115 "extracting chroma...\n",
|
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2116 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
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2117 "(60, 240)\n",
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2118 "60 44 44 44 60\n",
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2119 "file 183 of 5037\n",
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2120 "loading speech/music segments...\n",
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2121 "extracting onset patterns and mfccs...\n",
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|
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|
2122 "extracting chroma...\n",
|
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2123 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
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2124 "(45, 240)\n",
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2125 "60 44 44 44 45\n",
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2126 "file 184 of 5037\n",
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2128 "extracting onset patterns and mfccs...\n",
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|
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|
2129 "extracting chroma...\n",
|
|
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2130 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
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2131 "(45, 240)\n",
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2132 "60 44 44 44 45\n",
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2134 "loading speech/music segments...\n",
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2135 "extracting onset patterns and mfccs...\n",
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|
2136 "extracting chroma...\n",
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2137 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
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2138 "(45, 240)\n",
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2139 "60 44 44 44 45\n",
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2142 "extracting onset patterns and mfccs...\n",
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|
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|
2143 "extracting chroma...\n",
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|
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2144 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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2145 "(45, 240)\n",
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2146 "60 44 44 44 45\n",
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2147 "file 187 of 5037\n",
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2148 "loading speech/music segments...\n",
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2149 "extracting onset patterns and mfccs...\n",
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|
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|
2150 "extracting chroma...\n",
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|
2151 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
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|
2152 "(60, 240)\n",
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|
2153 "60 44 44 44 60\n",
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2154 "file 188 of 5037\n",
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2155 "loading speech/music segments...\n",
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2156 "extracting onset patterns and mfccs...\n",
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|
2157 "extracting chroma...\n",
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|
2158 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
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2159 "(45, 240)\n",
|
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2160 "60 44 44 44 45\n",
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2161 "file 189 of 5037\n",
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2162 "loading speech/music segments...\n",
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|
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2163 "extracting onset patterns and mfccs...\n",
|
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|
2164 "extracting chroma...\n",
|
|
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2165 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
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|
2166 "(45, 240)\n",
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2167 "60 44 44 44 45\n",
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2168 "file 190 of 5037\n",
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2169 "loading speech/music segments...\n",
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|
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2170 "extracting onset patterns and mfccs...\n",
|
|
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|
2171 "extracting chroma...\n",
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|
2172 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
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|
2173 "(45, 240)\n",
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2174 "60 44 44 44 45\n",
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2175 "file 191 of 5037\n",
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2176 "loading speech/music segments...\n",
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2177 "extracting onset patterns and mfccs...\n",
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|
2178 "extracting chroma...\n",
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2179 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
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2180 "(45, 240)\n",
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2181 "60 44 44 44 45\n",
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2182 "file 192 of 5037\n",
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2183 "loading speech/music segments...\n",
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2184 "extracting onset patterns and mfccs...\n",
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|
2185 "extracting chroma...\n",
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|
2186 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
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|
2187 "(60, 240)\n",
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2188 "60 44 44 44 60\n",
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2189 "file 193 of 5037\n",
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2190 "loading speech/music segments...\n",
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2191 "extracting onset patterns and mfccs...\n",
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|
2192 "extracting chroma...\n",
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2193 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
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2194 "(60, 240)\n",
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2195 "60 44 44 44 60\n",
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2196 "file 194 of 5037\n",
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2197 "loading speech/music segments...\n",
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2198 "extracting onset patterns and mfccs...\n",
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2199 "extracting chroma...\n",
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2200 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
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2201 "(45, 240)\n",
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2202 "60 44 44 44 45\n",
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2203 "file 195 of 5037\n",
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2205 "extracting onset patterns and mfccs...\n",
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2206 "extracting chroma...\n",
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2207 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
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2208 "(45, 240)\n",
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2209 "60 44 44 44 45\n",
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2210 "file 196 of 5037\n",
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2213 "extracting chroma...\n",
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2214 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
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2215 "(45, 240)\n",
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2216 "60 44 44 44 45\n",
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2217 "file 197 of 5037\n",
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2219 "extracting onset patterns and mfccs...\n",
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2220 "extracting chroma...\n",
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2221 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
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2222 "(45, 240)\n",
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2223 "60 44 44 44 45\n",
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2224 "file 198 of 5037\n",
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2226 "extracting onset patterns and mfccs...\n",
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2227 "extracting chroma...\n",
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2228 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
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2229 "(45, 240)\n",
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2230 "60 44 44 44 45\n",
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2231 "file 199 of 5037\n",
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2233 "extracting onset patterns and mfccs...\n",
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2234 "extracting chroma...\n",
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2235 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
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2236 "(45, 240)\n",
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2237 "60 44 44 44 45\n",
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2238 "file 200 of 5037\n",
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2240 "extracting onset patterns and mfccs...\n",
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2241 "extracting chroma...\n",
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2242 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
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2243 "(45, 240)\n",
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2244 "60 44 44 44 45\n",
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2245 "file 201 of 5037\n",
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2247 "extracting onset patterns and mfccs...\n",
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2248 "extracting chroma...\n",
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2249 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
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2250 "(45, 240)\n",
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2251 "60 44 44 44 45\n",
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2252 "file 202 of 5037\n",
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2255 "extracting chroma...\n",
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2256 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
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2257 "(45, 240)\n",
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2258 "60 44 44 44 45\n",
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2259 "file 203 of 5037\n",
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2260 "loading speech/music segments...\n",
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2261 "extracting onset patterns and mfccs...\n",
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2262 "extracting chroma...\n",
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2263 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
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2264 "(45, 240)\n",
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2265 "60 44 44 44 45\n",
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2266 "file 204 of 5037\n",
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2269 "extracting chroma...\n",
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2270 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
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2271 "(45, 240)\n",
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2272 "60 44 44 44 45\n",
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2273 "file 205 of 5037\n",
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2276 "extracting chroma...\n",
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2277 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
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2278 "(45, 240)\n",
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2279 "60 44 44 44 45\n",
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2280 "file 206 of 5037\n",
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2283 "extracting chroma...\n",
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2284 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
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2285 "(45, 240)\n",
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2286 "60 44 44 44 45\n",
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2287 "file 207 of 5037\n",
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2290 "extracting chroma...\n",
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2291 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
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2292 "(45, 240)\n",
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2293 "60 44 44 44 45\n",
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2294 "file 208 of 5037\n",
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2297 "extracting chroma...\n",
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2298 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
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2299 "(60, 240)\n",
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2306 "(60, 240)\n",
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2311 "extracting chroma...\n",
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2312 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
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2313 "(45, 240)\n",
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2314 "60 44 44 44 45\n",
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2315 "file 211 of 5037\n",
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2318 "extracting chroma...\n",
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2319 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
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2320 "(45, 240)\n",
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2321 "60 44 44 44 45\n",
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2325 "extracting chroma...\n",
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2326 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
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2327 "(45, 240)\n",
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2328 "60 44 44 44 45\n",
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2329 "file 213 of 5037\n",
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2332 "extracting chroma...\n",
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2333 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
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2334 "(45, 240)\n",
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2335 "60 44 44 44 45\n",
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2339 "extracting chroma...\n",
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2340 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
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2341 "(45, 240)\n",
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2342 "60 44 44 44 45\n",
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2346 "extracting chroma...\n",
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2347 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
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2348 "(45, 240)\n",
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2353 "extracting chroma...\n",
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2354 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
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2355 "(45, 240)\n",
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2356 "60 44 44 44 45\n",
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2357 "file 217 of 5037\n",
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2360 "extracting chroma...\n",
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2361 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
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2362 "(45, 240)\n",
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2363 "60 44 44 44 45\n",
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2367 "extracting chroma...\n",
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2368 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
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2369 "(60, 240)\n",
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2375 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
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2376 "(45, 240)\n",
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2381 "extracting chroma...\n",
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2382 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
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2383 "(60, 240)\n",
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2389 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
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2390 "(45, 240)\n",
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2397 "extracting chroma...\n",
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2398 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
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2399 "(60, 240)\n",
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2412 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
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|
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2419 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
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2420 "(45, 240)\n",
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2421 "60 44 44 44 45\n",
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|
2426 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
m@26
|
2427 "(60, 240)\n",
|
|
m@26
|
2428 "60 44 44 44 60\n",
|
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|
2429 "file 228 of 5037\n",
|
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|
2430 "loading speech/music segments...\n",
|
|
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|
2431 "extracting onset patterns and mfccs...\n",
|
|
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|
2432 "extracting chroma...\n",
|
|
m@26
|
2433 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
2434 "(45, 240)\n",
|
|
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|
2435 "60 44 44 44 45\n",
|
|
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|
2436 "file 229 of 5037\n",
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|
2437 "loading speech/music segments...\n",
|
|
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|
2438 "extracting onset patterns and mfccs...\n",
|
|
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|
2439 "extracting chroma...\n",
|
|
m@26
|
2440 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@26
|
2441 "(45, 240)\n",
|
|
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|
2442 "60 44 44 44 45\n",
|
|
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|
2443 "file 230 of 5037\n",
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|
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|
2444 "loading speech/music segments...\n",
|
|
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|
2445 "extracting onset patterns and mfccs...\n",
|
|
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|
2446 "extracting chroma...\n",
|
|
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|
2447 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
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|
2448 "(60, 240)\n",
|
|
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|
2449 "60 44 44 44 60\n",
|
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2450 "file 231 of 5037\n",
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|
2451 "loading speech/music segments...\n",
|
|
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|
2452 "extracting onset patterns and mfccs...\n",
|
|
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|
2453 "extracting chroma...\n",
|
|
m@26
|
2454 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
2455 "(45, 240)\n",
|
|
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|
2456 "60 44 44 44 45\n",
|
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|
2457 "file 232 of 5037\n",
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|
2458 "loading speech/music segments...\n",
|
|
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|
2459 "extracting onset patterns and mfccs...\n",
|
|
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|
2460 "extracting chroma...\n",
|
|
m@26
|
2461 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@26
|
2462 "(45, 240)\n",
|
|
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|
2463 "60 44 44 44 45\n",
|
|
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|
2464 "file 233 of 5037\n",
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|
2465 "loading speech/music segments...\n",
|
|
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|
2466 "extracting onset patterns and mfccs...\n",
|
|
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|
2467 "extracting chroma...\n",
|
|
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|
2468 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
m@26
|
2469 "(60, 240)\n",
|
|
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|
2470 "60 44 44 44 60\n",
|
|
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|
2471 "file 234 of 5037\n",
|
|
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|
2472 "loading speech/music segments...\n",
|
|
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|
2473 "extracting onset patterns and mfccs...\n",
|
|
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|
2474 "extracting chroma...\n",
|
|
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|
2475 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
m@26
|
2476 "(60, 240)\n",
|
|
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|
2477 "60 44 44 44 60\n",
|
|
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|
2478 "file 235 of 5037\n",
|
|
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|
2479 "loading speech/music segments...\n",
|
|
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|
2480 "extracting onset patterns and mfccs...\n",
|
|
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|
2481 "extracting chroma...\n",
|
|
m@26
|
2482 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
m@26
|
2483 "(60, 240)\n",
|
|
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|
2484 "60 44 44 44 60\n",
|
|
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|
2485 "file 236 of 5037\n",
|
|
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|
2486 "loading speech/music segments...\n",
|
|
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|
2487 "extracting onset patterns and mfccs...\n",
|
|
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|
2488 "extracting chroma...\n",
|
|
m@26
|
2489 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@26
|
2490 "(45, 240)\n",
|
|
m@26
|
2491 "60 44 44 44 45\n",
|
|
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|
2492 "file 237 of 5037\n",
|
|
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|
2493 "loading speech/music segments...\n",
|
|
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|
2494 "extracting onset patterns and mfccs...\n",
|
|
m@26
|
2495 "extracting chroma...\n",
|
|
m@26
|
2496 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@26
|
2497 "(45, 240)\n",
|
|
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|
2498 "60 44 44 44 45\n",
|
|
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|
2499 "file 238 of 5037\n",
|
|
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|
2500 "loading speech/music segments...\n",
|
|
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|
2501 "extracting onset patterns and mfccs...\n",
|
|
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|
2502 "extracting chroma...\n",
|
|
m@26
|
2503 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
m@26
|
2504 "(60, 240)\n",
|
|
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|
2505 "60 44 44 44 60\n",
|
|
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|
2506 "file 239 of 5037\n",
|
|
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|
2507 "loading speech/music segments...\n",
|
|
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|
2508 "extracting onset patterns and mfccs...\n",
|
|
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|
2509 "extracting chroma...\n",
|
|
m@26
|
2510 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
m@26
|
2511 "(60, 240)\n",
|
|
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|
2512 "60 44 44 44 60\n",
|
|
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|
2513 "file 240 of 5037\n",
|
|
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|
2514 "loading speech/music segments...\n",
|
|
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|
2515 "extracting onset patterns and mfccs...\n",
|
|
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|
2516 "extracting chroma...\n",
|
|
m@26
|
2517 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
m@26
|
2518 "(60, 240)\n",
|
|
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|
2519 "60 44 44 44 60\n",
|
|
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|
2520 "file 241 of 5037\n",
|
|
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|
2521 "loading speech/music segments...\n",
|
|
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|
2522 "extracting onset patterns and mfccs...\n",
|
|
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|
2523 "extracting chroma...\n",
|
|
m@26
|
2524 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@26
|
2525 "(45, 240)\n",
|
|
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|
2526 "60 44 44 44 45\n",
|
|
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|
2527 "file 242 of 5037\n",
|
|
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|
2528 "loading speech/music segments...\n",
|
|
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|
2529 "extracting onset patterns and mfccs...\n",
|
|
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|
2530 "extracting chroma...\n",
|
|
m@26
|
2531 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@26
|
2532 "(45, 240)\n",
|
|
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|
2533 "60 44 44 44 45\n",
|
|
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|
2534 "file 243 of 5037\n",
|
|
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|
2535 "loading speech/music segments...\n",
|
|
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|
2536 "extracting onset patterns and mfccs...\n",
|
|
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|
2537 "extracting chroma...\n",
|
|
m@26
|
2538 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@26
|
2539 "(28, 240)\n",
|
|
m@26
|
2540 "60 28 28 28 28\n",
|
|
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|
2541 "file 244 of 5037\n",
|
|
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|
2542 "loading speech/music segments...\n",
|
|
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|
2543 "extracting onset patterns and mfccs...\n",
|
|
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|
2544 "extracting chroma...\n",
|
|
m@26
|
2545 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
2546 "(45, 240)\n",
|
|
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|
2547 "60 44 44 44 45\n",
|
|
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|
2548 "file 245 of 5037\n",
|
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|
2549 "loading speech/music segments...\n",
|
|
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|
2550 "extracting onset patterns and mfccs...\n",
|
|
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|
2551 "extracting chroma...\n",
|
|
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|
2552 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
2553 "(45, 240)\n",
|
|
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|
2554 "60 44 44 44 45\n",
|
|
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|
2555 "file 246 of 5037\n",
|
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|
2556 "loading speech/music segments...\n",
|
|
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|
2557 "extracting onset patterns and mfccs...\n",
|
|
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|
2558 "extracting chroma...\n",
|
|
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|
2559 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
2560 "(45, 240)\n",
|
|
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|
2561 "60 44 44 44 45\n",
|
|
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|
2562 "file 247 of 5037\n",
|
|
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|
2563 "loading speech/music segments...\n",
|
|
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|
2564 "extracting onset patterns and mfccs...\n",
|
|
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|
2565 "extracting chroma...\n",
|
|
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|
2566 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
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|
2567 "(20, 240)\n",
|
|
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|
2568 "60 20 20 20 20\n",
|
|
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|
2569 "file 248 of 5037\n",
|
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|
2570 "loading speech/music segments...\n",
|
|
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|
2571 "extracting onset patterns and mfccs...\n",
|
|
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|
2572 "extracting chroma...\n",
|
|
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|
2573 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
2574 "(45, 240)\n",
|
|
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|
2575 "60 44 44 44 45\n",
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|
2576 "file 249 of 5037\n",
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|
2577 "loading speech/music segments...\n",
|
|
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|
2578 "extracting onset patterns and mfccs...\n",
|
|
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|
2579 "extracting chroma...\n",
|
|
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|
2580 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
2581 "(45, 240)\n",
|
|
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|
2582 "60 44 44 44 45\n",
|
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|
2583 "file 250 of 5037\n",
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|
2584 "loading speech/music segments...\n",
|
|
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|
2585 "extracting onset patterns and mfccs...\n",
|
|
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|
2586 "extracting chroma...\n",
|
|
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|
2587 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
2588 "(45, 240)\n",
|
|
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|
2589 "60 44 44 44 45\n",
|
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|
2590 "file 251 of 5037\n",
|
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|
2591 "loading speech/music segments...\n",
|
|
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|
2592 "extracting onset patterns and mfccs...\n",
|
|
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|
2593 "extracting chroma...\n",
|
|
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|
2594 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
2595 "(45, 240)\n",
|
|
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|
2596 "60 44 44 44 45\n",
|
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|
2597 "file 252 of 5037\n",
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|
2598 "loading speech/music segments...\n",
|
|
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|
2599 "extracting onset patterns and mfccs...\n",
|
|
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|
2600 "extracting chroma...\n",
|
|
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|
2601 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
2602 "(45, 240)\n",
|
|
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|
2603 "60 44 44 44 45\n",
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2604 "file 253 of 5037\n",
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|
2605 "loading speech/music segments...\n",
|
|
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|
2606 "extracting onset patterns and mfccs...\n",
|
|
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|
2607 "extracting chroma...\n",
|
|
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|
2608 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
2609 "(45, 240)\n",
|
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|
2610 "60 44 44 44 45\n",
|
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2611 "file 254 of 5037\n",
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2612 "loading speech/music segments...\n",
|
|
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2613 "extracting onset patterns and mfccs...\n",
|
|
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|
2614 "extracting chroma...\n",
|
|
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|
2615 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
2616 "(45, 240)\n",
|
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|
2617 "60 44 44 44 45\n",
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2618 "file 255 of 5037\n",
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2619 "loading speech/music segments...\n",
|
|
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2620 "extracting onset patterns and mfccs...\n",
|
|
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|
2621 "extracting chroma...\n",
|
|
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|
2622 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
2623 "(45, 240)\n",
|
|
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|
2624 "60 44 44 44 45\n",
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2625 "file 256 of 5037\n",
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|
2626 "loading speech/music segments...\n",
|
|
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|
2627 "extracting onset patterns and mfccs...\n",
|
|
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|
2628 "extracting chroma...\n",
|
|
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|
2629 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
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|
2630 "(60, 240)\n",
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|
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|
2631 "60 44 44 44 60\n",
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2632 "file 257 of 5037\n",
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2633 "loading speech/music segments...\n",
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|
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|
2634 "extracting onset patterns and mfccs...\n",
|
|
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|
2635 "extracting chroma...\n",
|
|
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|
2636 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
2637 "(45, 240)\n",
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|
2638 "60 44 44 44 45\n",
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2639 "file 258 of 5037\n",
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2640 "loading speech/music segments...\n",
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|
2641 "extracting onset patterns and mfccs...\n",
|
|
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|
2642 "extracting chroma...\n",
|
|
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|
2643 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
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|
2644 "(60, 240)\n",
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|
2645 "60 44 44 44 60\n",
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2646 "file 259 of 5037\n",
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2647 "loading speech/music segments...\n",
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|
2648 "extracting onset patterns and mfccs...\n",
|
|
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|
2649 "extracting chroma...\n",
|
|
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|
2650 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
2651 "(45, 240)\n",
|
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|
2652 "60 44 44 44 45\n",
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2653 "file 260 of 5037\n",
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2654 "loading speech/music segments...\n",
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|
2655 "extracting onset patterns and mfccs...\n",
|
|
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|
2656 "extracting chroma...\n",
|
|
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|
2657 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
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|
2658 "(60, 240)\n",
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|
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|
2659 "60 44 44 44 60\n",
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|
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2660 "file 261 of 5037\n",
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|
2661 "loading speech/music segments...\n",
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|
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|
2662 "extracting onset patterns and mfccs...\n",
|
|
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|
2663 "extracting chroma...\n",
|
|
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|
2664 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
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|
2665 "(60, 240)\n",
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|
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|
2666 "60 44 44 44 60\n",
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2667 "file 262 of 5037\n",
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|
2668 "loading speech/music segments...\n",
|
|
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|
2669 "extracting onset patterns and mfccs...\n",
|
|
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|
2670 "extracting chroma...\n",
|
|
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|
2671 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
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|
2672 "(60, 240)\n",
|
|
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|
2673 "60 44 44 44 60\n",
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2674 "file 263 of 5037\n",
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|
2675 "loading speech/music segments...\n",
|
|
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|
2676 "extracting onset patterns and mfccs...\n",
|
|
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|
2677 "extracting chroma...\n",
|
|
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|
2678 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
2679 "(45, 240)\n",
|
|
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|
2680 "60 44 44 44 45\n",
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2681 "file 264 of 5037\n",
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|
2682 "loading speech/music segments...\n",
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|
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|
2683 "extracting onset patterns and mfccs...\n",
|
|
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|
2684 "extracting chroma...\n",
|
|
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|
2685 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
2686 "(45, 240)\n",
|
|
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|
2687 "60 44 44 44 45\n",
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|
2688 "file 265 of 5037\n",
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|
2689 "loading speech/music segments...\n",
|
|
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|
2690 "extracting onset patterns and mfccs...\n",
|
|
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|
2691 "extracting chroma...\n",
|
|
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|
2692 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
2693 "(45, 240)\n",
|
|
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|
2694 "60 44 44 44 45\n",
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2695 "file 266 of 5037\n",
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2696 "loading speech/music segments...\n",
|
|
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|
2697 "extracting onset patterns and mfccs...\n",
|
|
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|
2698 "extracting chroma...\n",
|
|
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|
2699 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
2700 "(45, 240)\n",
|
|
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|
2701 "60 44 44 44 45\n",
|
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2702 "file 267 of 5037\n",
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2703 "loading speech/music segments...\n",
|
|
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|
2704 "extracting onset patterns and mfccs...\n",
|
|
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|
2705 "extracting chroma...\n",
|
|
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|
2706 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
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|
2707 "(60, 240)\n",
|
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|
2708 "60 44 44 44 60\n",
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2709 "file 268 of 5037\n",
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|
2710 "loading speech/music segments...\n",
|
|
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|
2711 "extracting onset patterns and mfccs...\n",
|
|
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|
2712 "extracting chroma...\n",
|
|
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|
2713 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
2714 "(45, 240)\n",
|
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|
2715 "60 44 44 44 45\n",
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2716 "file 269 of 5037\n",
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|
2717 "loading speech/music segments...\n",
|
|
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|
2718 "extracting onset patterns and mfccs...\n",
|
|
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|
2719 "extracting chroma...\n",
|
|
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|
2720 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
2721 "(45, 240)\n",
|
|
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|
2722 "60 44 44 44 45\n",
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2723 "file 270 of 5037\n",
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|
2724 "loading speech/music segments...\n",
|
|
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|
2725 "extracting onset patterns and mfccs...\n",
|
|
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|
2726 "extracting chroma...\n",
|
|
m@47
|
2727 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
2728 "(45, 240)\n",
|
|
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|
2729 "60 44 44 44 45\n",
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2730 "file 271 of 5037\n",
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|
2731 "loading speech/music segments...\n",
|
|
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|
2732 "extracting onset patterns and mfccs...\n",
|
|
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|
2733 "extracting chroma...\n",
|
|
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|
2734 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
2735 "(45, 240)\n",
|
|
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|
2736 "60 44 44 44 45\n",
|
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|
2737 "file 272 of 5037\n",
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|
2738 "loading speech/music segments...\n",
|
|
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|
2739 "extracting onset patterns and mfccs...\n",
|
|
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|
2740 "extracting chroma...\n",
|
|
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|
2741 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
2742 "(45, 240)\n",
|
|
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|
2743 "60 44 44 44 45\n",
|
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|
2744 "file 273 of 5037\n",
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|
2745 "loading speech/music segments...\n",
|
|
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|
2746 "extracting onset patterns and mfccs...\n",
|
|
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|
2747 "extracting chroma...\n",
|
|
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|
2748 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
2749 "(45, 240)\n",
|
|
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|
2750 "60 44 44 44 45\n",
|
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|
2751 "file 274 of 5037\n",
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|
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|
2752 "loading speech/music segments...\n",
|
|
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|
2753 "extracting onset patterns and mfccs...\n",
|
|
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|
2754 "extracting chroma...\n",
|
|
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|
2755 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
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|
2756 "(60, 240)\n",
|
|
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|
2757 "60 44 44 44 60\n",
|
|
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|
2758 "file 275 of 5037\n",
|
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|
2759 "loading speech/music segments...\n",
|
|
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|
2760 "extracting onset patterns and mfccs...\n",
|
|
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|
2761 "extracting chroma...\n",
|
|
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|
2762 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
2763 "(45, 240)\n",
|
|
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|
2764 "60 44 44 44 45\n",
|
|
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|
2765 "file 276 of 5037\n",
|
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|
2766 "loading speech/music segments...\n",
|
|
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|
2767 "extracting onset patterns and mfccs...\n",
|
|
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|
2768 "extracting chroma...\n",
|
|
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|
2769 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
2770 "(45, 240)\n",
|
|
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|
2771 "60 44 44 44 45\n",
|
|
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|
2772 "file 277 of 5037\n",
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|
2773 "loading speech/music segments...\n",
|
|
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|
2774 "extracting onset patterns and mfccs...\n",
|
|
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|
2775 "extracting chroma...\n",
|
|
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|
2776 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
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|
2777 "(60, 240)\n",
|
|
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|
2778 "60 44 44 44 60\n",
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|
2779 "file 278 of 5037\n",
|
|
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|
2780 "loading speech/music segments...\n",
|
|
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|
2781 "extracting onset patterns and mfccs...\n",
|
|
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|
2782 "extracting chroma...\n",
|
|
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|
2783 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
2784 "(45, 240)\n",
|
|
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|
2785 "60 44 44 44 45\n",
|
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|
2786 "file 279 of 5037\n",
|
|
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|
2787 "loading speech/music segments...\n",
|
|
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|
2788 "extracting onset patterns and mfccs...\n",
|
|
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|
2789 "extracting chroma...\n",
|
|
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|
2790 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@26
|
2791 "(45, 240)\n",
|
|
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|
2792 "60 44 44 44 45\n",
|
|
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|
2793 "file 280 of 5037\n",
|
|
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|
2794 "loading speech/music segments...\n",
|
|
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|
2795 "extracting onset patterns and mfccs...\n",
|
|
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|
2796 "extracting chroma...\n",
|
|
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|
2797 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
2798 "(45, 240)\n",
|
|
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|
2799 "60 44 44 44 45\n",
|
|
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|
2800 "file 281 of 5037\n",
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|
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|
2801 "loading speech/music segments...\n",
|
|
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|
2802 "extracting onset patterns and mfccs...\n",
|
|
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|
2803 "extracting chroma...\n",
|
|
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|
2804 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
2805 "(45, 240)\n",
|
|
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|
2806 "60 44 44 44 45\n",
|
|
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|
2807 "file 282 of 5037\n",
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|
2808 "loading speech/music segments...\n",
|
|
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|
2809 "extracting onset patterns and mfccs...\n",
|
|
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|
2810 "extracting chroma...\n",
|
|
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|
2811 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
2812 "(45, 240)\n",
|
|
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|
2813 "60 44 44 44 45\n",
|
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|
2814 "file 283 of 5037\n",
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|
2815 "loading speech/music segments...\n",
|
|
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|
2816 "extracting onset patterns and mfccs...\n",
|
|
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|
2817 "extracting chroma...\n",
|
|
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|
2818 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
2819 "(45, 240)\n",
|
|
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|
2820 "60 44 44 44 45\n",
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|
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|
2821 "file 284 of 5037\n",
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|
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|
2822 "loading speech/music segments...\n",
|
|
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|
2823 "extracting onset patterns and mfccs...\n",
|
|
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|
2824 "extracting chroma...\n",
|
|
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|
2825 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
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|
2826 "(60, 240)\n",
|
|
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|
2827 "60 44 44 44 60\n",
|
|
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|
2828 "file 285 of 5037\n",
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|
2829 "loading speech/music segments...\n",
|
|
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|
2830 "extracting onset patterns and mfccs...\n",
|
|
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|
2831 "extracting chroma...\n",
|
|
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|
2832 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
2833 "(45, 240)\n",
|
|
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|
2834 "60 44 44 44 45\n",
|
|
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|
2835 "file 286 of 5037\n",
|
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|
2836 "loading speech/music segments...\n",
|
|
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|
2837 "extracting onset patterns and mfccs...\n",
|
|
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|
2838 "extracting chroma...\n",
|
|
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|
2839 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
2840 "(45, 240)\n",
|
|
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|
2841 "60 44 44 44 45\n",
|
|
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|
2842 "file 287 of 5037\n",
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|
2843 "loading speech/music segments...\n",
|
|
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|
2844 "extracting onset patterns and mfccs...\n",
|
|
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|
2845 "extracting chroma...\n",
|
|
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|
2846 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
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|
2847 "(60, 240)\n",
|
|
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|
2848 "60 44 44 44 60\n",
|
|
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|
2849 "file 288 of 5037\n",
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|
2850 "loading speech/music segments...\n",
|
|
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|
2851 "extracting onset patterns and mfccs...\n",
|
|
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|
2852 "extracting chroma...\n",
|
|
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|
2853 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
2854 "(45, 240)\n",
|
|
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|
2855 "60 44 44 44 45\n",
|
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|
2856 "file 289 of 5037\n",
|
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|
2857 "loading speech/music segments...\n",
|
|
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|
2858 "extracting onset patterns and mfccs...\n",
|
|
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|
2859 "extracting chroma...\n",
|
|
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|
2860 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
2861 "(45, 240)\n",
|
|
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|
2862 "60 44 44 44 45\n",
|
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|
2863 "file 290 of 5037\n",
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|
2864 "loading speech/music segments...\n",
|
|
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|
2865 "extracting onset patterns and mfccs...\n",
|
|
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|
2866 "extracting chroma...\n",
|
|
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|
2867 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
2868 "(45, 240)\n",
|
|
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|
2869 "60 44 44 44 45\n",
|
|
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|
2870 "file 291 of 5037\n",
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|
2871 "loading speech/music segments...\n",
|
|
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|
2872 "extracting onset patterns and mfccs...\n",
|
|
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|
2873 "extracting chroma...\n",
|
|
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|
2874 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
2875 "(45, 240)\n",
|
|
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|
2876 "60 44 44 44 45\n",
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|
2877 "file 292 of 5037\n",
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|
2878 "loading speech/music segments...\n",
|
|
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|
2879 "extracting onset patterns and mfccs...\n",
|
|
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|
2880 "extracting chroma...\n",
|
|
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|
2881 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
2882 "(45, 240)\n",
|
|
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|
2883 "60 44 44 44 45\n",
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2884 "file 293 of 5037\n",
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|
2885 "loading speech/music segments...\n",
|
|
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|
2886 "extracting onset patterns and mfccs...\n",
|
|
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|
2887 "extracting chroma...\n",
|
|
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|
2888 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
2889 "(45, 240)\n",
|
|
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|
2890 "60 44 44 44 45\n",
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|
2891 "file 294 of 5037\n",
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|
2892 "loading speech/music segments...\n",
|
|
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|
2893 "extracting onset patterns and mfccs...\n",
|
|
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|
2894 "extracting chroma...\n",
|
|
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|
2895 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
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|
2896 "(60, 240)\n",
|
|
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|
2897 "60 44 44 44 60\n",
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|
2898 "file 295 of 5037\n",
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2899 "loading speech/music segments...\n",
|
|
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|
2900 "extracting onset patterns and mfccs...\n",
|
|
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|
2901 "extracting chroma...\n",
|
|
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|
2902 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
2903 "(45, 240)\n",
|
|
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|
2904 "60 44 44 44 45\n",
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|
2905 "file 296 of 5037\n",
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|
2906 "loading speech/music segments...\n",
|
|
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|
2907 "extracting onset patterns and mfccs...\n",
|
|
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|
2908 "extracting chroma...\n",
|
|
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|
2909 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
2910 "(45, 240)\n",
|
|
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|
2911 "60 44 44 44 45\n",
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|
2912 "file 297 of 5037\n",
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|
2913 "loading speech/music segments...\n",
|
|
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|
2914 "extracting onset patterns and mfccs...\n",
|
|
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|
2915 "extracting chroma...\n",
|
|
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|
2916 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
2917 "(45, 240)\n",
|
|
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|
2918 "60 44 44 44 45\n",
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|
2919 "file 298 of 5037\n",
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|
2920 "loading speech/music segments...\n",
|
|
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|
2921 "extracting onset patterns and mfccs...\n",
|
|
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|
2922 "extracting chroma...\n",
|
|
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|
2923 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
2924 "(45, 240)\n",
|
|
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|
2925 "60 44 44 44 45\n",
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|
2926 "file 299 of 5037\n",
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|
2927 "loading speech/music segments...\n",
|
|
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|
2928 "extracting onset patterns and mfccs...\n",
|
|
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|
2929 "extracting chroma...\n",
|
|
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|
2930 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
2931 "(45, 240)\n",
|
|
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|
2932 "60 44 44 44 45\n",
|
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|
2933 "file 300 of 5037\n",
|
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|
2934 "loading speech/music segments...\n",
|
|
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|
2935 "extracting onset patterns and mfccs...\n",
|
|
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|
2936 "extracting chroma...\n",
|
|
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|
2937 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
2938 "(45, 240)\n",
|
|
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|
2939 "60 44 44 44 45\n",
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|
2940 "file 301 of 5037\n",
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|
2941 "loading speech/music segments...\n",
|
|
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|
2942 "extracting onset patterns and mfccs...\n",
|
|
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|
2943 "extracting chroma...\n",
|
|
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|
2944 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
2945 "(45, 240)\n",
|
|
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|
2946 "60 44 44 44 45\n",
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2947 "file 302 of 5037\n",
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|
2948 "loading speech/music segments...\n",
|
|
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|
2949 "extracting onset patterns and mfccs...\n",
|
|
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|
2950 "extracting chroma...\n",
|
|
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|
2951 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
2952 "(45, 240)\n",
|
|
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|
2953 "60 44 44 44 45\n",
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|
2954 "file 303 of 5037\n",
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|
2955 "loading speech/music segments...\n",
|
|
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|
2956 "extracting onset patterns and mfccs...\n",
|
|
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|
2957 "extracting chroma...\n",
|
|
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|
2958 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
2959 "(45, 240)\n",
|
|
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|
2960 "60 44 44 44 45\n",
|
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|
2961 "file 304 of 5037\n",
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|
2962 "loading speech/music segments...\n",
|
|
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|
2963 "extracting onset patterns and mfccs...\n",
|
|
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|
2964 "extracting chroma...\n",
|
|
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|
2965 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
2966 "(45, 240)\n",
|
|
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|
2967 "60 44 44 44 45\n",
|
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2968 "file 305 of 5037\n",
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2969 "loading speech/music segments...\n",
|
|
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|
2970 "extracting onset patterns and mfccs...\n",
|
|
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|
2971 "extracting chroma...\n",
|
|
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|
2972 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
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|
2973 "(60, 240)\n",
|
|
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|
2974 "60 44 44 44 60\n",
|
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2975 "file 306 of 5037\n",
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2976 "loading speech/music segments...\n",
|
|
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|
2977 "extracting onset patterns and mfccs...\n",
|
|
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|
2978 "extracting chroma...\n",
|
|
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|
2979 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@26
|
2980 "(45, 240)\n",
|
|
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|
2981 "60 44 44 44 45\n",
|
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|
2982 "file 307 of 5037\n",
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|
2983 "loading speech/music segments...\n",
|
|
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|
2984 "extracting onset patterns and mfccs...\n",
|
|
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|
2985 "extracting chroma...\n",
|
|
m@26
|
2986 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
2987 "(45, 240)\n",
|
|
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|
2988 "60 44 44 44 45\n",
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|
2989 "file 308 of 5037\n",
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|
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|
2990 "loading speech/music segments...\n",
|
|
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|
2991 "extracting onset patterns and mfccs...\n",
|
|
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|
2992 "extracting chroma...\n",
|
|
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|
2993 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
m@26
|
2994 "(60, 240)\n",
|
|
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|
2995 "60 44 44 44 60\n",
|
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|
2996 "file 309 of 5037\n",
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|
2997 "loading speech/music segments...\n",
|
|
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|
2998 "extracting onset patterns and mfccs...\n",
|
|
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|
2999 "extracting chroma...\n",
|
|
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|
3000 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
3001 "(45, 240)\n",
|
|
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|
3002 "60 44 44 44 45\n",
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|
3003 "file 310 of 5037\n",
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|
3004 "loading speech/music segments...\n",
|
|
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|
3005 "extracting onset patterns and mfccs...\n",
|
|
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|
3006 "extracting chroma...\n",
|
|
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|
3007 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
m@26
|
3008 "(60, 240)\n",
|
|
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|
3009 "60 44 44 44 60\n",
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|
3010 "file 311 of 5037\n",
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|
3011 "loading speech/music segments...\n",
|
|
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|
3012 "extracting onset patterns and mfccs...\n",
|
|
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|
3013 "extracting chroma...\n",
|
|
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|
3014 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
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|
3015 "(60, 240)\n",
|
|
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|
3016 "60 44 44 44 60\n",
|
|
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|
3017 "file 312 of 5037\n",
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|
3018 "loading speech/music segments...\n",
|
|
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|
3019 "extracting onset patterns and mfccs...\n",
|
|
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|
3020 "extracting chroma...\n",
|
|
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|
3021 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
3022 "(45, 240)\n",
|
|
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|
3023 "60 44 44 44 45\n",
|
|
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|
3024 "file 313 of 5037\n",
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|
3025 "loading speech/music segments...\n",
|
|
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|
3026 "extracting onset patterns and mfccs...\n",
|
|
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|
3027 "extracting chroma...\n",
|
|
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|
3028 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
3029 "(45, 240)\n",
|
|
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|
3030 "60 44 44 44 45\n",
|
|
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|
3031 "file 314 of 5037\n",
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|
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|
3032 "loading speech/music segments...\n",
|
|
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|
3033 "extracting onset patterns and mfccs...\n",
|
|
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|
3034 "extracting chroma...\n",
|
|
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|
3035 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
m@26
|
3036 "(60, 240)\n",
|
|
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|
3037 "60 44 44 44 60\n",
|
|
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|
3038 "file 315 of 5037\n",
|
|
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|
3039 "loading speech/music segments...\n",
|
|
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|
3040 "extracting onset patterns and mfccs...\n",
|
|
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|
3041 "extracting chroma...\n",
|
|
m@26
|
3042 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@26
|
3043 "(45, 240)\n",
|
|
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|
3044 "60 44 44 44 45\n",
|
|
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|
3045 "file 316 of 5037\n",
|
|
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|
3046 "loading speech/music segments...\n",
|
|
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|
3047 "extracting onset patterns and mfccs...\n",
|
|
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|
3048 "extracting chroma...\n",
|
|
m@26
|
3049 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
m@26
|
3050 "(60, 240)\n",
|
|
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|
3051 "60 44 44 44 60\n",
|
|
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|
3052 "file 317 of 5037\n",
|
|
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|
3053 "loading speech/music segments...\n",
|
|
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|
3054 "extracting onset patterns and mfccs...\n",
|
|
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|
3055 "extracting chroma...\n",
|
|
m@26
|
3056 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@26
|
3057 "(45, 240)\n",
|
|
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|
3058 "60 44 44 44 45\n",
|
|
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|
3059 "file 318 of 5037\n",
|
|
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|
3060 "loading speech/music segments...\n",
|
|
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|
3061 "extracting onset patterns and mfccs...\n",
|
|
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|
3062 "extracting chroma...\n",
|
|
m@26
|
3063 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@26
|
3064 "(45, 240)\n",
|
|
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|
3065 "60 44 44 44 45\n",
|
|
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|
3066 "file 319 of 5037\n",
|
|
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|
3067 "loading speech/music segments...\n",
|
|
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|
3068 "extracting onset patterns and mfccs...\n",
|
|
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|
3069 "extracting chroma...\n",
|
|
m@26
|
3070 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@26
|
3071 "(45, 240)\n",
|
|
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|
3072 "60 44 44 44 45\n",
|
|
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|
3073 "file 320 of 5037\n",
|
|
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|
3074 "loading speech/music segments...\n",
|
|
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|
3075 "extracting onset patterns and mfccs...\n",
|
|
m@26
|
3076 "extracting chroma...\n",
|
|
m@26
|
3077 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@26
|
3078 "(45, 240)\n",
|
|
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|
3079 "60 44 44 44 45\n",
|
|
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|
3080 "file 321 of 5037\n",
|
|
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|
3081 "loading speech/music segments...\n",
|
|
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|
3082 "extracting onset patterns and mfccs...\n",
|
|
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|
3083 "extracting chroma...\n",
|
|
m@26
|
3084 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
m@26
|
3085 "(60, 240)\n",
|
|
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|
3086 "60 44 44 44 60\n",
|
|
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|
3087 "file 322 of 5037\n",
|
|
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|
3088 "loading speech/music segments...\n",
|
|
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|
3089 "extracting onset patterns and mfccs...\n",
|
|
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|
3090 "extracting chroma...\n",
|
|
m@26
|
3091 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
m@26
|
3092 "(60, 240)\n",
|
|
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|
3093 "60 44 44 44 60\n",
|
|
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|
3094 "file 323 of 5037\n",
|
|
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|
3095 "loading speech/music segments...\n",
|
|
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|
3096 "extracting onset patterns and mfccs...\n",
|
|
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|
3097 "extracting chroma...\n",
|
|
m@26
|
3098 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
m@26
|
3099 "(60, 240)\n",
|
|
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|
3100 "60 44 44 44 60\n",
|
|
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|
3101 "file 324 of 5037\n",
|
|
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|
3102 "loading speech/music segments...\n",
|
|
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|
3103 "extracting onset patterns and mfccs...\n",
|
|
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|
3104 "extracting chroma...\n",
|
|
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|
3105 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
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|
3106 "(60, 240)\n",
|
|
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|
3107 "60 44 44 44 60\n",
|
|
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|
3108 "file 325 of 5037\n",
|
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|
3109 "loading speech/music segments...\n",
|
|
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|
3110 "extracting onset patterns and mfccs...\n",
|
|
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|
3111 "extracting chroma...\n",
|
|
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|
3112 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
3113 "(45, 240)\n",
|
|
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|
3114 "60 44 44 44 45\n",
|
|
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|
3115 "file 326 of 5037\n",
|
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|
3116 "loading speech/music segments...\n",
|
|
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|
3117 "extracting onset patterns and mfccs...\n",
|
|
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|
3118 "extracting chroma...\n",
|
|
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|
3119 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
3120 "(45, 240)\n",
|
|
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|
3121 "60 44 44 44 45\n",
|
|
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|
3122 "file 327 of 5037\n",
|
|
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|
3123 "loading speech/music segments...\n",
|
|
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|
3124 "extracting onset patterns and mfccs...\n",
|
|
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|
3125 "extracting chroma...\n",
|
|
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|
3126 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
3127 "(45, 240)\n",
|
|
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|
3128 "60 44 44 44 45\n",
|
|
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|
3129 "file 328 of 5037\n",
|
|
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|
3130 "loading speech/music segments...\n",
|
|
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|
3131 "extracting onset patterns and mfccs...\n",
|
|
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|
3132 "extracting chroma...\n",
|
|
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|
3133 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
3134 "(45, 240)\n",
|
|
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|
3135 "60 44 44 44 45\n",
|
|
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|
3136 "file 329 of 5037\n",
|
|
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|
3137 "loading speech/music segments...\n",
|
|
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|
3138 "extracting onset patterns and mfccs...\n",
|
|
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|
3139 "extracting chroma...\n",
|
|
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|
3140 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
3141 "(45, 240)\n",
|
|
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|
3142 "60 44 44 44 45\n",
|
|
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|
3143 "file 330 of 5037\n",
|
|
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|
3144 "loading speech/music segments...\n",
|
|
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|
3145 "extracting onset patterns and mfccs...\n",
|
|
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|
3146 "extracting chroma...\n",
|
|
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|
3147 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
3148 "(45, 240)\n",
|
|
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|
3149 "60 44 44 44 45\n",
|
|
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|
3150 "file 331 of 5037\n",
|
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|
3151 "loading speech/music segments...\n",
|
|
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|
3152 "extracting onset patterns and mfccs...\n",
|
|
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|
3153 "extracting chroma...\n",
|
|
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|
3154 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
3155 "(45, 240)\n",
|
|
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|
3156 "60 44 44 44 45\n",
|
|
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|
3157 "file 332 of 5037\n",
|
|
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|
3158 "loading speech/music segments...\n",
|
|
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|
3159 "extracting onset patterns and mfccs...\n",
|
|
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|
3160 "extracting chroma...\n",
|
|
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|
3161 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
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|
3162 "(60, 240)\n",
|
|
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|
3163 "60 44 44 44 60\n",
|
|
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|
3164 "file 333 of 5037\n",
|
|
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|
3165 "loading speech/music segments...\n",
|
|
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|
3166 "extracting onset patterns and mfccs...\n",
|
|
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|
3167 "extracting chroma...\n",
|
|
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|
3168 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
3169 "(45, 240)\n",
|
|
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|
3170 "60 44 44 44 45\n",
|
|
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|
3171 "file 334 of 5037\n",
|
|
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|
3172 "loading speech/music segments...\n",
|
|
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|
3173 "extracting onset patterns and mfccs...\n",
|
|
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|
3174 "extracting chroma...\n",
|
|
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|
3175 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
3176 "(45, 240)\n",
|
|
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|
3177 "60 44 44 44 45\n",
|
|
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|
3178 "file 335 of 5037\n",
|
|
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|
3179 "loading speech/music segments...\n",
|
|
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|
3180 "extracting onset patterns and mfccs...\n",
|
|
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|
3181 "extracting chroma...\n",
|
|
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|
3182 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
3183 "(45, 240)\n",
|
|
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|
3184 "60 44 44 44 45\n",
|
|
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|
3185 "file 336 of 5037\n",
|
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|
3186 "loading speech/music segments...\n",
|
|
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|
3187 "extracting onset patterns and mfccs...\n",
|
|
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|
3188 "extracting chroma...\n",
|
|
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|
3189 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
3190 "(45, 240)\n",
|
|
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|
3191 "60 44 44 44 45\n",
|
|
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|
3192 "file 337 of 5037\n",
|
|
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|
3193 "loading speech/music segments...\n",
|
|
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|
3194 "extracting onset patterns and mfccs...\n",
|
|
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|
3195 "extracting chroma...\n",
|
|
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|
3196 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
3197 "(45, 240)\n",
|
|
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|
3198 "60 44 44 44 45\n",
|
|
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|
3199 "file 338 of 5037\n",
|
|
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|
3200 "loading speech/music segments...\n",
|
|
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|
3201 "extracting onset patterns and mfccs...\n",
|
|
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|
3202 "extracting chroma...\n",
|
|
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|
3203 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
3204 "(45, 240)\n",
|
|
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|
3205 "60 44 44 44 45\n",
|
|
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|
3206 "file 339 of 5037\n",
|
|
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|
3207 "loading speech/music segments...\n",
|
|
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|
3208 "extracting onset patterns and mfccs...\n",
|
|
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|
3209 "extracting chroma...\n",
|
|
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|
3210 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
3211 "(45, 240)\n",
|
|
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|
3212 "60 44 44 44 45\n",
|
|
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|
3213 "file 340 of 5037\n",
|
|
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|
3214 "loading speech/music segments...\n",
|
|
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|
3215 "extracting onset patterns and mfccs...\n",
|
|
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|
3216 "extracting chroma...\n",
|
|
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|
3217 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
3218 "(45, 240)\n",
|
|
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|
3219 "60 44 44 44 45\n",
|
|
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|
3220 "file 341 of 5037\n",
|
|
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|
3221 "loading speech/music segments...\n",
|
|
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|
3222 "extracting onset patterns and mfccs...\n",
|
|
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|
3223 "extracting chroma...\n",
|
|
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|
3224 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@26
|
3225 "(45, 240)\n",
|
|
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|
3226 "60 44 44 44 45\n",
|
|
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|
3227 "file 342 of 5037\n",
|
|
m@26
|
3228 "loading speech/music segments...\n",
|
|
m@26
|
3229 "extracting onset patterns and mfccs...\n",
|
|
m@26
|
3230 "extracting chroma...\n",
|
|
m@26
|
3231 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@26
|
3232 "(45, 240)\n",
|
|
m@26
|
3233 "60 44 44 44 45\n",
|
|
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|
3234 "file 343 of 5037\n",
|
|
m@26
|
3235 "loading speech/music segments...\n",
|
|
m@26
|
3236 "extracting onset patterns and mfccs...\n",
|
|
m@26
|
3237 "extracting chroma...\n",
|
|
m@26
|
3238 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@26
|
3239 "(45, 240)\n",
|
|
m@26
|
3240 "60 44 44 44 45\n",
|
|
m@26
|
3241 "file 344 of 5037\n",
|
|
m@26
|
3242 "loading speech/music segments...\n",
|
|
m@26
|
3243 "extracting onset patterns and mfccs...\n",
|
|
m@26
|
3244 "extracting chroma...\n",
|
|
m@26
|
3245 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
m@26
|
3246 "(60, 240)\n",
|
|
m@26
|
3247 "60 44 44 44 60\n",
|
|
m@26
|
3248 "file 345 of 5037\n",
|
|
m@26
|
3249 "loading speech/music segments...\n",
|
|
m@26
|
3250 "extracting onset patterns and mfccs...\n",
|
|
m@26
|
3251 "extracting chroma...\n",
|
|
m@26
|
3252 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@26
|
3253 "(45, 240)\n",
|
|
m@26
|
3254 "60 44 44 44 45\n",
|
|
m@26
|
3255 "file 346 of 5037\n",
|
|
m@26
|
3256 "loading speech/music segments...\n",
|
|
m@26
|
3257 "extracting onset patterns and mfccs...\n",
|
|
m@26
|
3258 "extracting chroma...\n",
|
|
m@26
|
3259 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@26
|
3260 "(45, 240)\n",
|
|
m@26
|
3261 "60 44 44 44 45\n",
|
|
m@26
|
3262 "file 347 of 5037\n",
|
|
m@26
|
3263 "loading speech/music segments...\n",
|
|
m@26
|
3264 "extracting onset patterns and mfccs...\n",
|
|
m@26
|
3265 "extracting chroma...\n",
|
|
m@47
|
3266 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@26
|
3267 "(45, 240)\n",
|
|
m@26
|
3268 "60 44 44 44 45\n",
|
|
m@26
|
3269 "file 348 of 5037\n",
|
|
m@26
|
3270 "loading speech/music segments...\n",
|
|
m@26
|
3271 "extracting onset patterns and mfccs...\n",
|
|
m@26
|
3272 "extracting chroma...\n",
|
|
m@26
|
3273 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@26
|
3274 "(45, 240)\n",
|
|
m@26
|
3275 "60 44 44 44 45\n",
|
|
m@26
|
3276 "file 349 of 5037\n",
|
|
m@26
|
3277 "loading speech/music segments...\n",
|
|
m@26
|
3278 "extracting onset patterns and mfccs...\n",
|
|
m@26
|
3279 "extracting chroma...\n",
|
|
m@26
|
3280 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@26
|
3281 "(45, 240)\n",
|
|
m@26
|
3282 "60 44 44 44 45\n",
|
|
m@26
|
3283 "file 350 of 5037\n",
|
|
m@26
|
3284 "loading speech/music segments...\n",
|
|
m@26
|
3285 "extracting onset patterns and mfccs...\n",
|
|
m@26
|
3286 "extracting chroma...\n",
|
|
m@26
|
3287 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@26
|
3288 "(45, 240)\n",
|
|
m@26
|
3289 "60 44 44 44 45\n",
|
|
m@26
|
3290 "file 351 of 5037\n",
|
|
m@26
|
3291 "loading speech/music segments...\n",
|
|
m@26
|
3292 "extracting onset patterns and mfccs...\n",
|
|
m@26
|
3293 "extracting chroma...\n",
|
|
m@26
|
3294 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
m@26
|
3295 "(60, 240)\n",
|
|
m@26
|
3296 "60 44 44 44 60\n",
|
|
m@26
|
3297 "file 352 of 5037\n",
|
|
m@26
|
3298 "loading speech/music segments...\n",
|
|
m@26
|
3299 "extracting onset patterns and mfccs...\n",
|
|
m@26
|
3300 "extracting chroma...\n",
|
|
m@26
|
3301 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@26
|
3302 "(45, 240)\n",
|
|
m@26
|
3303 "60 44 44 44 45\n",
|
|
m@26
|
3304 "file 353 of 5037\n",
|
|
m@26
|
3305 "loading speech/music segments...\n",
|
|
m@26
|
3306 "extracting onset patterns and mfccs...\n",
|
|
m@26
|
3307 "extracting chroma...\n",
|
|
m@26
|
3308 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
m@26
|
3309 "(60, 240)\n",
|
|
m@26
|
3310 "60 44 44 44 60\n",
|
|
m@26
|
3311 "file 354 of 5037\n",
|
|
m@26
|
3312 "loading speech/music segments...\n",
|
|
m@26
|
3313 "extracting onset patterns and mfccs...\n",
|
|
m@26
|
3314 "extracting chroma...\n",
|
|
m@26
|
3315 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@26
|
3316 "(45, 240)\n",
|
|
m@26
|
3317 "60 44 44 44 45\n",
|
|
m@26
|
3318 "file 355 of 5037\n",
|
|
m@26
|
3319 "loading speech/music segments...\n",
|
|
m@26
|
3320 "extracting onset patterns and mfccs...\n",
|
|
m@26
|
3321 "extracting chroma...\n",
|
|
m@26
|
3322 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
m@26
|
3323 "(60, 240)\n",
|
|
m@26
|
3324 "60 44 44 44 60\n",
|
|
m@26
|
3325 "file 356 of 5037\n",
|
|
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|
3326 "loading speech/music segments...\n",
|
|
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|
3327 "extracting onset patterns and mfccs...\n",
|
|
m@26
|
3328 "extracting chroma...\n",
|
|
m@26
|
3329 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@26
|
3330 "(45, 240)\n",
|
|
m@26
|
3331 "60 44 44 44 45\n",
|
|
m@26
|
3332 "file 357 of 5037\n",
|
|
m@26
|
3333 "loading speech/music segments...\n",
|
|
m@26
|
3334 "extracting onset patterns and mfccs...\n",
|
|
m@26
|
3335 "extracting chroma...\n",
|
|
m@26
|
3336 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@26
|
3337 "(45, 240)\n",
|
|
m@26
|
3338 "60 44 44 44 45\n",
|
|
m@26
|
3339 "file 358 of 5037\n",
|
|
m@26
|
3340 "loading speech/music segments...\n",
|
|
m@26
|
3341 "extracting onset patterns and mfccs...\n",
|
|
m@26
|
3342 "extracting chroma...\n",
|
|
m@26
|
3343 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@26
|
3344 "(45, 240)\n",
|
|
m@26
|
3345 "60 44 44 44 45\n",
|
|
m@26
|
3346 "file 359 of 5037\n",
|
|
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|
3347 "loading speech/music segments...\n",
|
|
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|
3348 "extracting onset patterns and mfccs...\n",
|
|
m@26
|
3349 "extracting chroma...\n",
|
|
m@26
|
3350 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@26
|
3351 "(45, 240)\n",
|
|
m@26
|
3352 "60 44 44 44 45\n",
|
|
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|
3353 "file 360 of 5037\n",
|
|
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|
3354 "loading speech/music segments...\n",
|
|
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|
3355 "extracting onset patterns and mfccs...\n",
|
|
m@26
|
3356 "extracting chroma...\n",
|
|
m@26
|
3357 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@26
|
3358 "(45, 240)\n",
|
|
m@26
|
3359 "60 44 44 44 45\n",
|
|
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|
3360 "file 361 of 5037\n",
|
|
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|
3361 "loading speech/music segments...\n",
|
|
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|
3362 "extracting onset patterns and mfccs...\n",
|
|
m@26
|
3363 "extracting chroma...\n",
|
|
m@26
|
3364 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
m@26
|
3365 "(60, 240)\n",
|
|
m@26
|
3366 "60 44 44 44 60\n",
|
|
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|
3367 "file 362 of 5037\n",
|
|
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|
3368 "loading speech/music segments...\n",
|
|
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|
3369 "extracting onset patterns and mfccs...\n",
|
|
m@26
|
3370 "extracting chroma...\n",
|
|
m@26
|
3371 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@26
|
3372 "(45, 240)\n",
|
|
m@26
|
3373 "60 44 44 44 45\n",
|
|
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|
3374 "file 363 of 5037\n",
|
|
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|
3375 "loading speech/music segments...\n",
|
|
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|
3376 "extracting onset patterns and mfccs...\n",
|
|
m@26
|
3377 "extracting chroma...\n",
|
|
m@26
|
3378 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@26
|
3379 "(45, 240)\n",
|
|
m@26
|
3380 "60 44 44 44 45\n",
|
|
m@26
|
3381 "file 364 of 5037\n",
|
|
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|
3382 "loading speech/music segments...\n",
|
|
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|
3383 "extracting onset patterns and mfccs...\n",
|
|
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|
3384 "extracting chroma...\n",
|
|
m@26
|
3385 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@26
|
3386 "(45, 240)\n",
|
|
m@26
|
3387 "60 44 44 44 45\n",
|
|
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|
3388 "file 365 of 5037\n",
|
|
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|
3389 "loading speech/music segments...\n",
|
|
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|
3390 "extracting onset patterns and mfccs...\n",
|
|
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|
3391 "extracting chroma...\n",
|
|
m@26
|
3392 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
m@26
|
3393 "(60, 240)\n",
|
|
m@26
|
3394 "60 44 44 44 60\n",
|
|
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|
3395 "file 366 of 5037\n",
|
|
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|
3396 "loading speech/music segments...\n",
|
|
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|
3397 "extracting onset patterns and mfccs...\n",
|
|
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|
3398 "extracting chroma...\n",
|
|
m@26
|
3399 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
m@26
|
3400 "(60, 240)\n",
|
|
m@26
|
3401 "60 44 44 44 60\n",
|
|
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|
3402 "file 367 of 5037\n",
|
|
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|
3403 "loading speech/music segments...\n",
|
|
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|
3404 "extracting onset patterns and mfccs...\n",
|
|
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|
3405 "extracting chroma...\n",
|
|
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|
3406 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
3407 "(45, 240)\n",
|
|
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|
3408 "60 44 44 44 45\n",
|
|
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|
3409 "file 368 of 5037\n",
|
|
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|
3410 "loading speech/music segments...\n",
|
|
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|
3411 "extracting onset patterns and mfccs...\n",
|
|
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|
3412 "extracting chroma...\n",
|
|
m@26
|
3413 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@26
|
3414 "(45, 240)\n",
|
|
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|
3415 "60 44 44 44 45\n",
|
|
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|
3416 "file 369 of 5037\n",
|
|
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|
3417 "loading speech/music segments...\n",
|
|
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|
3418 "extracting onset patterns and mfccs...\n",
|
|
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|
3419 "extracting chroma...\n",
|
|
m@26
|
3420 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@26
|
3421 "(45, 240)\n",
|
|
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|
3422 "60 44 44 44 45\n",
|
|
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|
3423 "file 370 of 5037\n",
|
|
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|
3424 "loading speech/music segments...\n",
|
|
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|
3425 "extracting onset patterns and mfccs...\n",
|
|
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|
3426 "extracting chroma...\n",
|
|
m@26
|
3427 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
m@26
|
3428 "(60, 240)\n",
|
|
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|
3429 "60 44 44 44 60\n",
|
|
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|
3430 "file 371 of 5037\n",
|
|
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|
3431 "loading speech/music segments...\n",
|
|
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|
3432 "extracting onset patterns and mfccs...\n",
|
|
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|
3433 "extracting chroma...\n",
|
|
m@26
|
3434 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
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|
3435 "(60, 240)\n",
|
|
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|
3436 "60 44 44 44 60\n",
|
|
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|
3437 "file 372 of 5037\n",
|
|
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|
3438 "loading speech/music segments...\n",
|
|
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|
3439 "extracting onset patterns and mfccs...\n",
|
|
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|
3440 "extracting chroma...\n",
|
|
m@26
|
3441 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
3442 "(45, 240)\n",
|
|
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|
3443 "60 44 44 44 45\n",
|
|
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|
3444 "file 373 of 5037\n",
|
|
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|
3445 "loading speech/music segments...\n",
|
|
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|
3446 "extracting onset patterns and mfccs...\n",
|
|
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|
3447 "extracting chroma...\n",
|
|
m@27
|
3448 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
3449 "(45, 240)\n",
|
|
m@27
|
3450 "60 44 44 44 45\n",
|
|
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|
3451 "file 374 of 5037\n",
|
|
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|
3452 "loading speech/music segments...\n",
|
|
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|
3453 "extracting onset patterns and mfccs...\n",
|
|
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|
3454 "extracting chroma...\n",
|
|
m@27
|
3455 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
m@27
|
3456 "(60, 240)\n",
|
|
m@27
|
3457 "60 44 44 44 60\n",
|
|
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|
3458 "file 375 of 5037\n",
|
|
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|
3459 "loading speech/music segments...\n",
|
|
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|
3460 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3461 "extracting chroma...\n",
|
|
m@27
|
3462 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
3463 "(45, 240)\n",
|
|
m@27
|
3464 "60 44 44 44 45\n",
|
|
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|
3465 "file 376 of 5037\n",
|
|
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|
3466 "loading speech/music segments...\n",
|
|
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|
3467 "extracting onset patterns and mfccs...\n",
|
|
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|
3468 "extracting chroma...\n",
|
|
m@27
|
3469 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
3470 "(45, 240)\n",
|
|
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|
3471 "60 44 44 44 45\n",
|
|
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|
3472 "file 377 of 5037\n",
|
|
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|
3473 "loading speech/music segments...\n",
|
|
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|
3474 "extracting onset patterns and mfccs...\n",
|
|
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|
3475 "extracting chroma...\n",
|
|
m@27
|
3476 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
3477 "(45, 240)\n",
|
|
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|
3478 "60 44 44 44 45\n",
|
|
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|
3479 "file 378 of 5037\n",
|
|
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|
3480 "loading speech/music segments...\n",
|
|
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|
3481 "extracting onset patterns and mfccs...\n",
|
|
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|
3482 "extracting chroma...\n",
|
|
m@27
|
3483 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
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|
3484 "(45, 240)\n",
|
|
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|
3485 "60 44 44 44 45\n",
|
|
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|
3486 "file 379 of 5037\n",
|
|
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|
3487 "loading speech/music segments...\n",
|
|
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|
3488 "extracting onset patterns and mfccs...\n",
|
|
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|
3489 "extracting chroma...\n",
|
|
m@27
|
3490 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
3491 "(45, 240)\n",
|
|
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|
3492 "60 44 44 44 45\n",
|
|
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|
3493 "file 380 of 5037\n",
|
|
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|
3494 "loading speech/music segments...\n",
|
|
m@27
|
3495 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3496 "extracting chroma...\n",
|
|
m@27
|
3497 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
3498 "(45, 240)\n",
|
|
m@27
|
3499 "60 44 44 44 45\n",
|
|
m@27
|
3500 "file 381 of 5037\n",
|
|
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|
3501 "loading speech/music segments...\n",
|
|
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|
3502 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3503 "extracting chroma...\n",
|
|
m@27
|
3504 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
3505 "(45, 240)\n",
|
|
m@27
|
3506 "60 44 44 44 45\n",
|
|
m@27
|
3507 "file 382 of 5037\n",
|
|
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|
3508 "loading speech/music segments...\n",
|
|
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|
3509 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3510 "extracting chroma...\n",
|
|
m@27
|
3511 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
m@27
|
3512 "(60, 240)\n",
|
|
m@27
|
3513 "60 44 44 44 60\n",
|
|
m@27
|
3514 "file 383 of 5037\n",
|
|
m@27
|
3515 "loading speech/music segments...\n",
|
|
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|
3516 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3517 "extracting chroma...\n",
|
|
m@27
|
3518 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
3519 "(45, 240)\n",
|
|
m@27
|
3520 "60 44 44 44 45\n",
|
|
m@27
|
3521 "file 384 of 5037\n",
|
|
m@27
|
3522 "loading speech/music segments...\n",
|
|
m@27
|
3523 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3524 "extracting chroma...\n",
|
|
m@27
|
3525 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
m@27
|
3526 "(60, 240)\n",
|
|
m@27
|
3527 "60 44 44 44 60\n",
|
|
m@27
|
3528 "file 385 of 5037\n",
|
|
m@27
|
3529 "loading speech/music segments...\n",
|
|
m@27
|
3530 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3531 "extracting chroma...\n",
|
|
m@27
|
3532 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
3533 "(45, 240)\n",
|
|
m@27
|
3534 "60 44 44 44 45\n",
|
|
m@27
|
3535 "file 386 of 5037\n",
|
|
m@27
|
3536 "loading speech/music segments...\n",
|
|
m@47
|
3537 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3538 "extracting chroma...\n",
|
|
m@27
|
3539 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
3540 "(45, 240)\n",
|
|
m@27
|
3541 "60 44 44 44 45\n",
|
|
m@27
|
3542 "file 387 of 5037\n",
|
|
m@27
|
3543 "loading speech/music segments...\n",
|
|
m@27
|
3544 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3545 "extracting chroma...\n",
|
|
m@27
|
3546 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
3547 "(45, 240)\n",
|
|
m@27
|
3548 "60 44 44 44 45\n",
|
|
m@27
|
3549 "file 388 of 5037\n",
|
|
m@27
|
3550 "loading speech/music segments...\n",
|
|
m@27
|
3551 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3552 "extracting chroma...\n",
|
|
m@27
|
3553 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
3554 "(45, 240)\n",
|
|
m@27
|
3555 "60 44 44 44 45\n",
|
|
m@27
|
3556 "file 389 of 5037\n",
|
|
m@27
|
3557 "loading speech/music segments...\n",
|
|
m@27
|
3558 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3559 "extracting chroma...\n",
|
|
m@27
|
3560 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
m@27
|
3561 "(60, 240)\n",
|
|
m@27
|
3562 "60 44 44 44 60\n",
|
|
m@27
|
3563 "file 390 of 5037\n",
|
|
m@27
|
3564 "loading speech/music segments...\n",
|
|
m@27
|
3565 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3566 "extracting chroma...\n",
|
|
m@27
|
3567 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
3568 "(45, 240)\n",
|
|
m@27
|
3569 "60 44 44 44 45\n",
|
|
m@27
|
3570 "file 391 of 5037\n",
|
|
m@27
|
3571 "loading speech/music segments...\n",
|
|
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|
3572 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3573 "extracting chroma...\n",
|
|
m@27
|
3574 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
3575 "(45, 240)\n",
|
|
m@27
|
3576 "60 44 44 44 45\n",
|
|
m@27
|
3577 "file 392 of 5037\n",
|
|
m@27
|
3578 "loading speech/music segments...\n",
|
|
m@27
|
3579 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3580 "extracting chroma...\n",
|
|
m@27
|
3581 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
3582 "(45, 240)\n",
|
|
m@27
|
3583 "60 44 44 44 45\n",
|
|
m@27
|
3584 "file 393 of 5037\n",
|
|
m@27
|
3585 "loading speech/music segments...\n",
|
|
m@27
|
3586 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3587 "extracting chroma...\n",
|
|
m@27
|
3588 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
3589 "(45, 240)\n",
|
|
m@27
|
3590 "60 44 44 44 45\n",
|
|
m@27
|
3591 "file 394 of 5037\n",
|
|
m@27
|
3592 "loading speech/music segments...\n",
|
|
m@27
|
3593 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3594 "extracting chroma...\n",
|
|
m@27
|
3595 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
3596 "(45, 240)\n",
|
|
m@27
|
3597 "60 44 44 44 45\n",
|
|
m@27
|
3598 "file 395 of 5037\n",
|
|
m@27
|
3599 "loading speech/music segments...\n",
|
|
m@27
|
3600 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3601 "extracting chroma...\n",
|
|
m@27
|
3602 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
3603 "(45, 240)\n",
|
|
m@27
|
3604 "60 44 44 44 45\n",
|
|
m@27
|
3605 "file 396 of 5037\n",
|
|
m@27
|
3606 "loading speech/music segments...\n",
|
|
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|
3607 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3608 "extracting chroma...\n",
|
|
m@27
|
3609 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
3610 "(45, 240)\n",
|
|
m@27
|
3611 "60 44 44 44 45\n",
|
|
m@27
|
3612 "file 397 of 5037\n",
|
|
m@27
|
3613 "loading speech/music segments...\n",
|
|
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|
3614 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3615 "extracting chroma...\n",
|
|
m@27
|
3616 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
3617 "(45, 240)\n",
|
|
m@27
|
3618 "60 44 44 44 45\n",
|
|
m@27
|
3619 "file 398 of 5037\n",
|
|
m@27
|
3620 "loading speech/music segments...\n",
|
|
m@27
|
3621 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3622 "extracting chroma...\n",
|
|
m@27
|
3623 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
3624 "(45, 240)\n",
|
|
m@27
|
3625 "60 44 44 44 45\n",
|
|
m@27
|
3626 "file 399 of 5037\n",
|
|
m@27
|
3627 "loading speech/music segments...\n",
|
|
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|
3628 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3629 "extracting chroma...\n",
|
|
m@27
|
3630 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
3631 "(45, 240)\n",
|
|
m@27
|
3632 "60 44 44 44 45\n",
|
|
m@27
|
3633 "file 400 of 5037\n",
|
|
m@27
|
3634 "loading speech/music segments...\n",
|
|
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|
3635 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3636 "extracting chroma...\n",
|
|
m@27
|
3637 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
3638 "(45, 240)\n",
|
|
m@27
|
3639 "60 44 44 44 45\n",
|
|
m@27
|
3640 "file 401 of 5037\n",
|
|
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|
3641 "loading speech/music segments...\n",
|
|
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|
3642 "extracting onset patterns and mfccs...\n",
|
|
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|
3643 "extracting chroma...\n",
|
|
m@27
|
3644 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
3645 "(45, 240)\n",
|
|
m@27
|
3646 "60 44 44 44 45\n",
|
|
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|
3647 "file 402 of 5037\n",
|
|
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|
3648 "loading speech/music segments...\n",
|
|
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|
3649 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3650 "extracting chroma...\n",
|
|
m@27
|
3651 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
3652 "(45, 240)\n",
|
|
m@27
|
3653 "60 44 44 44 45\n",
|
|
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|
3654 "file 403 of 5037\n",
|
|
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|
3655 "loading speech/music segments...\n",
|
|
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|
3656 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3657 "extracting chroma...\n",
|
|
m@27
|
3658 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
3659 "(45, 240)\n",
|
|
m@27
|
3660 "60 44 44 44 45\n",
|
|
m@27
|
3661 "file 404 of 5037\n",
|
|
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|
3662 "loading speech/music segments...\n",
|
|
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|
3663 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3664 "extracting chroma...\n",
|
|
m@27
|
3665 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
3666 "(45, 240)\n",
|
|
m@27
|
3667 "60 44 44 44 45\n",
|
|
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|
3668 "file 405 of 5037\n",
|
|
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|
3669 "loading speech/music segments...\n",
|
|
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|
3670 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3671 "extracting chroma...\n",
|
|
m@27
|
3672 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
3673 "(45, 240)\n",
|
|
m@27
|
3674 "60 44 44 44 45\n",
|
|
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|
3675 "file 406 of 5037\n",
|
|
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|
3676 "loading speech/music segments...\n",
|
|
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|
3677 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3678 "extracting chroma...\n",
|
|
m@27
|
3679 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
3680 "(45, 240)\n",
|
|
m@27
|
3681 "60 44 44 44 45\n",
|
|
m@27
|
3682 "file 407 of 5037\n",
|
|
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|
3683 "loading speech/music segments...\n",
|
|
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|
3684 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3685 "extracting chroma...\n",
|
|
m@27
|
3686 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
3687 "(45, 240)\n",
|
|
m@27
|
3688 "60 44 44 44 45\n",
|
|
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|
3689 "file 408 of 5037\n",
|
|
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|
3690 "loading speech/music segments...\n",
|
|
m@27
|
3691 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3692 "extracting chroma...\n",
|
|
m@27
|
3693 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
m@27
|
3694 "(60, 240)\n",
|
|
m@27
|
3695 "60 44 44 44 60\n",
|
|
m@27
|
3696 "file 409 of 5037\n",
|
|
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|
3697 "loading speech/music segments...\n",
|
|
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|
3698 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3699 "extracting chroma...\n",
|
|
m@27
|
3700 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
m@27
|
3701 "(60, 240)\n",
|
|
m@27
|
3702 "60 44 44 44 60\n",
|
|
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|
3703 "file 410 of 5037\n",
|
|
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|
3704 "loading speech/music segments...\n",
|
|
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|
3705 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3706 "extracting chroma...\n",
|
|
m@27
|
3707 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
3708 "(45, 240)\n",
|
|
m@27
|
3709 "60 44 44 44 45\n",
|
|
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|
3710 "file 411 of 5037\n",
|
|
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|
3711 "loading speech/music segments...\n",
|
|
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|
3712 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3713 "extracting chroma...\n",
|
|
m@27
|
3714 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
3715 "(45, 240)\n",
|
|
m@27
|
3716 "60 44 44 44 45\n",
|
|
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|
3717 "file 412 of 5037\n",
|
|
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|
3718 "loading speech/music segments...\n",
|
|
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|
3719 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3720 "extracting chroma...\n",
|
|
m@27
|
3721 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
3722 "(45, 240)\n",
|
|
m@27
|
3723 "60 44 44 44 45\n",
|
|
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|
3724 "file 413 of 5037\n",
|
|
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|
3725 "loading speech/music segments...\n",
|
|
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|
3726 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3727 "extracting chroma...\n",
|
|
m@27
|
3728 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
3729 "(45, 240)\n",
|
|
m@27
|
3730 "60 44 44 44 45\n",
|
|
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|
3731 "file 414 of 5037\n",
|
|
m@27
|
3732 "loading speech/music segments...\n",
|
|
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|
3733 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3734 "extracting chroma...\n",
|
|
m@27
|
3735 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
3736 "(45, 240)\n",
|
|
m@27
|
3737 "60 44 44 44 45\n",
|
|
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|
3738 "file 415 of 5037\n",
|
|
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|
3739 "loading speech/music segments...\n",
|
|
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|
3740 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3741 "extracting chroma...\n",
|
|
m@27
|
3742 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
m@27
|
3743 "(60, 240)\n",
|
|
m@27
|
3744 "60 44 44 44 60\n",
|
|
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|
3745 "file 416 of 5037\n",
|
|
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|
3746 "loading speech/music segments...\n",
|
|
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|
3747 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3748 "extracting chroma...\n",
|
|
m@27
|
3749 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
3750 "(45, 240)\n",
|
|
m@27
|
3751 "60 44 44 44 45\n",
|
|
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|
3752 "file 417 of 5037\n",
|
|
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|
3753 "loading speech/music segments...\n",
|
|
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|
3754 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3755 "extracting chroma...\n",
|
|
m@27
|
3756 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
3757 "(45, 240)\n",
|
|
m@27
|
3758 "60 44 44 44 45\n",
|
|
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|
3759 "file 418 of 5037\n",
|
|
m@27
|
3760 "loading speech/music segments...\n",
|
|
m@27
|
3761 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3762 "extracting chroma...\n",
|
|
m@27
|
3763 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
3764 "(45, 240)\n",
|
|
m@27
|
3765 "60 44 44 44 45\n",
|
|
m@27
|
3766 "file 419 of 5037\n",
|
|
m@27
|
3767 "loading speech/music segments...\n",
|
|
m@27
|
3768 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3769 "extracting chroma...\n",
|
|
m@27
|
3770 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
3771 "(45, 240)\n",
|
|
m@27
|
3772 "60 44 44 44 45\n",
|
|
m@27
|
3773 "file 420 of 5037\n",
|
|
m@27
|
3774 "loading speech/music segments...\n",
|
|
m@27
|
3775 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3776 "extracting chroma...\n",
|
|
m@27
|
3777 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
3778 "(45, 240)\n",
|
|
m@27
|
3779 "60 44 44 44 45\n",
|
|
m@27
|
3780 "file 421 of 5037\n",
|
|
m@27
|
3781 "loading speech/music segments...\n",
|
|
m@27
|
3782 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3783 "extracting chroma...\n",
|
|
m@27
|
3784 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
3785 "(45, 240)\n",
|
|
m@27
|
3786 "60 44 44 44 45\n",
|
|
m@27
|
3787 "file 422 of 5037\n",
|
|
m@27
|
3788 "loading speech/music segments...\n",
|
|
m@27
|
3789 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3790 "extracting chroma...\n",
|
|
m@27
|
3791 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
3792 "(45, 240)\n",
|
|
m@27
|
3793 "60 44 44 44 45\n",
|
|
m@27
|
3794 "file 423 of 5037\n",
|
|
m@27
|
3795 "loading speech/music segments...\n",
|
|
m@27
|
3796 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3797 "extracting chroma...\n",
|
|
m@27
|
3798 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
3799 "(45, 240)\n",
|
|
m@27
|
3800 "60 44 44 44 45\n",
|
|
m@27
|
3801 "file 424 of 5037\n",
|
|
m@27
|
3802 "loading speech/music segments...\n",
|
|
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|
3803 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3804 "extracting chroma...\n",
|
|
m@27
|
3805 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
3806 "(45, 240)\n",
|
|
m@27
|
3807 "60 44 44 44 45\n",
|
|
m@27
|
3808 "file 425 of 5037\n",
|
|
m@27
|
3809 "loading speech/music segments...\n",
|
|
m@47
|
3810 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3811 "extracting chroma...\n",
|
|
m@27
|
3812 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
3813 "(45, 240)\n",
|
|
m@27
|
3814 "60 44 44 44 45\n",
|
|
m@27
|
3815 "file 426 of 5037\n",
|
|
m@27
|
3816 "loading speech/music segments...\n",
|
|
m@27
|
3817 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3818 "extracting chroma...\n",
|
|
m@27
|
3819 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
3820 "(45, 240)\n",
|
|
m@27
|
3821 "60 44 44 44 45\n",
|
|
m@27
|
3822 "file 427 of 5037\n",
|
|
m@27
|
3823 "loading speech/music segments...\n",
|
|
m@27
|
3824 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3825 "extracting chroma...\n",
|
|
m@27
|
3826 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
3827 "(45, 240)\n",
|
|
m@27
|
3828 "60 44 44 44 45\n",
|
|
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|
3829 "file 428 of 5037\n",
|
|
m@27
|
3830 "loading speech/music segments...\n",
|
|
m@27
|
3831 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3832 "extracting chroma...\n",
|
|
m@27
|
3833 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
m@27
|
3834 "(60, 240)\n",
|
|
m@27
|
3835 "60 44 44 44 60\n",
|
|
m@27
|
3836 "file 429 of 5037\n",
|
|
m@27
|
3837 "loading speech/music segments...\n",
|
|
m@27
|
3838 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3839 "extracting chroma...\n",
|
|
m@27
|
3840 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
3841 "(45, 240)\n",
|
|
m@27
|
3842 "60 44 44 44 45\n",
|
|
m@27
|
3843 "file 430 of 5037\n",
|
|
m@27
|
3844 "loading speech/music segments...\n",
|
|
m@27
|
3845 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3846 "extracting chroma...\n",
|
|
m@27
|
3847 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
m@27
|
3848 "(21, 240)\n",
|
|
m@27
|
3849 "60 21 21 21 21\n",
|
|
m@27
|
3850 "file 431 of 5037\n",
|
|
m@27
|
3851 "loading speech/music segments...\n",
|
|
m@27
|
3852 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3853 "extracting chroma...\n",
|
|
m@27
|
3854 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
m@27
|
3855 "(60, 240)\n",
|
|
m@27
|
3856 "60 44 44 44 60\n",
|
|
m@27
|
3857 "file 432 of 5037\n",
|
|
m@27
|
3858 "loading speech/music segments...\n",
|
|
m@27
|
3859 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3860 "extracting chroma...\n",
|
|
m@27
|
3861 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
3862 "(45, 240)\n",
|
|
m@27
|
3863 "60 44 44 44 45\n",
|
|
m@27
|
3864 "file 433 of 5037\n",
|
|
m@27
|
3865 "loading speech/music segments...\n",
|
|
m@27
|
3866 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3867 "extracting chroma...\n",
|
|
m@27
|
3868 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
3869 "(45, 240)\n",
|
|
m@27
|
3870 "60 44 44 44 45\n",
|
|
m@27
|
3871 "file 434 of 5037\n",
|
|
m@27
|
3872 "loading speech/music segments...\n",
|
|
m@27
|
3873 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3874 "extracting chroma...\n",
|
|
m@27
|
3875 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
3876 "(45, 240)\n",
|
|
m@27
|
3877 "60 44 44 44 45\n",
|
|
m@27
|
3878 "file 435 of 5037\n",
|
|
m@27
|
3879 "loading speech/music segments...\n",
|
|
m@27
|
3880 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3881 "extracting chroma...\n",
|
|
m@27
|
3882 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
3883 "(45, 240)\n",
|
|
m@27
|
3884 "60 44 44 44 45\n",
|
|
m@27
|
3885 "file 436 of 5037\n",
|
|
m@27
|
3886 "loading speech/music segments...\n",
|
|
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|
3887 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3888 "extracting chroma...\n",
|
|
m@27
|
3889 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
3890 "(45, 240)\n",
|
|
m@27
|
3891 "60 44 44 44 45\n",
|
|
m@27
|
3892 "file 437 of 5037\n",
|
|
m@27
|
3893 "loading speech/music segments...\n",
|
|
m@27
|
3894 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3895 "extracting chroma...\n",
|
|
m@27
|
3896 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
3897 "(45, 240)\n",
|
|
m@27
|
3898 "60 44 44 44 45\n",
|
|
m@27
|
3899 "file 438 of 5037\n",
|
|
m@27
|
3900 "loading speech/music segments...\n",
|
|
m@27
|
3901 "extracting onset patterns and mfccs...\n",
|
|
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|
3902 "extracting chroma...\n",
|
|
m@27
|
3903 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
m@27
|
3904 "(60, 240)\n",
|
|
m@27
|
3905 "60 44 44 44 60\n",
|
|
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|
3906 "file 439 of 5037\n",
|
|
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|
3907 "loading speech/music segments...\n",
|
|
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|
3908 "file 440 of 5037\n",
|
|
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|
3909 "loading speech/music segments...\n",
|
|
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|
3910 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3911 "extracting chroma...\n",
|
|
m@27
|
3912 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
3913 "(45, 240)\n",
|
|
m@27
|
3914 "60 44 44 44 45\n",
|
|
m@27
|
3915 "file 441 of 5037\n",
|
|
m@27
|
3916 "loading speech/music segments...\n",
|
|
m@27
|
3917 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3918 "extracting chroma...\n",
|
|
m@27
|
3919 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
m@27
|
3920 "(60, 240)\n",
|
|
m@27
|
3921 "60 44 44 44 60\n",
|
|
m@27
|
3922 "file 442 of 5037\n",
|
|
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|
3923 "loading speech/music segments...\n",
|
|
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|
3924 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3925 "extracting chroma...\n",
|
|
m@27
|
3926 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
3927 "(45, 240)\n",
|
|
m@27
|
3928 "60 44 44 44 45\n",
|
|
m@27
|
3929 "file 443 of 5037\n",
|
|
m@27
|
3930 "loading speech/music segments...\n",
|
|
m@27
|
3931 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3932 "extracting chroma...\n",
|
|
m@27
|
3933 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
m@27
|
3934 "(60, 240)\n",
|
|
m@27
|
3935 "60 44 44 44 60\n",
|
|
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|
3936 "file 444 of 5037\n",
|
|
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|
3937 "loading speech/music segments...\n",
|
|
m@27
|
3938 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3939 "extracting chroma...\n",
|
|
m@27
|
3940 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
m@27
|
3941 "(60, 240)\n",
|
|
m@27
|
3942 "60 44 44 44 60\n",
|
|
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|
3943 "file 445 of 5037\n",
|
|
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|
3944 "loading speech/music segments...\n",
|
|
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|
3945 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3946 "extracting chroma...\n",
|
|
m@27
|
3947 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
m@27
|
3948 "(60, 240)\n",
|
|
m@27
|
3949 "60 44 44 44 60\n",
|
|
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|
3950 "file 446 of 5037\n",
|
|
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|
3951 "loading speech/music segments...\n",
|
|
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|
3952 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3953 "extracting chroma...\n",
|
|
m@27
|
3954 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
3955 "(45, 240)\n",
|
|
m@27
|
3956 "60 44 44 44 45\n",
|
|
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|
3957 "file 447 of 5037\n",
|
|
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|
3958 "loading speech/music segments...\n",
|
|
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|
3959 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3960 "extracting chroma...\n",
|
|
m@27
|
3961 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
3962 "(45, 240)\n",
|
|
m@27
|
3963 "60 44 44 44 45\n",
|
|
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|
3964 "file 448 of 5037\n",
|
|
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|
3965 "loading speech/music segments...\n",
|
|
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|
3966 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3967 "extracting chroma...\n",
|
|
m@27
|
3968 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
3969 "(45, 240)\n",
|
|
m@27
|
3970 "60 44 44 44 45\n",
|
|
m@27
|
3971 "file 449 of 5037\n",
|
|
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|
3972 "loading speech/music segments...\n",
|
|
m@27
|
3973 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3974 "extracting chroma...\n",
|
|
m@27
|
3975 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
3976 "(45, 240)\n",
|
|
m@27
|
3977 "60 44 44 44 45\n",
|
|
m@27
|
3978 "file 450 of 5037\n",
|
|
m@27
|
3979 "loading speech/music segments...\n",
|
|
m@27
|
3980 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3981 "extracting chroma...\n",
|
|
m@27
|
3982 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
m@27
|
3983 "(60, 240)\n",
|
|
m@27
|
3984 "60 44 44 44 60\n",
|
|
m@27
|
3985 "file 451 of 5037\n",
|
|
m@27
|
3986 "loading speech/music segments...\n",
|
|
m@27
|
3987 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3988 "extracting chroma...\n",
|
|
m@27
|
3989 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
3990 "(45, 240)\n",
|
|
m@27
|
3991 "60 44 44 44 45\n",
|
|
m@27
|
3992 "file 452 of 5037\n",
|
|
m@27
|
3993 "loading speech/music segments...\n",
|
|
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|
3994 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
3995 "extracting chroma...\n",
|
|
m@27
|
3996 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
m@27
|
3997 "(60, 240)\n",
|
|
m@27
|
3998 "60 44 44 44 60\n",
|
|
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|
3999 "file 453 of 5037\n",
|
|
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|
4000 "loading speech/music segments...\n",
|
|
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|
4001 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
4002 "extracting chroma...\n",
|
|
m@27
|
4003 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
4004 "(45, 240)\n",
|
|
m@27
|
4005 "60 44 44 44 45\n",
|
|
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|
4006 "file 454 of 5037\n",
|
|
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|
4007 "loading speech/music segments...\n",
|
|
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|
4008 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
4009 "extracting chroma...\n",
|
|
m@27
|
4010 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
4011 "(45, 240)\n",
|
|
m@27
|
4012 "60 44 44 44 45\n",
|
|
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|
4013 "file 455 of 5037\n",
|
|
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|
4014 "loading speech/music segments...\n",
|
|
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|
4015 "extracting onset patterns and mfccs...\n",
|
|
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|
4016 "extracting chroma...\n",
|
|
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|
4017 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
m@27
|
4018 "(60, 240)\n",
|
|
m@27
|
4019 "60 44 44 44 60\n",
|
|
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|
4020 "file 456 of 5037\n",
|
|
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|
4021 "loading speech/music segments...\n",
|
|
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|
4022 "extracting onset patterns and mfccs...\n",
|
|
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|
4023 "extracting chroma...\n",
|
|
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|
4024 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
m@27
|
4025 "(60, 240)\n",
|
|
m@27
|
4026 "60 44 44 44 60\n",
|
|
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|
4027 "file 457 of 5037\n",
|
|
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|
4028 "loading speech/music segments...\n",
|
|
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|
4029 "extracting onset patterns and mfccs...\n",
|
|
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|
4030 "extracting chroma...\n",
|
|
m@27
|
4031 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
4032 "(45, 240)\n",
|
|
m@27
|
4033 "60 44 44 44 45\n",
|
|
m@27
|
4034 "file 458 of 5037\n",
|
|
m@27
|
4035 "loading speech/music segments...\n",
|
|
m@27
|
4036 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
4037 "extracting chroma...\n",
|
|
m@27
|
4038 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
4039 "(45, 240)\n",
|
|
m@27
|
4040 "60 44 44 44 45\n",
|
|
m@27
|
4041 "file 459 of 5037\n",
|
|
m@27
|
4042 "loading speech/music segments...\n",
|
|
m@27
|
4043 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
4044 "extracting chroma...\n",
|
|
m@27
|
4045 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
m@27
|
4046 "(60, 240)\n",
|
|
m@27
|
4047 "60 44 44 44 60\n",
|
|
m@27
|
4048 "file 460 of 5037\n",
|
|
m@27
|
4049 "loading speech/music segments...\n",
|
|
m@27
|
4050 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
4051 "extracting chroma...\n",
|
|
m@27
|
4052 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
m@27
|
4053 "(60, 240)\n",
|
|
m@27
|
4054 "60 44 44 44 60\n",
|
|
m@27
|
4055 "file 461 of 5037\n",
|
|
m@27
|
4056 "loading speech/music segments...\n",
|
|
m@27
|
4057 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
4058 "extracting chroma...\n",
|
|
m@27
|
4059 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
4060 "(45, 240)\n",
|
|
m@27
|
4061 "60 44 44 44 45\n",
|
|
m@27
|
4062 "file 462 of 5037\n",
|
|
m@27
|
4063 "loading speech/music segments...\n",
|
|
m@27
|
4064 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
4065 "extracting chroma...\n",
|
|
m@27
|
4066 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
4067 "(45, 240)\n",
|
|
m@27
|
4068 "60 44 44 44 45\n",
|
|
m@27
|
4069 "file 463 of 5037\n",
|
|
m@27
|
4070 "loading speech/music segments...\n",
|
|
m@27
|
4071 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
4072 "extracting chroma...\n",
|
|
m@27
|
4073 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
4074 "(45, 240)\n",
|
|
m@27
|
4075 "60 44 44 44 45\n",
|
|
m@27
|
4076 "file 464 of 5037\n",
|
|
m@27
|
4077 "loading speech/music segments...\n",
|
|
m@47
|
4078 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
4079 "extracting chroma...\n",
|
|
m@27
|
4080 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
4081 "(45, 240)\n",
|
|
m@27
|
4082 "60 44 44 44 45\n",
|
|
m@27
|
4083 "file 465 of 5037\n",
|
|
m@27
|
4084 "loading speech/music segments...\n",
|
|
m@27
|
4085 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
4086 "extracting chroma...\n",
|
|
m@27
|
4087 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
4088 "(45, 240)\n",
|
|
m@27
|
4089 "60 44 44 44 45\n",
|
|
m@27
|
4090 "file 466 of 5037\n",
|
|
m@27
|
4091 "loading speech/music segments...\n",
|
|
m@27
|
4092 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
4093 "extracting chroma...\n",
|
|
m@27
|
4094 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
4095 "(45, 240)\n",
|
|
m@27
|
4096 "60 44 44 44 45\n",
|
|
m@27
|
4097 "file 467 of 5037\n",
|
|
m@27
|
4098 "loading speech/music segments...\n",
|
|
m@27
|
4099 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
4100 "extracting chroma...\n",
|
|
m@27
|
4101 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
4102 "(45, 240)\n",
|
|
m@27
|
4103 "60 44 44 44 45\n",
|
|
m@27
|
4104 "file 468 of 5037\n",
|
|
m@27
|
4105 "loading speech/music segments...\n",
|
|
m@27
|
4106 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
4107 "extracting chroma...\n",
|
|
m@27
|
4108 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
4109 "(45, 240)\n",
|
|
m@27
|
4110 "60 44 44 44 45\n",
|
|
m@27
|
4111 "file 469 of 5037\n",
|
|
m@27
|
4112 "loading speech/music segments...\n",
|
|
m@27
|
4113 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
4114 "extracting chroma...\n",
|
|
m@27
|
4115 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
4116 "(45, 240)\n",
|
|
m@27
|
4117 "60 44 44 44 45\n",
|
|
m@27
|
4118 "file 470 of 5037\n",
|
|
m@27
|
4119 "loading speech/music segments...\n",
|
|
m@27
|
4120 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
4121 "extracting chroma...\n",
|
|
m@27
|
4122 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
4123 "(45, 240)\n",
|
|
m@27
|
4124 "60 44 44 44 45\n",
|
|
m@27
|
4125 "file 471 of 5037\n",
|
|
m@27
|
4126 "loading speech/music segments...\n",
|
|
m@27
|
4127 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
4128 "extracting chroma...\n",
|
|
m@27
|
4129 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
4130 "(45, 240)\n",
|
|
m@27
|
4131 "60 44 44 44 45\n",
|
|
m@27
|
4132 "file 472 of 5037\n",
|
|
m@27
|
4133 "loading speech/music segments...\n",
|
|
m@27
|
4134 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
4135 "extracting chroma...\n",
|
|
m@27
|
4136 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
m@27
|
4137 "(60, 240)\n",
|
|
m@27
|
4138 "60 44 44 44 60\n",
|
|
m@27
|
4139 "file 473 of 5037\n",
|
|
m@27
|
4140 "loading speech/music segments...\n",
|
|
m@27
|
4141 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
4142 "extracting chroma...\n",
|
|
m@27
|
4143 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
m@27
|
4144 "(60, 240)\n",
|
|
m@27
|
4145 "60 44 44 44 60\n",
|
|
m@27
|
4146 "file 474 of 5037\n",
|
|
m@27
|
4147 "loading speech/music segments...\n",
|
|
m@27
|
4148 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
4149 "extracting chroma...\n",
|
|
m@27
|
4150 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
4151 "(45, 240)\n",
|
|
m@27
|
4152 "60 44 44 44 45\n",
|
|
m@27
|
4153 "file 475 of 5037\n",
|
|
m@27
|
4154 "loading speech/music segments...\n",
|
|
m@27
|
4155 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
4156 "extracting chroma...\n",
|
|
m@27
|
4157 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
4158 "(45, 240)\n",
|
|
m@27
|
4159 "60 44 44 44 45\n",
|
|
m@27
|
4160 "file 476 of 5037\n",
|
|
m@27
|
4161 "loading speech/music segments...\n",
|
|
m@27
|
4162 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
4163 "extracting chroma...\n",
|
|
m@27
|
4164 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
4165 "(45, 240)\n",
|
|
m@27
|
4166 "60 44 44 44 45\n",
|
|
m@27
|
4167 "file 477 of 5037\n",
|
|
m@27
|
4168 "loading speech/music segments...\n",
|
|
m@27
|
4169 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
4170 "extracting chroma...\n",
|
|
m@27
|
4171 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
m@27
|
4172 "(60, 240)\n",
|
|
m@27
|
4173 "60 44 44 44 60\n",
|
|
m@27
|
4174 "file 478 of 5037\n",
|
|
m@27
|
4175 "loading speech/music segments...\n",
|
|
m@27
|
4176 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
4177 "extracting chroma...\n",
|
|
m@27
|
4178 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
4179 "(45, 240)\n",
|
|
m@27
|
4180 "60 44 44 44 45\n",
|
|
m@27
|
4181 "file 479 of 5037\n",
|
|
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|
4182 "loading speech/music segments...\n",
|
|
m@27
|
4183 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
4184 "extracting chroma...\n",
|
|
m@27
|
4185 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
4186 "(45, 240)\n",
|
|
m@27
|
4187 "60 44 44 44 45\n",
|
|
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|
4188 "file 480 of 5037\n",
|
|
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|
4189 "loading speech/music segments...\n",
|
|
m@27
|
4190 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
4191 "extracting chroma...\n",
|
|
m@27
|
4192 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
4193 "(45, 240)\n",
|
|
m@27
|
4194 "60 44 44 44 45\n",
|
|
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|
4195 "file 481 of 5037\n",
|
|
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|
4196 "loading speech/music segments...\n",
|
|
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|
4197 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
4198 "extracting chroma...\n",
|
|
m@27
|
4199 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
4200 "(45, 240)\n",
|
|
m@27
|
4201 "60 44 44 44 45\n",
|
|
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|
4202 "file 482 of 5037\n",
|
|
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|
4203 "loading speech/music segments...\n",
|
|
m@27
|
4204 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
4205 "extracting chroma...\n",
|
|
m@27
|
4206 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
4207 "(45, 240)\n",
|
|
m@27
|
4208 "60 44 44 44 45\n",
|
|
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|
4209 "file 483 of 5037\n",
|
|
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|
4210 "loading speech/music segments...\n",
|
|
m@27
|
4211 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
4212 "extracting chroma...\n",
|
|
m@27
|
4213 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
4214 "(45, 240)\n",
|
|
m@27
|
4215 "60 44 44 44 45\n",
|
|
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|
4216 "file 484 of 5037\n",
|
|
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|
4217 "loading speech/music segments...\n",
|
|
m@27
|
4218 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
4219 "extracting chroma...\n",
|
|
m@27
|
4220 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
m@27
|
4221 "(60, 240)\n",
|
|
m@27
|
4222 "60 44 44 44 60\n",
|
|
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|
4223 "file 485 of 5037\n",
|
|
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|
4224 "loading speech/music segments...\n",
|
|
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|
4225 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
4226 "extracting chroma...\n",
|
|
m@27
|
4227 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
4228 "(45, 240)\n",
|
|
m@27
|
4229 "60 44 44 44 45\n",
|
|
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|
4230 "file 486 of 5037\n",
|
|
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|
4231 "loading speech/music segments...\n",
|
|
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|
4232 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
4233 "extracting chroma...\n",
|
|
m@27
|
4234 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
4235 "(45, 240)\n",
|
|
m@27
|
4236 "60 44 44 44 45\n",
|
|
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|
4237 "file 487 of 5037\n",
|
|
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|
4238 "loading speech/music segments...\n",
|
|
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|
4239 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
4240 "extracting chroma...\n",
|
|
m@27
|
4241 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
4242 "(45, 240)\n",
|
|
m@27
|
4243 "60 44 44 44 45\n",
|
|
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|
4244 "file 488 of 5037\n",
|
|
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|
4245 "loading speech/music segments...\n",
|
|
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|
4246 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
4247 "extracting chroma...\n",
|
|
m@27
|
4248 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
4249 "(45, 240)\n",
|
|
m@27
|
4250 "60 44 44 44 45\n",
|
|
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|
4251 "file 489 of 5037\n",
|
|
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|
4252 "loading speech/music segments...\n",
|
|
m@27
|
4253 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
4254 "extracting chroma...\n",
|
|
m@27
|
4255 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
4256 "(45, 240)\n",
|
|
m@27
|
4257 "60 44 44 44 45\n",
|
|
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|
4258 "file 490 of 5037\n",
|
|
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|
4259 "loading speech/music segments...\n",
|
|
m@27
|
4260 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
4261 "extracting chroma...\n",
|
|
m@27
|
4262 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
4263 "(45, 240)\n",
|
|
m@27
|
4264 "60 44 44 44 45\n",
|
|
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|
4265 "file 491 of 5037\n",
|
|
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|
4266 "loading speech/music segments...\n",
|
|
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|
4267 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
4268 "extracting chroma...\n",
|
|
m@27
|
4269 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
4270 "(45, 240)\n",
|
|
m@27
|
4271 "60 44 44 44 45\n",
|
|
m@27
|
4272 "file 492 of 5037\n",
|
|
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|
4273 "loading speech/music segments...\n",
|
|
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|
4274 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
4275 "extracting chroma...\n",
|
|
m@27
|
4276 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
4277 "(45, 240)\n",
|
|
m@27
|
4278 "60 44 44 44 45\n",
|
|
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|
4279 "file 493 of 5037\n",
|
|
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|
4280 "loading speech/music segments...\n",
|
|
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|
4281 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
4282 "extracting chroma...\n",
|
|
m@27
|
4283 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
4284 "(45, 240)\n",
|
|
m@27
|
4285 "60 44 44 44 45\n",
|
|
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|
4286 "file 494 of 5037\n",
|
|
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|
4287 "loading speech/music segments...\n",
|
|
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|
4288 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
4289 "extracting chroma...\n",
|
|
m@27
|
4290 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
4291 "(45, 240)\n",
|
|
m@27
|
4292 "60 44 44 44 45\n",
|
|
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|
4293 "file 495 of 5037\n",
|
|
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|
4294 "loading speech/music segments...\n",
|
|
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|
4295 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
4296 "extracting chroma...\n",
|
|
m@27
|
4297 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
4298 "(45, 240)\n",
|
|
m@27
|
4299 "60 44 44 44 45\n",
|
|
m@27
|
4300 "file 496 of 5037\n",
|
|
m@27
|
4301 "loading speech/music segments...\n",
|
|
m@27
|
4302 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
4303 "extracting chroma...\n",
|
|
m@27
|
4304 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
m@27
|
4305 "(60, 240)\n",
|
|
m@27
|
4306 "60 44 44 44 60\n",
|
|
m@27
|
4307 "file 497 of 5037\n",
|
|
m@27
|
4308 "loading speech/music segments...\n",
|
|
m@27
|
4309 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
4310 "extracting chroma...\n",
|
|
m@27
|
4311 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
4312 "(45, 240)\n",
|
|
m@27
|
4313 "60 44 44 44 45\n",
|
|
m@27
|
4314 "file 498 of 5037\n",
|
|
m@27
|
4315 "loading speech/music segments...\n",
|
|
m@27
|
4316 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
4317 "extracting chroma...\n",
|
|
m@27
|
4318 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
4319 "(45, 240)\n",
|
|
m@27
|
4320 "60 44 44 44 45\n",
|
|
m@27
|
4321 "file 499 of 5037\n",
|
|
m@27
|
4322 "loading speech/music segments...\n",
|
|
m@27
|
4323 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
4324 "extracting chroma...\n",
|
|
m@27
|
4325 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
4326 "(45, 240)\n",
|
|
m@27
|
4327 "60 44 44 44 45\n",
|
|
m@27
|
4328 "file 500 of 5037\n",
|
|
m@27
|
4329 "loading speech/music segments...\n",
|
|
m@27
|
4330 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
4331 "extracting chroma...\n",
|
|
m@27
|
4332 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
m@27
|
4333 "(60, 240)\n",
|
|
m@27
|
4334 "60 44 44 44 60\n",
|
|
m@27
|
4335 "file 501 of 5037\n",
|
|
m@27
|
4336 "loading speech/music segments...\n",
|
|
m@27
|
4337 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
4338 "extracting chroma...\n",
|
|
m@27
|
4339 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
m@27
|
4340 "(60, 240)\n",
|
|
m@27
|
4341 "60 44 44 44 60\n",
|
|
m@27
|
4342 "file 502 of 5037\n",
|
|
m@27
|
4343 "loading speech/music segments...\n",
|
|
m@27
|
4344 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
4345 "extracting chroma...\n",
|
|
m@47
|
4346 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
m@27
|
4347 "(60, 240)\n",
|
|
m@27
|
4348 "60 44 44 44 60\n",
|
|
m@27
|
4349 "file 503 of 5037\n",
|
|
m@27
|
4350 "loading speech/music segments...\n",
|
|
m@27
|
4351 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
4352 "extracting chroma...\n",
|
|
m@27
|
4353 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
m@27
|
4354 "(60, 240)\n",
|
|
m@27
|
4355 "60 44 44 44 60\n",
|
|
m@27
|
4356 "file 504 of 5037\n",
|
|
m@27
|
4357 "loading speech/music segments...\n",
|
|
m@27
|
4358 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
4359 "extracting chroma...\n",
|
|
m@27
|
4360 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
4361 "(45, 240)\n",
|
|
m@27
|
4362 "60 44 44 44 45\n",
|
|
m@27
|
4363 "file 505 of 5037\n",
|
|
m@27
|
4364 "loading speech/music segments...\n",
|
|
m@27
|
4365 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
4366 "extracting chroma...\n",
|
|
m@27
|
4367 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
4368 "(45, 240)\n",
|
|
m@27
|
4369 "60 44 44 44 45\n",
|
|
m@27
|
4370 "file 506 of 5037\n",
|
|
m@27
|
4371 "loading speech/music segments...\n",
|
|
m@27
|
4372 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
4373 "extracting chroma...\n",
|
|
m@27
|
4374 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
4375 "(45, 240)\n",
|
|
m@27
|
4376 "60 44 44 44 45\n",
|
|
m@27
|
4377 "file 507 of 5037\n",
|
|
m@27
|
4378 "loading speech/music segments...\n",
|
|
m@27
|
4379 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
4380 "extracting chroma...\n",
|
|
m@27
|
4381 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
m@27
|
4382 "(60, 240)\n",
|
|
m@27
|
4383 "60 44 44 44 60\n",
|
|
m@27
|
4384 "file 508 of 5037\n",
|
|
m@27
|
4385 "loading speech/music segments...\n",
|
|
m@27
|
4386 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
4387 "extracting chroma...\n",
|
|
m@27
|
4388 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
4389 "(45, 240)\n",
|
|
m@27
|
4390 "60 44 44 44 45\n",
|
|
m@27
|
4391 "file 509 of 5037\n",
|
|
m@27
|
4392 "loading speech/music segments...\n",
|
|
m@27
|
4393 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
4394 "extracting chroma...\n",
|
|
m@27
|
4395 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
m@27
|
4396 "(60, 240)\n",
|
|
m@27
|
4397 "60 44 44 44 60\n",
|
|
m@27
|
4398 "file 510 of 5037\n",
|
|
m@27
|
4399 "loading speech/music segments...\n",
|
|
m@27
|
4400 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
4401 "extracting chroma...\n",
|
|
m@27
|
4402 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
4403 "(45, 240)\n",
|
|
m@27
|
4404 "60 44 44 44 45\n",
|
|
m@27
|
4405 "file 511 of 5037\n",
|
|
m@27
|
4406 "loading speech/music segments...\n",
|
|
m@27
|
4407 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
4408 "extracting chroma...\n",
|
|
m@27
|
4409 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
m@27
|
4410 "(60, 240)\n",
|
|
m@27
|
4411 "60 44 44 44 60\n",
|
|
m@27
|
4412 "file 512 of 5037\n",
|
|
m@27
|
4413 "loading speech/music segments...\n",
|
|
m@27
|
4414 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
4415 "extracting chroma...\n",
|
|
m@27
|
4416 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
4417 "(45, 240)\n",
|
|
m@27
|
4418 "60 44 44 44 45\n",
|
|
m@27
|
4419 "file 513 of 5037\n",
|
|
m@27
|
4420 "loading speech/music segments...\n",
|
|
m@27
|
4421 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
4422 "extracting chroma...\n",
|
|
m@27
|
4423 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
4424 "(45, 240)\n",
|
|
m@27
|
4425 "60 44 44 44 45\n",
|
|
m@27
|
4426 "file 514 of 5037\n",
|
|
m@27
|
4427 "loading speech/music segments...\n",
|
|
m@27
|
4428 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
4429 "extracting chroma...\n",
|
|
m@27
|
4430 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
4431 "(45, 240)\n",
|
|
m@27
|
4432 "60 44 44 44 45\n",
|
|
m@27
|
4433 "file 515 of 5037\n",
|
|
m@27
|
4434 "loading speech/music segments...\n",
|
|
m@27
|
4435 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
4436 "extracting chroma...\n",
|
|
m@27
|
4437 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
4438 "(45, 240)\n",
|
|
m@27
|
4439 "60 44 44 44 45\n",
|
|
m@27
|
4440 "file 516 of 5037\n",
|
|
m@27
|
4441 "loading speech/music segments...\n",
|
|
m@27
|
4442 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
4443 "extracting chroma...\n",
|
|
m@27
|
4444 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
m@27
|
4445 "(60, 240)\n",
|
|
m@27
|
4446 "60 44 44 44 60\n",
|
|
m@27
|
4447 "file 517 of 5037\n",
|
|
m@27
|
4448 "loading speech/music segments...\n",
|
|
m@27
|
4449 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
4450 "extracting chroma...\n",
|
|
m@27
|
4451 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
4452 "(45, 240)\n",
|
|
m@27
|
4453 "60 44 44 44 45\n",
|
|
m@27
|
4454 "file 518 of 5037\n",
|
|
m@27
|
4455 "loading speech/music segments...\n",
|
|
m@27
|
4456 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
4457 "extracting chroma...\n",
|
|
m@27
|
4458 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
4459 "(45, 240)\n",
|
|
m@27
|
4460 "60 44 44 44 45\n",
|
|
m@27
|
4461 "file 519 of 5037\n",
|
|
m@27
|
4462 "loading speech/music segments...\n",
|
|
m@27
|
4463 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
4464 "extracting chroma...\n",
|
|
m@27
|
4465 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
4466 "(45, 240)\n",
|
|
m@27
|
4467 "60 44 44 44 45\n",
|
|
m@27
|
4468 "file 520 of 5037\n",
|
|
m@27
|
4469 "loading speech/music segments...\n",
|
|
m@27
|
4470 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
4471 "extracting chroma...\n",
|
|
m@27
|
4472 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
m@27
|
4473 "(60, 240)\n",
|
|
m@27
|
4474 "60 44 44 44 60\n",
|
|
m@27
|
4475 "file 521 of 5037\n",
|
|
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|
4476 "loading speech/music segments...\n",
|
|
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|
4477 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
4478 "extracting chroma...\n",
|
|
m@27
|
4479 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
m@27
|
4480 "(60, 240)\n",
|
|
m@27
|
4481 "60 44 44 44 60\n",
|
|
m@27
|
4482 "file 522 of 5037\n",
|
|
m@27
|
4483 "loading speech/music segments...\n",
|
|
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|
4484 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
4485 "extracting chroma...\n",
|
|
m@27
|
4486 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
4487 "(45, 240)\n",
|
|
m@27
|
4488 "60 44 44 44 45\n",
|
|
m@27
|
4489 "file 523 of 5037\n",
|
|
m@27
|
4490 "loading speech/music segments...\n",
|
|
m@27
|
4491 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
4492 "extracting chroma...\n",
|
|
m@27
|
4493 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs_BL_old/PB-melodia/\n",
|
|
m@27
|
4494 "(60, 240)\n",
|
|
m@27
|
4495 "60 44 44 44 60\n",
|
|
m@27
|
4496 "file 524 of 5037\n",
|
|
m@27
|
4497 "loading speech/music segments...\n",
|
|
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|
4498 "extracting onset patterns and mfccs...\n",
|
|
m@27
|
4499 "extracting chroma...\n",
|
|
m@27
|
4500 "load precomputed pitch bihist /import/c4dm-04/mariap/FeatureCsvs/PB-melodia/\n",
|
|
m@27
|
4501 "(45, 240)\n",
|
|
m@27
|
4502 "60 44 44 44 45\n",
|
|
m@27
|
4503 "file 525 of 5037\n",
|
|
m@27
|
4504 "loading speech/music segments...\n",
|
|
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|
4505 "extracting onset patterns and mfccs...\n"
|
|
m@27
|
4506 ]
|
|
m@27
|
4507 },
|
|
m@27
|
4508 {
|
|
m@27
|
4509 "ename": "ValueError",
|
|
m@27
|
4510 "evalue": "No columns to parse from file",
|
|
m@27
|
4511 "output_type": "error",
|
|
m@27
|
4512 "traceback": [
|
|
m@27
|
4513 "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
|
|
m@27
|
4514 "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)",
|
|
m@27
|
4515 "\u001b[0;32m<ipython-input-59-2ab5c77f448e>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m 3\u001b[0m load_dataset.OUTPUT_FILES = [output_file.split('.pickle')[0]+'_'+str(n)+'.pickle' for \n\u001b[1;32m 4\u001b[0m output_file in OUTPUT_FILES]\n\u001b[0;32m----> 5\u001b[0;31m \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[0mwrite_output\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
|
|
m@27
|
4516 "\u001b[0;32m/homes/mp305/code/pythoncode/plosone_underreview/scripts/load_dataset.py\u001b[0m in \u001b[0;36mfeatures_for_train_test_sets\u001b[0;34m(df, write_output)\u001b[0m\n\u001b[1;32m 149\u001b[0m \u001b[0mX_idx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mY\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'Country'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_values\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 150\u001b[0m \u001b[0mtrain_set\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mval_set\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtest_set\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mget_train_val_test_idx\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mX_idx\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mY\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 151\u001b[0;31m \u001b[0mX_train\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mY_train\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mY_audio_train\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mextract_features\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[0mtrain_set\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m:\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mwin2sec\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mWIN_SIZE\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 152\u001b[0m \u001b[0mX_val\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mY_val\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mY_audio_val\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mextract_features\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[0mval_set\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m:\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mwin2sec\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mWIN_SIZE\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 153\u001b[0m \u001b[0mX_test\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mY_test\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mY_audio_test\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mextract_features\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[0mtest_set\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m:\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mwin2sec\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mWIN_SIZE\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
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4517 "\u001b[0;32m/homes/mp305/code/pythoncode/plosone_underreview/scripts/load_dataset.py\u001b[0m in \u001b[0;36mextract_features\u001b[0;34m(df, win2sec)\u001b[0m\n\u001b[1;32m 109\u001b[0m \"\"\"\n\u001b[1;32m 110\u001b[0m \u001b[0mfeat_loader\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mload_features\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mFeatureLoader\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mwin2sec\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mwin2sec\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 111\u001b[0;31m \u001b[0mframes_rhy\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mframes_mfcc\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mframes_chroma\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mframes_mel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mY_df\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mY_audio_df\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfeat_loader\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_features\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 112\u001b[0m \u001b[0;32mprint\u001b[0m \u001b[0mframes_rhy\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mframes_mel\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mframes_mfcc\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mframes_chroma\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mshape\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 113\u001b[0m \u001b[0mX\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mconcatenate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mframes_rhy\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mframes_mel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mframes_mfcc\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mframes_chroma\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
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4518 "\u001b[0;32m/homes/mp305/code/pythoncode/plosone_underreview/scripts/load_features.py\u001b[0m in \u001b[0;36mget_features\u001b[0;34m(self, df, stop_sec, class_label)\u001b[0m\n\u001b[1;32m 118\u001b[0m \u001b[0;32mcontinue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 119\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;36m1\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 120\u001b[0;31m \u001b[0mop\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmfcc\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_op_mfcc_for_file\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'Melspec'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0miloc\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstop_sec\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mstop_sec\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 121\u001b[0m \u001b[0mch\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_chroma_for_file\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'Chroma'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0miloc\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mstop_sec\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mstop_sec\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 122\u001b[0m \u001b[0;31m#pb = self.get_pb_from_melodia(df['Melodia'].iloc[i], stop_sec=stop_sec)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
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4519 "\u001b[0;32m/homes/mp305/code/pythoncode/plosone_underreview/scripts/load_features.py\u001b[0m in \u001b[0;36mget_op_mfcc_for_file\u001b[0;34m(self, melspec_file, scale, stop_sec)\u001b[0m\n\u001b[1;32m 33\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mop\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmfc\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 34\u001b[0m \u001b[0;32mprint\u001b[0m \u001b[0;34m'extracting onset patterns and mfccs...'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 35\u001b[0;31m \u001b[0msongframes\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread_csv\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mmelspec_file\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mengine\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"c\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mheader\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 36\u001b[0m \u001b[0msongframes\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0miloc\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwhere\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0misnan\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msongframes\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;36m0\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 37\u001b[0m \u001b[0mn_stop\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mceil\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mstop_sec\u001b[0m \u001b[0;34m*\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mframessr\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
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4520 "\u001b[0;32m/homes/mp305/anaconda/lib/python2.7/site-packages/pandas/io/parsers.pyc\u001b[0m in \u001b[0;36mparser_f\u001b[0;34m(filepath_or_buffer, sep, dialect, compression, doublequote, escapechar, quotechar, quoting, skipinitialspace, lineterminator, header, index_col, names, prefix, skiprows, skipfooter, skip_footer, na_values, true_values, false_values, delimiter, converters, dtype, usecols, engine, delim_whitespace, as_recarray, na_filter, compact_ints, use_unsigned, low_memory, buffer_lines, warn_bad_lines, error_bad_lines, keep_default_na, thousands, comment, decimal, parse_dates, keep_date_col, dayfirst, date_parser, memory_map, float_precision, nrows, iterator, chunksize, verbose, encoding, squeeze, mangle_dupe_cols, tupleize_cols, infer_datetime_format, skip_blank_lines)\u001b[0m\n\u001b[1;32m 489\u001b[0m skip_blank_lines=skip_blank_lines)\n\u001b[1;32m 490\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 491\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0m_read\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfilepath_or_buffer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkwds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 492\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 493\u001b[0m \u001b[0mparser_f\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__name__\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mname\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
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4521 "\u001b[0;32m/homes/mp305/anaconda/lib/python2.7/site-packages/pandas/io/parsers.pyc\u001b[0m in \u001b[0;36m_read\u001b[0;34m(filepath_or_buffer, kwds)\u001b[0m\n\u001b[1;32m 266\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 267\u001b[0m \u001b[0;31m# Create the parser.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 268\u001b[0;31m \u001b[0mparser\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mTextFileReader\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mfilepath_or_buffer\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 269\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 270\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mnrows\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mNone\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mand\u001b[0m \u001b[0;34m(\u001b[0m\u001b[0mchunksize\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
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4522 "\u001b[0;32m/homes/mp305/anaconda/lib/python2.7/site-packages/pandas/io/parsers.pyc\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, f, engine, **kwds)\u001b[0m\n\u001b[1;32m 581\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0moptions\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'has_index_names'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mkwds\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'has_index_names'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 582\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 583\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_make_engine\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mengine\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 584\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 585\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m_get_options_with_defaults\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mengine\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
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m@27
|
4523 "\u001b[0;32m/homes/mp305/anaconda/lib/python2.7/site-packages/pandas/io/parsers.pyc\u001b[0m in \u001b[0;36m_make_engine\u001b[0;34m(self, engine)\u001b[0m\n\u001b[1;32m 722\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0m_make_engine\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mengine\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m'c'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 723\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mengine\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m'c'\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 724\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_engine\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mCParserWrapper\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0moptions\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 725\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 726\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mengine\u001b[0m \u001b[0;34m==\u001b[0m \u001b[0;34m'python'\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
|
|
m@27
|
4524 "\u001b[0;32m/homes/mp305/anaconda/lib/python2.7/site-packages/pandas/io/parsers.pyc\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, src, **kwds)\u001b[0m\n\u001b[1;32m 1091\u001b[0m \u001b[0mkwds\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'allow_leading_cols'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindex_col\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mFalse\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1092\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1093\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_reader\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_parser\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mTextReader\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msrc\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1094\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1095\u001b[0m \u001b[0;31m# XXX\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
|
|
m@27
|
4525 "\u001b[0;32mpandas/parser.pyx\u001b[0m in \u001b[0;36mpandas.parser.TextReader.__cinit__ (pandas/parser.c:4979)\u001b[0;34m()\u001b[0m\n",
|
|
m@27
|
4526 "\u001b[0;31mValueError\u001b[0m: No columns to parse from file"
|
|
m@26
|
4527 ]
|
|
m@21
|
4528 }
|
|
m@21
|
4529 ],
|
|
m@21
|
4530 "source": [
|
|
m@15
|
4531 "for n in range(n_iters):\n",
|
|
m@15
|
4532 " print \"iteration %d\" % n\n",
|
|
m@15
|
4533 " load_dataset.OUTPUT_FILES = [output_file.split('.pickle')[0]+'_'+str(n)+'.pickle' for \n",
|
|
m@15
|
4534 " output_file in OUTPUT_FILES]\n",
|
|
m@15
|
4535 " load_dataset.features_for_train_test_sets(df, write_output=True)"
|
|
m@15
|
4536 ]
|
|
m@15
|
4537 },
|
|
m@15
|
4538 {
|
|
m@48
|
4539 "cell_type": "markdown",
|
|
m@47
|
4540 "metadata": {
|
|
m@47
|
4541 "collapsed": true
|
|
m@47
|
4542 },
|
|
m@47
|
4543 "source": [
|
|
m@48
|
4544 "## Map frames and write output for the lda transformed frames"
|
|
m@47
|
4545 ]
|
|
m@47
|
4546 },
|
|
m@47
|
4547 {
|
|
m@47
|
4548 "cell_type": "code",
|
|
m@55
|
4549 "execution_count": null,
|
|
m@59
|
4550 "metadata": {
|
|
m@59
|
4551 "collapsed": true
|
|
m@59
|
4552 },
|
|
m@55
|
4553 "outputs": [],
|
|
m@15
|
4554 "source": [
|
|
m@48
|
4555 "MAPPER_OUTPUT_FILES = mapper.OUTPUT_FILES\n",
|
|
m@15
|
4556 "for n in range(n_iters):\n",
|
|
m@15
|
4557 " print \"iteration %d\" % n\n",
|
|
m@15
|
4558 " \n",
|
|
m@15
|
4559 " print \"mapping...\"\n",
|
|
m@15
|
4560 " mapper.INPUT_FILES = [output_file.split('.pickle')[0]+'_'+str(n)+'.pickle' for \n",
|
|
m@15
|
4561 " output_file in OUTPUT_FILES]\n",
|
|
m@47
|
4562 " mapper.OUTPUT_FILES = [output_file.split('.pickle')[0]+'_'+str(n)+'.pickle' for \n",
|
|
m@47
|
4563 " output_file in MAPPER_OUTPUT_FILES]\n",
|
|
m@15
|
4564 " _, _, ldadata_list, _, _, Y, Yaudio = mapper.lda_map_and_average_frames(min_variance=0.99)\n",
|
|
m@47
|
4565 " mapper.write_output([], [], ldadata_list, [], [], Y, Yaudio)"
|
|
m@47
|
4566 ]
|
|
m@47
|
4567 },
|
|
m@47
|
4568 {
|
|
m@48
|
4569 "cell_type": "markdown",
|
|
m@48
|
4570 "metadata": {},
|
|
m@48
|
4571 "source": [
|
|
m@48
|
4572 "## Classification only - assuming mapper files are exported "
|
|
m@48
|
4573 ]
|
|
m@48
|
4574 },
|
|
m@48
|
4575 {
|
|
m@47
|
4576 "cell_type": "code",
|
|
m@59
|
4577 "execution_count": 21,
|
|
m@82
|
4578 "metadata": {},
|
|
m@48
|
4579 "outputs": [
|
|
m@48
|
4580 {
|
|
m@48
|
4581 "name": "stdout",
|
|
m@48
|
4582 "output_type": "stream",
|
|
m@48
|
4583 "text": [
|
|
m@55
|
4584 "iteration 0\n",
|
|
m@55
|
4585 "classifying...\n",
|
|
m@55
|
4586 "/import/c4dm-04/mariap/train_data_melodia_8_0.pickle\n",
|
|
m@55
|
4587 "0.17294625462\n",
|
|
m@55
|
4588 "detecting outliers...\n",
|
|
m@55
|
4589 "most outliers \n",
|
|
m@55
|
4590 " Country Outliers N_Country N_Outliers\n",
|
|
m@55
|
4591 "136 Botswana 0.590909 88 52\n",
|
|
m@55
|
4592 "31 Ivory Coast 0.571429 14 8\n",
|
|
m@55
|
4593 "86 Gambia 0.541667 48 26\n",
|
|
m@55
|
4594 "42 Benin 0.538462 26 14\n",
|
|
m@55
|
4595 "102 Fiji 0.466667 15 7\n",
|
|
m@55
|
4596 "20 Pakistan 0.461538 91 42\n",
|
|
m@55
|
4597 "64 Uganda 0.437500 80 35\n",
|
|
m@55
|
4598 "14 Liberia 0.425000 40 17\n",
|
|
m@55
|
4599 "78 El Salvador 0.424242 33 14\n",
|
|
m@55
|
4600 "50 Western Sahara 0.421687 83 35\n",
|
|
m@55
|
4601 "least outliers \n",
|
|
m@55
|
4602 " Country Outliers N_Country N_Outliers\n",
|
|
m@55
|
4603 "1 Lithuania 0.000000 47 0\n",
|
|
m@55
|
4604 "30 Afghanistan 0.000000 24 0\n",
|
|
m@55
|
4605 "28 Tajikistan 0.000000 19 0\n",
|
|
m@55
|
4606 "27 South Korea 0.000000 11 0\n",
|
|
m@55
|
4607 "113 Iceland 0.000000 14 0\n",
|
|
m@55
|
4608 "119 Denmark 0.000000 16 0\n",
|
|
m@55
|
4609 "74 Czech Republic 0.000000 41 0\n",
|
|
m@55
|
4610 "15 Netherlands 0.014925 67 1\n",
|
|
m@55
|
4611 "121 Poland 0.040000 100 4\n",
|
|
m@55
|
4612 "134 Paraguay 0.043478 23 1\n",
|
|
m@55
|
4613 "writing file\n",
|
|
m@55
|
4614 "iteration 1\n",
|
|
m@55
|
4615 "classifying...\n",
|
|
m@55
|
4616 "/import/c4dm-04/mariap/train_data_melodia_8_1.pickle\n",
|
|
m@55
|
4617 "0.149811300704\n",
|
|
m@55
|
4618 "detecting outliers...\n",
|
|
m@55
|
4619 "most outliers \n",
|
|
m@55
|
4620 " Country Outliers N_Country N_Outliers\n",
|
|
m@55
|
4621 "60 Chad 0.545455 11 6\n",
|
|
m@55
|
4622 "62 Fiji 0.533333 15 8\n",
|
|
m@55
|
4623 "86 Gambia 0.520833 48 25\n",
|
|
m@55
|
4624 "21 Pakistan 0.500000 88 44\n",
|
|
m@55
|
4625 "43 Benin 0.500000 26 13\n",
|
|
m@55
|
4626 "32 Ivory Coast 0.500000 14 7\n",
|
|
m@55
|
4627 "136 Botswana 0.488095 84 41\n",
|
|
m@55
|
4628 "78 El Salvador 0.484848 33 16\n",
|
|
m@55
|
4629 "106 Nepal 0.436782 87 38\n",
|
|
m@55
|
4630 "135 French Guiana 0.428571 28 12\n",
|
|
m@55
|
4631 "least outliers \n",
|
|
m@55
|
4632 " Country Outliers N_Country N_Outliers\n",
|
|
m@55
|
4633 "1 Lithuania 0.000000 47 0\n",
|
|
m@55
|
4634 "113 Iceland 0.000000 14 0\n",
|
|
m@55
|
4635 "119 Denmark 0.000000 16 0\n",
|
|
m@55
|
4636 "74 Czech Republic 0.000000 41 0\n",
|
|
m@55
|
4637 "28 South Korea 0.000000 11 0\n",
|
|
m@55
|
4638 "16 Netherlands 0.029851 67 2\n",
|
|
m@55
|
4639 "31 Afghanistan 0.041667 24 1\n",
|
|
m@55
|
4640 "134 Paraguay 0.043478 23 1\n",
|
|
m@55
|
4641 "105 Sudan 0.045455 66 3\n",
|
|
m@55
|
4642 "120 Kazakhstan 0.045455 88 4\n",
|
|
m@55
|
4643 "writing file\n",
|
|
m@55
|
4644 "iteration 2\n",
|
|
m@55
|
4645 "classifying...\n",
|
|
m@55
|
4646 "/import/c4dm-04/mariap/train_data_melodia_8_2.pickle\n",
|
|
m@55
|
4647 "0.178052269426\n",
|
|
m@55
|
4648 "detecting outliers...\n",
|
|
m@55
|
4649 "most outliers \n",
|
|
m@55
|
4650 " Country Outliers N_Country N_Outliers\n",
|
|
m@55
|
4651 "136 Botswana 0.615385 78 48\n",
|
|
m@55
|
4652 "86 Gambia 0.520833 48 25\n",
|
|
m@55
|
4653 "72 Ivory Coast 0.500000 14 7\n",
|
|
m@55
|
4654 "62 Fiji 0.466667 15 7\n",
|
|
m@55
|
4655 "43 Benin 0.461538 26 12\n",
|
|
m@55
|
4656 "20 Pakistan 0.451613 93 42\n",
|
|
m@55
|
4657 "17 French Guiana 0.428571 28 12\n",
|
|
m@55
|
4658 "14 Liberia 0.425000 40 17\n",
|
|
m@55
|
4659 "78 El Salvador 0.424242 33 14\n",
|
|
m@55
|
4660 "51 Western Sahara 0.414634 82 34\n",
|
|
m@55
|
4661 "least outliers \n",
|
|
m@55
|
4662 " Country Outliers N_Country N_Outliers\n",
|
|
m@55
|
4663 "119 Denmark 0.000000 16 0\n",
|
|
m@55
|
4664 "113 Iceland 0.000000 14 0\n",
|
|
m@55
|
4665 "27 South Korea 0.000000 11 0\n",
|
|
m@55
|
4666 "1 Lithuania 0.000000 47 0\n",
|
|
m@55
|
4667 "31 Czech Republic 0.024390 41 1\n",
|
|
m@55
|
4668 "15 Netherlands 0.029851 67 2\n",
|
|
m@55
|
4669 "30 Afghanistan 0.041667 24 1\n",
|
|
m@55
|
4670 "105 Sudan 0.045455 66 3\n",
|
|
m@55
|
4671 "120 Kazakhstan 0.045455 88 4\n",
|
|
m@55
|
4672 "100 Antigua and Barbuda 0.047619 42 2\n",
|
|
m@55
|
4673 "writing file\n",
|
|
m@55
|
4674 "iteration 3\n",
|
|
m@55
|
4675 "classifying...\n",
|
|
m@55
|
4676 "/import/c4dm-04/mariap/train_data_melodia_8_3.pickle\n",
|
|
m@55
|
4677 "0.177243715126\n",
|
|
m@55
|
4678 "detecting outliers...\n",
|
|
m@55
|
4679 "most outliers \n",
|
|
m@55
|
4680 " Country Outliers N_Country N_Outliers\n",
|
|
m@55
|
4681 "136 Botswana 0.617284 81 50\n",
|
|
m@55
|
4682 "31 Ivory Coast 0.571429 14 8\n",
|
|
m@55
|
4683 "86 Gambia 0.541667 48 26\n",
|
|
m@55
|
4684 "43 Benin 0.538462 26 14\n",
|
|
m@55
|
4685 "62 Fiji 0.533333 15 8\n",
|
|
m@55
|
4686 "20 Pakistan 0.468750 96 45\n",
|
|
m@55
|
4687 "51 Western Sahara 0.439024 82 36\n",
|
|
m@55
|
4688 "14 Liberia 0.425000 40 17\n",
|
|
m@55
|
4689 "78 El Salvador 0.424242 33 14\n",
|
|
m@55
|
4690 "106 Nepal 0.416667 96 40\n",
|
|
m@55
|
4691 "least outliers \n",
|
|
m@55
|
4692 " Country Outliers N_Country N_Outliers\n",
|
|
m@55
|
4693 "113 Iceland 0.000000 14 0\n",
|
|
m@55
|
4694 "30 Afghanistan 0.000000 24 0\n",
|
|
m@55
|
4695 "119 Denmark 0.000000 16 0\n",
|
|
m@55
|
4696 "134 Paraguay 0.000000 23 0\n",
|
|
m@55
|
4697 "27 South Korea 0.000000 11 0\n",
|
|
m@55
|
4698 "1 Lithuania 0.000000 47 0\n",
|
|
m@55
|
4699 "100 Antigua and Barbuda 0.023810 42 1\n",
|
|
m@55
|
4700 "74 Czech Republic 0.024390 41 1\n",
|
|
m@55
|
4701 "15 Netherlands 0.029851 67 2\n",
|
|
m@55
|
4702 "105 Sudan 0.045455 66 3\n",
|
|
m@55
|
4703 "writing file\n",
|
|
m@55
|
4704 "iteration 4\n",
|
|
m@55
|
4705 "classifying...\n",
|
|
m@55
|
4706 "/import/c4dm-04/mariap/train_data_melodia_8_4.pickle\n",
|
|
m@55
|
4707 "0.186733308352\n",
|
|
m@55
|
4708 "detecting outliers...\n",
|
|
m@55
|
4709 "most outliers \n",
|
|
m@55
|
4710 " Country Outliers N_Country N_Outliers\n",
|
|
m@55
|
4711 "60 Chad 0.727273 11 8\n",
|
|
m@55
|
4712 "136 Botswana 0.630952 84 53\n",
|
|
m@55
|
4713 "72 Ivory Coast 0.571429 14 8\n",
|
|
m@55
|
4714 "62 Fiji 0.533333 15 8\n",
|
|
m@55
|
4715 "86 Gambia 0.520833 48 25\n",
|
|
m@55
|
4716 "43 Benin 0.500000 26 13\n",
|
|
m@55
|
4717 "20 Pakistan 0.468085 94 44\n",
|
|
m@55
|
4718 "135 French Guiana 0.464286 28 13\n",
|
|
m@55
|
4719 "64 Mozambique 0.441176 34 15\n",
|
|
m@55
|
4720 "51 Western Sahara 0.439024 82 36\n",
|
|
m@55
|
4721 "least outliers \n",
|
|
m@55
|
4722 " Country Outliers N_Country N_Outliers\n",
|
|
m@55
|
4723 "1 Lithuania 0.000000 47 0\n",
|
|
m@55
|
4724 "27 South Korea 0.000000 11 0\n",
|
|
m@55
|
4725 "113 Iceland 0.000000 14 0\n",
|
|
m@55
|
4726 "119 Denmark 0.000000 16 0\n",
|
|
m@55
|
4727 "15 Netherlands 0.014925 67 1\n",
|
|
m@55
|
4728 "31 Czech Republic 0.024390 41 1\n",
|
|
m@55
|
4729 "112 Israel 0.030000 100 3\n",
|
|
m@55
|
4730 "30 Afghanistan 0.041667 24 1\n",
|
|
m@55
|
4731 "134 Paraguay 0.043478 23 1\n",
|
|
m@55
|
4732 "105 Sudan 0.045455 66 3\n",
|
|
m@55
|
4733 "writing file\n",
|
|
m@55
|
4734 "iteration 5\n",
|
|
m@55
|
4735 "classifying...\n",
|
|
m@55
|
4736 "/import/c4dm-04/mariap/train_data_melodia_8_5.pickle\n",
|
|
m@55
|
4737 "0.163125082162\n",
|
|
m@55
|
4738 "detecting outliers...\n",
|
|
m@55
|
4739 "most outliers \n",
|
|
m@55
|
4740 " Country Outliers N_Country N_Outliers\n",
|
|
m@55
|
4741 "136 Botswana 0.607143 84 51\n",
|
|
m@55
|
4742 "72 Ivory Coast 0.571429 14 8\n",
|
|
m@55
|
4743 "21 Pakistan 0.553191 94 52\n",
|
|
m@55
|
4744 "95 Chad 0.545455 11 6\n",
|
|
m@55
|
4745 "63 Fiji 0.533333 15 8\n",
|
|
m@55
|
4746 "86 Gambia 0.520833 48 25\n",
|
|
m@55
|
4747 "44 Benin 0.500000 26 13\n",
|
|
m@55
|
4748 "78 El Salvador 0.454545 33 15\n",
|
|
m@55
|
4749 "117 Zimbabwe 0.428571 14 6\n",
|
|
m@55
|
4750 "66 Uganda 0.418605 86 36\n",
|
|
m@55
|
4751 "least outliers \n",
|
|
m@55
|
4752 " Country Outliers N_Country N_Outliers\n",
|
|
m@55
|
4753 "119 Denmark 0.000000 16 0\n",
|
|
m@55
|
4754 "1 Lithuania 0.000000 47 0\n",
|
|
m@55
|
4755 "28 South Korea 0.000000 11 0\n",
|
|
m@55
|
4756 "113 Iceland 0.000000 14 0\n",
|
|
m@55
|
4757 "32 Czech Republic 0.024390 41 1\n",
|
|
m@55
|
4758 "16 Netherlands 0.029851 67 2\n",
|
|
m@55
|
4759 "31 Afghanistan 0.041667 24 1\n",
|
|
m@55
|
4760 "134 Paraguay 0.043478 23 1\n",
|
|
m@55
|
4761 "120 Kazakhstan 0.045455 88 4\n",
|
|
m@55
|
4762 "105 Sudan 0.045455 66 3\n",
|
|
m@55
|
4763 "writing file\n",
|
|
m@55
|
4764 "iteration 6\n",
|
|
m@55
|
4765 "classifying...\n",
|
|
m@55
|
4766 "/import/c4dm-04/mariap/train_data_melodia_8_6.pickle\n",
|
|
m@55
|
4767 "0.179816192246\n",
|
|
m@55
|
4768 "detecting outliers...\n",
|
|
m@55
|
4769 "most outliers \n",
|
|
m@55
|
4770 " Country Outliers N_Country N_Outliers\n",
|
|
m@55
|
4771 "136 Botswana 0.574468 94 54\n",
|
|
m@55
|
4772 "32 Ivory Coast 0.571429 14 8\n",
|
|
m@55
|
4773 "86 Gambia 0.520833 48 25\n",
|
|
m@55
|
4774 "21 Pakistan 0.516854 89 46\n",
|
|
m@55
|
4775 "62 Fiji 0.466667 15 7\n",
|
|
m@55
|
4776 "43 Benin 0.461538 26 12\n",
|
|
m@55
|
4777 "95 Chad 0.454545 11 5\n",
|
|
m@55
|
4778 "78 El Salvador 0.454545 33 15\n",
|
|
m@55
|
4779 "51 Western Sahara 0.439024 82 36\n",
|
|
m@55
|
4780 "63 Senegal 0.405405 37 15\n",
|
|
m@55
|
4781 "least outliers \n",
|
|
m@55
|
4782 " Country Outliers N_Country N_Outliers\n",
|
|
m@55
|
4783 "1 Lithuania 0.000000 47 0\n",
|
|
m@55
|
4784 "119 Denmark 0.000000 16 0\n",
|
|
m@55
|
4785 "28 South Korea 0.000000 11 0\n",
|
|
m@55
|
4786 "113 Iceland 0.000000 14 0\n",
|
|
m@55
|
4787 "16 Netherlands 0.014925 67 1\n",
|
|
m@55
|
4788 "74 Czech Republic 0.024390 41 1\n",
|
|
m@55
|
4789 "13 Germany 0.040000 100 4\n",
|
|
m@55
|
4790 "31 Afghanistan 0.041667 24 1\n",
|
|
m@55
|
4791 "105 Sudan 0.045455 66 3\n",
|
|
m@55
|
4792 "120 Kazakhstan 0.045455 88 4\n",
|
|
m@59
|
4793 "writing file\n",
|
|
Maria@73
|
4794 "iteration 7\n",
|
|
m@59
|
4795 "classifying...\n",
|
|
m@59
|
4796 "/import/c4dm-04/mariap/train_data_melodia_8_7.pickle\n",
|
|
m@59
|
4797 "0.179777654473\n",
|
|
m@59
|
4798 "detecting outliers...\n",
|
|
m@59
|
4799 "most outliers \n",
|
|
m@59
|
4800 " Country Outliers N_Country N_Outliers\n",
|
|
m@59
|
4801 "136 Botswana 0.636364 88 56\n",
|
|
m@59
|
4802 "95 Chad 0.636364 11 7\n",
|
|
m@59
|
4803 "86 Gambia 0.511111 45 23\n",
|
|
m@59
|
4804 "42 Benin 0.500000 26 13\n",
|
|
m@59
|
4805 "14 Liberia 0.500000 40 20\n",
|
|
m@59
|
4806 "63 Mozambique 0.500000 34 17\n",
|
|
m@59
|
4807 "78 El Salvador 0.424242 33 14\n",
|
|
m@59
|
4808 "62 Senegal 0.416667 36 15\n",
|
|
m@59
|
4809 "20 Pakistan 0.415730 89 37\n",
|
|
m@59
|
4810 "106 Nepal 0.402174 92 37\n",
|
|
m@59
|
4811 "least outliers \n",
|
|
m@59
|
4812 " Country Outliers N_Country N_Outliers\n",
|
|
m@59
|
4813 "1 Lithuania 0.000000 47 0\n",
|
|
m@59
|
4814 "119 Denmark 0.000000 16 0\n",
|
|
m@59
|
4815 "113 Iceland 0.000000 14 0\n",
|
|
m@59
|
4816 "27 South Korea 0.000000 11 0\n",
|
|
m@59
|
4817 "15 Netherlands 0.015152 66 1\n",
|
|
m@59
|
4818 "120 Kazakhstan 0.034884 86 3\n",
|
|
m@59
|
4819 "30 Afghanistan 0.041667 24 1\n",
|
|
m@59
|
4820 "102 Nicaragua 0.050000 20 1\n",
|
|
m@59
|
4821 "112 Israel 0.050000 100 5\n",
|
|
m@59
|
4822 "28 Tajikistan 0.052632 19 1\n",
|
|
m@59
|
4823 "writing file\n",
|
|
m@59
|
4824 "iteration 8\n",
|
|
m@59
|
4825 "classifying...\n",
|
|
m@59
|
4826 "/import/c4dm-04/mariap/train_data_melodia_8_8.pickle\n",
|
|
m@59
|
4827 "0.165005035342\n",
|
|
m@59
|
4828 "detecting outliers...\n",
|
|
m@59
|
4829 "most outliers \n",
|
|
m@59
|
4830 " Country Outliers N_Country N_Outliers\n",
|
|
m@59
|
4831 "95 Chad 0.636364 11 7\n",
|
|
m@59
|
4832 "43 Benin 0.576923 26 15\n",
|
|
m@59
|
4833 "136 Botswana 0.571429 77 44\n",
|
|
m@59
|
4834 "14 Liberia 0.525000 40 21\n",
|
|
m@59
|
4835 "86 Gambia 0.488889 45 22\n",
|
|
m@59
|
4836 "78 El Salvador 0.484848 33 16\n",
|
|
m@59
|
4837 "64 Mozambique 0.470588 34 16\n",
|
|
m@59
|
4838 "62 Fiji 0.466667 15 7\n",
|
|
m@59
|
4839 "20 Pakistan 0.436782 87 38\n",
|
|
m@59
|
4840 "63 Senegal 0.416667 36 15\n",
|
|
m@59
|
4841 "least outliers \n",
|
|
m@59
|
4842 " Country Outliers N_Country N_Outliers\n",
|
|
m@59
|
4843 "1 Lithuania 0.000000 47 0\n",
|
|
m@59
|
4844 "119 Denmark 0.000000 16 0\n",
|
|
m@59
|
4845 "113 Iceland 0.000000 14 0\n",
|
|
m@59
|
4846 "27 South Korea 0.000000 11 0\n",
|
|
m@59
|
4847 "102 Nicaragua 0.000000 20 0\n",
|
|
m@59
|
4848 "28 Tajikistan 0.000000 19 0\n",
|
|
m@59
|
4849 "15 Netherlands 0.015152 66 1\n",
|
|
m@59
|
4850 "89 Croatia 0.032258 31 1\n",
|
|
m@59
|
4851 "120 Kazakhstan 0.034884 86 3\n",
|
|
m@59
|
4852 "30 Afghanistan 0.041667 24 1\n",
|
|
m@59
|
4853 "writing file\n",
|
|
m@59
|
4854 "iteration 9\n",
|
|
m@59
|
4855 "classifying...\n",
|
|
m@59
|
4856 "/import/c4dm-04/mariap/train_data_melodia_8_9.pickle\n",
|
|
m@59
|
4857 "0.168630986212\n",
|
|
m@59
|
4858 "detecting outliers...\n",
|
|
m@59
|
4859 "most outliers \n",
|
|
m@59
|
4860 " Country Outliers N_Country N_Outliers\n",
|
|
m@59
|
4861 "43 Benin 0.576923 26 15\n",
|
|
m@59
|
4862 "136 Botswana 0.567901 81 46\n",
|
|
m@59
|
4863 "60 Chad 0.545455 11 6\n",
|
|
m@59
|
4864 "86 Gambia 0.533333 45 24\n",
|
|
m@59
|
4865 "14 Liberia 0.525000 40 21\n",
|
|
m@59
|
4866 "65 Uganda 0.482759 87 42\n",
|
|
m@59
|
4867 "64 Mozambique 0.470588 34 16\n",
|
|
m@59
|
4868 "20 Pakistan 0.465909 88 41\n",
|
|
m@59
|
4869 "135 French Guiana 0.464286 28 13\n",
|
|
m@59
|
4870 "67 Brazil 0.460000 100 46\n",
|
|
m@59
|
4871 "least outliers \n",
|
|
m@59
|
4872 " Country Outliers N_Country N_Outliers\n",
|
|
m@59
|
4873 "1 Lithuania 0.000000 47 0\n",
|
|
m@59
|
4874 "90 French Polynesia 0.000000 15 0\n",
|
|
m@59
|
4875 "102 Nicaragua 0.000000 20 0\n",
|
|
m@59
|
4876 "113 Iceland 0.000000 14 0\n",
|
|
m@59
|
4877 "119 Denmark 0.000000 16 0\n",
|
|
m@59
|
4878 "15 Netherlands 0.015152 66 1\n",
|
|
m@59
|
4879 "18 New Zealand 0.029412 34 1\n",
|
|
m@59
|
4880 "120 Kazakhstan 0.034884 86 3\n",
|
|
m@59
|
4881 "31 Czech Republic 0.048780 41 2\n",
|
|
m@59
|
4882 "28 Tajikistan 0.052632 19 1\n",
|
|
m@55
|
4883 "writing file\n"
|
|
m@48
|
4884 ]
|
|
m@48
|
4885 }
|
|
m@48
|
4886 ],
|
|
m@47
|
4887 "source": [
|
|
m@59
|
4888 "n_iters = 10\n",
|
|
m@55
|
4889 "OUTPUT_FILES = load_dataset.OUTPUT_FILES\n",
|
|
m@55
|
4890 "MAPPER_OUTPUT_FILES = mapper.OUTPUT_FILES\n",
|
|
m@47
|
4891 "for n in range(n_iters):\n",
|
|
m@47
|
4892 " print \"iteration %d\" % n\n",
|
|
m@48
|
4893 " CLASS_INPUT_FILES = [output_file.split('.pickle')[0]+'_'+str(n)+'.pickle' for \n",
|
|
m@55
|
4894 " output_file in MAPPER_OUTPUT_FILES]\n",
|
|
m@55
|
4895 " mapper.INPUT_FILES = [output_file.split('.pickle')[0]+'_'+str(n)+'.pickle' for \n",
|
|
m@55
|
4896 " output_file in OUTPUT_FILES]\n",
|
|
m@55
|
4897 " X, Y, Yaudio = classification.load_data_from_pickle(CLASS_INPUT_FILES[0])\n",
|
|
m@55
|
4898 " #X = np.concatenate(ldadata_list, axis=1)\n",
|
|
m@15
|
4899 " # classification and confusion\n",
|
|
m@71
|
4900 " if 1:\n",
|
|
m@71
|
4901 " print \"classifying...\"\n",
|
|
m@71
|
4902 " traininds, testinds = classification.get_train_test_indices(Yaudio)\n",
|
|
m@71
|
4903 " X_train, Y_train, X_test, Y_test = classification.get_train_test_sets(X, Y, traininds, testinds)\n",
|
|
m@71
|
4904 " accuracy, _ = classification.confusion_matrix(X_train, Y_train, X_test, Y_test, saveCF=False, plots=False)\n",
|
|
m@71
|
4905 " print accuracy\n",
|
|
m@71
|
4906 "\n",
|
|
m@71
|
4907 " # outliers\n",
|
|
m@71
|
4908 " print \"detecting outliers...\"\n",
|
|
m@71
|
4909 " #ddf = outliers.load_metadata(Yaudio, metadata_file=load_dataset.METADATA_FILE)\n",
|
|
m@71
|
4910 " df_global, threshold, MD = outliers.get_outliers_df(X, Y, chi2thr=0.999)\n",
|
|
m@71
|
4911 " outliers.print_most_least_outliers_topN(df_global, N=10)\n",
|
|
m@15
|
4912 " \n",
|
|
m@71
|
4913 " # write output\n",
|
|
m@71
|
4914 " print \"writing file\"\n",
|
|
m@71
|
4915 " df_global.to_csv('../data/outliers_'+str(n)+'.csv', index=False)"
|
|
m@71
|
4916 ]
|
|
m@71
|
4917 },
|
|
m@71
|
4918 {
|
|
m@71
|
4919 "cell_type": "markdown",
|
|
m@71
|
4920 "metadata": {},
|
|
m@71
|
4921 "source": [
|
|
m@71
|
4922 "Let's sample only 80% of the recordings each time so outlier results are different. Otherwise if we are only including the same 10 recordings from Chad we have more chances of getting the same outliers from Chad."
|
|
m@71
|
4923 ]
|
|
m@71
|
4924 },
|
|
m@71
|
4925 {
|
|
m@71
|
4926 "cell_type": "code",
|
|
m@71
|
4927 "execution_count": 52,
|
|
m@82
|
4928 "metadata": {},
|
|
m@71
|
4929 "outputs": [
|
|
m@71
|
4930 {
|
|
m@71
|
4931 "name": "stdout",
|
|
m@71
|
4932 "output_type": "stream",
|
|
m@71
|
4933 "text": [
|
|
m@71
|
4934 "iteration 0\n",
|
|
m@71
|
4935 "(8089, 381) (8089,)\n",
|
|
m@71
|
4936 "detecting outliers...\n",
|
|
m@71
|
4937 "most outliers \n",
|
|
m@71
|
4938 " Country Outliers N_Country N_Outliers\n",
|
|
m@71
|
4939 "136 Botswana 0.590909 88 52\n",
|
|
m@71
|
4940 "31 Ivory Coast 0.571429 14 8\n",
|
|
m@71
|
4941 "86 Gambia 0.541667 48 26\n",
|
|
m@71
|
4942 "42 Benin 0.538462 26 14\n",
|
|
m@71
|
4943 "102 Fiji 0.466667 15 7\n",
|
|
m@71
|
4944 "20 Pakistan 0.461538 91 42\n",
|
|
m@71
|
4945 "64 Uganda 0.437500 80 35\n",
|
|
m@71
|
4946 "14 Liberia 0.425000 40 17\n",
|
|
m@71
|
4947 "78 El Salvador 0.424242 33 14\n",
|
|
m@71
|
4948 "50 Western Sahara 0.421687 83 35\n",
|
|
m@71
|
4949 "least outliers \n",
|
|
m@71
|
4950 " Country Outliers N_Country N_Outliers\n",
|
|
m@71
|
4951 "1 Lithuania 0.000000 47 0\n",
|
|
m@71
|
4952 "30 Afghanistan 0.000000 24 0\n",
|
|
m@71
|
4953 "28 Tajikistan 0.000000 19 0\n",
|
|
m@71
|
4954 "27 South Korea 0.000000 11 0\n",
|
|
m@71
|
4955 "113 Iceland 0.000000 14 0\n",
|
|
m@71
|
4956 "119 Denmark 0.000000 16 0\n",
|
|
m@71
|
4957 "74 Czech Republic 0.000000 41 0\n",
|
|
m@71
|
4958 "15 Netherlands 0.014925 67 1\n",
|
|
m@71
|
4959 "121 Poland 0.040000 100 4\n",
|
|
m@71
|
4960 "134 Paraguay 0.043478 23 1\n",
|
|
m@71
|
4961 "writing file\n",
|
|
m@71
|
4962 "iteration 1\n",
|
|
m@71
|
4963 "(8099, 381) (8099,)\n",
|
|
m@71
|
4964 "detecting outliers...\n",
|
|
m@71
|
4965 "most outliers \n",
|
|
m@71
|
4966 " Country Outliers N_Country N_Outliers\n",
|
|
m@71
|
4967 "60 Chad 0.545455 11 6\n",
|
|
m@71
|
4968 "62 Fiji 0.533333 15 8\n",
|
|
m@71
|
4969 "86 Gambia 0.520833 48 25\n",
|
|
m@71
|
4970 "21 Pakistan 0.500000 88 44\n",
|
|
m@71
|
4971 "43 Benin 0.500000 26 13\n",
|
|
m@71
|
4972 "32 Ivory Coast 0.500000 14 7\n",
|
|
m@71
|
4973 "136 Botswana 0.488095 84 41\n",
|
|
m@71
|
4974 "78 El Salvador 0.484848 33 16\n",
|
|
m@71
|
4975 "106 Nepal 0.436782 87 38\n",
|
|
m@71
|
4976 "135 French Guiana 0.428571 28 12\n",
|
|
m@71
|
4977 "least outliers \n",
|
|
m@71
|
4978 " Country Outliers N_Country N_Outliers\n",
|
|
m@71
|
4979 "1 Lithuania 0.000000 47 0\n",
|
|
m@71
|
4980 "113 Iceland 0.000000 14 0\n",
|
|
m@71
|
4981 "119 Denmark 0.000000 16 0\n",
|
|
m@71
|
4982 "74 Czech Republic 0.000000 41 0\n",
|
|
m@71
|
4983 "28 South Korea 0.000000 11 0\n",
|
|
m@71
|
4984 "16 Netherlands 0.029851 67 2\n",
|
|
m@71
|
4985 "31 Afghanistan 0.041667 24 1\n",
|
|
m@71
|
4986 "134 Paraguay 0.043478 23 1\n",
|
|
m@71
|
4987 "105 Sudan 0.045455 66 3\n",
|
|
m@71
|
4988 "120 Kazakhstan 0.045455 88 4\n",
|
|
m@71
|
4989 "writing file\n",
|
|
m@71
|
4990 "iteration 2\n",
|
|
m@71
|
4991 "(8078, 380) (8078,)\n",
|
|
m@71
|
4992 "detecting outliers...\n",
|
|
m@71
|
4993 "most outliers \n",
|
|
m@71
|
4994 " Country Outliers N_Country N_Outliers\n",
|
|
m@71
|
4995 "136 Botswana 0.615385 78 48\n",
|
|
m@71
|
4996 "86 Gambia 0.520833 48 25\n",
|
|
m@71
|
4997 "72 Ivory Coast 0.500000 14 7\n",
|
|
m@71
|
4998 "62 Fiji 0.466667 15 7\n",
|
|
m@71
|
4999 "43 Benin 0.461538 26 12\n",
|
|
m@71
|
5000 "20 Pakistan 0.451613 93 42\n",
|
|
m@71
|
5001 "17 French Guiana 0.428571 28 12\n",
|
|
m@71
|
5002 "14 Liberia 0.425000 40 17\n",
|
|
m@71
|
5003 "78 El Salvador 0.424242 33 14\n",
|
|
m@71
|
5004 "51 Western Sahara 0.414634 82 34\n",
|
|
m@71
|
5005 "least outliers \n",
|
|
m@71
|
5006 " Country Outliers N_Country N_Outliers\n",
|
|
m@71
|
5007 "119 Denmark 0.000000 16 0\n",
|
|
m@71
|
5008 "113 Iceland 0.000000 14 0\n",
|
|
m@71
|
5009 "27 South Korea 0.000000 11 0\n",
|
|
m@71
|
5010 "1 Lithuania 0.000000 47 0\n",
|
|
m@71
|
5011 "31 Czech Republic 0.024390 41 1\n",
|
|
m@71
|
5012 "15 Netherlands 0.029851 67 2\n",
|
|
m@71
|
5013 "30 Afghanistan 0.041667 24 1\n",
|
|
m@71
|
5014 "105 Sudan 0.045455 66 3\n",
|
|
m@71
|
5015 "120 Kazakhstan 0.045455 88 4\n",
|
|
m@71
|
5016 "100 Antigua and Barbuda 0.047619 42 2\n",
|
|
m@71
|
5017 "writing file\n",
|
|
m@71
|
5018 "iteration 3\n",
|
|
m@71
|
5019 "(8103, 380) (8103,)\n",
|
|
m@71
|
5020 "detecting outliers...\n",
|
|
m@71
|
5021 "most outliers \n",
|
|
m@71
|
5022 " Country Outliers N_Country N_Outliers\n",
|
|
m@71
|
5023 "136 Botswana 0.617284 81 50\n",
|
|
m@71
|
5024 "31 Ivory Coast 0.571429 14 8\n",
|
|
m@71
|
5025 "86 Gambia 0.541667 48 26\n",
|
|
m@71
|
5026 "43 Benin 0.538462 26 14\n",
|
|
m@71
|
5027 "62 Fiji 0.533333 15 8\n",
|
|
m@71
|
5028 "20 Pakistan 0.468750 96 45\n",
|
|
m@71
|
5029 "51 Western Sahara 0.439024 82 36\n",
|
|
m@71
|
5030 "14 Liberia 0.425000 40 17\n",
|
|
m@71
|
5031 "78 El Salvador 0.424242 33 14\n",
|
|
m@71
|
5032 "106 Nepal 0.416667 96 40\n",
|
|
m@71
|
5033 "least outliers \n",
|
|
m@71
|
5034 " Country Outliers N_Country N_Outliers\n",
|
|
m@71
|
5035 "113 Iceland 0.000000 14 0\n",
|
|
m@71
|
5036 "30 Afghanistan 0.000000 24 0\n",
|
|
m@71
|
5037 "119 Denmark 0.000000 16 0\n",
|
|
m@71
|
5038 "134 Paraguay 0.000000 23 0\n",
|
|
m@71
|
5039 "27 South Korea 0.000000 11 0\n",
|
|
m@71
|
5040 "1 Lithuania 0.000000 47 0\n",
|
|
m@71
|
5041 "100 Antigua and Barbuda 0.023810 42 1\n",
|
|
m@71
|
5042 "74 Czech Republic 0.024390 41 1\n",
|
|
m@71
|
5043 "15 Netherlands 0.029851 67 2\n",
|
|
m@71
|
5044 "105 Sudan 0.045455 66 3\n",
|
|
m@71
|
5045 "writing file\n",
|
|
m@71
|
5046 "iteration 4\n",
|
|
m@71
|
5047 "(8100, 381) (8100,)\n",
|
|
m@71
|
5048 "detecting outliers...\n",
|
|
m@71
|
5049 "most outliers \n",
|
|
m@71
|
5050 " Country Outliers N_Country N_Outliers\n",
|
|
m@71
|
5051 "60 Chad 0.727273 11 8\n",
|
|
m@71
|
5052 "136 Botswana 0.630952 84 53\n",
|
|
m@71
|
5053 "72 Ivory Coast 0.571429 14 8\n",
|
|
m@71
|
5054 "62 Fiji 0.533333 15 8\n",
|
|
m@71
|
5055 "86 Gambia 0.520833 48 25\n",
|
|
m@71
|
5056 "43 Benin 0.500000 26 13\n",
|
|
m@71
|
5057 "20 Pakistan 0.468085 94 44\n",
|
|
m@71
|
5058 "135 French Guiana 0.464286 28 13\n",
|
|
m@71
|
5059 "64 Mozambique 0.441176 34 15\n",
|
|
m@71
|
5060 "51 Western Sahara 0.439024 82 36\n",
|
|
m@71
|
5061 "least outliers \n",
|
|
m@71
|
5062 " Country Outliers N_Country N_Outliers\n",
|
|
m@71
|
5063 "1 Lithuania 0.000000 47 0\n",
|
|
m@71
|
5064 "27 South Korea 0.000000 11 0\n",
|
|
m@71
|
5065 "113 Iceland 0.000000 14 0\n",
|
|
m@71
|
5066 "119 Denmark 0.000000 16 0\n",
|
|
m@71
|
5067 "15 Netherlands 0.014925 67 1\n",
|
|
m@71
|
5068 "31 Czech Republic 0.024390 41 1\n",
|
|
m@71
|
5069 "112 Israel 0.030000 100 3\n",
|
|
m@71
|
5070 "30 Afghanistan 0.041667 24 1\n",
|
|
m@71
|
5071 "134 Paraguay 0.043478 23 1\n",
|
|
m@71
|
5072 "105 Sudan 0.045455 66 3\n",
|
|
m@71
|
5073 "writing file\n",
|
|
m@71
|
5074 "iteration 5\n",
|
|
m@71
|
5075 "(8101, 380) (8101,)\n",
|
|
m@71
|
5076 "detecting outliers...\n",
|
|
m@71
|
5077 "most outliers \n",
|
|
m@71
|
5078 " Country Outliers N_Country N_Outliers\n",
|
|
m@71
|
5079 "136 Botswana 0.607143 84 51\n",
|
|
m@71
|
5080 "72 Ivory Coast 0.571429 14 8\n",
|
|
m@71
|
5081 "21 Pakistan 0.553191 94 52\n",
|
|
m@71
|
5082 "95 Chad 0.545455 11 6\n",
|
|
m@71
|
5083 "63 Fiji 0.533333 15 8\n",
|
|
m@71
|
5084 "86 Gambia 0.520833 48 25\n",
|
|
m@71
|
5085 "44 Benin 0.500000 26 13\n",
|
|
m@71
|
5086 "78 El Salvador 0.454545 33 15\n",
|
|
m@71
|
5087 "117 Zimbabwe 0.428571 14 6\n",
|
|
m@71
|
5088 "66 Uganda 0.418605 86 36\n",
|
|
m@71
|
5089 "least outliers \n",
|
|
m@71
|
5090 " Country Outliers N_Country N_Outliers\n",
|
|
m@71
|
5091 "119 Denmark 0.000000 16 0\n",
|
|
m@71
|
5092 "1 Lithuania 0.000000 47 0\n",
|
|
m@71
|
5093 "28 South Korea 0.000000 11 0\n",
|
|
m@71
|
5094 "113 Iceland 0.000000 14 0\n",
|
|
m@71
|
5095 "32 Czech Republic 0.024390 41 1\n",
|
|
m@71
|
5096 "16 Netherlands 0.029851 67 2\n",
|
|
m@71
|
5097 "31 Afghanistan 0.041667 24 1\n",
|
|
m@71
|
5098 "134 Paraguay 0.043478 23 1\n",
|
|
m@71
|
5099 "120 Kazakhstan 0.045455 88 4\n",
|
|
m@71
|
5100 "105 Sudan 0.045455 66 3\n",
|
|
m@71
|
5101 "writing file\n",
|
|
m@71
|
5102 "iteration 6\n",
|
|
m@71
|
5103 "(8110, 380) (8110,)\n",
|
|
m@71
|
5104 "detecting outliers...\n",
|
|
m@71
|
5105 "most outliers \n",
|
|
m@71
|
5106 " Country Outliers N_Country N_Outliers\n",
|
|
m@71
|
5107 "136 Botswana 0.574468 94 54\n",
|
|
m@71
|
5108 "32 Ivory Coast 0.571429 14 8\n",
|
|
m@71
|
5109 "86 Gambia 0.520833 48 25\n",
|
|
m@71
|
5110 "21 Pakistan 0.516854 89 46\n",
|
|
m@71
|
5111 "62 Fiji 0.466667 15 7\n",
|
|
m@71
|
5112 "43 Benin 0.461538 26 12\n",
|
|
m@71
|
5113 "95 Chad 0.454545 11 5\n",
|
|
m@71
|
5114 "78 El Salvador 0.454545 33 15\n",
|
|
m@71
|
5115 "51 Western Sahara 0.439024 82 36\n",
|
|
m@71
|
5116 "63 Senegal 0.405405 37 15\n",
|
|
m@71
|
5117 "least outliers \n",
|
|
m@71
|
5118 " Country Outliers N_Country N_Outliers\n",
|
|
m@71
|
5119 "1 Lithuania 0.000000 47 0\n",
|
|
m@71
|
5120 "119 Denmark 0.000000 16 0\n",
|
|
m@71
|
5121 "28 South Korea 0.000000 11 0\n",
|
|
m@71
|
5122 "113 Iceland 0.000000 14 0\n",
|
|
m@71
|
5123 "16 Netherlands 0.014925 67 1\n",
|
|
m@71
|
5124 "74 Czech Republic 0.024390 41 1\n",
|
|
m@71
|
5125 "13 Germany 0.040000 100 4\n",
|
|
m@71
|
5126 "31 Afghanistan 0.041667 24 1\n",
|
|
m@71
|
5127 "105 Sudan 0.045455 66 3\n",
|
|
m@71
|
5128 "120 Kazakhstan 0.045455 88 4\n",
|
|
m@71
|
5129 "writing file\n",
|
|
Maria@73
|
5130 "iteration 7\n",
|
|
m@71
|
5131 "(8048, 381) (8048,)\n",
|
|
m@71
|
5132 "detecting outliers...\n",
|
|
m@71
|
5133 "most outliers \n",
|
|
m@71
|
5134 " Country Outliers N_Country N_Outliers\n",
|
|
m@71
|
5135 "136 Botswana 0.636364 88 56\n",
|
|
m@71
|
5136 "95 Chad 0.636364 11 7\n",
|
|
m@71
|
5137 "86 Gambia 0.511111 45 23\n",
|
|
m@71
|
5138 "42 Benin 0.500000 26 13\n",
|
|
m@71
|
5139 "14 Liberia 0.500000 40 20\n",
|
|
m@71
|
5140 "63 Mozambique 0.500000 34 17\n",
|
|
m@71
|
5141 "78 El Salvador 0.424242 33 14\n",
|
|
m@71
|
5142 "62 Senegal 0.416667 36 15\n",
|
|
m@71
|
5143 "20 Pakistan 0.415730 89 37\n",
|
|
m@71
|
5144 "106 Nepal 0.402174 92 37\n",
|
|
m@71
|
5145 "least outliers \n",
|
|
m@71
|
5146 " Country Outliers N_Country N_Outliers\n",
|
|
m@71
|
5147 "1 Lithuania 0.000000 47 0\n",
|
|
m@71
|
5148 "119 Denmark 0.000000 16 0\n",
|
|
m@71
|
5149 "113 Iceland 0.000000 14 0\n",
|
|
m@71
|
5150 "27 South Korea 0.000000 11 0\n",
|
|
m@71
|
5151 "15 Netherlands 0.015152 66 1\n",
|
|
m@71
|
5152 "120 Kazakhstan 0.034884 86 3\n",
|
|
m@71
|
5153 "30 Afghanistan 0.041667 24 1\n",
|
|
m@71
|
5154 "102 Nicaragua 0.050000 20 1\n",
|
|
m@71
|
5155 "112 Israel 0.050000 100 5\n",
|
|
m@71
|
5156 "28 Tajikistan 0.052632 19 1\n",
|
|
m@71
|
5157 "writing file\n",
|
|
m@71
|
5158 "iteration 8\n",
|
|
m@71
|
5159 "(8012, 380) (8012,)\n",
|
|
m@71
|
5160 "detecting outliers...\n",
|
|
m@71
|
5161 "most outliers \n",
|
|
m@71
|
5162 " Country Outliers N_Country N_Outliers\n",
|
|
m@71
|
5163 "95 Chad 0.636364 11 7\n",
|
|
m@71
|
5164 "43 Benin 0.576923 26 15\n",
|
|
m@71
|
5165 "136 Botswana 0.571429 77 44\n",
|
|
m@71
|
5166 "14 Liberia 0.525000 40 21\n",
|
|
m@71
|
5167 "86 Gambia 0.488889 45 22\n",
|
|
m@71
|
5168 "78 El Salvador 0.484848 33 16\n",
|
|
m@71
|
5169 "64 Mozambique 0.470588 34 16\n",
|
|
m@71
|
5170 "62 Fiji 0.466667 15 7\n",
|
|
m@71
|
5171 "20 Pakistan 0.436782 87 38\n",
|
|
m@71
|
5172 "63 Senegal 0.416667 36 15\n",
|
|
m@71
|
5173 "least outliers \n",
|
|
m@71
|
5174 " Country Outliers N_Country N_Outliers\n",
|
|
m@71
|
5175 "1 Lithuania 0.000000 47 0\n",
|
|
m@71
|
5176 "119 Denmark 0.000000 16 0\n",
|
|
m@71
|
5177 "113 Iceland 0.000000 14 0\n",
|
|
m@71
|
5178 "27 South Korea 0.000000 11 0\n",
|
|
m@71
|
5179 "102 Nicaragua 0.000000 20 0\n",
|
|
m@71
|
5180 "28 Tajikistan 0.000000 19 0\n",
|
|
m@71
|
5181 "15 Netherlands 0.015152 66 1\n",
|
|
m@71
|
5182 "89 Croatia 0.032258 31 1\n",
|
|
m@71
|
5183 "120 Kazakhstan 0.034884 86 3\n",
|
|
m@71
|
5184 "30 Afghanistan 0.041667 24 1\n",
|
|
m@71
|
5185 "writing file\n",
|
|
m@71
|
5186 "iteration 9\n",
|
|
m@71
|
5187 "(8032, 380) (8032,)\n",
|
|
m@71
|
5188 "detecting outliers...\n",
|
|
m@71
|
5189 "most outliers \n",
|
|
m@71
|
5190 " Country Outliers N_Country N_Outliers\n",
|
|
m@71
|
5191 "43 Benin 0.576923 26 15\n",
|
|
m@71
|
5192 "136 Botswana 0.567901 81 46\n",
|
|
m@71
|
5193 "60 Chad 0.545455 11 6\n",
|
|
m@71
|
5194 "86 Gambia 0.533333 45 24\n",
|
|
m@71
|
5195 "14 Liberia 0.525000 40 21\n",
|
|
m@71
|
5196 "65 Uganda 0.482759 87 42\n",
|
|
m@71
|
5197 "64 Mozambique 0.470588 34 16\n",
|
|
m@71
|
5198 "20 Pakistan 0.465909 88 41\n",
|
|
m@71
|
5199 "135 French Guiana 0.464286 28 13\n",
|
|
m@71
|
5200 "67 Brazil 0.460000 100 46\n",
|
|
m@71
|
5201 "least outliers \n",
|
|
m@71
|
5202 " Country Outliers N_Country N_Outliers\n",
|
|
m@71
|
5203 "1 Lithuania 0.000000 47 0\n",
|
|
m@71
|
5204 "90 French Polynesia 0.000000 15 0\n",
|
|
m@71
|
5205 "102 Nicaragua 0.000000 20 0\n",
|
|
m@71
|
5206 "113 Iceland 0.000000 14 0\n",
|
|
m@71
|
5207 "119 Denmark 0.000000 16 0\n",
|
|
m@71
|
5208 "15 Netherlands 0.015152 66 1\n",
|
|
m@71
|
5209 "18 New Zealand 0.029412 34 1\n",
|
|
m@71
|
5210 "120 Kazakhstan 0.034884 86 3\n",
|
|
m@71
|
5211 "31 Czech Republic 0.048780 41 2\n",
|
|
m@71
|
5212 "28 Tajikistan 0.052632 19 1\n",
|
|
m@71
|
5213 "writing file\n"
|
|
m@71
|
5214 ]
|
|
m@71
|
5215 }
|
|
m@71
|
5216 ],
|
|
m@71
|
5217 "source": [
|
|
m@71
|
5218 "from sklearn.model_selection import train_test_split\n",
|
|
m@71
|
5219 "\n",
|
|
m@71
|
5220 "n_iters = 10\n",
|
|
m@71
|
5221 "OUTPUT_FILES = load_dataset.OUTPUT_FILES\n",
|
|
m@71
|
5222 "MAPPER_OUTPUT_FILES = mapper.OUTPUT_FILES\n",
|
|
m@71
|
5223 "for n in range(n_iters):\n",
|
|
m@71
|
5224 " print \"iteration %d\" % n\n",
|
|
m@71
|
5225 " CLASS_INPUT_FILES = [output_file.split('.pickle')[0]+'_'+str(n)+'.pickle' for \n",
|
|
m@71
|
5226 " output_file in MAPPER_OUTPUT_FILES]\n",
|
|
m@71
|
5227 " mapper.INPUT_FILES = [output_file.split('.pickle')[0]+'_'+str(n)+'.pickle' for \n",
|
|
m@71
|
5228 " output_file in OUTPUT_FILES]\n",
|
|
m@71
|
5229 " X, Y, Yaudio = classification.load_data_from_pickle(CLASS_INPUT_FILES[0])\n",
|
|
m@71
|
5230 " # get only 80% of the dataset.. to vary the choice of outliers\n",
|
|
m@71
|
5231 " X, _, Y, _ = train_test_split(X, Y, train_size=0.8, stratify=Y)\n",
|
|
m@71
|
5232 " print X.shape, Y.shape\n",
|
|
m@71
|
5233 " # outliers\n",
|
|
m@71
|
5234 " print \"detecting outliers...\"\n",
|
|
m@71
|
5235 " #ddf = outliers.load_metadata(Yaudio, metadata_file=load_dataset.METADATA_FILE)\n",
|
|
m@71
|
5236 " df_global, threshold, MD = outliers.get_outliers_df(X, Y, chi2thr=0.999)\n",
|
|
m@71
|
5237 " outliers.print_most_least_outliers_topN(df_global, N=10)\n",
|
|
m@71
|
5238 " \n",
|
|
m@71
|
5239 " # write output\n",
|
|
m@71
|
5240 " print \"writing file\"\n",
|
|
m@71
|
5241 " df_global.to_csv('../data/outliers_'+str(n)+'.csv', index=False)"
|
|
m@71
|
5242 ]
|
|
m@71
|
5243 },
|
|
m@71
|
5244 {
|
|
m@71
|
5245 "cell_type": "markdown",
|
|
m@71
|
5246 "metadata": {},
|
|
m@71
|
5247 "source": [
|
|
m@71
|
5248 "Let's try without changing the LDA mapping, so just load the original dataset and get outlier countries by selecting 80% of the recordigns (in stratified manner).'"
|
|
m@71
|
5249 ]
|
|
m@71
|
5250 },
|
|
m@71
|
5251 {
|
|
m@71
|
5252 "cell_type": "code",
|
|
m@90
|
5253 "execution_count": 17,
|
|
m@82
|
5254 "metadata": {},
|
|
m@71
|
5255 "outputs": [
|
|
m@71
|
5256 {
|
|
m@71
|
5257 "name": "stdout",
|
|
m@71
|
5258 "output_type": "stream",
|
|
m@71
|
5259 "text": [
|
|
m@71
|
5260 "iteration 0\n",
|
|
m@90
|
5261 "../data/lda_data_melodia_8_30sec.pickle\n",
|
|
m@90
|
5262 "(6560, 381) (6560,)\n",
|
|
m@71
|
5263 "detecting outliers...\n",
|
|
m@71
|
5264 "most outliers \n",
|
|
m@71
|
5265 " Country Outliers N_Country N_Outliers\n",
|
|
m@90
|
5266 "136 Botswana 0.625000 72 45\n",
|
|
m@90
|
5267 "59 Chad 0.555556 9 5\n",
|
|
m@90
|
5268 "42 Benin 0.523810 21 11\n",
|
|
m@90
|
5269 "31 Ivory Coast 0.500000 12 6\n",
|
|
m@90
|
5270 "20 Pakistan 0.493151 73 36\n",
|
|
m@90
|
5271 "63 Mozambique 0.481481 27 13\n",
|
|
m@90
|
5272 "106 Nepal 0.460526 76 35\n",
|
|
m@90
|
5273 "17 French Guiana 0.454545 22 10\n",
|
|
m@71
|
5274 "104 Bhutan 0.444444 9 4\n",
|
|
m@90
|
5275 "86 Gambia 0.425000 40 17\n",
|
|
m@71
|
5276 "least outliers \n",
|
|
m@90
|
5277 " Country Outliers N_Country N_Outliers\n",
|
|
m@90
|
5278 "100 Antigua and Barbuda 0.000000 34 0\n",
|
|
m@90
|
5279 "28 Tajikistan 0.000000 15 0\n",
|
|
m@90
|
5280 "113 Iceland 0.000000 11 0\n",
|
|
m@90
|
5281 "119 Denmark 0.000000 13 0\n",
|
|
m@90
|
5282 "27 South Korea 0.000000 9 0\n",
|
|
m@90
|
5283 "1 Lithuania 0.000000 38 0\n",
|
|
m@90
|
5284 "120 Kazakhstan 0.014286 70 1\n",
|
|
m@90
|
5285 "15 Netherlands 0.018519 54 1\n",
|
|
m@90
|
5286 "74 Czech Republic 0.030303 33 1\n",
|
|
m@90
|
5287 "105 Sudan 0.037037 54 2\n",
|
|
m@71
|
5288 "writing file\n",
|
|
m@71
|
5289 "iteration 1\n",
|
|
m@90
|
5290 "../data/lda_data_melodia_8_30sec.pickle\n",
|
|
m@90
|
5291 "(6560, 381) (6560,)\n",
|
|
m@71
|
5292 "detecting outliers...\n",
|
|
m@71
|
5293 "most outliers \n",
|
|
m@71
|
5294 " Country Outliers N_Country N_Outliers\n",
|
|
m@90
|
5295 "31 Ivory Coast 0.666667 12 8\n",
|
|
m@90
|
5296 "136 Botswana 0.638889 72 46\n",
|
|
m@90
|
5297 "95 Chad 0.555556 9 5\n",
|
|
m@90
|
5298 "20 Pakistan 0.479452 73 35\n",
|
|
m@90
|
5299 "43 Benin 0.476190 21 10\n",
|
|
m@90
|
5300 "86 Gambia 0.475000 40 19\n",
|
|
m@90
|
5301 "78 El Salvador 0.461538 26 12\n",
|
|
m@71
|
5302 "115 Senegal 0.454545 33 15\n",
|
|
m@90
|
5303 "135 French Guiana 0.454545 22 10\n",
|
|
m@71
|
5304 "104 Bhutan 0.444444 9 4\n",
|
|
m@71
|
5305 "least outliers \n",
|
|
m@90
|
5306 " Country Outliers N_Country N_Outliers\n",
|
|
m@90
|
5307 "1 Lithuania 0.000000 38 0\n",
|
|
m@90
|
5308 "107 Kiribati 0.000000 14 0\n",
|
|
m@90
|
5309 "119 Denmark 0.000000 13 0\n",
|
|
m@90
|
5310 "27 South Korea 0.000000 9 0\n",
|
|
m@90
|
5311 "120 Kazakhstan 0.014286 70 1\n",
|
|
m@90
|
5312 "105 Sudan 0.018519 54 1\n",
|
|
m@90
|
5313 "74 Czech Republic 0.030303 33 1\n",
|
|
m@90
|
5314 "93 Grenada 0.033333 30 1\n",
|
|
m@90
|
5315 "15 Netherlands 0.037037 54 2\n",
|
|
m@90
|
5316 "0 Canada 0.037500 80 3\n",
|
|
m@71
|
5317 "writing file\n",
|
|
m@71
|
5318 "iteration 2\n",
|
|
m@90
|
5319 "../data/lda_data_melodia_8_30sec.pickle\n",
|
|
m@90
|
5320 "(6560, 381) (6560,)\n",
|
|
m@71
|
5321 "detecting outliers...\n",
|
|
m@71
|
5322 "most outliers \n",
|
|
m@71
|
5323 " Country Outliers N_Country N_Outliers\n",
|
|
m@90
|
5324 "61 Chad 0.666667 9 6\n",
|
|
m@90
|
5325 "136 Botswana 0.625000 72 45\n",
|
|
m@90
|
5326 "72 Ivory Coast 0.583333 12 7\n",
|
|
m@90
|
5327 "20 Pakistan 0.534247 73 39\n",
|
|
m@90
|
5328 "86 Gambia 0.525000 40 21\n",
|
|
m@90
|
5329 "44 Benin 0.476190 21 10\n",
|
|
m@90
|
5330 "78 El Salvador 0.461538 26 12\n",
|
|
m@90
|
5331 "106 Nepal 0.434211 76 33\n",
|
|
m@90
|
5332 "66 Uganda 0.426471 68 29\n",
|
|
m@90
|
5333 "135 French Guiana 0.409091 22 9\n",
|
|
m@71
|
5334 "least outliers \n",
|
|
m@90
|
5335 " Country Outliers N_Country N_Outliers\n",
|
|
m@90
|
5336 "1 Lithuania 0.000000 38 0\n",
|
|
m@90
|
5337 "119 Denmark 0.000000 13 0\n",
|
|
m@90
|
5338 "31 Czech Republic 0.000000 33 0\n",
|
|
m@90
|
5339 "30 Afghanistan 0.000000 19 0\n",
|
|
m@90
|
5340 "27 South Korea 0.000000 9 0\n",
|
|
m@90
|
5341 "102 Nicaragua 0.000000 17 0\n",
|
|
m@90
|
5342 "120 Kazakhstan 0.014286 70 1\n",
|
|
m@90
|
5343 "15 Netherlands 0.018519 54 1\n",
|
|
m@90
|
5344 "43 Malawi 0.040000 25 1\n",
|
|
m@90
|
5345 "0 Canada 0.050000 80 4\n",
|
|
m@71
|
5346 "writing file\n",
|
|
m@71
|
5347 "iteration 3\n",
|
|
m@90
|
5348 "../data/lda_data_melodia_8_30sec.pickle\n",
|
|
m@90
|
5349 "(6560, 381) (6560,)\n",
|
|
m@90
|
5350 "detecting outliers...\n",
|
|
m@90
|
5351 "most outliers \n",
|
|
m@90
|
5352 " Country Outliers N_Country N_Outliers\n",
|
|
m@90
|
5353 "95 Chad 0.666667 9 6\n",
|
|
m@90
|
5354 "136 Botswana 0.583333 72 42\n",
|
|
m@90
|
5355 "86 Gambia 0.575000 40 23\n",
|
|
m@90
|
5356 "63 Mozambique 0.518519 27 14\n",
|
|
m@90
|
5357 "31 Ivory Coast 0.500000 12 6\n",
|
|
m@90
|
5358 "42 Benin 0.476190 21 10\n",
|
|
m@90
|
5359 "106 Nepal 0.473684 76 36\n",
|
|
m@90
|
5360 "20 Pakistan 0.452055 73 33\n",
|
|
m@90
|
5361 "64 Uganda 0.426471 68 29\n",
|
|
m@90
|
5362 "62 Senegal 0.424242 33 14\n",
|
|
m@90
|
5363 "least outliers \n",
|
|
m@90
|
5364 " Country Outliers N_Country N_Outliers\n",
|
|
m@90
|
5365 "1 Lithuania 0.000000 38 0\n",
|
|
m@90
|
5366 "74 Czech Republic 0.000000 33 0\n",
|
|
m@90
|
5367 "27 South Korea 0.000000 9 0\n",
|
|
m@90
|
5368 "119 Denmark 0.000000 13 0\n",
|
|
m@90
|
5369 "120 Kazakhstan 0.014286 70 1\n",
|
|
m@90
|
5370 "105 Sudan 0.037037 54 2\n",
|
|
m@90
|
5371 "15 Netherlands 0.037037 54 2\n",
|
|
m@90
|
5372 "65 Hungary 0.049180 61 3\n",
|
|
m@90
|
5373 "0 Canada 0.050000 80 4\n",
|
|
m@90
|
5374 "44 United States of America 0.051282 78 4\n",
|
|
m@90
|
5375 "writing file\n",
|
|
m@90
|
5376 "iteration 4\n",
|
|
m@90
|
5377 "../data/lda_data_melodia_8_30sec.pickle\n",
|
|
m@90
|
5378 "(6560, 381) (6560,)\n",
|
|
m@90
|
5379 "detecting outliers...\n",
|
|
m@90
|
5380 "most outliers \n",
|
|
m@90
|
5381 " Country Outliers N_Country N_Outliers\n",
|
|
m@90
|
5382 "43 Benin 0.619048 21 13\n",
|
|
m@90
|
5383 "136 Botswana 0.597222 72 43\n",
|
|
m@90
|
5384 "72 Ivory Coast 0.583333 12 7\n",
|
|
m@90
|
5385 "95 Chad 0.555556 9 5\n",
|
|
m@90
|
5386 "86 Gambia 0.525000 40 21\n",
|
|
m@90
|
5387 "64 Mozambique 0.518519 27 14\n",
|
|
m@90
|
5388 "20 Pakistan 0.506849 73 37\n",
|
|
m@90
|
5389 "106 Nepal 0.486842 76 37\n",
|
|
m@90
|
5390 "65 Uganda 0.470588 68 32\n",
|
|
m@90
|
5391 "63 Senegal 0.454545 33 15\n",
|
|
m@90
|
5392 "least outliers \n",
|
|
m@90
|
5393 " Country Outliers N_Country N_Outliers\n",
|
|
m@90
|
5394 "120 Kazakhstan 0.000000 70 0\n",
|
|
m@90
|
5395 "119 Denmark 0.000000 13 0\n",
|
|
m@90
|
5396 "27 South Korea 0.000000 9 0\n",
|
|
m@90
|
5397 "1 Lithuania 0.000000 38 0\n",
|
|
m@90
|
5398 "107 Kiribati 0.000000 14 0\n",
|
|
m@90
|
5399 "31 Czech Republic 0.030303 33 1\n",
|
|
m@90
|
5400 "15 Netherlands 0.037037 54 2\n",
|
|
m@90
|
5401 "0 Canada 0.037500 80 3\n",
|
|
m@90
|
5402 "50 Finland 0.052632 19 1\n",
|
|
m@90
|
5403 "30 Afghanistan 0.052632 19 1\n",
|
|
m@90
|
5404 "writing file\n",
|
|
m@90
|
5405 "iteration 5\n",
|
|
m@90
|
5406 "../data/lda_data_melodia_8_30sec.pickle\n",
|
|
m@90
|
5407 "(6560, 381) (6560,)\n",
|
|
m@71
|
5408 "detecting outliers...\n",
|
|
m@71
|
5409 "most outliers \n",
|
|
m@71
|
5410 " Country Outliers N_Country N_Outliers\n",
|
|
m@71
|
5411 "60 Chad 0.666667 9 6\n",
|
|
m@90
|
5412 "43 Benin 0.619048 21 13\n",
|
|
m@90
|
5413 "136 Botswana 0.583333 72 42\n",
|
|
m@90
|
5414 "72 Ivory Coast 0.583333 12 7\n",
|
|
m@90
|
5415 "20 Pakistan 0.479452 73 35\n",
|
|
m@90
|
5416 "86 Gambia 0.475000 40 19\n",
|
|
m@71
|
5417 "78 El Salvador 0.461538 26 12\n",
|
|
m@90
|
5418 "106 Nepal 0.460526 76 35\n",
|
|
m@90
|
5419 "63 Senegal 0.454545 33 15\n",
|
|
m@90
|
5420 "17 French Guiana 0.409091 22 9\n",
|
|
m@71
|
5421 "least outliers \n",
|
|
m@71
|
5422 " Country Outliers N_Country N_Outliers\n",
|
|
m@71
|
5423 "1 Lithuania 0.000000 38 0\n",
|
|
m@90
|
5424 "27 South Korea 0.000000 9 0\n",
|
|
m@71
|
5425 "119 Denmark 0.000000 13 0\n",
|
|
m@90
|
5426 "9 Saudi Arabia 0.000000 8 0\n",
|
|
m@90
|
5427 "120 Kazakhstan 0.014286 70 1\n",
|
|
m@71
|
5428 "31 Czech Republic 0.030303 33 1\n",
|
|
m@71
|
5429 "15 Netherlands 0.037037 54 2\n",
|
|
m@71
|
5430 "105 Sudan 0.037037 54 2\n",
|
|
m@90
|
5431 "0 Canada 0.037500 80 3\n",
|
|
m@90
|
5432 "112 Israel 0.037500 80 3\n",
|
|
m@71
|
5433 "writing file\n",
|
|
m@90
|
5434 "iteration 6\n",
|
|
m@90
|
5435 "../data/lda_data_melodia_8_30sec.pickle\n",
|
|
m@90
|
5436 "(6560, 381) (6560,)\n",
|
|
m@71
|
5437 "detecting outliers...\n",
|
|
m@71
|
5438 "most outliers \n",
|
|
m@71
|
5439 " Country Outliers N_Country N_Outliers\n",
|
|
m@90
|
5440 "136 Botswana 0.597222 72 43\n",
|
|
m@90
|
5441 "72 Ivory Coast 0.583333 12 7\n",
|
|
m@90
|
5442 "106 Nepal 0.500000 76 38\n",
|
|
m@90
|
5443 "86 Gambia 0.500000 40 20\n",
|
|
m@90
|
5444 "115 Senegal 0.484848 33 16\n",
|
|
m@90
|
5445 "14 Liberia 0.468750 32 15\n",
|
|
m@71
|
5446 "78 El Salvador 0.461538 26 12\n",
|
|
m@90
|
5447 "135 French Guiana 0.454545 22 10\n",
|
|
m@90
|
5448 "20 Pakistan 0.452055 73 33\n",
|
|
m@90
|
5449 "95 Chad 0.444444 9 4\n",
|
|
m@71
|
5450 "least outliers \n",
|
|
m@90
|
5451 " Country Outliers N_Country N_Outliers\n",
|
|
m@90
|
5452 "113 Iceland 0.000000 11 0\n",
|
|
m@90
|
5453 "1 Lithuania 0.000000 38 0\n",
|
|
m@90
|
5454 "119 Denmark 0.000000 13 0\n",
|
|
m@90
|
5455 "31 Czech Republic 0.000000 33 0\n",
|
|
m@90
|
5456 "27 South Korea 0.000000 9 0\n",
|
|
m@90
|
5457 "15 Netherlands 0.000000 54 0\n",
|
|
m@90
|
5458 "120 Kazakhstan 0.014286 70 1\n",
|
|
m@90
|
5459 "30 Afghanistan 0.052632 19 1\n",
|
|
m@90
|
5460 "58 Bulgaria 0.054054 37 2\n",
|
|
m@90
|
5461 "105 Sudan 0.055556 54 3\n",
|
|
m@71
|
5462 "writing file\n",
|
|
m@90
|
5463 "iteration 7\n",
|
|
m@90
|
5464 "../data/lda_data_melodia_8_30sec.pickle\n"
|
|
m@90
|
5465 ]
|
|
m@90
|
5466 },
|
|
m@90
|
5467 {
|
|
m@90
|
5468 "name": "stdout",
|
|
m@90
|
5469 "output_type": "stream",
|
|
m@90
|
5470 "text": [
|
|
m@90
|
5471 "(6560, 381) (6560,)\n",
|
|
m@90
|
5472 "detecting outliers...\n",
|
|
m@90
|
5473 "most outliers \n",
|
|
m@90
|
5474 " Country Outliers N_Country N_Outliers\n",
|
|
m@90
|
5475 "72 Ivory Coast 0.666667 12 8\n",
|
|
m@90
|
5476 "136 Botswana 0.611111 72 44\n",
|
|
m@90
|
5477 "86 Gambia 0.575000 40 23\n",
|
|
m@90
|
5478 "95 Chad 0.555556 9 5\n",
|
|
m@90
|
5479 "44 Benin 0.523810 21 11\n",
|
|
m@90
|
5480 "64 Senegal 0.484848 33 16\n",
|
|
m@90
|
5481 "106 Nepal 0.460526 76 35\n",
|
|
m@90
|
5482 "20 Pakistan 0.452055 73 33\n",
|
|
m@90
|
5483 "65 Mozambique 0.444444 27 12\n",
|
|
m@90
|
5484 "66 Uganda 0.441176 68 30\n",
|
|
m@90
|
5485 "least outliers \n",
|
|
m@90
|
5486 " Country Outliers N_Country N_Outliers\n",
|
|
m@90
|
5487 "1 Lithuania 0.000000 38 0\n",
|
|
m@90
|
5488 "119 Denmark 0.000000 13 0\n",
|
|
m@90
|
5489 "113 Iceland 0.000000 11 0\n",
|
|
m@90
|
5490 "27 South Korea 0.000000 9 0\n",
|
|
m@90
|
5491 "120 Kazakhstan 0.014286 70 1\n",
|
|
m@90
|
5492 "57 Russia 0.025316 79 2\n",
|
|
m@90
|
5493 "46 United States of America 0.025641 78 2\n",
|
|
m@90
|
5494 "31 Czech Republic 0.030303 33 1\n",
|
|
m@90
|
5495 "15 Netherlands 0.037037 54 2\n",
|
|
m@90
|
5496 "0 Canada 0.050000 80 4\n",
|
|
m@90
|
5497 "writing file\n",
|
|
m@90
|
5498 "iteration 8\n",
|
|
m@90
|
5499 "../data/lda_data_melodia_8_30sec.pickle\n",
|
|
m@90
|
5500 "(6560, 381) (6560,)\n",
|
|
m@71
|
5501 "detecting outliers...\n",
|
|
m@71
|
5502 "most outliers \n",
|
|
m@71
|
5503 " Country Outliers N_Country N_Outliers\n",
|
|
m@90
|
5504 "136 Botswana 0.625000 72 45\n",
|
|
m@90
|
5505 "72 Ivory Coast 0.583333 12 7\n",
|
|
m@90
|
5506 "86 Gambia 0.475000 40 19\n",
|
|
m@90
|
5507 "106 Nepal 0.460526 76 35\n",
|
|
m@90
|
5508 "63 Senegal 0.454545 33 15\n",
|
|
m@90
|
5509 "135 French Guiana 0.454545 22 10\n",
|
|
m@90
|
5510 "20 Pakistan 0.452055 73 33\n",
|
|
m@90
|
5511 "60 Chad 0.444444 9 4\n",
|
|
m@90
|
5512 "64 Mozambique 0.444444 27 12\n",
|
|
m@90
|
5513 "14 Liberia 0.437500 32 14\n",
|
|
m@71
|
5514 "least outliers \n",
|
|
m@90
|
5515 " Country Outliers N_Country N_Outliers\n",
|
|
m@90
|
5516 "1 Lithuania 0.000000 38 0\n",
|
|
m@90
|
5517 "27 South Korea 0.000000 9 0\n",
|
|
m@90
|
5518 "30 Afghanistan 0.000000 19 0\n",
|
|
m@90
|
5519 "31 Czech Republic 0.000000 33 0\n",
|
|
m@90
|
5520 "119 Denmark 0.000000 13 0\n",
|
|
m@90
|
5521 "120 Kazakhstan 0.014286 70 1\n",
|
|
m@90
|
5522 "15 Netherlands 0.037037 54 2\n",
|
|
m@90
|
5523 "105 Sudan 0.037037 54 2\n",
|
|
m@90
|
5524 "45 United States of America 0.051282 78 4\n",
|
|
m@90
|
5525 "134 Paraguay 0.055556 18 1\n",
|
|
m@71
|
5526 "writing file\n",
|
|
m@90
|
5527 "iteration 9\n",
|
|
m@90
|
5528 "../data/lda_data_melodia_8_30sec.pickle\n",
|
|
m@90
|
5529 "(6560, 381) (6560,)\n",
|
|
m@71
|
5530 "detecting outliers...\n",
|
|
m@71
|
5531 "most outliers \n",
|
|
m@71
|
5532 " Country Outliers N_Country N_Outliers\n",
|
|
m@90
|
5533 "31 Ivory Coast 0.666667 12 8\n",
|
|
m@90
|
5534 "136 Botswana 0.611111 72 44\n",
|
|
m@71
|
5535 "17 French Guiana 0.590909 22 13\n",
|
|
m@90
|
5536 "59 Chad 0.555556 9 5\n",
|
|
m@71
|
5537 "78 El Salvador 0.538462 26 14\n",
|
|
m@90
|
5538 "20 Pakistan 0.493151 73 36\n",
|
|
m@90
|
5539 "106 Nepal 0.486842 76 37\n",
|
|
m@90
|
5540 "42 Benin 0.476190 21 10\n",
|
|
m@90
|
5541 "86 Gambia 0.450000 40 18\n",
|
|
m@71
|
5542 "104 Bhutan 0.444444 9 4\n",
|
|
m@71
|
5543 "least outliers \n",
|
|
m@90
|
5544 " Country Outliers N_Country N_Outliers\n",
|
|
m@90
|
5545 "1 Lithuania 0.000000 38 0\n",
|
|
m@90
|
5546 "27 South Korea 0.000000 9 0\n",
|
|
m@90
|
5547 "119 Denmark 0.000000 13 0\n",
|
|
m@90
|
5548 "44 United States of America 0.012821 78 1\n",
|
|
m@90
|
5549 "120 Kazakhstan 0.014286 70 1\n",
|
|
m@90
|
5550 "74 Czech Republic 0.030303 33 1\n",
|
|
m@90
|
5551 "18 New Zealand 0.037037 27 1\n",
|
|
m@90
|
5552 "15 Netherlands 0.037037 54 2\n",
|
|
m@90
|
5553 "105 Sudan 0.037037 54 2\n",
|
|
m@90
|
5554 "0 Canada 0.050000 80 4\n",
|
|
m@71
|
5555 "writing file\n"
|
|
m@71
|
5556 ]
|
|
m@71
|
5557 }
|
|
m@71
|
5558 ],
|
|
m@71
|
5559 "source": [
|
|
m@71
|
5560 "from sklearn.model_selection import train_test_split\n",
|
|
m@71
|
5561 "\n",
|
|
m@90
|
5562 "#results_file = mapper.OUTPUT_FILES[0]\n",
|
|
m@90
|
5563 "results_file = '../data/lda_data_melodia_8_30sec.pickle'\n",
|
|
m@71
|
5564 "n_iters = 10\n",
|
|
m@71
|
5565 "for n in range(n_iters):\n",
|
|
m@71
|
5566 " print \"iteration %d\" % n\n",
|
|
m@71
|
5567 " print results_file\n",
|
|
m@71
|
5568 " X, Y, Yaudio = classification.load_data_from_pickle(results_file)\n",
|
|
m@71
|
5569 " # get only 80% of the dataset.. to vary the choice of outliers\n",
|
|
m@71
|
5570 " X, _, Y, _ = train_test_split(X, Y, train_size=0.8, stratify=Y)\n",
|
|
m@71
|
5571 " print X.shape, Y.shape\n",
|
|
m@15
|
5572 " # outliers\n",
|
|
m@15
|
5573 " print \"detecting outliers...\"\n",
|
|
m@42
|
5574 " #ddf = outliers.load_metadata(Yaudio, metadata_file=load_dataset.METADATA_FILE)\n",
|
|
m@42
|
5575 " df_global, threshold, MD = outliers.get_outliers_df(X, Y, chi2thr=0.999)\n",
|
|
m@42
|
5576 " outliers.print_most_least_outliers_topN(df_global, N=10)\n",
|
|
m@15
|
5577 " \n",
|
|
m@15
|
5578 " # write output\n",
|
|
m@15
|
5579 " print \"writing file\"\n",
|
|
m@15
|
5580 " df_global.to_csv('../data/outliers_'+str(n)+'.csv', index=False)"
|
|
m@15
|
5581 ]
|
|
m@42
|
5582 },
|
|
m@42
|
5583 {
|
|
m@42
|
5584 "cell_type": "markdown",
|
|
m@42
|
5585 "metadata": {},
|
|
m@42
|
5586 "source": [
|
|
m@42
|
5587 "## correlation of outlier results"
|
|
m@42
|
5588 ]
|
|
m@42
|
5589 },
|
|
m@42
|
5590 {
|
|
m@42
|
5591 "cell_type": "markdown",
|
|
m@42
|
5592 "metadata": {},
|
|
m@42
|
5593 "source": [
|
|
m@42
|
5594 "Let's use Kendal correlation to compare the ranked list of countries sorted by most to least outliers.\n",
|
|
m@42
|
5595 "<br> First load the ranked list of outlier countries.\n",
|
|
m@42
|
5596 "<br> Sort by outlier percentage in descending order."
|
|
m@42
|
5597 ]
|
|
m@42
|
5598 },
|
|
m@42
|
5599 {
|
|
m@42
|
5600 "cell_type": "code",
|
|
m@90
|
5601 "execution_count": 18,
|
|
m@60
|
5602 "metadata": {
|
|
m@60
|
5603 "collapsed": true
|
|
m@60
|
5604 },
|
|
m@42
|
5605 "outputs": [],
|
|
m@42
|
5606 "source": [
|
|
m@42
|
5607 "ranked_countries = pd.DataFrame()\n",
|
|
m@42
|
5608 "ranked_outliers = pd.DataFrame()\n",
|
|
m@42
|
5609 "for n in range(n_iters):\n",
|
|
m@42
|
5610 " df_global = pd.read_csv('../data/outliers_'+str(n)+'.csv')\n",
|
|
m@59
|
5611 " df_global = df_global.sort_values('Outliers', axis=0, ascending=False).reset_index()\n",
|
|
m@42
|
5612 " ranked_countries = pd.concat([ranked_countries, df_global['Country']], axis=1)\n",
|
|
m@42
|
5613 " ranked_outliers = pd.concat([ranked_outliers, df_global['Outliers']], axis=1)"
|
|
m@42
|
5614 ]
|
|
m@42
|
5615 },
|
|
m@42
|
5616 {
|
|
m@59
|
5617 "cell_type": "code",
|
|
m@90
|
5618 "execution_count": 19,
|
|
m@82
|
5619 "metadata": {},
|
|
m@59
|
5620 "outputs": [
|
|
m@59
|
5621 {
|
|
m@59
|
5622 "data": {
|
|
m@59
|
5623 "text/plain": [
|
|
m@71
|
5624 "(137, 10)"
|
|
m@59
|
5625 ]
|
|
m@59
|
5626 },
|
|
m@90
|
5627 "execution_count": 19,
|
|
m@59
|
5628 "metadata": {},
|
|
m@59
|
5629 "output_type": "execute_result"
|
|
m@59
|
5630 }
|
|
m@59
|
5631 ],
|
|
m@59
|
5632 "source": [
|
|
m@59
|
5633 "ranked_outliers.shape"
|
|
m@59
|
5634 ]
|
|
m@59
|
5635 },
|
|
m@59
|
5636 {
|
|
m@42
|
5637 "cell_type": "markdown",
|
|
m@42
|
5638 "metadata": {},
|
|
m@42
|
5639 "source": [
|
|
m@42
|
5640 "Remove countries with 0% outliers as these are in random (probably alphabetical) order."
|
|
m@42
|
5641 ]
|
|
m@42
|
5642 },
|
|
m@42
|
5643 {
|
|
m@42
|
5644 "cell_type": "code",
|
|
m@90
|
5645 "execution_count": 20,
|
|
m@82
|
5646 "metadata": {},
|
|
m@59
|
5647 "outputs": [
|
|
m@59
|
5648 {
|
|
m@59
|
5649 "name": "stdout",
|
|
m@59
|
5650 "output_type": "stream",
|
|
m@59
|
5651 "text": [
|
|
m@90
|
5652 " Country Country Country Country Country \\\n",
|
|
m@90
|
5653 "0 Botswana Ivory Coast Chad Chad Benin \n",
|
|
m@90
|
5654 "1 Chad Botswana Botswana Botswana Botswana \n",
|
|
m@90
|
5655 "2 Benin Chad Ivory Coast Gambia Ivory Coast \n",
|
|
m@90
|
5656 "3 Ivory Coast Pakistan Pakistan Mozambique Chad \n",
|
|
m@90
|
5657 "4 Pakistan Benin Gambia Ivory Coast Gambia \n",
|
|
m@59
|
5658 "\n",
|
|
m@90
|
5659 " Country Country Country Country Country \n",
|
|
m@90
|
5660 "0 Chad Botswana Ivory Coast Botswana Ivory Coast \n",
|
|
m@90
|
5661 "1 Benin Ivory Coast Botswana Ivory Coast Botswana \n",
|
|
m@90
|
5662 "2 Botswana Gambia Gambia Gambia French Guiana \n",
|
|
m@90
|
5663 "3 Ivory Coast Nepal Chad Nepal Chad \n",
|
|
m@90
|
5664 "4 Pakistan Senegal Benin French Guiana El Salvador \n",
|
|
m@59
|
5665 " Outliers Outliers Outliers Outliers Outliers Outliers Outliers \\\n",
|
|
m@90
|
5666 "0 0.625000 0.666667 0.666667 0.666667 0.619048 0.666667 0.597222 \n",
|
|
m@90
|
5667 "1 0.555556 0.638889 0.625000 0.583333 0.597222 0.619048 0.583333 \n",
|
|
m@90
|
5668 "2 0.523810 0.555556 0.583333 0.575000 0.583333 0.583333 0.500000 \n",
|
|
m@90
|
5669 "3 0.500000 0.479452 0.534247 0.518519 0.555556 0.583333 0.500000 \n",
|
|
m@90
|
5670 "4 0.493151 0.476190 0.525000 0.500000 0.525000 0.479452 0.484848 \n",
|
|
m@59
|
5671 "\n",
|
|
m@59
|
5672 " Outliers Outliers Outliers \n",
|
|
m@90
|
5673 "0 0.666667 0.625000 0.666667 \n",
|
|
m@90
|
5674 "1 0.611111 0.583333 0.611111 \n",
|
|
m@90
|
5675 "2 0.575000 0.475000 0.590909 \n",
|
|
m@90
|
5676 "3 0.555556 0.460526 0.555556 \n",
|
|
m@90
|
5677 "4 0.523810 0.454545 0.538462 \n"
|
|
m@59
|
5678 ]
|
|
m@59
|
5679 }
|
|
m@59
|
5680 ],
|
|
m@42
|
5681 "source": [
|
|
m@42
|
5682 "zero_idx = np.where(np.sum(ranked_outliers, axis=1)==0)[0]\n",
|
|
m@42
|
5683 "first_zero_idx = np.min(zero_idx)\n",
|
|
m@42
|
5684 "ranked_countries = ranked_countries.iloc[:first_zero_idx, :]\n",
|
|
m@42
|
5685 "ranked_outliers = ranked_outliers.iloc[:first_zero_idx, :]\n",
|
|
m@82
|
5686 "ranked_countries_arr = ranked_countries.get_values()\n",
|
|
m@42
|
5687 "\n",
|
|
m@42
|
5688 "print ranked_countries.head()\n",
|
|
m@42
|
5689 "print ranked_outliers.head()"
|
|
m@42
|
5690 ]
|
|
m@42
|
5691 },
|
|
m@42
|
5692 {
|
|
m@42
|
5693 "cell_type": "markdown",
|
|
m@42
|
5694 "metadata": {},
|
|
m@42
|
5695 "source": [
|
|
m@42
|
5696 "And now kendalltau correlation"
|
|
m@42
|
5697 ]
|
|
m@42
|
5698 },
|
|
m@42
|
5699 {
|
|
m@42
|
5700 "cell_type": "code",
|
|
m@90
|
5701 "execution_count": 21,
|
|
m@90
|
5702 "metadata": {},
|
|
m@90
|
5703 "outputs": [
|
|
m@90
|
5704 {
|
|
m@90
|
5705 "name": "stderr",
|
|
m@90
|
5706 "output_type": "stream",
|
|
m@90
|
5707 "text": [
|
|
m@90
|
5708 "/homes/mp305/anaconda/lib/python2.7/site-packages/scipy/stats/stats.py:250: RuntimeWarning: The input array could not be properly checked for nan values. nan values will be ignored.\n",
|
|
m@90
|
5709 " \"values. nan values will be ignored.\", RuntimeWarning)\n"
|
|
m@90
|
5710 ]
|
|
m@90
|
5711 }
|
|
m@90
|
5712 ],
|
|
m@71
|
5713 "source": [
|
|
m@71
|
5714 "from scipy.stats import kendalltau\n",
|
|
m@71
|
5715 "r_, p_ = [], []\n",
|
|
m@71
|
5716 "ranked_countries_arr = ranked_countries.get_values()\n",
|
|
m@71
|
5717 "for i in range(n_iters-1):\n",
|
|
m@71
|
5718 " for j in range(i+1, n_iters):\n",
|
|
m@71
|
5719 " r, p = kendalltau(ranked_countries_arr[:, i], ranked_countries_arr[:, j])\n",
|
|
m@71
|
5720 " r_.append(r)\n",
|
|
m@71
|
5721 " p_.append(p)\n",
|
|
m@71
|
5722 "r_ = np.array(r_)\n",
|
|
m@71
|
5723 "p_ = np.array(p_)"
|
|
m@71
|
5724 ]
|
|
m@71
|
5725 },
|
|
m@71
|
5726 {
|
|
m@71
|
5727 "cell_type": "code",
|
|
m@90
|
5728 "execution_count": 22,
|
|
m@82
|
5729 "metadata": {},
|
|
m@42
|
5730 "outputs": [
|
|
m@42
|
5731 {
|
|
m@42
|
5732 "name": "stdout",
|
|
m@42
|
5733 "output_type": "stream",
|
|
m@42
|
5734 "text": [
|
|
m@90
|
5735 "0.0554645319767 0.37638195368\n"
|
|
m@42
|
5736 ]
|
|
m@42
|
5737 }
|
|
m@42
|
5738 ],
|
|
m@42
|
5739 "source": [
|
|
m@71
|
5740 "print np.mean(r_), np.mean(p_)"
|
|
m@42
|
5741 ]
|
|
m@42
|
5742 },
|
|
m@42
|
5743 {
|
|
m@42
|
5744 "cell_type": "code",
|
|
m@90
|
5745 "execution_count": 23,
|
|
m@82
|
5746 "metadata": {},
|
|
m@71
|
5747 "outputs": [
|
|
m@71
|
5748 {
|
|
m@71
|
5749 "name": "stdout",
|
|
m@71
|
5750 "output_type": "stream",
|
|
m@71
|
5751 "text": [
|
|
m@90
|
5752 "0.248540800214 0.311313597605\n"
|
|
m@71
|
5753 ]
|
|
m@71
|
5754 }
|
|
m@71
|
5755 ],
|
|
m@71
|
5756 "source": [
|
|
m@71
|
5757 "from scipy.stats import spearmanr\n",
|
|
m@71
|
5758 "r, p = spearmanr(ranked_countries_arr)\n",
|
|
m@71
|
5759 "# only the upper triangular for correlation\n",
|
|
m@71
|
5760 "upper_idx = np.triu_indices(len(r))\n",
|
|
m@71
|
5761 "r, p = r[upper_idx], p[upper_idx]\n",
|
|
m@71
|
5762 "print np.mean(r), np.mean(p)"
|
|
m@71
|
5763 ]
|
|
m@71
|
5764 },
|
|
m@71
|
5765 {
|
|
m@71
|
5766 "cell_type": "markdown",
|
|
m@71
|
5767 "metadata": {},
|
|
m@71
|
5768 "source": [
|
|
m@71
|
5769 "let's focus only on the top K results"
|
|
m@71
|
5770 ]
|
|
m@71
|
5771 },
|
|
m@71
|
5772 {
|
|
m@71
|
5773 "cell_type": "code",
|
|
m@90
|
5774 "execution_count": 24,
|
|
m@82
|
5775 "metadata": {},
|
|
m@71
|
5776 "outputs": [
|
|
m@71
|
5777 {
|
|
m@71
|
5778 "name": "stdout",
|
|
m@71
|
5779 "output_type": "stream",
|
|
m@71
|
5780 "text": [
|
|
m@90
|
5781 "0.294545454545 0.449007896087\n"
|
|
m@71
|
5782 ]
|
|
m@71
|
5783 }
|
|
m@71
|
5784 ],
|
|
m@71
|
5785 "source": [
|
|
m@71
|
5786 "k=10\n",
|
|
m@71
|
5787 "r, p = spearmanr(ranked_countries_arr[:k, :])\n",
|
|
m@71
|
5788 "# only the upper triangular for correlation\n",
|
|
m@71
|
5789 "upper_idx = np.triu_indices(len(r))\n",
|
|
m@71
|
5790 "r, p = r[upper_idx], p[upper_idx]\n",
|
|
m@71
|
5791 "print np.mean(r), np.mean(p)"
|
|
m@71
|
5792 ]
|
|
m@71
|
5793 },
|
|
m@71
|
5794 {
|
|
m@71
|
5795 "cell_type": "code",
|
|
m@90
|
5796 "execution_count": 25,
|
|
Maria@68
|
5797 "metadata": {
|
|
m@71
|
5798 "collapsed": true
|
|
Maria@68
|
5799 },
|
|
m@71
|
5800 "outputs": [],
|
|
m@71
|
5801 "source": [
|
|
m@71
|
5802 "common_set = set(np.unique(Y))\n",
|
|
m@71
|
5803 "for i in range(ranked_countries_arr.shape[1]):\n",
|
|
m@71
|
5804 " common_set = common_set & set(ranked_countries_arr[:k, i])"
|
|
m@71
|
5805 ]
|
|
m@71
|
5806 },
|
|
m@71
|
5807 {
|
|
m@71
|
5808 "cell_type": "code",
|
|
m@90
|
5809 "execution_count": 26,
|
|
m@82
|
5810 "metadata": {},
|
|
m@42
|
5811 "outputs": [
|
|
m@42
|
5812 {
|
|
m@42
|
5813 "data": {
|
|
m@42
|
5814 "text/plain": [
|
|
m@90
|
5815 "{'Botswana', 'Chad', 'Gambia', 'Ivory Coast', 'Pakistan'}"
|
|
m@42
|
5816 ]
|
|
m@42
|
5817 },
|
|
m@90
|
5818 "execution_count": 26,
|
|
m@42
|
5819 "metadata": {},
|
|
m@42
|
5820 "output_type": "execute_result"
|
|
m@42
|
5821 }
|
|
m@42
|
5822 ],
|
|
m@42
|
5823 "source": [
|
|
m@71
|
5824 "common_set"
|
|
m@59
|
5825 ]
|
|
m@59
|
5826 },
|
|
m@59
|
5827 {
|
|
m@82
|
5828 "cell_type": "markdown",
|
|
m@82
|
5829 "metadata": {},
|
|
m@82
|
5830 "source": [
|
|
m@82
|
5831 "## Try precision at K"
|
|
m@82
|
5832 ]
|
|
m@82
|
5833 },
|
|
m@82
|
5834 {
|
|
m@59
|
5835 "cell_type": "code",
|
|
m@90
|
5836 "execution_count": 27,
|
|
m@90
|
5837 "metadata": {
|
|
m@90
|
5838 "collapsed": true
|
|
m@90
|
5839 },
|
|
m@59
|
5840 "outputs": [],
|
|
m@59
|
5841 "source": [
|
|
m@71
|
5842 "# majority voting + precision at K (top5?)\n",
|
|
m@71
|
5843 "from collections import Counter\n",
|
|
m@71
|
5844 "K_vote = 10\n",
|
|
m@71
|
5845 "country_vote = Counter(ranked_countries_arr[:K_vote, :].ravel())"
|
|
m@59
|
5846 ]
|
|
m@59
|
5847 },
|
|
m@59
|
5848 {
|
|
m@59
|
5849 "cell_type": "code",
|
|
m@90
|
5850 "execution_count": 28,
|
|
m@82
|
5851 "metadata": {},
|
|
m@71
|
5852 "outputs": [
|
|
m@71
|
5853 {
|
|
m@71
|
5854 "data": {
|
|
m@71
|
5855 "text/html": [
|
|
m@71
|
5856 "<div>\n",
|
|
m@71
|
5857 "<table border=\"1\" class=\"dataframe\">\n",
|
|
m@71
|
5858 " <thead>\n",
|
|
m@71
|
5859 " <tr style=\"text-align: right;\">\n",
|
|
m@71
|
5860 " <th></th>\n",
|
|
m@71
|
5861 " <th>index</th>\n",
|
|
m@71
|
5862 " <th>0</th>\n",
|
|
m@71
|
5863 " </tr>\n",
|
|
m@71
|
5864 " </thead>\n",
|
|
m@71
|
5865 " <tbody>\n",
|
|
m@71
|
5866 " <tr>\n",
|
|
m@71
|
5867 " <th>0</th>\n",
|
|
m@90
|
5868 " <td>Pakistan</td>\n",
|
|
m@90
|
5869 " <td>10</td>\n",
|
|
m@71
|
5870 " </tr>\n",
|
|
m@71
|
5871 " <tr>\n",
|
|
m@71
|
5872 " <th>1</th>\n",
|
|
m@90
|
5873 " <td>Bhutan</td>\n",
|
|
m@90
|
5874 " <td>3</td>\n",
|
|
m@71
|
5875 " </tr>\n",
|
|
m@71
|
5876 " <tr>\n",
|
|
m@71
|
5877 " <th>2</th>\n",
|
|
m@71
|
5878 " <td>Chad</td>\n",
|
|
m@71
|
5879 " <td>10</td>\n",
|
|
m@71
|
5880 " </tr>\n",
|
|
m@71
|
5881 " <tr>\n",
|
|
m@90
|
5882 " <th>3</th>\n",
|
|
m@90
|
5883 " <td>Liberia</td>\n",
|
|
m@90
|
5884 " <td>2</td>\n",
|
|
m@90
|
5885 " </tr>\n",
|
|
m@90
|
5886 " <tr>\n",
|
|
m@71
|
5887 " <th>4</th>\n",
|
|
m@90
|
5888 " <td>El Salvador</td>\n",
|
|
m@90
|
5889 " <td>5</td>\n",
|
|
m@71
|
5890 " </tr>\n",
|
|
m@71
|
5891 " </tbody>\n",
|
|
m@71
|
5892 "</table>\n",
|
|
m@71
|
5893 "</div>"
|
|
m@71
|
5894 ],
|
|
m@71
|
5895 "text/plain": [
|
|
m@90
|
5896 " index 0\n",
|
|
m@90
|
5897 "0 Pakistan 10\n",
|
|
m@90
|
5898 "1 Bhutan 3\n",
|
|
m@90
|
5899 "2 Chad 10\n",
|
|
m@90
|
5900 "3 Liberia 2\n",
|
|
m@90
|
5901 "4 El Salvador 5"
|
|
m@71
|
5902 ]
|
|
m@71
|
5903 },
|
|
m@90
|
5904 "execution_count": 28,
|
|
m@71
|
5905 "metadata": {},
|
|
m@71
|
5906 "output_type": "execute_result"
|
|
m@71
|
5907 }
|
|
m@71
|
5908 ],
|
|
m@71
|
5909 "source": [
|
|
m@71
|
5910 "df_country_vote = pd.DataFrame.from_dict(country_vote, orient='index').reset_index()\n",
|
|
m@71
|
5911 "df_country_vote.head()"
|
|
m@71
|
5912 ]
|
|
m@71
|
5913 },
|
|
m@71
|
5914 {
|
|
m@71
|
5915 "cell_type": "code",
|
|
m@90
|
5916 "execution_count": 29,
|
|
m@82
|
5917 "metadata": {},
|
|
m@71
|
5918 "outputs": [
|
|
m@71
|
5919 {
|
|
m@71
|
5920 "data": {
|
|
m@71
|
5921 "text/html": [
|
|
m@71
|
5922 "<div>\n",
|
|
m@71
|
5923 "<table border=\"1\" class=\"dataframe\">\n",
|
|
m@71
|
5924 " <thead>\n",
|
|
m@71
|
5925 " <tr style=\"text-align: right;\">\n",
|
|
m@71
|
5926 " <th></th>\n",
|
|
m@71
|
5927 " <th>index</th>\n",
|
|
m@71
|
5928 " <th>0</th>\n",
|
|
m@71
|
5929 " </tr>\n",
|
|
m@71
|
5930 " </thead>\n",
|
|
m@71
|
5931 " <tbody>\n",
|
|
m@71
|
5932 " <tr>\n",
|
|
m@90
|
5933 " <th>0</th>\n",
|
|
m@90
|
5934 " <td>Pakistan</td>\n",
|
|
m@90
|
5935 " <td>10</td>\n",
|
|
m@90
|
5936 " </tr>\n",
|
|
m@90
|
5937 " <tr>\n",
|
|
m@90
|
5938 " <th>2</th>\n",
|
|
m@71
|
5939 " <td>Chad</td>\n",
|
|
m@71
|
5940 " <td>10</td>\n",
|
|
m@71
|
5941 " </tr>\n",
|
|
m@71
|
5942 " <tr>\n",
|
|
m@90
|
5943 " <th>5</th>\n",
|
|
m@71
|
5944 " <td>Gambia</td>\n",
|
|
m@71
|
5945 " <td>10</td>\n",
|
|
m@71
|
5946 " </tr>\n",
|
|
m@71
|
5947 " <tr>\n",
|
|
m@90
|
5948 " <th>10</th>\n",
|
|
m@90
|
5949 " <td>Ivory Coast</td>\n",
|
|
m@71
|
5950 " <td>10</td>\n",
|
|
m@71
|
5951 " </tr>\n",
|
|
m@71
|
5952 " <tr>\n",
|
|
m@90
|
5953 " <th>12</th>\n",
|
|
m@90
|
5954 " <td>Botswana</td>\n",
|
|
m@90
|
5955 " <td>10</td>\n",
|
|
m@90
|
5956 " </tr>\n",
|
|
m@90
|
5957 " <tr>\n",
|
|
m@90
|
5958 " <th>6</th>\n",
|
|
m@90
|
5959 " <td>Nepal</td>\n",
|
|
m@71
|
5960 " <td>9</td>\n",
|
|
m@71
|
5961 " </tr>\n",
|
|
m@71
|
5962 " <tr>\n",
|
|
m@90
|
5963 " <th>13</th>\n",
|
|
m@90
|
5964 " <td>Benin</td>\n",
|
|
m@71
|
5965 " <td>8</td>\n",
|
|
m@71
|
5966 " </tr>\n",
|
|
m@71
|
5967 " <tr>\n",
|
|
m@90
|
5968 " <th>8</th>\n",
|
|
m@90
|
5969 " <td>Senegal</td>\n",
|
|
m@71
|
5970 " <td>7</td>\n",
|
|
m@71
|
5971 " </tr>\n",
|
|
m@71
|
5972 " <tr>\n",
|
|
m@90
|
5973 " <th>9</th>\n",
|
|
m@90
|
5974 " <td>French Guiana</td>\n",
|
|
m@71
|
5975 " <td>7</td>\n",
|
|
m@71
|
5976 " </tr>\n",
|
|
m@71
|
5977 " <tr>\n",
|
|
m@90
|
5978 " <th>4</th>\n",
|
|
m@90
|
5979 " <td>El Salvador</td>\n",
|
|
m@90
|
5980 " <td>5</td>\n",
|
|
m@71
|
5981 " </tr>\n",
|
|
m@71
|
5982 " <tr>\n",
|
|
m@71
|
5983 " <th>11</th>\n",
|
|
m@90
|
5984 " <td>Mozambique</td>\n",
|
|
m@90
|
5985 " <td>5</td>\n",
|
|
m@90
|
5986 " </tr>\n",
|
|
m@90
|
5987 " <tr>\n",
|
|
m@90
|
5988 " <th>7</th>\n",
|
|
m@90
|
5989 " <td>Uganda</td>\n",
|
|
m@90
|
5990 " <td>4</td>\n",
|
|
m@90
|
5991 " </tr>\n",
|
|
m@90
|
5992 " <tr>\n",
|
|
m@90
|
5993 " <th>1</th>\n",
|
|
m@90
|
5994 " <td>Bhutan</td>\n",
|
|
m@71
|
5995 " <td>3</td>\n",
|
|
m@71
|
5996 " </tr>\n",
|
|
m@71
|
5997 " <tr>\n",
|
|
m@90
|
5998 " <th>3</th>\n",
|
|
m@90
|
5999 " <td>Liberia</td>\n",
|
|
m@71
|
6000 " <td>2</td>\n",
|
|
m@71
|
6001 " </tr>\n",
|
|
m@71
|
6002 " </tbody>\n",
|
|
m@71
|
6003 "</table>\n",
|
|
m@71
|
6004 "</div>"
|
|
m@71
|
6005 ],
|
|
m@71
|
6006 "text/plain": [
|
|
m@71
|
6007 " index 0\n",
|
|
m@90
|
6008 "0 Pakistan 10\n",
|
|
m@90
|
6009 "2 Chad 10\n",
|
|
m@90
|
6010 "5 Gambia 10\n",
|
|
m@90
|
6011 "10 Ivory Coast 10\n",
|
|
m@90
|
6012 "12 Botswana 10\n",
|
|
m@90
|
6013 "6 Nepal 9\n",
|
|
m@90
|
6014 "13 Benin 8\n",
|
|
m@90
|
6015 "8 Senegal 7\n",
|
|
m@90
|
6016 "9 French Guiana 7\n",
|
|
m@90
|
6017 "4 El Salvador 5\n",
|
|
m@90
|
6018 "11 Mozambique 5\n",
|
|
m@90
|
6019 "7 Uganda 4\n",
|
|
m@90
|
6020 "1 Bhutan 3\n",
|
|
m@90
|
6021 "3 Liberia 2"
|
|
m@71
|
6022 ]
|
|
m@71
|
6023 },
|
|
m@90
|
6024 "execution_count": 29,
|
|
m@71
|
6025 "metadata": {},
|
|
m@71
|
6026 "output_type": "execute_result"
|
|
m@71
|
6027 }
|
|
m@71
|
6028 ],
|
|
m@71
|
6029 "source": [
|
|
m@71
|
6030 "df_country_vote.sort_values(0, ascending=False)"
|
|
m@71
|
6031 ]
|
|
m@71
|
6032 },
|
|
m@71
|
6033 {
|
|
m@71
|
6034 "cell_type": "code",
|
|
m@90
|
6035 "execution_count": 30,
|
|
m@82
|
6036 "metadata": {},
|
|
m@59
|
6037 "outputs": [
|
|
m@59
|
6038 {
|
|
m@82
|
6039 "name": "stdout",
|
|
m@82
|
6040 "output_type": "stream",
|
|
m@82
|
6041 "text": [
|
|
m@90
|
6042 "0.67 0.0640312423743\n"
|
|
m@82
|
6043 ]
|
|
m@59
|
6044 }
|
|
m@59
|
6045 ],
|
|
m@59
|
6046 "source": [
|
|
m@71
|
6047 "def precision_at_k(array, gr_truth, k):\n",
|
|
m@71
|
6048 " return len(set(array[:k]) & set(gr_truth[:k])) / float(k)\n",
|
|
m@71
|
6049 " \n",
|
|
m@71
|
6050 "k = 10\n",
|
|
m@71
|
6051 "ground_truth = df_country_vote['index'].get_values()\n",
|
|
m@71
|
6052 "p_ = []\n",
|
|
m@71
|
6053 "for j in range(ranked_countries_arr.shape[1]):\n",
|
|
m@71
|
6054 " p_.append(precision_at_k(ranked_countries_arr[:, j], ground_truth, k))\n",
|
|
m@71
|
6055 "p_ = np.array(p_)\n",
|
|
m@82
|
6056 "print np.mean(p_), np.std(p_)"
|
|
m@82
|
6057 ]
|
|
m@82
|
6058 },
|
|
m@82
|
6059 {
|
|
m@82
|
6060 "cell_type": "code",
|
|
m@90
|
6061 "execution_count": 31,
|
|
m@82
|
6062 "metadata": {},
|
|
m@82
|
6063 "outputs": [
|
|
m@82
|
6064 {
|
|
m@82
|
6065 "data": {
|
|
m@82
|
6066 "text/plain": [
|
|
m@90
|
6067 "array([ 0.6, 0.7, 0.7, 0.6, 0.6, 0.7, 0.8, 0.6, 0.7, 0.7])"
|
|
m@82
|
6068 ]
|
|
m@82
|
6069 },
|
|
m@90
|
6070 "execution_count": 31,
|
|
m@82
|
6071 "metadata": {},
|
|
m@82
|
6072 "output_type": "execute_result"
|
|
m@82
|
6073 }
|
|
m@82
|
6074 ],
|
|
m@82
|
6075 "source": [
|
|
m@82
|
6076 "p_"
|
|
m@42
|
6077 ]
|
|
m@42
|
6078 },
|
|
m@42
|
6079 {
|
|
m@42
|
6080 "cell_type": "code",
|
|
m@42
|
6081 "execution_count": null,
|
|
m@42
|
6082 "metadata": {
|
|
m@42
|
6083 "collapsed": true
|
|
m@42
|
6084 },
|
|
m@42
|
6085 "outputs": [],
|
|
m@42
|
6086 "source": []
|
|
m@15
|
6087 }
|
|
m@15
|
6088 ],
|
|
m@15
|
6089 "metadata": {
|
|
m@15
|
6090 "kernelspec": {
|
|
m@15
|
6091 "display_name": "Python 2",
|
|
m@15
|
6092 "language": "python",
|
|
m@15
|
6093 "name": "python2"
|
|
m@19
|
6094 },
|
|
m@19
|
6095 "language_info": {
|
|
m@19
|
6096 "codemirror_mode": {
|
|
m@19
|
6097 "name": "ipython",
|
|
m@19
|
6098 "version": 2
|
|
m@19
|
6099 },
|
|
m@19
|
6100 "file_extension": ".py",
|
|
m@19
|
6101 "mimetype": "text/x-python",
|
|
m@19
|
6102 "name": "python",
|
|
m@19
|
6103 "nbconvert_exporter": "python",
|
|
m@19
|
6104 "pygments_lexer": "ipython2",
|
|
m@82
|
6105 "version": "2.7.12"
|
|
m@15
|
6106 }
|
|
m@15
|
6107 },
|
|
m@15
|
6108 "nbformat": 4,
|
|
m@17
|
6109 "nbformat_minor": 1
|
|
m@15
|
6110 }
|
