model_dev_nbs/exp-03-training-01.ipynb

{
    "cells": [
        {
            "cell_type": "markdown",
            "id": "2863a40b-04dd-44cf-81f5-c30ec54f7cb2",
            "metadata": {},
            "source": [
                "## Training\n",
                "\n",
                "Use Auto ML lib `pycaret` to automate model training and model selection."
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 1,
            "id": "073f8da1-5c7d-46b7-962c-74e7b3df5d22",
            "metadata": {},
            "outputs": [
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "/c/TungGpu/ml-it/code/sagemaker-r2\n"
                    ]
                }
            ],
            "source": [
                "import os\n",
                "os.chdir(\"..\")\n",
                "!pwd"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 2,
            "id": "29f87297-86a3-4387-9050-393b6404977a",
            "metadata": {},
            "outputs": [],
            "source": [
                "from pathlib import Path\n",
                "import numpy as np\n",
                "import pandas as pd\n",
                "from collections import Counter\n",
                "from pycaret.classification import *\n",
                "from sklearn.model_selection import train_test_split\n",
                "from sklearn.metrics import classification_report\n",
                "from imblearn.combine import SMOTETomek, SMOTEENN"
            ]
        },
        {
            "cell_type": "markdown",
            "id": "493fb4e8-7505-417a-9014-f598f875a0af",
            "metadata": {},
            "source": [
                "## Load data"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 3,
            "id": "d0a0e81f-ebf5-4b0f-be0a-a8849c02877e",
            "metadata": {},
            "outputs": [],
            "source": [
                "DATA_DIR = Path(\"./data\")\n",
                "TMP_DIR = Path(\"./tmp\")\n",
                "DATA_CSV = DATA_DIR / \"full/train.csv\""
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 4,
            "id": "edb243a6-cc17-4f3b-b8e3-719c1f008a24",
            "metadata": {},
            "outputs": [
                {
                    "data": {
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                            "      <th></th>\n",
                            "      <th>0</th>\n",
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                            "      <th>3</th>\n",
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                            "      <th>8</th>\n",
                            "      <th>9</th>\n",
                            "      <th>10</th>\n",
                            "      <th>11</th>\n",
                            "      <th>12</th>\n",
                            "      <th>13</th>\n",
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                            "      <th>15</th>\n",
                            "      <th>16</th>\n",
                            "      <th>17</th>\n",
                            "      <th>18</th>\n",
                            "      <th>19</th>\n",
                            "      <th>20</th>\n",
                            "      <th>21</th>\n",
                            "      <th>22</th>\n",
                            "      <th>23</th>\n",
                            "      <th>24</th>\n",
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                            "      <th>26</th>\n",
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                            "      <th>28</th>\n",
                            "      <th>29</th>\n",
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                            "      <th>31</th>\n",
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                            "      <th>33</th>\n",
                            "      <th>34</th>\n",
                            "      <th>35</th>\n",
                            "      <th>36</th>\n",
                            "      <th>37</th>\n",
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                            "      <th>39</th>\n",
                            "      <th>40</th>\n",
                            "      <th>41</th>\n",
                            "      <th>42</th>\n",
                            "      <th>43</th>\n",
                            "      <th>44</th>\n",
                            "      <th>45</th>\n",
                            "      <th>46</th>\n",
                            "      <th>47</th>\n",
                            "      <th>48</th>\n",
                            "      <th>49</th>\n",
                            "      <th>50</th>\n",
                            "      <th>51</th>\n",
                            "      <th>52</th>\n",
                            "      <th>53</th>\n",
                            "      <th>54</th>\n",
                            "      <th>55</th>\n",
                            "      <th>56</th>\n",
                            "      <th>57</th>\n",
                            "      <th>58</th>\n",
                            "      <th>59</th>\n",
                            "      <th>60</th>\n",
                            "      <th>61</th>\n",
                            "      <th>62</th>\n",
                            "      <th>63</th>\n",
                            "      <th>64</th>\n",
                            "      <th>65</th>\n",
                            "      <th>66</th>\n",
                            "      <th>67</th>\n",
                            "      <th>68</th>\n",
                            "      <th>69</th>\n",
                            "      <th>70</th>\n",
                            "      <th>71</th>\n",
                            "      <th>72</th>\n",
                            "      <th>73</th>\n",
                            "      <th>74</th>\n",
                            "      <th>75</th>\n",
                            "      <th>76</th>\n",
                            "      <th>77</th>\n",
                            "      <th>78</th>\n",
                            "      <th>79</th>\n",
                            "      <th>80</th>\n",
                            "      <th>81</th>\n",
                            "      <th>82</th>\n",
                            "      <th>83</th>\n",
                            "      <th>84</th>\n",
                            "      <th>85</th>\n",
                            "      <th>86</th>\n",
                            "      <th>87</th>\n",
                            "      <th>88</th>\n",
                            "      <th>89</th>\n",
                            "      <th>90</th>\n",
                            "      <th>91</th>\n",
                            "      <th>92</th>\n",
                            "      <th>93</th>\n",
                            "      <th>94</th>\n",
                            "      <th>95</th>\n",
                            "      <th>96</th>\n",
                            "      <th>97</th>\n",
                            "      <th>98</th>\n",
                            "      <th>99</th>\n",
                            "      <th>100</th>\n",
                            "      <th>101</th>\n",
                            "      <th>102</th>\n",
                            "      <th>103</th>\n",
                            "      <th>104</th>\n",
                            "      <th>105</th>\n",
                            "      <th>106</th>\n",
                            "      <th>107</th>\n",
                            "      <th>108</th>\n",
                            "      <th>109</th>\n",
                            "      <th>110</th>\n",
                            "      <th>111</th>\n",
                            "      <th>112</th>\n",
                            "      <th>113</th>\n",
                            "      <th>114</th>\n",
                            "      <th>115</th>\n",
                            "      <th>116</th>\n",
                            "      <th>117</th>\n",
                            "      <th>118</th>\n",
                            "      <th>119</th>\n",
                            "      <th>120</th>\n",
                            "      <th>121</th>\n",
                            "      <th>122</th>\n",
                            "      <th>123</th>\n",
                            "      <th>124</th>\n",
                            "      <th>125</th>\n",
                            "      <th>126</th>\n",
                            "      <th>127</th>\n",
                            "      <th>128</th>\n",
                            "      <th>129</th>\n",
                            "      <th>130</th>\n",
                            "      <th>131</th>\n",
                            "      <th>132</th>\n",
                            "      <th>133</th>\n",
                            "      <th>134</th>\n",
                            "      <th>135</th>\n",
                            "      <th>136</th>\n",
                            "      <th>137</th>\n",
                            "      <th>138</th>\n",
                            "      <th>139</th>\n",
                            "      <th>140</th>\n",
                            "      <th>141</th>\n",
                            "      <th>142</th>\n",
                            "      <th>143</th>\n",
                            "      <th>144</th>\n",
                            "      <th>145</th>\n",
                            "      <th>146</th>\n",
                            "      <th>147</th>\n",
                            "      <th>148</th>\n",
                            "      <th>149</th>\n",
                            "      <th>150</th>\n",
                            "      <th>target</th>\n",
                            "    </tr>\n",
                            "  </thead>\n",
                            "  <tbody>\n",
                            "    <tr>\n",
                            "      <th>0</th>\n",
                            "      <td>0.899922</td>\n",
                            "      <td>-0.161</td>\n",
                            "      <td>-0.244</td>\n",
                            "      <td>1.022</td>\n",
                            "      <td>-0.304</td>\n",
                            "      <td>-0.156</td>\n",
                            "      <td>-0.310</td>\n",
                            "      <td>12.06400</td>\n",
                            "      <td>-0.051</td>\n",
                            "      <td>462.092</td>\n",
                            "      <td>-0.732</td>\n",
                            "      <td>1.14251</td>\n",
                            "      <td>3</td>\n",
                            "      <td>0.003423</td>\n",
                            "      <td>-0.262</td>\n",
                            "      <td>33831</td>\n",
                            "      <td>-0.120</td>\n",
                            "      <td>-0.109</td>\n",
                            "      <td>0.694307</td>\n",
                            "      <td>0.997923</td>\n",
                            "      <td>88.184721</td>\n",
                            "      <td>74.7715</td>\n",
                            "      <td>0.787</td>\n",
                            "      <td>21</td>\n",
                            "      <td>-0.005000</td>\n",
                            "      <td>-0.00457</td>\n",
                            "      <td>0.801131</td>\n",
                            "      <td>-0.143</td>\n",
                            "      <td>-0.055</td>\n",
                            "      <td>-0.005</td>\n",
                            "      <td>-0.117</td>\n",
                            "      <td>0.003361</td>\n",
                            "      <td>0.66388</td>\n",
                            "      <td>-0.005</td>\n",
                            "      <td>-0.054</td>\n",
                            "      <td>3170.06</td>\n",
                            "      <td>-0.784</td>\n",
                            "      <td>-0.060</td>\n",
                            "      <td>-0.686</td>\n",
                            "      <td>-0.435</td>\n",
                            "      <td>-3.350108</td>\n",
                            "      <td>0.889</td>\n",
                            "      <td>96.3255</td>\n",
                            "      <td>-0.564</td>\n",
                            "      <td>-0.469</td>\n",
                            "      <td>-0.028</td>\n",
                            "      <td>-0.133</td>\n",
                            "      <td>-21.4902</td>\n",
                            "      <td>106.7920</td>\n",
                            "      <td>1.49544</td>\n",
                            "      <td>704.956</td>\n",
                            "      <td>0.351</td>\n",
                            "      <td>-0.024</td>\n",
                            "      <td>-0.098</td>\n",
                            "      <td>0.178543</td>\n",
                            "      <td>9.62</td>\n",
                            "      <td>515.012</td>\n",
                            "      <td>-0.146</td>\n",
                            "      <td>5490.13</td>\n",
                            "      <td>-0.028</td>\n",
                            "      <td>105.2190</td>\n",
                            "      <td>0.995525</td>\n",
                            "      <td>-0.00204</td>\n",
                            "      <td>-1.604</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0.005325</td>\n",
                            "      <td>67226.0</td>\n",
                            "      <td>0.00372</td>\n",
                            "      <td>-0.089</td>\n",
                            "      <td>3.42085</td>\n",
                            "      <td>0.001932</td>\n",
                            "      <td>0.181023</td>\n",
                            "      <td>1.968</td>\n",
                            "      <td>-212.318</td>\n",
                            "      <td>0.00397</td>\n",
                            "      <td>0.500892</td>\n",
                            "      <td>-0.00280</td>\n",
                            "      <td>0.00466</td>\n",
                            "      <td>-1.904041</td>\n",
                            "      <td>5190.98</td>\n",
                            "      <td>0.001948</td>\n",
                            "      <td>-0.426</td>\n",
                            "      <td>-0.10300</td>\n",
                            "      <td>1.19102</td>\n",
                            "      <td>-0.032</td>\n",
                            "      <td>0.927649</td>\n",
                            "      <td>-0.024</td>\n",
                            "      <td>21.4711</td>\n",
                            "      <td>0.00368</td>\n",
                            "      <td>0.004564</td>\n",
                            "      <td>3138.67</td>\n",
                            "      <td>0.01959</td>\n",
                            "      <td>21</td>\n",
                            "      <td>0.482589</td>\n",
                            "      <td>-0.307</td>\n",
                            "      <td>0</td>\n",
                            "      <td>-0.12259</td>\n",
                            "      <td>3.09698</td>\n",
                            "      <td>-0.360732</td>\n",
                            "      <td>0.005135</td>\n",
                            "      <td>0.179927</td>\n",
                            "      <td>1.49193</td>\n",
                            "      <td>-0.012</td>\n",
                            "      <td>3.10686</td>\n",
                            "      <td>-0.00579</td>\n",
                            "      <td>-0.18553</td>\n",
                            "      <td>-0.122263</td>\n",
                            "      <td>-0.12373</td>\n",
                            "      <td>189.092</td>\n",
                            "      <td>2052.68</td>\n",
                            "      <td>-0.548</td>\n",
                            "      <td>3.49045</td>\n",
                            "      <td>-232.8</td>\n",
                            "      <td>6</td>\n",
                            "      <td>-0.021</td>\n",
                            "      <td>-0.089</td>\n",
                            "      <td>0.01107</td>\n",
                            "      <td>-0.058</td>\n",
                            "      <td>1.16655</td>\n",
                            "      <td>21.4029</td>\n",
                            "      <td>1.08095</td>\n",
                            "      <td>0.010073</td>\n",
                            "      <td>1.837</td>\n",
                            "      <td>0.255</td>\n",
                            "      <td>0.385121</td>\n",
                            "      <td>6913.68</td>\n",
                            "      <td>1.19125</td>\n",
                            "      <td>1132</td>\n",
                            "      <td>1.09259</td>\n",
                            "      <td>0.204294</td>\n",
                            "      <td>0.001265</td>\n",
                            "      <td>-1.148</td>\n",
                            "      <td>0.070</td>\n",
                            "      <td>-0.035</td>\n",
                            "      <td>1.08133</td>\n",
                            "      <td>-0.031</td>\n",
                            "      <td>-0.008000</td>\n",
                            "      <td>-0.458764</td>\n",
                            "      <td>0.481826</td>\n",
                            "      <td>-0.062</td>\n",
                            "      <td>66676.1</td>\n",
                            "      <td>-0.658</td>\n",
                            "      <td>764.3</td>\n",
                            "      <td>-0.005</td>\n",
                            "      <td>0.060303</td>\n",
                            "      <td>13.383</td>\n",
                            "      <td>0.819909</td>\n",
                            "      <td>-0.18291</td>\n",
                            "      <td>-0.12259</td>\n",
                            "      <td>0.060684</td>\n",
                            "      <td>17.1094</td>\n",
                            "      <td>0</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>1</th>\n",
                            "      <td>1.050575</td>\n",
                            "      <td>-0.285</td>\n",
                            "      <td>-0.298</td>\n",
                            "      <td>-0.776</td>\n",
                            "      <td>-0.263</td>\n",
                            "      <td>-0.118</td>\n",
                            "      <td>1.526</td>\n",
                            "      <td>9.92919</td>\n",
                            "      <td>-0.059</td>\n",
                            "      <td>466.645</td>\n",
                            "      <td>-0.715</td>\n",
                            "      <td>1.80633</td>\n",
                            "      <td>3</td>\n",
                            "      <td>0.004003</td>\n",
                            "      <td>-0.292</td>\n",
                            "      <td>13436</td>\n",
                            "      <td>-0.284</td>\n",
                            "      <td>-0.102</td>\n",
                            "      <td>1.816916</td>\n",
                            "      <td>1.001320</td>\n",
                            "      <td>133.148294</td>\n",
                            "      <td>73.0013</td>\n",
                            "      <td>0.223</td>\n",
                            "      <td>82</td>\n",
                            "      <td>0.000652</td>\n",
                            "      <td>-0.01296</td>\n",
                            "      <td>0.801101</td>\n",
                            "      <td>-0.090</td>\n",
                            "      <td>-0.023</td>\n",
                            "      <td>-0.228</td>\n",
                            "      <td>-0.107</td>\n",
                            "      <td>0.004248</td>\n",
                            "      <td>0.64013</td>\n",
                            "      <td>-0.560</td>\n",
                            "      <td>-0.055</td>\n",
                            "      <td>3799.00</td>\n",
                            "      <td>-0.840</td>\n",
                            "      <td>-0.063</td>\n",
                            "      <td>-0.846</td>\n",
                            "      <td>-0.335</td>\n",
                            "      <td>0.009949</td>\n",
                            "      <td>0.211</td>\n",
                            "      <td>93.2053</td>\n",
                            "      <td>-0.445</td>\n",
                            "      <td>-0.481</td>\n",
                            "      <td>-0.354</td>\n",
                            "      <td>-0.105</td>\n",
                            "      <td>-18.5995</td>\n",
                            "      <td>73.7407</td>\n",
                            "      <td>1.49699</td>\n",
                            "      <td>966.937</td>\n",
                            "      <td>-0.623</td>\n",
                            "      <td>-0.042</td>\n",
                            "      <td>-0.110</td>\n",
                            "      <td>0.180113</td>\n",
                            "      <td>4.34</td>\n",
                            "      <td>482.997</td>\n",
                            "      <td>3.234</td>\n",
                            "      <td>6243.08</td>\n",
                            "      <td>-0.025</td>\n",
                            "      <td>73.1009</td>\n",
                            "      <td>0.994811</td>\n",
                            "      <td>-0.00224</td>\n",
                            "      <td>0.552</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0.004956</td>\n",
                            "      <td>67841.0</td>\n",
                            "      <td>0.00771</td>\n",
                            "      <td>0.170</td>\n",
                            "      <td>3.48121</td>\n",
                            "      <td>-0.003156</td>\n",
                            "      <td>0.181066</td>\n",
                            "      <td>-0.312</td>\n",
                            "      <td>-171.503</td>\n",
                            "      <td>0.00505</td>\n",
                            "      <td>0.225318</td>\n",
                            "      <td>-0.00148</td>\n",
                            "      <td>-0.00308</td>\n",
                            "      <td>2.465348</td>\n",
                            "      <td>5759.22</td>\n",
                            "      <td>-0.009400</td>\n",
                            "      <td>-0.258</td>\n",
                            "      <td>-0.11513</td>\n",
                            "      <td>1.18592</td>\n",
                            "      <td>-0.507</td>\n",
                            "      <td>1.828688</td>\n",
                            "      <td>-0.023</td>\n",
                            "      <td>21.3636</td>\n",
                            "      <td>-0.00712</td>\n",
                            "      <td>0.000381</td>\n",
                            "      <td>3536.88</td>\n",
                            "      <td>-0.00634</td>\n",
                            "      <td>82</td>\n",
                            "      <td>0.482602</td>\n",
                            "      <td>-0.272</td>\n",
                            "      <td>0</td>\n",
                            "      <td>-0.12232</td>\n",
                            "      <td>3.09066</td>\n",
                            "      <td>-0.080839</td>\n",
                            "      <td>-0.002860</td>\n",
                            "      <td>0.200937</td>\n",
                            "      <td>1.50898</td>\n",
                            "      <td>-0.029</td>\n",
                            "      <td>3.10072</td>\n",
                            "      <td>0.00746</td>\n",
                            "      <td>-0.18674</td>\n",
                            "      <td>-0.125014</td>\n",
                            "      <td>-0.12270</td>\n",
                            "      <td>216.287</td>\n",
                            "      <td>2349.23</td>\n",
                            "      <td>-0.476</td>\n",
                            "      <td>3.49726</td>\n",
                            "      <td>11.5</td>\n",
                            "      <td>2</td>\n",
                            "      <td>-0.045</td>\n",
                            "      <td>-0.054</td>\n",
                            "      <td>-0.00694</td>\n",
                            "      <td>-0.073</td>\n",
                            "      <td>1.15355</td>\n",
                            "      <td>21.3422</td>\n",
                            "      <td>1.08186</td>\n",
                            "      <td>0.000000</td>\n",
                            "      <td>-0.169</td>\n",
                            "      <td>-1.168</td>\n",
                            "      <td>-0.128346</td>\n",
                            "      <td>6995.61</td>\n",
                            "      <td>1.21638</td>\n",
                            "      <td>3264</td>\n",
                            "      <td>1.09616</td>\n",
                            "      <td>0.200889</td>\n",
                            "      <td>0.002094</td>\n",
                            "      <td>0.733</td>\n",
                            "      <td>0.216</td>\n",
                            "      <td>-0.040</td>\n",
                            "      <td>1.08129</td>\n",
                            "      <td>-0.061</td>\n",
                            "      <td>-0.004825</td>\n",
                            "      <td>0.154446</td>\n",
                            "      <td>0.482792</td>\n",
                            "      <td>-0.347</td>\n",
                            "      <td>66715.4</td>\n",
                            "      <td>-0.839</td>\n",
                            "      <td>532.5</td>\n",
                            "      <td>-0.023</td>\n",
                            "      <td>0.044870</td>\n",
                            "      <td>14.887</td>\n",
                            "      <td>1.642613</td>\n",
                            "      <td>-0.19030</td>\n",
                            "      <td>-0.12308</td>\n",
                            "      <td>0.045252</td>\n",
                            "      <td>17.0932</td>\n",
                            "      <td>0</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>2</th>\n",
                            "      <td>-1.206626</td>\n",
                            "      <td>-0.202</td>\n",
                            "      <td>-0.289</td>\n",
                            "      <td>1.099</td>\n",
                            "      <td>-0.302</td>\n",
                            "      <td>-0.176</td>\n",
                            "      <td>-0.330</td>\n",
                            "      <td>11.07720</td>\n",
                            "      <td>-0.075</td>\n",
                            "      <td>419.784</td>\n",
                            "      <td>0.456</td>\n",
                            "      <td>1.19857</td>\n",
                            "      <td>4</td>\n",
                            "      <td>0.005529</td>\n",
                            "      <td>-0.316</td>\n",
                            "      <td>26894</td>\n",
                            "      <td>-0.148</td>\n",
                            "      <td>-0.101</td>\n",
                            "      <td>-0.514663</td>\n",
                            "      <td>0.997676</td>\n",
                            "      <td>127.044605</td>\n",
                            "      <td>74.6132</td>\n",
                            "      <td>0.901</td>\n",
                            "      <td>73</td>\n",
                            "      <td>-0.002503</td>\n",
                            "      <td>-0.00687</td>\n",
                            "      <td>0.795001</td>\n",
                            "      <td>-0.188</td>\n",
                            "      <td>-0.093</td>\n",
                            "      <td>-0.035</td>\n",
                            "      <td>-0.150</td>\n",
                            "      <td>0.004253</td>\n",
                            "      <td>0.67838</td>\n",
                            "      <td>-0.035</td>\n",
                            "      <td>-0.082</td>\n",
                            "      <td>3061.70</td>\n",
                            "      <td>0.291</td>\n",
                            "      <td>-0.065</td>\n",
                            "      <td>-0.204</td>\n",
                            "      <td>-0.488</td>\n",
                            "      <td>-2.275190</td>\n",
                            "      <td>0.801</td>\n",
                            "      <td>95.0316</td>\n",
                            "      <td>1.272</td>\n",
                            "      <td>2.453</td>\n",
                            "      <td>-0.065</td>\n",
                            "      <td>-0.184</td>\n",
                            "      <td>-17.8527</td>\n",
                            "      <td>93.0292</td>\n",
                            "      <td>1.50489</td>\n",
                            "      <td>683.744</td>\n",
                            "      <td>0.031</td>\n",
                            "      <td>-0.049</td>\n",
                            "      <td>-0.078</td>\n",
                            "      <td>0.179013</td>\n",
                            "      <td>-74.76</td>\n",
                            "      <td>448.331</td>\n",
                            "      <td>-0.302</td>\n",
                            "      <td>5367.35</td>\n",
                            "      <td>-0.029</td>\n",
                            "      <td>91.8613</td>\n",
                            "      <td>0.996249</td>\n",
                            "      <td>-0.00391</td>\n",
                            "      <td>0.641</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0.003050</td>\n",
                            "      <td>66807.2</td>\n",
                            "      <td>0.00773</td>\n",
                            "      <td>0.375</td>\n",
                            "      <td>3.47297</td>\n",
                            "      <td>-0.000141</td>\n",
                            "      <td>0.180348</td>\n",
                            "      <td>-0.391</td>\n",
                            "      <td>-164.190</td>\n",
                            "      <td>-0.00670</td>\n",
                            "      <td>-2.152940</td>\n",
                            "      <td>-0.00391</td>\n",
                            "      <td>-0.00756</td>\n",
                            "      <td>-3.097850</td>\n",
                            "      <td>5160.00</td>\n",
                            "      <td>-0.009642</td>\n",
                            "      <td>-0.387</td>\n",
                            "      <td>-0.10152</td>\n",
                            "      <td>1.20644</td>\n",
                            "      <td>0.965</td>\n",
                            "      <td>0.050663</td>\n",
                            "      <td>-0.046</td>\n",
                            "      <td>21.5870</td>\n",
                            "      <td>0.00353</td>\n",
                            "      <td>0.005148</td>\n",
                            "      <td>2942.89</td>\n",
                            "      <td>-0.02731</td>\n",
                            "      <td>73</td>\n",
                            "      <td>0.480137</td>\n",
                            "      <td>-0.379</td>\n",
                            "      <td>1</td>\n",
                            "      <td>-0.12413</td>\n",
                            "      <td>3.10466</td>\n",
                            "      <td>-0.686895</td>\n",
                            "      <td>0.008008</td>\n",
                            "      <td>0.194851</td>\n",
                            "      <td>1.49082</td>\n",
                            "      <td>-0.041</td>\n",
                            "      <td>3.08993</td>\n",
                            "      <td>0.00883</td>\n",
                            "      <td>-0.18328</td>\n",
                            "      <td>-0.122755</td>\n",
                            "      <td>-0.12451</td>\n",
                            "      <td>184.724</td>\n",
                            "      <td>2031.26</td>\n",
                            "      <td>1.580</td>\n",
                            "      <td>3.45300</td>\n",
                            "      <td>-110.0</td>\n",
                            "      <td>3</td>\n",
                            "      <td>-0.057</td>\n",
                            "      <td>-0.067</td>\n",
                            "      <td>-0.00227</td>\n",
                            "      <td>-0.154</td>\n",
                            "      <td>1.16579</td>\n",
                            "      <td>21.5364</td>\n",
                            "      <td>1.08200</td>\n",
                            "      <td>-0.006764</td>\n",
                            "      <td>-0.190</td>\n",
                            "      <td>-0.483</td>\n",
                            "      <td>0.068413</td>\n",
                            "      <td>6634.91</td>\n",
                            "      <td>1.18248</td>\n",
                            "      <td>2654</td>\n",
                            "      <td>1.09632</td>\n",
                            "      <td>0.197141</td>\n",
                            "      <td>-0.002956</td>\n",
                            "      <td>0.478</td>\n",
                            "      <td>-0.074</td>\n",
                            "      <td>-0.035</td>\n",
                            "      <td>1.08181</td>\n",
                            "      <td>-0.051</td>\n",
                            "      <td>0.012258</td>\n",
                            "      <td>-0.446567</td>\n",
                            "      <td>0.480328</td>\n",
                            "      <td>-0.044</td>\n",
                            "      <td>66147.2</td>\n",
                            "      <td>1.090</td>\n",
                            "      <td>651.4</td>\n",
                            "      <td>-0.035</td>\n",
                            "      <td>0.054069</td>\n",
                            "      <td>-2.932</td>\n",
                            "      <td>0.464588</td>\n",
                            "      <td>-0.18631</td>\n",
                            "      <td>-0.12413</td>\n",
                            "      <td>0.050065</td>\n",
                            "      <td>17.2080</td>\n",
                            "      <td>0</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>3</th>\n",
                            "      <td>-1.082795</td>\n",
                            "      <td>-0.125</td>\n",
                            "      <td>1.748</td>\n",
                            "      <td>2.167</td>\n",
                            "      <td>-0.239</td>\n",
                            "      <td>-0.242</td>\n",
                            "      <td>-0.292</td>\n",
                            "      <td>9.39798</td>\n",
                            "      <td>-0.045</td>\n",
                            "      <td>433.346</td>\n",
                            "      <td>-0.588</td>\n",
                            "      <td>1.12691</td>\n",
                            "      <td>4</td>\n",
                            "      <td>0.003243</td>\n",
                            "      <td>2.636</td>\n",
                            "      <td>30432</td>\n",
                            "      <td>-0.118</td>\n",
                            "      <td>-0.095</td>\n",
                            "      <td>-0.259868</td>\n",
                            "      <td>0.999953</td>\n",
                            "      <td>132.809932</td>\n",
                            "      <td>72.9269</td>\n",
                            "      <td>-0.336</td>\n",
                            "      <td>1721</td>\n",
                            "      <td>0.000661</td>\n",
                            "      <td>-0.01756</td>\n",
                            "      <td>0.796300</td>\n",
                            "      <td>-0.249</td>\n",
                            "      <td>-0.079</td>\n",
                            "      <td>-0.008</td>\n",
                            "      <td>-0.156</td>\n",
                            "      <td>0.003747</td>\n",
                            "      <td>0.67017</td>\n",
                            "      <td>-0.008</td>\n",
                            "      <td>-0.127</td>\n",
                            "      <td>2983.06</td>\n",
                            "      <td>1.041</td>\n",
                            "      <td>-0.058</td>\n",
                            "      <td>0.839</td>\n",
                            "      <td>-0.241</td>\n",
                            "      <td>-0.805658</td>\n",
                            "      <td>0.619</td>\n",
                            "      <td>93.1631</td>\n",
                            "      <td>2.569</td>\n",
                            "      <td>-0.366</td>\n",
                            "      <td>-0.040</td>\n",
                            "      <td>-0.125</td>\n",
                            "      <td>-14.3443</td>\n",
                            "      <td>128.6130</td>\n",
                            "      <td>1.50516</td>\n",
                            "      <td>617.283</td>\n",
                            "      <td>0.515</td>\n",
                            "      <td>-0.020</td>\n",
                            "      <td>-0.072</td>\n",
                            "      <td>0.179094</td>\n",
                            "      <td>-37.60</td>\n",
                            "      <td>461.617</td>\n",
                            "      <td>3.526</td>\n",
                            "      <td>4797.39</td>\n",
                            "      <td>-0.029</td>\n",
                            "      <td>126.9210</td>\n",
                            "      <td>0.995464</td>\n",
                            "      <td>-0.00236</td>\n",
                            "      <td>-0.397</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0.003434</td>\n",
                            "      <td>65925.8</td>\n",
                            "      <td>0.00295</td>\n",
                            "      <td>-0.923</td>\n",
                            "      <td>3.43462</td>\n",
                            "      <td>0.009728</td>\n",
                            "      <td>0.181576</td>\n",
                            "      <td>1.839</td>\n",
                            "      <td>-175.345</td>\n",
                            "      <td>-0.00290</td>\n",
                            "      <td>-1.451042</td>\n",
                            "      <td>-0.00275</td>\n",
                            "      <td>0.00920</td>\n",
                            "      <td>-1.072605</td>\n",
                            "      <td>4599.07</td>\n",
                            "      <td>0.000329</td>\n",
                            "      <td>-0.391</td>\n",
                            "      <td>-0.05650</td>\n",
                            "      <td>1.20849</td>\n",
                            "      <td>-1.183</td>\n",
                            "      <td>0.147243</td>\n",
                            "      <td>-0.035</td>\n",
                            "      <td>22.5239</td>\n",
                            "      <td>0.02510</td>\n",
                            "      <td>-0.002861</td>\n",
                            "      <td>2847.29</td>\n",
                            "      <td>-0.03261</td>\n",
                            "      <td>1723</td>\n",
                            "      <td>0.479202</td>\n",
                            "      <td>-0.235</td>\n",
                            "      <td>3</td>\n",
                            "      <td>-0.11233</td>\n",
                            "      <td>3.09738</td>\n",
                            "      <td>-0.438867</td>\n",
                            "      <td>0.002098</td>\n",
                            "      <td>0.223845</td>\n",
                            "      <td>1.49833</td>\n",
                            "      <td>-0.006</td>\n",
                            "      <td>3.10349</td>\n",
                            "      <td>0.00666</td>\n",
                            "      <td>-0.18907</td>\n",
                            "      <td>-0.113889</td>\n",
                            "      <td>-0.11424</td>\n",
                            "      <td>196.399</td>\n",
                            "      <td>1707.59</td>\n",
                            "      <td>-0.508</td>\n",
                            "      <td>3.44005</td>\n",
                            "      <td>-42.7</td>\n",
                            "      <td>9</td>\n",
                            "      <td>-0.012</td>\n",
                            "      <td>-0.040</td>\n",
                            "      <td>0.00418</td>\n",
                            "      <td>-0.104</td>\n",
                            "      <td>1.15095</td>\n",
                            "      <td>22.5014</td>\n",
                            "      <td>1.08171</td>\n",
                            "      <td>0.002874</td>\n",
                            "      <td>-0.222</td>\n",
                            "      <td>-1.038</td>\n",
                            "      <td>0.286881</td>\n",
                            "      <td>6774.38</td>\n",
                            "      <td>1.21606</td>\n",
                            "      <td>2266</td>\n",
                            "      <td>1.09603</td>\n",
                            "      <td>0.202958</td>\n",
                            "      <td>0.003511</td>\n",
                            "      <td>-0.302</td>\n",
                            "      <td>0.148</td>\n",
                            "      <td>-0.038</td>\n",
                            "      <td>1.08171</td>\n",
                            "      <td>-0.013</td>\n",
                            "      <td>0.010193</td>\n",
                            "      <td>-0.499657</td>\n",
                            "      <td>0.479774</td>\n",
                            "      <td>-0.068</td>\n",
                            "      <td>65523.0</td>\n",
                            "      <td>0.252</td>\n",
                            "      <td>603.4</td>\n",
                            "      <td>-0.008</td>\n",
                            "      <td>0.043571</td>\n",
                            "      <td>-44.990</td>\n",
                            "      <td>0.335563</td>\n",
                            "      <td>-0.19257</td>\n",
                            "      <td>-0.11309</td>\n",
                            "      <td>0.045097</td>\n",
                            "      <td>17.5977</td>\n",
                            "      <td>0</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>4</th>\n",
                            "      <td>0.891784</td>\n",
                            "      <td>-0.219</td>\n",
                            "      <td>1.757</td>\n",
                            "      <td>-0.782</td>\n",
                            "      <td>-0.268</td>\n",
                            "      <td>-0.099</td>\n",
                            "      <td>-0.239</td>\n",
                            "      <td>9.42913</td>\n",
                            "      <td>-0.067</td>\n",
                            "      <td>429.280</td>\n",
                            "      <td>0.327</td>\n",
                            "      <td>1.83109</td>\n",
                            "      <td>3</td>\n",
                            "      <td>0.002859</td>\n",
                            "      <td>-0.274</td>\n",
                            "      <td>14123</td>\n",
                            "      <td>-0.553</td>\n",
                            "      <td>-0.095</td>\n",
                            "      <td>0.580773</td>\n",
                            "      <td>1.002190</td>\n",
                            "      <td>105.713099</td>\n",
                            "      <td>73.3881</td>\n",
                            "      <td>-0.358</td>\n",
                            "      <td>1713</td>\n",
                            "      <td>0.000866</td>\n",
                            "      <td>-0.00457</td>\n",
                            "      <td>0.800016</td>\n",
                            "      <td>-0.086</td>\n",
                            "      <td>-0.025</td>\n",
                            "      <td>-0.232</td>\n",
                            "      <td>-0.115</td>\n",
                            "      <td>0.003140</td>\n",
                            "      <td>0.66026</td>\n",
                            "      <td>0.445</td>\n",
                            "      <td>-0.053</td>\n",
                            "      <td>3733.12</td>\n",
                            "      <td>1.159</td>\n",
                            "      <td>-0.032</td>\n",
                            "      <td>-0.609</td>\n",
                            "      <td>-0.321</td>\n",
                            "      <td>0.829561</td>\n",
                            "      <td>0.180</td>\n",
                            "      <td>94.1655</td>\n",
                            "      <td>-0.450</td>\n",
                            "      <td>-0.459</td>\n",
                            "      <td>-0.341</td>\n",
                            "      <td>-0.120</td>\n",
                            "      <td>-16.1362</td>\n",
                            "      <td>74.8545</td>\n",
                            "      <td>1.50625</td>\n",
                            "      <td>921.871</td>\n",
                            "      <td>0.729</td>\n",
                            "      <td>-0.066</td>\n",
                            "      <td>-0.061</td>\n",
                            "      <td>0.179362</td>\n",
                            "      <td>12.46</td>\n",
                            "      <td>436.864</td>\n",
                            "      <td>-0.577</td>\n",
                            "      <td>5436.82</td>\n",
                            "      <td>-0.019</td>\n",
                            "      <td>74.1023</td>\n",
                            "      <td>0.997000</td>\n",
                            "      <td>-0.00211</td>\n",
                            "      <td>-0.305</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0.002287</td>\n",
                            "      <td>68158.3</td>\n",
                            "      <td>-0.00097</td>\n",
                            "      <td>0.406</td>\n",
                            "      <td>3.47381</td>\n",
                            "      <td>-0.004810</td>\n",
                            "      <td>0.180506</td>\n",
                            "      <td>1.544</td>\n",
                            "      <td>-161.681</td>\n",
                            "      <td>-0.00971</td>\n",
                            "      <td>0.360526</td>\n",
                            "      <td>-0.00211</td>\n",
                            "      <td>-0.00029</td>\n",
                            "      <td>1.625398</td>\n",
                            "      <td>5189.14</td>\n",
                            "      <td>-0.007340</td>\n",
                            "      <td>-0.244</td>\n",
                            "      <td>-0.05490</td>\n",
                            "      <td>1.21613</td>\n",
                            "      <td>-0.398</td>\n",
                            "      <td>-0.652605</td>\n",
                            "      <td>-0.025</td>\n",
                            "      <td>21.3191</td>\n",
                            "      <td>-0.02984</td>\n",
                            "      <td>0.005528</td>\n",
                            "      <td>3327.61</td>\n",
                            "      <td>0.00579</td>\n",
                            "      <td>1714</td>\n",
                            "      <td>0.481111</td>\n",
                            "      <td>-0.179</td>\n",
                            "      <td>1517</td>\n",
                            "      <td>-0.12105</td>\n",
                            "      <td>3.10124</td>\n",
                            "      <td>-0.549669</td>\n",
                            "      <td>0.002478</td>\n",
                            "      <td>0.197845</td>\n",
                            "      <td>1.49952</td>\n",
                            "      <td>-0.030</td>\n",
                            "      <td>3.10628</td>\n",
                            "      <td>-0.00885</td>\n",
                            "      <td>-0.18129</td>\n",
                            "      <td>-0.119713</td>\n",
                            "      <td>-0.12296</td>\n",
                            "      <td>170.776</td>\n",
                            "      <td>2144.80</td>\n",
                            "      <td>-0.363</td>\n",
                            "      <td>3.47540</td>\n",
                            "      <td>59.5</td>\n",
                            "      <td>0</td>\n",
                            "      <td>-0.031</td>\n",
                            "      <td>-0.050</td>\n",
                            "      <td>0.00576</td>\n",
                            "      <td>-0.049</td>\n",
                            "      <td>1.15370</td>\n",
                            "      <td>21.2783</td>\n",
                            "      <td>1.08137</td>\n",
                            "      <td>-0.005627</td>\n",
                            "      <td>-0.116</td>\n",
                            "      <td>-0.037</td>\n",
                            "      <td>-0.216165</td>\n",
                            "      <td>6536.81</td>\n",
                            "      <td>1.19325</td>\n",
                            "      <td>2322</td>\n",
                            "      <td>1.09643</td>\n",
                            "      <td>0.197662</td>\n",
                            "      <td>0.000347</td>\n",
                            "      <td>-0.099</td>\n",
                            "      <td>0.665</td>\n",
                            "      <td>-0.036</td>\n",
                            "      <td>1.08194</td>\n",
                            "      <td>-0.076</td>\n",
                            "      <td>0.004825</td>\n",
                            "      <td>-0.697821</td>\n",
                            "      <td>0.480349</td>\n",
                            "      <td>1.201</td>\n",
                            "      <td>67229.6</td>\n",
                            "      <td>1.246</td>\n",
                            "      <td>417.4</td>\n",
                            "      <td>-0.025</td>\n",
                            "      <td>0.041588</td>\n",
                            "      <td>-12.205</td>\n",
                            "      <td>-0.728111</td>\n",
                            "      <td>-0.18187</td>\n",
                            "      <td>-0.12143</td>\n",
                            "      <td>0.043112</td>\n",
                            "      <td>17.2664</td>\n",
                            "      <td>0</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>...</th>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>10236</th>\n",
                            "      <td>0.028558</td>\n",
                            "      <td>-0.249</td>\n",
                            "      <td>-0.288</td>\n",
                            "      <td>-1.030</td>\n",
                            "      <td>-0.334</td>\n",
                            "      <td>-0.073</td>\n",
                            "      <td>-0.320</td>\n",
                            "      <td>11.34900</td>\n",
                            "      <td>-0.072</td>\n",
                            "      <td>443.974</td>\n",
                            "      <td>0.371</td>\n",
                            "      <td>1.39763</td>\n",
                            "      <td>6</td>\n",
                            "      <td>-0.001525</td>\n",
                            "      <td>-0.285</td>\n",
                            "      <td>15126</td>\n",
                            "      <td>-0.131</td>\n",
                            "      <td>-0.130</td>\n",
                            "      <td>0.084511</td>\n",
                            "      <td>0.999083</td>\n",
                            "      <td>117.101035</td>\n",
                            "      <td>73.8240</td>\n",
                            "      <td>-0.378</td>\n",
                            "      <td>32</td>\n",
                            "      <td>0.001441</td>\n",
                            "      <td>-0.00153</td>\n",
                            "      <td>0.796688</td>\n",
                            "      <td>-0.243</td>\n",
                            "      <td>-0.088</td>\n",
                            "      <td>-0.012</td>\n",
                            "      <td>-0.084</td>\n",
                            "      <td>0.003374</td>\n",
                            "      <td>0.63833</td>\n",
                            "      <td>-0.012</td>\n",
                            "      <td>-0.042</td>\n",
                            "      <td>3226.57</td>\n",
                            "      <td>-0.777</td>\n",
                            "      <td>-0.061</td>\n",
                            "      <td>-1.058</td>\n",
                            "      <td>-0.249</td>\n",
                            "      <td>0.127392</td>\n",
                            "      <td>0.388</td>\n",
                            "      <td>93.4722</td>\n",
                            "      <td>0.154</td>\n",
                            "      <td>0.379</td>\n",
                            "      <td>-0.018</td>\n",
                            "      <td>-0.131</td>\n",
                            "      <td>-17.5336</td>\n",
                            "      <td>111.8030</td>\n",
                            "      <td>1.49914</td>\n",
                            "      <td>780.525</td>\n",
                            "      <td>0.065</td>\n",
                            "      <td>-0.040</td>\n",
                            "      <td>-0.112</td>\n",
                            "      <td>0.181298</td>\n",
                            "      <td>6.62</td>\n",
                            "      <td>480.886</td>\n",
                            "      <td>-0.251</td>\n",
                            "      <td>5624.81</td>\n",
                            "      <td>-0.025</td>\n",
                            "      <td>110.7500</td>\n",
                            "      <td>0.994957</td>\n",
                            "      <td>-0.00213</td>\n",
                            "      <td>-0.752</td>\n",
                            "      <td>0</td>\n",
                            "      <td>-0.001906</td>\n",
                            "      <td>66946.5</td>\n",
                            "      <td>-0.01244</td>\n",
                            "      <td>-0.489</td>\n",
                            "      <td>3.43432</td>\n",
                            "      <td>0.005646</td>\n",
                            "      <td>0.179772</td>\n",
                            "      <td>-0.202</td>\n",
                            "      <td>-191.514</td>\n",
                            "      <td>-0.01080</td>\n",
                            "      <td>0.248241</td>\n",
                            "      <td>-0.00289</td>\n",
                            "      <td>-0.00421</td>\n",
                            "      <td>2.203349</td>\n",
                            "      <td>5398.90</td>\n",
                            "      <td>-0.009080</td>\n",
                            "      <td>-0.210</td>\n",
                            "      <td>-0.10911</td>\n",
                            "      <td>1.20919</td>\n",
                            "      <td>0.579</td>\n",
                            "      <td>-0.477618</td>\n",
                            "      <td>-0.032</td>\n",
                            "      <td>21.5128</td>\n",
                            "      <td>0.01209</td>\n",
                            "      <td>0.012200</td>\n",
                            "      <td>3095.54</td>\n",
                            "      <td>0.01841</td>\n",
                            "      <td>32</td>\n",
                            "      <td>0.480028</td>\n",
                            "      <td>-0.162</td>\n",
                            "      <td>0</td>\n",
                            "      <td>-0.11735</td>\n",
                            "      <td>3.10665</td>\n",
                            "      <td>0.746528</td>\n",
                            "      <td>0.011056</td>\n",
                            "      <td>0.170854</td>\n",
                            "      <td>1.50907</td>\n",
                            "      <td>-0.020</td>\n",
                            "      <td>3.10740</td>\n",
                            "      <td>0.00665</td>\n",
                            "      <td>-0.18945</td>\n",
                            "      <td>-0.116945</td>\n",
                            "      <td>-0.11697</td>\n",
                            "      <td>199.977</td>\n",
                            "      <td>2134.53</td>\n",
                            "      <td>-0.350</td>\n",
                            "      <td>3.45012</td>\n",
                            "      <td>52.7</td>\n",
                            "      <td>2</td>\n",
                            "      <td>-0.028</td>\n",
                            "      <td>-0.085</td>\n",
                            "      <td>-0.00869</td>\n",
                            "      <td>-0.055</td>\n",
                            "      <td>1.15338</td>\n",
                            "      <td>21.5182</td>\n",
                            "      <td>1.08206</td>\n",
                            "      <td>0.004743</td>\n",
                            "      <td>-0.125</td>\n",
                            "      <td>-0.373</td>\n",
                            "      <td>-0.586998</td>\n",
                            "      <td>6919.99</td>\n",
                            "      <td>1.21581</td>\n",
                            "      <td>1615</td>\n",
                            "      <td>1.09637</td>\n",
                            "      <td>0.202472</td>\n",
                            "      <td>-0.002436</td>\n",
                            "      <td>0.163</td>\n",
                            "      <td>0.875</td>\n",
                            "      <td>-0.059</td>\n",
                            "      <td>1.08187</td>\n",
                            "      <td>-0.037</td>\n",
                            "      <td>-0.011429</td>\n",
                            "      <td>-0.106543</td>\n",
                            "      <td>0.479455</td>\n",
                            "      <td>-0.064</td>\n",
                            "      <td>66663.3</td>\n",
                            "      <td>-1.309</td>\n",
                            "      <td>375.9</td>\n",
                            "      <td>-0.051</td>\n",
                            "      <td>0.049026</td>\n",
                            "      <td>1.273</td>\n",
                            "      <td>-0.533203</td>\n",
                            "      <td>-0.18568</td>\n",
                            "      <td>-0.11735</td>\n",
                            "      <td>0.053982</td>\n",
                            "      <td>17.1961</td>\n",
                            "      <td>3</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>10237</th>\n",
                            "      <td>-0.288804</td>\n",
                            "      <td>-0.249</td>\n",
                            "      <td>-0.288</td>\n",
                            "      <td>-1.030</td>\n",
                            "      <td>-0.334</td>\n",
                            "      <td>-0.073</td>\n",
                            "      <td>-0.320</td>\n",
                            "      <td>12.03610</td>\n",
                            "      <td>-0.072</td>\n",
                            "      <td>450.603</td>\n",
                            "      <td>0.371</td>\n",
                            "      <td>1.25321</td>\n",
                            "      <td>10</td>\n",
                            "      <td>0.003050</td>\n",
                            "      <td>-0.285</td>\n",
                            "      <td>16643</td>\n",
                            "      <td>-0.131</td>\n",
                            "      <td>-0.130</td>\n",
                            "      <td>-0.815511</td>\n",
                            "      <td>0.997952</td>\n",
                            "      <td>108.339023</td>\n",
                            "      <td>75.3500</td>\n",
                            "      <td>2.112</td>\n",
                            "      <td>33</td>\n",
                            "      <td>0.001060</td>\n",
                            "      <td>-0.00687</td>\n",
                            "      <td>0.796688</td>\n",
                            "      <td>-0.243</td>\n",
                            "      <td>-0.088</td>\n",
                            "      <td>-0.012</td>\n",
                            "      <td>-0.084</td>\n",
                            "      <td>0.003167</td>\n",
                            "      <td>0.64381</td>\n",
                            "      <td>-0.012</td>\n",
                            "      <td>-0.042</td>\n",
                            "      <td>3198.51</td>\n",
                            "      <td>0.377</td>\n",
                            "      <td>-0.061</td>\n",
                            "      <td>1.006</td>\n",
                            "      <td>-0.249</td>\n",
                            "      <td>1.817235</td>\n",
                            "      <td>0.388</td>\n",
                            "      <td>95.5706</td>\n",
                            "      <td>-0.558</td>\n",
                            "      <td>0.660</td>\n",
                            "      <td>-0.018</td>\n",
                            "      <td>-0.131</td>\n",
                            "      <td>-19.1495</td>\n",
                            "      <td>88.1768</td>\n",
                            "      <td>1.49342</td>\n",
                            "      <td>759.633</td>\n",
                            "      <td>0.303</td>\n",
                            "      <td>-0.040</td>\n",
                            "      <td>-0.112</td>\n",
                            "      <td>0.179009</td>\n",
                            "      <td>8.85</td>\n",
                            "      <td>482.348</td>\n",
                            "      <td>-0.251</td>\n",
                            "      <td>5578.23</td>\n",
                            "      <td>-0.025</td>\n",
                            "      <td>87.2787</td>\n",
                            "      <td>0.996041</td>\n",
                            "      <td>-0.00289</td>\n",
                            "      <td>-0.619</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0.009912</td>\n",
                            "      <td>67036.5</td>\n",
                            "      <td>0.00206</td>\n",
                            "      <td>-0.176</td>\n",
                            "      <td>3.48047</td>\n",
                            "      <td>-0.003715</td>\n",
                            "      <td>0.179390</td>\n",
                            "      <td>-0.202</td>\n",
                            "      <td>-194.333</td>\n",
                            "      <td>0.01017</td>\n",
                            "      <td>0.304896</td>\n",
                            "      <td>-0.00213</td>\n",
                            "      <td>0.00685</td>\n",
                            "      <td>2.264019</td>\n",
                            "      <td>5478.00</td>\n",
                            "      <td>0.000936</td>\n",
                            "      <td>-0.210</td>\n",
                            "      <td>-0.06028</td>\n",
                            "      <td>1.21796</td>\n",
                            "      <td>-0.670</td>\n",
                            "      <td>-0.660399</td>\n",
                            "      <td>-0.032</td>\n",
                            "      <td>21.1762</td>\n",
                            "      <td>-0.01367</td>\n",
                            "      <td>0.007053</td>\n",
                            "      <td>2964.17</td>\n",
                            "      <td>0.03100</td>\n",
                            "      <td>33</td>\n",
                            "      <td>0.478501</td>\n",
                            "      <td>-0.162</td>\n",
                            "      <td>1</td>\n",
                            "      <td>-0.11697</td>\n",
                            "      <td>3.11064</td>\n",
                            "      <td>0.679640</td>\n",
                            "      <td>0.004765</td>\n",
                            "      <td>0.175130</td>\n",
                            "      <td>1.49267</td>\n",
                            "      <td>-0.020</td>\n",
                            "      <td>3.09137</td>\n",
                            "      <td>0.00016</td>\n",
                            "      <td>-0.18068</td>\n",
                            "      <td>-0.118185</td>\n",
                            "      <td>-0.11811</td>\n",
                            "      <td>199.198</td>\n",
                            "      <td>2137.44</td>\n",
                            "      <td>1.217</td>\n",
                            "      <td>3.43281</td>\n",
                            "      <td>160.0</td>\n",
                            "      <td>2</td>\n",
                            "      <td>-0.028</td>\n",
                            "      <td>-0.085</td>\n",
                            "      <td>0.00962</td>\n",
                            "      <td>-0.055</td>\n",
                            "      <td>1.16368</td>\n",
                            "      <td>21.1883</td>\n",
                            "      <td>1.08092</td>\n",
                            "      <td>0.010083</td>\n",
                            "      <td>-0.125</td>\n",
                            "      <td>-0.588</td>\n",
                            "      <td>-0.478541</td>\n",
                            "      <td>6885.70</td>\n",
                            "      <td>1.21543</td>\n",
                            "      <td>1727</td>\n",
                            "      <td>1.09618</td>\n",
                            "      <td>0.200946</td>\n",
                            "      <td>0.000996</td>\n",
                            "      <td>0.057</td>\n",
                            "      <td>1.725</td>\n",
                            "      <td>-0.059</td>\n",
                            "      <td>1.08092</td>\n",
                            "      <td>-0.037</td>\n",
                            "      <td>-0.008889</td>\n",
                            "      <td>-0.171057</td>\n",
                            "      <td>0.481554</td>\n",
                            "      <td>-0.064</td>\n",
                            "      <td>66767.5</td>\n",
                            "      <td>0.175</td>\n",
                            "      <td>389.9</td>\n",
                            "      <td>-0.051</td>\n",
                            "      <td>0.054744</td>\n",
                            "      <td>-29.510</td>\n",
                            "      <td>-0.725361</td>\n",
                            "      <td>-0.21962</td>\n",
                            "      <td>-0.11697</td>\n",
                            "      <td>0.059700</td>\n",
                            "      <td>16.9488</td>\n",
                            "      <td>3</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>10238</th>\n",
                            "      <td>0.073675</td>\n",
                            "      <td>-0.249</td>\n",
                            "      <td>-0.288</td>\n",
                            "      <td>-1.030</td>\n",
                            "      <td>-0.334</td>\n",
                            "      <td>-0.073</td>\n",
                            "      <td>-0.320</td>\n",
                            "      <td>10.44560</td>\n",
                            "      <td>-0.072</td>\n",
                            "      <td>427.511</td>\n",
                            "      <td>0.371</td>\n",
                            "      <td>1.57446</td>\n",
                            "      <td>1</td>\n",
                            "      <td>0.012787</td>\n",
                            "      <td>4.764</td>\n",
                            "      <td>12665</td>\n",
                            "      <td>-0.131</td>\n",
                            "      <td>-0.130</td>\n",
                            "      <td>-0.675335</td>\n",
                            "      <td>0.999931</td>\n",
                            "      <td>136.123690</td>\n",
                            "      <td>72.2698</td>\n",
                            "      <td>3.294</td>\n",
                            "      <td>207</td>\n",
                            "      <td>0.004128</td>\n",
                            "      <td>-0.00610</td>\n",
                            "      <td>0.803163</td>\n",
                            "      <td>-0.243</td>\n",
                            "      <td>-0.088</td>\n",
                            "      <td>-0.012</td>\n",
                            "      <td>-0.084</td>\n",
                            "      <td>0.003345</td>\n",
                            "      <td>0.66484</td>\n",
                            "      <td>-0.012</td>\n",
                            "      <td>-0.042</td>\n",
                            "      <td>3191.70</td>\n",
                            "      <td>0.377</td>\n",
                            "      <td>-0.061</td>\n",
                            "      <td>-1.058</td>\n",
                            "      <td>4.664</td>\n",
                            "      <td>-1.241177</td>\n",
                            "      <td>0.388</td>\n",
                            "      <td>91.7197</td>\n",
                            "      <td>5.624</td>\n",
                            "      <td>5.349</td>\n",
                            "      <td>-0.018</td>\n",
                            "      <td>-0.131</td>\n",
                            "      <td>-15.8402</td>\n",
                            "      <td>74.6168</td>\n",
                            "      <td>1.50145</td>\n",
                            "      <td>783.495</td>\n",
                            "      <td>-3.094</td>\n",
                            "      <td>-0.040</td>\n",
                            "      <td>-0.112</td>\n",
                            "      <td>0.180766</td>\n",
                            "      <td>5.85</td>\n",
                            "      <td>446.711</td>\n",
                            "      <td>-0.251</td>\n",
                            "      <td>5577.45</td>\n",
                            "      <td>-0.025</td>\n",
                            "      <td>73.9074</td>\n",
                            "      <td>0.996085</td>\n",
                            "      <td>-0.00108</td>\n",
                            "      <td>2.502</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0.006680</td>\n",
                            "      <td>66893.5</td>\n",
                            "      <td>0.00712</td>\n",
                            "      <td>-1.933</td>\n",
                            "      <td>3.47899</td>\n",
                            "      <td>-0.009224</td>\n",
                            "      <td>0.179241</td>\n",
                            "      <td>-0.202</td>\n",
                            "      <td>-153.705</td>\n",
                            "      <td>0.00167</td>\n",
                            "      <td>0.228678</td>\n",
                            "      <td>-0.00070</td>\n",
                            "      <td>0.00908</td>\n",
                            "      <td>0.559265</td>\n",
                            "      <td>5443.66</td>\n",
                            "      <td>0.011717</td>\n",
                            "      <td>-0.210</td>\n",
                            "      <td>-0.09992</td>\n",
                            "      <td>1.22076</td>\n",
                            "      <td>2.784</td>\n",
                            "      <td>-1.759945</td>\n",
                            "      <td>-0.032</td>\n",
                            "      <td>20.8616</td>\n",
                            "      <td>0.00298</td>\n",
                            "      <td>0.005344</td>\n",
                            "      <td>3005.72</td>\n",
                            "      <td>0.01632</td>\n",
                            "      <td>215</td>\n",
                            "      <td>0.479952</td>\n",
                            "      <td>5.339</td>\n",
                            "      <td>2</td>\n",
                            "      <td>-0.11664</td>\n",
                            "      <td>3.10658</td>\n",
                            "      <td>-0.288676</td>\n",
                            "      <td>0.005534</td>\n",
                            "      <td>0.188401</td>\n",
                            "      <td>1.51108</td>\n",
                            "      <td>-0.020</td>\n",
                            "      <td>3.10968</td>\n",
                            "      <td>0.00185</td>\n",
                            "      <td>-0.18681</td>\n",
                            "      <td>-0.117612</td>\n",
                            "      <td>-0.11626</td>\n",
                            "      <td>178.198</td>\n",
                            "      <td>2088.55</td>\n",
                            "      <td>1.217</td>\n",
                            "      <td>3.46844</td>\n",
                            "      <td>-34.2</td>\n",
                            "      <td>13</td>\n",
                            "      <td>-0.028</td>\n",
                            "      <td>-0.085</td>\n",
                            "      <td>0.00339</td>\n",
                            "      <td>-0.055</td>\n",
                            "      <td>1.14995</td>\n",
                            "      <td>20.8616</td>\n",
                            "      <td>1.08214</td>\n",
                            "      <td>-0.007732</td>\n",
                            "      <td>-0.125</td>\n",
                            "      <td>-0.588</td>\n",
                            "      <td>-0.381139</td>\n",
                            "      <td>6587.38</td>\n",
                            "      <td>1.21345</td>\n",
                            "      <td>5156</td>\n",
                            "      <td>1.09682</td>\n",
                            "      <td>0.203076</td>\n",
                            "      <td>-0.004651</td>\n",
                            "      <td>1.785</td>\n",
                            "      <td>-0.092</td>\n",
                            "      <td>-0.059</td>\n",
                            "      <td>1.08233</td>\n",
                            "      <td>-0.037</td>\n",
                            "      <td>0.000000</td>\n",
                            "      <td>-0.474227</td>\n",
                            "      <td>0.478998</td>\n",
                            "      <td>-0.064</td>\n",
                            "      <td>66523.3</td>\n",
                            "      <td>-1.309</td>\n",
                            "      <td>625.4</td>\n",
                            "      <td>-0.051</td>\n",
                            "      <td>0.046761</td>\n",
                            "      <td>13.455</td>\n",
                            "      <td>-1.775220</td>\n",
                            "      <td>-0.18374</td>\n",
                            "      <td>-0.11664</td>\n",
                            "      <td>0.045234</td>\n",
                            "      <td>16.9493</td>\n",
                            "      <td>1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>10239</th>\n",
                            "      <td>-0.053419</td>\n",
                            "      <td>-0.191</td>\n",
                            "      <td>1.505</td>\n",
                            "      <td>1.110</td>\n",
                            "      <td>2.209</td>\n",
                            "      <td>-0.062</td>\n",
                            "      <td>-0.349</td>\n",
                            "      <td>10.91210</td>\n",
                            "      <td>-0.125</td>\n",
                            "      <td>424.143</td>\n",
                            "      <td>1.376</td>\n",
                            "      <td>1.60250</td>\n",
                            "      <td>3</td>\n",
                            "      <td>0.001524</td>\n",
                            "      <td>-0.310</td>\n",
                            "      <td>20815</td>\n",
                            "      <td>-0.100</td>\n",
                            "      <td>3.465</td>\n",
                            "      <td>-0.480152</td>\n",
                            "      <td>0.998078</td>\n",
                            "      <td>129.487356</td>\n",
                            "      <td>73.1919</td>\n",
                            "      <td>-0.470</td>\n",
                            "      <td>2273</td>\n",
                            "      <td>0.003730</td>\n",
                            "      <td>-0.00229</td>\n",
                            "      <td>0.799149</td>\n",
                            "      <td>-0.179</td>\n",
                            "      <td>2.007</td>\n",
                            "      <td>-0.015</td>\n",
                            "      <td>-0.101</td>\n",
                            "      <td>0.003585</td>\n",
                            "      <td>0.64579</td>\n",
                            "      <td>-0.015</td>\n",
                            "      <td>-0.045</td>\n",
                            "      <td>3206.81</td>\n",
                            "      <td>-0.826</td>\n",
                            "      <td>-0.057</td>\n",
                            "      <td>-0.421</td>\n",
                            "      <td>-0.239</td>\n",
                            "      <td>-3.754115</td>\n",
                            "      <td>-1.085</td>\n",
                            "      <td>93.0147</td>\n",
                            "      <td>1.551</td>\n",
                            "      <td>2.269</td>\n",
                            "      <td>-0.040</td>\n",
                            "      <td>-0.164</td>\n",
                            "      <td>-16.1657</td>\n",
                            "      <td>97.6933</td>\n",
                            "      <td>1.50986</td>\n",
                            "      <td>835.150</td>\n",
                            "      <td>-0.568</td>\n",
                            "      <td>-0.044</td>\n",
                            "      <td>-0.114</td>\n",
                            "      <td>0.181021</td>\n",
                            "      <td>5.02</td>\n",
                            "      <td>462.632</td>\n",
                            "      <td>-0.360</td>\n",
                            "      <td>5443.49</td>\n",
                            "      <td>-0.040</td>\n",
                            "      <td>95.6647</td>\n",
                            "      <td>0.997109</td>\n",
                            "      <td>-0.00309</td>\n",
                            "      <td>0.864</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0.004954</td>\n",
                            "      <td>66171.7</td>\n",
                            "      <td>-0.00306</td>\n",
                            "      <td>-0.715</td>\n",
                            "      <td>3.48636</td>\n",
                            "      <td>0.013728</td>\n",
                            "      <td>0.180830</td>\n",
                            "      <td>-0.191</td>\n",
                            "      <td>-166.259</td>\n",
                            "      <td>0.00216</td>\n",
                            "      <td>0.135446</td>\n",
                            "      <td>-0.00347</td>\n",
                            "      <td>0.00216</td>\n",
                            "      <td>2.188552</td>\n",
                            "      <td>5289.49</td>\n",
                            "      <td>-0.053785</td>\n",
                            "      <td>-0.286</td>\n",
                            "      <td>-0.06176</td>\n",
                            "      <td>1.20337</td>\n",
                            "      <td>0.291</td>\n",
                            "      <td>1.338588</td>\n",
                            "      <td>-0.039</td>\n",
                            "      <td>21.4658</td>\n",
                            "      <td>-0.02327</td>\n",
                            "      <td>0.004382</td>\n",
                            "      <td>2970.58</td>\n",
                            "      <td>-0.00218</td>\n",
                            "      <td>2273</td>\n",
                            "      <td>0.480650</td>\n",
                            "      <td>-0.107</td>\n",
                            "      <td>0</td>\n",
                            "      <td>-0.12279</td>\n",
                            "      <td>3.09259</td>\n",
                            "      <td>0.677758</td>\n",
                            "      <td>0.000190</td>\n",
                            "      <td>0.172721</td>\n",
                            "      <td>1.50793</td>\n",
                            "      <td>-0.022</td>\n",
                            "      <td>3.09748</td>\n",
                            "      <td>-0.00331</td>\n",
                            "      <td>-0.18569</td>\n",
                            "      <td>-0.123262</td>\n",
                            "      <td>-0.12432</td>\n",
                            "      <td>208.624</td>\n",
                            "      <td>2140.86</td>\n",
                            "      <td>-0.189</td>\n",
                            "      <td>3.46340</td>\n",
                            "      <td>-215.2</td>\n",
                            "      <td>2</td>\n",
                            "      <td>-0.025</td>\n",
                            "      <td>-0.075</td>\n",
                            "      <td>-0.01097</td>\n",
                            "      <td>-0.039</td>\n",
                            "      <td>1.15758</td>\n",
                            "      <td>21.4137</td>\n",
                            "      <td>1.08258</td>\n",
                            "      <td>-0.005199</td>\n",
                            "      <td>-0.155</td>\n",
                            "      <td>0.635</td>\n",
                            "      <td>3.305951</td>\n",
                            "      <td>6792.38</td>\n",
                            "      <td>1.20360</td>\n",
                            "      <td>2144</td>\n",
                            "      <td>1.09744</td>\n",
                            "      <td>0.198747</td>\n",
                            "      <td>0.001568</td>\n",
                            "      <td>0.524</td>\n",
                            "      <td>0.402</td>\n",
                            "      <td>-0.049</td>\n",
                            "      <td>1.08258</td>\n",
                            "      <td>-0.044</td>\n",
                            "      <td>0.009419</td>\n",
                            "      <td>0.559765</td>\n",
                            "      <td>0.480840</td>\n",
                            "      <td>2.180</td>\n",
                            "      <td>65891.1</td>\n",
                            "      <td>-1.271</td>\n",
                            "      <td>865.1</td>\n",
                            "      <td>-0.015</td>\n",
                            "      <td>0.054070</td>\n",
                            "      <td>-15.422</td>\n",
                            "      <td>1.265340</td>\n",
                            "      <td>-0.18110</td>\n",
                            "      <td>-0.12317</td>\n",
                            "      <td>0.052165</td>\n",
                            "      <td>16.9989</td>\n",
                            "      <td>1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>10240</th>\n",
                            "      <td>-1.033449</td>\n",
                            "      <td>-0.227</td>\n",
                            "      <td>-0.218</td>\n",
                            "      <td>0.110</td>\n",
                            "      <td>-0.329</td>\n",
                            "      <td>-0.062</td>\n",
                            "      <td>-0.326</td>\n",
                            "      <td>11.39910</td>\n",
                            "      <td>-0.141</td>\n",
                            "      <td>446.200</td>\n",
                            "      <td>0.348</td>\n",
                            "      <td>1.40486</td>\n",
                            "      <td>9</td>\n",
                            "      <td>0.008013</td>\n",
                            "      <td>-0.220</td>\n",
                            "      <td>26260</td>\n",
                            "      <td>-0.054</td>\n",
                            "      <td>-0.067</td>\n",
                            "      <td>-0.231773</td>\n",
                            "      <td>1.000350</td>\n",
                            "      <td>132.062346</td>\n",
                            "      <td>74.2445</td>\n",
                            "      <td>-0.287</td>\n",
                            "      <td>4358</td>\n",
                            "      <td>-0.004174</td>\n",
                            "      <td>-0.01680</td>\n",
                            "      <td>0.797446</td>\n",
                            "      <td>-0.108</td>\n",
                            "      <td>-0.067</td>\n",
                            "      <td>-0.013</td>\n",
                            "      <td>-0.104</td>\n",
                            "      <td>0.002299</td>\n",
                            "      <td>0.64252</td>\n",
                            "      <td>-0.013</td>\n",
                            "      <td>-0.025</td>\n",
                            "      <td>3182.35</td>\n",
                            "      <td>-0.752</td>\n",
                            "      <td>2.144</td>\n",
                            "      <td>0.884</td>\n",
                            "      <td>-0.179</td>\n",
                            "      <td>-0.546332</td>\n",
                            "      <td>0.400</td>\n",
                            "      <td>93.9031</td>\n",
                            "      <td>0.436</td>\n",
                            "      <td>0.254</td>\n",
                            "      <td>-0.035</td>\n",
                            "      <td>1.838</td>\n",
                            "      <td>-15.7681</td>\n",
                            "      <td>96.9455</td>\n",
                            "      <td>1.50939</td>\n",
                            "      <td>769.469</td>\n",
                            "      <td>0.062</td>\n",
                            "      <td>-0.030</td>\n",
                            "      <td>-0.124</td>\n",
                            "      <td>0.181350</td>\n",
                            "      <td>-4.61</td>\n",
                            "      <td>464.884</td>\n",
                            "      <td>-0.207</td>\n",
                            "      <td>5213.99</td>\n",
                            "      <td>-0.034</td>\n",
                            "      <td>95.8554</td>\n",
                            "      <td>0.995442</td>\n",
                            "      <td>-0.00356</td>\n",
                            "      <td>-1.258</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0.003625</td>\n",
                            "      <td>66755.2</td>\n",
                            "      <td>-0.00728</td>\n",
                            "      <td>0.072</td>\n",
                            "      <td>3.45294</td>\n",
                            "      <td>-0.006917</td>\n",
                            "      <td>0.180205</td>\n",
                            "      <td>-0.167</td>\n",
                            "      <td>-172.920</td>\n",
                            "      <td>0.00933</td>\n",
                            "      <td>-0.175665</td>\n",
                            "      <td>-0.00318</td>\n",
                            "      <td>0.00879</td>\n",
                            "      <td>-0.796839</td>\n",
                            "      <td>4974.91</td>\n",
                            "      <td>-0.002139</td>\n",
                            "      <td>-0.227</td>\n",
                            "      <td>-0.05497</td>\n",
                            "      <td>1.20248</td>\n",
                            "      <td>-0.691</td>\n",
                            "      <td>-1.302033</td>\n",
                            "      <td>3.886</td>\n",
                            "      <td>21.3351</td>\n",
                            "      <td>0.02285</td>\n",
                            "      <td>0.000763</td>\n",
                            "      <td>3150.52</td>\n",
                            "      <td>-0.01953</td>\n",
                            "      <td>4363</td>\n",
                            "      <td>0.476038</td>\n",
                            "      <td>-0.128</td>\n",
                            "      <td>785</td>\n",
                            "      <td>-0.12457</td>\n",
                            "      <td>3.11038</td>\n",
                            "      <td>-0.388106</td>\n",
                            "      <td>0.007059</td>\n",
                            "      <td>0.184732</td>\n",
                            "      <td>1.50244</td>\n",
                            "      <td>-0.026</td>\n",
                            "      <td>3.09283</td>\n",
                            "      <td>0.00028</td>\n",
                            "      <td>-0.21160</td>\n",
                            "      <td>-0.124825</td>\n",
                            "      <td>-0.12457</td>\n",
                            "      <td>199.091</td>\n",
                            "      <td>2181.22</td>\n",
                            "      <td>-0.159</td>\n",
                            "      <td>3.47621</td>\n",
                            "      <td>22.0</td>\n",
                            "      <td>10</td>\n",
                            "      <td>-0.030</td>\n",
                            "      <td>-0.075</td>\n",
                            "      <td>0.00344</td>\n",
                            "      <td>-0.029</td>\n",
                            "      <td>1.16517</td>\n",
                            "      <td>21.3191</td>\n",
                            "      <td>1.08145</td>\n",
                            "      <td>0.002611</td>\n",
                            "      <td>1.997</td>\n",
                            "      <td>1.775</td>\n",
                            "      <td>-0.075773</td>\n",
                            "      <td>6742.81</td>\n",
                            "      <td>1.21118</td>\n",
                            "      <td>1208</td>\n",
                            "      <td>1.09595</td>\n",
                            "      <td>0.202726</td>\n",
                            "      <td>-0.003860</td>\n",
                            "      <td>-0.751</td>\n",
                            "      <td>1.078</td>\n",
                            "      <td>-0.045</td>\n",
                            "      <td>1.08164</td>\n",
                            "      <td>-0.024</td>\n",
                            "      <td>0.009806</td>\n",
                            "      <td>-0.177313</td>\n",
                            "      <td>0.476038</td>\n",
                            "      <td>3.575</td>\n",
                            "      <td>66618.9</td>\n",
                            "      <td>1.445</td>\n",
                            "      <td>512.7</td>\n",
                            "      <td>-0.013</td>\n",
                            "      <td>0.060589</td>\n",
                            "      <td>-27.832</td>\n",
                            "      <td>-1.252290</td>\n",
                            "      <td>-0.20301</td>\n",
                            "      <td>-0.12495</td>\n",
                            "      <td>0.057537</td>\n",
                            "      <td>16.9364</td>\n",
                            "      <td>4</td>\n",
                            "    </tr>\n",
                            "  </tbody>\n",
                            "</table>\n",
                            "<p>10241 rows × 152 columns</p>\n",
                            "</div>"
                        ],
                        "text/plain": [
                            "              0      1      2      3      4      5      6         7      8  \\\n",
                            "0      0.899922 -0.161 -0.244  1.022 -0.304 -0.156 -0.310  12.06400 -0.051   \n",
                            "1      1.050575 -0.285 -0.298 -0.776 -0.263 -0.118  1.526   9.92919 -0.059   \n",
                            "2     -1.206626 -0.202 -0.289  1.099 -0.302 -0.176 -0.330  11.07720 -0.075   \n",
                            "3     -1.082795 -0.125  1.748  2.167 -0.239 -0.242 -0.292   9.39798 -0.045   \n",
                            "4      0.891784 -0.219  1.757 -0.782 -0.268 -0.099 -0.239   9.42913 -0.067   \n",
                            "...         ...    ...    ...    ...    ...    ...    ...       ...    ...   \n",
                            "10236  0.028558 -0.249 -0.288 -1.030 -0.334 -0.073 -0.320  11.34900 -0.072   \n",
                            "10237 -0.288804 -0.249 -0.288 -1.030 -0.334 -0.073 -0.320  12.03610 -0.072   \n",
                            "10238  0.073675 -0.249 -0.288 -1.030 -0.334 -0.073 -0.320  10.44560 -0.072   \n",
                            "10239 -0.053419 -0.191  1.505  1.110  2.209 -0.062 -0.349  10.91210 -0.125   \n",
                            "10240 -1.033449 -0.227 -0.218  0.110 -0.329 -0.062 -0.326  11.39910 -0.141   \n",
                            "\n",
                            "             9     10       11  12        13     14     15     16     17  \\\n",
                            "0      462.092 -0.732  1.14251   3  0.003423 -0.262  33831 -0.120 -0.109   \n",
                            "1      466.645 -0.715  1.80633   3  0.004003 -0.292  13436 -0.284 -0.102   \n",
                            "2      419.784  0.456  1.19857   4  0.005529 -0.316  26894 -0.148 -0.101   \n",
                            "3      433.346 -0.588  1.12691   4  0.003243  2.636  30432 -0.118 -0.095   \n",
                            "4      429.280  0.327  1.83109   3  0.002859 -0.274  14123 -0.553 -0.095   \n",
                            "...        ...    ...      ...  ..       ...    ...    ...    ...    ...   \n",
                            "10236  443.974  0.371  1.39763   6 -0.001525 -0.285  15126 -0.131 -0.130   \n",
                            "10237  450.603  0.371  1.25321  10  0.003050 -0.285  16643 -0.131 -0.130   \n",
                            "10238  427.511  0.371  1.57446   1  0.012787  4.764  12665 -0.131 -0.130   \n",
                            "10239  424.143  1.376  1.60250   3  0.001524 -0.310  20815 -0.100  3.465   \n",
                            "10240  446.200  0.348  1.40486   9  0.008013 -0.220  26260 -0.054 -0.067   \n",
                            "\n",
                            "             18        19          20       21     22    23        24  \\\n",
                            "0      0.694307  0.997923   88.184721  74.7715  0.787    21 -0.005000   \n",
                            "1      1.816916  1.001320  133.148294  73.0013  0.223    82  0.000652   \n",
                            "2     -0.514663  0.997676  127.044605  74.6132  0.901    73 -0.002503   \n",
                            "3     -0.259868  0.999953  132.809932  72.9269 -0.336  1721  0.000661   \n",
                            "4      0.580773  1.002190  105.713099  73.3881 -0.358  1713  0.000866   \n",
                            "...         ...       ...         ...      ...    ...   ...       ...   \n",
                            "10236  0.084511  0.999083  117.101035  73.8240 -0.378    32  0.001441   \n",
                            "10237 -0.815511  0.997952  108.339023  75.3500  2.112    33  0.001060   \n",
                            "10238 -0.675335  0.999931  136.123690  72.2698  3.294   207  0.004128   \n",
                            "10239 -0.480152  0.998078  129.487356  73.1919 -0.470  2273  0.003730   \n",
                            "10240 -0.231773  1.000350  132.062346  74.2445 -0.287  4358 -0.004174   \n",
                            "\n",
                            "            25        26     27     28     29     30        31       32  \\\n",
                            "0     -0.00457  0.801131 -0.143 -0.055 -0.005 -0.117  0.003361  0.66388   \n",
                            "1     -0.01296  0.801101 -0.090 -0.023 -0.228 -0.107  0.004248  0.64013   \n",
                            "2     -0.00687  0.795001 -0.188 -0.093 -0.035 -0.150  0.004253  0.67838   \n",
                            "3     -0.01756  0.796300 -0.249 -0.079 -0.008 -0.156  0.003747  0.67017   \n",
                            "4     -0.00457  0.800016 -0.086 -0.025 -0.232 -0.115  0.003140  0.66026   \n",
                            "...        ...       ...    ...    ...    ...    ...       ...      ...   \n",
                            "10236 -0.00153  0.796688 -0.243 -0.088 -0.012 -0.084  0.003374  0.63833   \n",
                            "10237 -0.00687  0.796688 -0.243 -0.088 -0.012 -0.084  0.003167  0.64381   \n",
                            "10238 -0.00610  0.803163 -0.243 -0.088 -0.012 -0.084  0.003345  0.66484   \n",
                            "10239 -0.00229  0.799149 -0.179  2.007 -0.015 -0.101  0.003585  0.64579   \n",
                            "10240 -0.01680  0.797446 -0.108 -0.067 -0.013 -0.104  0.002299  0.64252   \n",
                            "\n",
                            "          33     34       35     36     37     38     39        40     41  \\\n",
                            "0     -0.005 -0.054  3170.06 -0.784 -0.060 -0.686 -0.435 -3.350108  0.889   \n",
                            "1     -0.560 -0.055  3799.00 -0.840 -0.063 -0.846 -0.335  0.009949  0.211   \n",
                            "2     -0.035 -0.082  3061.70  0.291 -0.065 -0.204 -0.488 -2.275190  0.801   \n",
                            "3     -0.008 -0.127  2983.06  1.041 -0.058  0.839 -0.241 -0.805658  0.619   \n",
                            "4      0.445 -0.053  3733.12  1.159 -0.032 -0.609 -0.321  0.829561  0.180   \n",
                            "...      ...    ...      ...    ...    ...    ...    ...       ...    ...   \n",
                            "10236 -0.012 -0.042  3226.57 -0.777 -0.061 -1.058 -0.249  0.127392  0.388   \n",
                            "10237 -0.012 -0.042  3198.51  0.377 -0.061  1.006 -0.249  1.817235  0.388   \n",
                            "10238 -0.012 -0.042  3191.70  0.377 -0.061 -1.058  4.664 -1.241177  0.388   \n",
                            "10239 -0.015 -0.045  3206.81 -0.826 -0.057 -0.421 -0.239 -3.754115 -1.085   \n",
                            "10240 -0.013 -0.025  3182.35 -0.752  2.144  0.884 -0.179 -0.546332  0.400   \n",
                            "\n",
                            "            42     43     44     45     46       47        48       49  \\\n",
                            "0      96.3255 -0.564 -0.469 -0.028 -0.133 -21.4902  106.7920  1.49544   \n",
                            "1      93.2053 -0.445 -0.481 -0.354 -0.105 -18.5995   73.7407  1.49699   \n",
                            "2      95.0316  1.272  2.453 -0.065 -0.184 -17.8527   93.0292  1.50489   \n",
                            "3      93.1631  2.569 -0.366 -0.040 -0.125 -14.3443  128.6130  1.50516   \n",
                            "4      94.1655 -0.450 -0.459 -0.341 -0.120 -16.1362   74.8545  1.50625   \n",
                            "...        ...    ...    ...    ...    ...      ...       ...      ...   \n",
                            "10236  93.4722  0.154  0.379 -0.018 -0.131 -17.5336  111.8030  1.49914   \n",
                            "10237  95.5706 -0.558  0.660 -0.018 -0.131 -19.1495   88.1768  1.49342   \n",
                            "10238  91.7197  5.624  5.349 -0.018 -0.131 -15.8402   74.6168  1.50145   \n",
                            "10239  93.0147  1.551  2.269 -0.040 -0.164 -16.1657   97.6933  1.50986   \n",
                            "10240  93.9031  0.436  0.254 -0.035  1.838 -15.7681   96.9455  1.50939   \n",
                            "\n",
                            "            50     51     52     53        54     55       56     57       58  \\\n",
                            "0      704.956  0.351 -0.024 -0.098  0.178543   9.62  515.012 -0.146  5490.13   \n",
                            "1      966.937 -0.623 -0.042 -0.110  0.180113   4.34  482.997  3.234  6243.08   \n",
                            "2      683.744  0.031 -0.049 -0.078  0.179013 -74.76  448.331 -0.302  5367.35   \n",
                            "3      617.283  0.515 -0.020 -0.072  0.179094 -37.60  461.617  3.526  4797.39   \n",
                            "4      921.871  0.729 -0.066 -0.061  0.179362  12.46  436.864 -0.577  5436.82   \n",
                            "...        ...    ...    ...    ...       ...    ...      ...    ...      ...   \n",
                            "10236  780.525  0.065 -0.040 -0.112  0.181298   6.62  480.886 -0.251  5624.81   \n",
                            "10237  759.633  0.303 -0.040 -0.112  0.179009   8.85  482.348 -0.251  5578.23   \n",
                            "10238  783.495 -3.094 -0.040 -0.112  0.180766   5.85  446.711 -0.251  5577.45   \n",
                            "10239  835.150 -0.568 -0.044 -0.114  0.181021   5.02  462.632 -0.360  5443.49   \n",
                            "10240  769.469  0.062 -0.030 -0.124  0.181350  -4.61  464.884 -0.207  5213.99   \n",
                            "\n",
                            "          59        60        61       62     63  64        65       66  \\\n",
                            "0     -0.028  105.2190  0.995525 -0.00204 -1.604   0  0.005325  67226.0   \n",
                            "1     -0.025   73.1009  0.994811 -0.00224  0.552   0  0.004956  67841.0   \n",
                            "2     -0.029   91.8613  0.996249 -0.00391  0.641   0  0.003050  66807.2   \n",
                            "3     -0.029  126.9210  0.995464 -0.00236 -0.397   0  0.003434  65925.8   \n",
                            "4     -0.019   74.1023  0.997000 -0.00211 -0.305   0  0.002287  68158.3   \n",
                            "...      ...       ...       ...      ...    ...  ..       ...      ...   \n",
                            "10236 -0.025  110.7500  0.994957 -0.00213 -0.752   0 -0.001906  66946.5   \n",
                            "10237 -0.025   87.2787  0.996041 -0.00289 -0.619   0  0.009912  67036.5   \n",
                            "10238 -0.025   73.9074  0.996085 -0.00108  2.502   0  0.006680  66893.5   \n",
                            "10239 -0.040   95.6647  0.997109 -0.00309  0.864   0  0.004954  66171.7   \n",
                            "10240 -0.034   95.8554  0.995442 -0.00356 -1.258   0  0.003625  66755.2   \n",
                            "\n",
                            "            67     68       69        70        71     72       73       74  \\\n",
                            "0      0.00372 -0.089  3.42085  0.001932  0.181023  1.968 -212.318  0.00397   \n",
                            "1      0.00771  0.170  3.48121 -0.003156  0.181066 -0.312 -171.503  0.00505   \n",
                            "2      0.00773  0.375  3.47297 -0.000141  0.180348 -0.391 -164.190 -0.00670   \n",
                            "3      0.00295 -0.923  3.43462  0.009728  0.181576  1.839 -175.345 -0.00290   \n",
                            "4     -0.00097  0.406  3.47381 -0.004810  0.180506  1.544 -161.681 -0.00971   \n",
                            "...        ...    ...      ...       ...       ...    ...      ...      ...   \n",
                            "10236 -0.01244 -0.489  3.43432  0.005646  0.179772 -0.202 -191.514 -0.01080   \n",
                            "10237  0.00206 -0.176  3.48047 -0.003715  0.179390 -0.202 -194.333  0.01017   \n",
                            "10238  0.00712 -1.933  3.47899 -0.009224  0.179241 -0.202 -153.705  0.00167   \n",
                            "10239 -0.00306 -0.715  3.48636  0.013728  0.180830 -0.191 -166.259  0.00216   \n",
                            "10240 -0.00728  0.072  3.45294 -0.006917  0.180205 -0.167 -172.920  0.00933   \n",
                            "\n",
                            "             75       76       77        78       79        80     81  \\\n",
                            "0      0.500892 -0.00280  0.00466 -1.904041  5190.98  0.001948 -0.426   \n",
                            "1      0.225318 -0.00148 -0.00308  2.465348  5759.22 -0.009400 -0.258   \n",
                            "2     -2.152940 -0.00391 -0.00756 -3.097850  5160.00 -0.009642 -0.387   \n",
                            "3     -1.451042 -0.00275  0.00920 -1.072605  4599.07  0.000329 -0.391   \n",
                            "4      0.360526 -0.00211 -0.00029  1.625398  5189.14 -0.007340 -0.244   \n",
                            "...         ...      ...      ...       ...      ...       ...    ...   \n",
                            "10236  0.248241 -0.00289 -0.00421  2.203349  5398.90 -0.009080 -0.210   \n",
                            "10237  0.304896 -0.00213  0.00685  2.264019  5478.00  0.000936 -0.210   \n",
                            "10238  0.228678 -0.00070  0.00908  0.559265  5443.66  0.011717 -0.210   \n",
                            "10239  0.135446 -0.00347  0.00216  2.188552  5289.49 -0.053785 -0.286   \n",
                            "10240 -0.175665 -0.00318  0.00879 -0.796839  4974.91 -0.002139 -0.227   \n",
                            "\n",
                            "            82       83     84        85     86       87       88        89  \\\n",
                            "0     -0.10300  1.19102 -0.032  0.927649 -0.024  21.4711  0.00368  0.004564   \n",
                            "1     -0.11513  1.18592 -0.507  1.828688 -0.023  21.3636 -0.00712  0.000381   \n",
                            "2     -0.10152  1.20644  0.965  0.050663 -0.046  21.5870  0.00353  0.005148   \n",
                            "3     -0.05650  1.20849 -1.183  0.147243 -0.035  22.5239  0.02510 -0.002861   \n",
                            "4     -0.05490  1.21613 -0.398 -0.652605 -0.025  21.3191 -0.02984  0.005528   \n",
                            "...        ...      ...    ...       ...    ...      ...      ...       ...   \n",
                            "10236 -0.10911  1.20919  0.579 -0.477618 -0.032  21.5128  0.01209  0.012200   \n",
                            "10237 -0.06028  1.21796 -0.670 -0.660399 -0.032  21.1762 -0.01367  0.007053   \n",
                            "10238 -0.09992  1.22076  2.784 -1.759945 -0.032  20.8616  0.00298  0.005344   \n",
                            "10239 -0.06176  1.20337  0.291  1.338588 -0.039  21.4658 -0.02327  0.004382   \n",
                            "10240 -0.05497  1.20248 -0.691 -1.302033  3.886  21.3351  0.02285  0.000763   \n",
                            "\n",
                            "            90       91    92        93     94    95       96       97  \\\n",
                            "0      3138.67  0.01959    21  0.482589 -0.307     0 -0.12259  3.09698   \n",
                            "1      3536.88 -0.00634    82  0.482602 -0.272     0 -0.12232  3.09066   \n",
                            "2      2942.89 -0.02731    73  0.480137 -0.379     1 -0.12413  3.10466   \n",
                            "3      2847.29 -0.03261  1723  0.479202 -0.235     3 -0.11233  3.09738   \n",
                            "4      3327.61  0.00579  1714  0.481111 -0.179  1517 -0.12105  3.10124   \n",
                            "...        ...      ...   ...       ...    ...   ...      ...      ...   \n",
                            "10236  3095.54  0.01841    32  0.480028 -0.162     0 -0.11735  3.10665   \n",
                            "10237  2964.17  0.03100    33  0.478501 -0.162     1 -0.11697  3.11064   \n",
                            "10238  3005.72  0.01632   215  0.479952  5.339     2 -0.11664  3.10658   \n",
                            "10239  2970.58 -0.00218  2273  0.480650 -0.107     0 -0.12279  3.09259   \n",
                            "10240  3150.52 -0.01953  4363  0.476038 -0.128   785 -0.12457  3.11038   \n",
                            "\n",
                            "             98        99       100      101    102      103      104  \\\n",
                            "0     -0.360732  0.005135  0.179927  1.49193 -0.012  3.10686 -0.00579   \n",
                            "1     -0.080839 -0.002860  0.200937  1.50898 -0.029  3.10072  0.00746   \n",
                            "2     -0.686895  0.008008  0.194851  1.49082 -0.041  3.08993  0.00883   \n",
                            "3     -0.438867  0.002098  0.223845  1.49833 -0.006  3.10349  0.00666   \n",
                            "4     -0.549669  0.002478  0.197845  1.49952 -0.030  3.10628 -0.00885   \n",
                            "...         ...       ...       ...      ...    ...      ...      ...   \n",
                            "10236  0.746528  0.011056  0.170854  1.50907 -0.020  3.10740  0.00665   \n",
                            "10237  0.679640  0.004765  0.175130  1.49267 -0.020  3.09137  0.00016   \n",
                            "10238 -0.288676  0.005534  0.188401  1.51108 -0.020  3.10968  0.00185   \n",
                            "10239  0.677758  0.000190  0.172721  1.50793 -0.022  3.09748 -0.00331   \n",
                            "10240 -0.388106  0.007059  0.184732  1.50244 -0.026  3.09283  0.00028   \n",
                            "\n",
                            "           105       106      107      108      109    110      111    112  \\\n",
                            "0     -0.18553 -0.122263 -0.12373  189.092  2052.68 -0.548  3.49045 -232.8   \n",
                            "1     -0.18674 -0.125014 -0.12270  216.287  2349.23 -0.476  3.49726   11.5   \n",
                            "2     -0.18328 -0.122755 -0.12451  184.724  2031.26  1.580  3.45300 -110.0   \n",
                            "3     -0.18907 -0.113889 -0.11424  196.399  1707.59 -0.508  3.44005  -42.7   \n",
                            "4     -0.18129 -0.119713 -0.12296  170.776  2144.80 -0.363  3.47540   59.5   \n",
                            "...        ...       ...      ...      ...      ...    ...      ...    ...   \n",
                            "10236 -0.18945 -0.116945 -0.11697  199.977  2134.53 -0.350  3.45012   52.7   \n",
                            "10237 -0.18068 -0.118185 -0.11811  199.198  2137.44  1.217  3.43281  160.0   \n",
                            "10238 -0.18681 -0.117612 -0.11626  178.198  2088.55  1.217  3.46844  -34.2   \n",
                            "10239 -0.18569 -0.123262 -0.12432  208.624  2140.86 -0.189  3.46340 -215.2   \n",
                            "10240 -0.21160 -0.124825 -0.12457  199.091  2181.22 -0.159  3.47621   22.0   \n",
                            "\n",
                            "       113    114    115      116    117      118      119      120       121  \\\n",
                            "0        6 -0.021 -0.089  0.01107 -0.058  1.16655  21.4029  1.08095  0.010073   \n",
                            "1        2 -0.045 -0.054 -0.00694 -0.073  1.15355  21.3422  1.08186  0.000000   \n",
                            "2        3 -0.057 -0.067 -0.00227 -0.154  1.16579  21.5364  1.08200 -0.006764   \n",
                            "3        9 -0.012 -0.040  0.00418 -0.104  1.15095  22.5014  1.08171  0.002874   \n",
                            "4        0 -0.031 -0.050  0.00576 -0.049  1.15370  21.2783  1.08137 -0.005627   \n",
                            "...    ...    ...    ...      ...    ...      ...      ...      ...       ...   \n",
                            "10236    2 -0.028 -0.085 -0.00869 -0.055  1.15338  21.5182  1.08206  0.004743   \n",
                            "10237    2 -0.028 -0.085  0.00962 -0.055  1.16368  21.1883  1.08092  0.010083   \n",
                            "10238   13 -0.028 -0.085  0.00339 -0.055  1.14995  20.8616  1.08214 -0.007732   \n",
                            "10239    2 -0.025 -0.075 -0.01097 -0.039  1.15758  21.4137  1.08258 -0.005199   \n",
                            "10240   10 -0.030 -0.075  0.00344 -0.029  1.16517  21.3191  1.08145  0.002611   \n",
                            "\n",
                            "         122    123       124      125      126   127      128       129  \\\n",
                            "0      1.837  0.255  0.385121  6913.68  1.19125  1132  1.09259  0.204294   \n",
                            "1     -0.169 -1.168 -0.128346  6995.61  1.21638  3264  1.09616  0.200889   \n",
                            "2     -0.190 -0.483  0.068413  6634.91  1.18248  2654  1.09632  0.197141   \n",
                            "3     -0.222 -1.038  0.286881  6774.38  1.21606  2266  1.09603  0.202958   \n",
                            "4     -0.116 -0.037 -0.216165  6536.81  1.19325  2322  1.09643  0.197662   \n",
                            "...      ...    ...       ...      ...      ...   ...      ...       ...   \n",
                            "10236 -0.125 -0.373 -0.586998  6919.99  1.21581  1615  1.09637  0.202472   \n",
                            "10237 -0.125 -0.588 -0.478541  6885.70  1.21543  1727  1.09618  0.200946   \n",
                            "10238 -0.125 -0.588 -0.381139  6587.38  1.21345  5156  1.09682  0.203076   \n",
                            "10239 -0.155  0.635  3.305951  6792.38  1.20360  2144  1.09744  0.198747   \n",
                            "10240  1.997  1.775 -0.075773  6742.81  1.21118  1208  1.09595  0.202726   \n",
                            "\n",
                            "            130    131    132    133      134    135       136       137  \\\n",
                            "0      0.001265 -1.148  0.070 -0.035  1.08133 -0.031 -0.008000 -0.458764   \n",
                            "1      0.002094  0.733  0.216 -0.040  1.08129 -0.061 -0.004825  0.154446   \n",
                            "2     -0.002956  0.478 -0.074 -0.035  1.08181 -0.051  0.012258 -0.446567   \n",
                            "3      0.003511 -0.302  0.148 -0.038  1.08171 -0.013  0.010193 -0.499657   \n",
                            "4      0.000347 -0.099  0.665 -0.036  1.08194 -0.076  0.004825 -0.697821   \n",
                            "...         ...    ...    ...    ...      ...    ...       ...       ...   \n",
                            "10236 -0.002436  0.163  0.875 -0.059  1.08187 -0.037 -0.011429 -0.106543   \n",
                            "10237  0.000996  0.057  1.725 -0.059  1.08092 -0.037 -0.008889 -0.171057   \n",
                            "10238 -0.004651  1.785 -0.092 -0.059  1.08233 -0.037  0.000000 -0.474227   \n",
                            "10239  0.001568  0.524  0.402 -0.049  1.08258 -0.044  0.009419  0.559765   \n",
                            "10240 -0.003860 -0.751  1.078 -0.045  1.08164 -0.024  0.009806 -0.177313   \n",
                            "\n",
                            "            138    139      140    141    142    143       144     145  \\\n",
                            "0      0.481826 -0.062  66676.1 -0.658  764.3 -0.005  0.060303  13.383   \n",
                            "1      0.482792 -0.347  66715.4 -0.839  532.5 -0.023  0.044870  14.887   \n",
                            "2      0.480328 -0.044  66147.2  1.090  651.4 -0.035  0.054069  -2.932   \n",
                            "3      0.479774 -0.068  65523.0  0.252  603.4 -0.008  0.043571 -44.990   \n",
                            "4      0.480349  1.201  67229.6  1.246  417.4 -0.025  0.041588 -12.205   \n",
                            "...         ...    ...      ...    ...    ...    ...       ...     ...   \n",
                            "10236  0.479455 -0.064  66663.3 -1.309  375.9 -0.051  0.049026   1.273   \n",
                            "10237  0.481554 -0.064  66767.5  0.175  389.9 -0.051  0.054744 -29.510   \n",
                            "10238  0.478998 -0.064  66523.3 -1.309  625.4 -0.051  0.046761  13.455   \n",
                            "10239  0.480840  2.180  65891.1 -1.271  865.1 -0.015  0.054070 -15.422   \n",
                            "10240  0.476038  3.575  66618.9  1.445  512.7 -0.013  0.060589 -27.832   \n",
                            "\n",
                            "            146      147      148       149      150  target  \n",
                            "0      0.819909 -0.18291 -0.12259  0.060684  17.1094       0  \n",
                            "1      1.642613 -0.19030 -0.12308  0.045252  17.0932       0  \n",
                            "2      0.464588 -0.18631 -0.12413  0.050065  17.2080       0  \n",
                            "3      0.335563 -0.19257 -0.11309  0.045097  17.5977       0  \n",
                            "4     -0.728111 -0.18187 -0.12143  0.043112  17.2664       0  \n",
                            "...         ...      ...      ...       ...      ...     ...  \n",
                            "10236 -0.533203 -0.18568 -0.11735  0.053982  17.1961       3  \n",
                            "10237 -0.725361 -0.21962 -0.11697  0.059700  16.9488       3  \n",
                            "10238 -1.775220 -0.18374 -0.11664  0.045234  16.9493       1  \n",
                            "10239  1.265340 -0.18110 -0.12317  0.052165  16.9989       1  \n",
                            "10240 -1.252290 -0.20301 -0.12495  0.057537  16.9364       4  \n",
                            "\n",
                            "[10241 rows x 152 columns]"
                        ]
                    },
                    "execution_count": 4,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "df = pd.read_csv(DATA_CSV)\n",
                "df"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 5,
            "id": "9a35d9c9-fa9d-4b9c-80c3-97dd1600164c",
            "metadata": {},
            "outputs": [
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "<class 'pandas.core.frame.DataFrame'>\n",
                        "RangeIndex: 10241 entries, 0 to 10240\n",
                        "Columns: 152 entries, 0 to target\n",
                        "dtypes: float64(143), int64(9)\n",
                        "memory usage: 11.9 MB\n"
                    ]
                }
            ],
            "source": [
                "df.info()"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 6,
            "id": "b066c1ea-c7d0-4095-af44-355c839ef41d",
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/plain": [
                            "array([0, 1, 2, 3, 4], dtype=int64)"
                        ]
                    },
                    "execution_count": 6,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "target_names = np.unique(df['target'])\n",
                "target_names"
            ]
        },
        {
            "cell_type": "markdown",
            "id": "c1c37b70-6847-4a9c-97f8-2dfd1e94cf3c",
            "metadata": {
                "tags": []
            },
            "source": [
                "## Split data"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 7,
            "id": "8840dcc4-50d5-4b1b-a721-1e6475c7e5de",
            "metadata": {},
            "outputs": [],
            "source": [
                "random_seed = 17\n",
                "X = df.drop('target', axis=1).to_numpy()\n",
                "y = df['target'].to_numpy()\n",
                "X_train, X_test, y_train, y_test = train_test_split(\n",
                "    X, y, test_size=0.1, random_state=random_seed, stratify=y)"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 8,
            "id": "88cefabe-37dc-447f-becc-ae78df6a4c47",
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/plain": [
                            "Counter({0: 8999, 4: 26, 2: 53, 1: 91, 3: 47})"
                        ]
                    },
                    "execution_count": 8,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "Counter(y_train)"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 9,
            "id": "b15f5df4-5213-4bf9-8d07-ba6a7dfbc5da",
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/plain": [
                            "Counter({0: 1001, 2: 6, 3: 5, 4: 3, 1: 10})"
                        ]
                    },
                    "execution_count": 9,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "Counter(y_test)"
            ]
        },
        {
            "cell_type": "markdown",
            "id": "3f66ffb7-d613-42c4-9117-1d0ac3194dc2",
            "metadata": {},
            "source": [
                "## Simple predictor: Return majority label"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 10,
            "id": "33e52721-85b4-476f-b9f5-9006a8ec1cf1",
            "metadata": {},
            "outputs": [],
            "source": [
                "def simple_pred(x):\n",
                "    return np.zeros(x.shape[0])"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 11,
            "id": "09586deb-db74-480f-8db2-b135fe0a1577",
            "metadata": {},
            "outputs": [
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "              precision    recall  f1-score   support\n",
                        "\n",
                        "           0       0.98      1.00      0.99      1001\n",
                        "           1       0.00      0.00      0.00        10\n",
                        "           2       0.00      0.00      0.00         6\n",
                        "           3       0.00      0.00      0.00         5\n",
                        "           4       0.00      0.00      0.00         3\n",
                        "\n",
                        "    accuracy                           0.98      1025\n",
                        "   macro avg       0.20      0.20      0.20      1025\n",
                        "weighted avg       0.95      0.98      0.97      1025\n",
                        "\n"
                    ]
                }
            ],
            "source": [
                "y_pred = simple_pred(X_test)\n",
                "print(classification_report(y_test, y_pred))"
            ]
        },
        {
            "cell_type": "markdown",
            "id": "2e3026cc-608f-4433-b83a-596e24e7c5d6",
            "metadata": {},
            "source": [
                "**NOTE**: Returning the majority class achieves 98% accuracy!"
            ]
        },
        {
            "cell_type": "markdown",
            "id": "8172bc8a-34ed-42aa-8db9-4e794534b3ad",
            "metadata": {},
            "source": [
                "## Setup pycaret env"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 12,
            "id": "c839ced8-4e3f-46a6-862a-04c3a167868d",
            "metadata": {},
            "outputs": [],
            "source": [
                "train_ds = pd.DataFrame(X_train)\n",
                "train_ds['target'] = y_train\n",
                "test_ds = pd.DataFrame(X_test)\n",
                "test_ds['target'] = y_test"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 13,
            "id": "ef1763c0-aaab-4c21-a7f5-b2c7b9e1533d",
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/html": [
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                            "\n",
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                            "<table border=\"1\" class=\"dataframe\">\n",
                            "  <thead>\n",
                            "    <tr style=\"text-align: right;\">\n",
                            "      <th></th>\n",
                            "      <th>0</th>\n",
                            "      <th>1</th>\n",
                            "      <th>2</th>\n",
                            "      <th>3</th>\n",
                            "      <th>4</th>\n",
                            "      <th>5</th>\n",
                            "      <th>6</th>\n",
                            "      <th>7</th>\n",
                            "      <th>8</th>\n",
                            "      <th>9</th>\n",
                            "      <th>10</th>\n",
                            "      <th>11</th>\n",
                            "      <th>12</th>\n",
                            "      <th>13</th>\n",
                            "      <th>14</th>\n",
                            "      <th>15</th>\n",
                            "      <th>16</th>\n",
                            "      <th>17</th>\n",
                            "      <th>18</th>\n",
                            "      <th>19</th>\n",
                            "      <th>20</th>\n",
                            "      <th>21</th>\n",
                            "      <th>22</th>\n",
                            "      <th>23</th>\n",
                            "      <th>24</th>\n",
                            "      <th>25</th>\n",
                            "      <th>26</th>\n",
                            "      <th>27</th>\n",
                            "      <th>28</th>\n",
                            "      <th>29</th>\n",
                            "      <th>30</th>\n",
                            "      <th>31</th>\n",
                            "      <th>32</th>\n",
                            "      <th>33</th>\n",
                            "      <th>34</th>\n",
                            "      <th>35</th>\n",
                            "      <th>36</th>\n",
                            "      <th>37</th>\n",
                            "      <th>38</th>\n",
                            "      <th>39</th>\n",
                            "      <th>40</th>\n",
                            "      <th>41</th>\n",
                            "      <th>42</th>\n",
                            "      <th>43</th>\n",
                            "      <th>44</th>\n",
                            "      <th>45</th>\n",
                            "      <th>46</th>\n",
                            "      <th>47</th>\n",
                            "      <th>48</th>\n",
                            "      <th>49</th>\n",
                            "      <th>50</th>\n",
                            "      <th>51</th>\n",
                            "      <th>52</th>\n",
                            "      <th>53</th>\n",
                            "      <th>54</th>\n",
                            "      <th>55</th>\n",
                            "      <th>56</th>\n",
                            "      <th>57</th>\n",
                            "      <th>58</th>\n",
                            "      <th>59</th>\n",
                            "      <th>60</th>\n",
                            "      <th>61</th>\n",
                            "      <th>62</th>\n",
                            "      <th>63</th>\n",
                            "      <th>64</th>\n",
                            "      <th>65</th>\n",
                            "      <th>66</th>\n",
                            "      <th>67</th>\n",
                            "      <th>68</th>\n",
                            "      <th>69</th>\n",
                            "      <th>70</th>\n",
                            "      <th>71</th>\n",
                            "      <th>72</th>\n",
                            "      <th>73</th>\n",
                            "      <th>74</th>\n",
                            "      <th>75</th>\n",
                            "      <th>76</th>\n",
                            "      <th>77</th>\n",
                            "      <th>78</th>\n",
                            "      <th>79</th>\n",
                            "      <th>80</th>\n",
                            "      <th>81</th>\n",
                            "      <th>82</th>\n",
                            "      <th>83</th>\n",
                            "      <th>84</th>\n",
                            "      <th>85</th>\n",
                            "      <th>86</th>\n",
                            "      <th>87</th>\n",
                            "      <th>88</th>\n",
                            "      <th>89</th>\n",
                            "      <th>90</th>\n",
                            "      <th>91</th>\n",
                            "      <th>92</th>\n",
                            "      <th>93</th>\n",
                            "      <th>94</th>\n",
                            "      <th>95</th>\n",
                            "      <th>96</th>\n",
                            "      <th>97</th>\n",
                            "      <th>98</th>\n",
                            "      <th>99</th>\n",
                            "      <th>100</th>\n",
                            "      <th>101</th>\n",
                            "      <th>102</th>\n",
                            "      <th>103</th>\n",
                            "      <th>104</th>\n",
                            "      <th>105</th>\n",
                            "      <th>106</th>\n",
                            "      <th>107</th>\n",
                            "      <th>108</th>\n",
                            "      <th>109</th>\n",
                            "      <th>110</th>\n",
                            "      <th>111</th>\n",
                            "      <th>112</th>\n",
                            "      <th>113</th>\n",
                            "      <th>114</th>\n",
                            "      <th>115</th>\n",
                            "      <th>116</th>\n",
                            "      <th>117</th>\n",
                            "      <th>118</th>\n",
                            "      <th>119</th>\n",
                            "      <th>120</th>\n",
                            "      <th>121</th>\n",
                            "      <th>122</th>\n",
                            "      <th>123</th>\n",
                            "      <th>124</th>\n",
                            "      <th>125</th>\n",
                            "      <th>126</th>\n",
                            "      <th>127</th>\n",
                            "      <th>128</th>\n",
                            "      <th>129</th>\n",
                            "      <th>130</th>\n",
                            "      <th>131</th>\n",
                            "      <th>132</th>\n",
                            "      <th>133</th>\n",
                            "      <th>134</th>\n",
                            "      <th>135</th>\n",
                            "      <th>136</th>\n",
                            "      <th>137</th>\n",
                            "      <th>138</th>\n",
                            "      <th>139</th>\n",
                            "      <th>140</th>\n",
                            "      <th>141</th>\n",
                            "      <th>142</th>\n",
                            "      <th>143</th>\n",
                            "      <th>144</th>\n",
                            "      <th>145</th>\n",
                            "      <th>146</th>\n",
                            "      <th>147</th>\n",
                            "      <th>148</th>\n",
                            "      <th>149</th>\n",
                            "      <th>150</th>\n",
                            "      <th>target</th>\n",
                            "    </tr>\n",
                            "  </thead>\n",
                            "  <tbody>\n",
                            "    <tr>\n",
                            "      <th>0</th>\n",
                            "      <td>0.613817</td>\n",
                            "      <td>-0.145</td>\n",
                            "      <td>-0.291</td>\n",
                            "      <td>0.509</td>\n",
                            "      <td>-0.312</td>\n",
                            "      <td>-0.076</td>\n",
                            "      <td>-0.318</td>\n",
                            "      <td>9.99638</td>\n",
                            "      <td>-0.046</td>\n",
                            "      <td>430.277</td>\n",
                            "      <td>-0.630</td>\n",
                            "      <td>1.12620</td>\n",
                            "      <td>4.0</td>\n",
                            "      <td>0.006484</td>\n",
                            "      <td>-0.322</td>\n",
                            "      <td>24777.0</td>\n",
                            "      <td>-0.422</td>\n",
                            "      <td>-0.096</td>\n",
                            "      <td>-0.035372</td>\n",
                            "      <td>1.001030</td>\n",
                            "      <td>84.041479</td>\n",
                            "      <td>76.0649</td>\n",
                            "      <td>-0.349</td>\n",
                            "      <td>26.0</td>\n",
                            "      <td>0.003383</td>\n",
                            "      <td>-0.00228</td>\n",
                            "      <td>0.797576</td>\n",
                            "      <td>-0.212</td>\n",
                            "      <td>-0.096</td>\n",
                            "      <td>-0.037</td>\n",
                            "      <td>-0.181</td>\n",
                            "      <td>0.003449</td>\n",
                            "      <td>0.65919</td>\n",
                            "      <td>-0.037</td>\n",
                            "      <td>-0.047</td>\n",
                            "      <td>3017.92</td>\n",
                            "      <td>0.089</td>\n",
                            "      <td>-0.068</td>\n",
                            "      <td>0.696</td>\n",
                            "      <td>-0.486</td>\n",
                            "      <td>0.156430</td>\n",
                            "      <td>0.528</td>\n",
                            "      <td>97.7977</td>\n",
                            "      <td>1.270</td>\n",
                            "      <td>-0.209</td>\n",
                            "      <td>-0.067</td>\n",
                            "      <td>-0.157</td>\n",
                            "      <td>-17.2533</td>\n",
                            "      <td>90.0113</td>\n",
                            "      <td>1.50441</td>\n",
                            "      <td>643.496</td>\n",
                            "      <td>1.201</td>\n",
                            "      <td>-0.085</td>\n",
                            "      <td>-0.103</td>\n",
                            "      <td>0.181622</td>\n",
                            "      <td>4.19</td>\n",
                            "      <td>449.947</td>\n",
                            "      <td>0.996</td>\n",
                            "      <td>4699.47</td>\n",
                            "      <td>-0.031</td>\n",
                            "      <td>89.0503</td>\n",
                            "      <td>0.997072</td>\n",
                            "      <td>-0.00353</td>\n",
                            "      <td>-1.883</td>\n",
                            "      <td>0.0</td>\n",
                            "      <td>0.004386</td>\n",
                            "      <td>66169.3</td>\n",
                            "      <td>0.00517</td>\n",
                            "      <td>-0.585</td>\n",
                            "      <td>3.41978</td>\n",
                            "      <td>-0.009832</td>\n",
                            "      <td>0.180478</td>\n",
                            "      <td>1.041</td>\n",
                            "      <td>-188.325</td>\n",
                            "      <td>0.01122</td>\n",
                            "      <td>0.216292</td>\n",
                            "      <td>-0.00468</td>\n",
                            "      <td>0.00246</td>\n",
                            "      <td>-0.814167</td>\n",
                            "      <td>4510.83</td>\n",
                            "      <td>0.008212</td>\n",
                            "      <td>-0.339</td>\n",
                            "      <td>-0.11438</td>\n",
                            "      <td>1.19138</td>\n",
                            "      <td>-0.089</td>\n",
                            "      <td>-1.027646</td>\n",
                            "      <td>-0.074</td>\n",
                            "      <td>21.8659</td>\n",
                            "      <td>-0.00859</td>\n",
                            "      <td>0.004005</td>\n",
                            "      <td>2928.47</td>\n",
                            "      <td>0.03351</td>\n",
                            "      <td>26.0</td>\n",
                            "      <td>0.479018</td>\n",
                            "      <td>-0.220</td>\n",
                            "      <td>1.0</td>\n",
                            "      <td>-0.12287</td>\n",
                            "      <td>3.09772</td>\n",
                            "      <td>0.048718</td>\n",
                            "      <td>0.000000</td>\n",
                            "      <td>0.168403</td>\n",
                            "      <td>1.50235</td>\n",
                            "      <td>-0.040</td>\n",
                            "      <td>3.10795</td>\n",
                            "      <td>-0.00845</td>\n",
                            "      <td>-0.18769</td>\n",
                            "      <td>-0.121636</td>\n",
                            "      <td>-0.12326</td>\n",
                            "      <td>174.661</td>\n",
                            "      <td>1794.65</td>\n",
                            "      <td>-0.294</td>\n",
                            "      <td>3.42272</td>\n",
                            "      <td>22.9</td>\n",
                            "      <td>10.0</td>\n",
                            "      <td>-0.041</td>\n",
                            "      <td>-0.069</td>\n",
                            "      <td>0.01142</td>\n",
                            "      <td>-0.073</td>\n",
                            "      <td>1.16331</td>\n",
                            "      <td>21.8251</td>\n",
                            "      <td>1.08277</td>\n",
                            "      <td>0.003762</td>\n",
                            "      <td>-0.230</td>\n",
                            "      <td>0.141</td>\n",
                            "      <td>-0.133674</td>\n",
                            "      <td>6684.94</td>\n",
                            "      <td>1.19671</td>\n",
                            "      <td>1325.0</td>\n",
                            "      <td>1.09726</td>\n",
                            "      <td>0.203354</td>\n",
                            "      <td>0.001259</td>\n",
                            "      <td>-1.537</td>\n",
                            "      <td>0.137</td>\n",
                            "      <td>-0.040</td>\n",
                            "      <td>1.08220</td>\n",
                            "      <td>-0.063</td>\n",
                            "      <td>0.010623</td>\n",
                            "      <td>-0.359336</td>\n",
                            "      <td>0.479399</td>\n",
                            "      <td>-0.065</td>\n",
                            "      <td>65912.9</td>\n",
                            "      <td>0.181</td>\n",
                            "      <td>716.4</td>\n",
                            "      <td>-0.037</td>\n",
                            "      <td>0.048134</td>\n",
                            "      <td>10.599</td>\n",
                            "      <td>-1.048838</td>\n",
                            "      <td>-0.17990</td>\n",
                            "      <td>-0.12287</td>\n",
                            "      <td>0.049469</td>\n",
                            "      <td>17.7969</td>\n",
                            "      <td>0</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>1</th>\n",
                            "      <td>-0.986000</td>\n",
                            "      <td>-0.143</td>\n",
                            "      <td>1.017</td>\n",
                            "      <td>-0.505</td>\n",
                            "      <td>-0.407</td>\n",
                            "      <td>-0.128</td>\n",
                            "      <td>-0.332</td>\n",
                            "      <td>11.09550</td>\n",
                            "      <td>-0.051</td>\n",
                            "      <td>441.263</td>\n",
                            "      <td>0.307</td>\n",
                            "      <td>1.75124</td>\n",
                            "      <td>0.0</td>\n",
                            "      <td>-0.001905</td>\n",
                            "      <td>1.500</td>\n",
                            "      <td>23863.0</td>\n",
                            "      <td>-0.058</td>\n",
                            "      <td>-0.241</td>\n",
                            "      <td>-0.598024</td>\n",
                            "      <td>1.000600</td>\n",
                            "      <td>141.047169</td>\n",
                            "      <td>72.9935</td>\n",
                            "      <td>-0.600</td>\n",
                            "      <td>5085.0</td>\n",
                            "      <td>0.001804</td>\n",
                            "      <td>-0.00077</td>\n",
                            "      <td>0.798611</td>\n",
                            "      <td>-0.187</td>\n",
                            "      <td>-0.088</td>\n",
                            "      <td>-0.024</td>\n",
                            "      <td>-0.144</td>\n",
                            "      <td>0.004224</td>\n",
                            "      <td>0.67869</td>\n",
                            "      <td>-0.024</td>\n",
                            "      <td>-0.059</td>\n",
                            "      <td>3319.73</td>\n",
                            "      <td>0.874</td>\n",
                            "      <td>2.315</td>\n",
                            "      <td>-0.018</td>\n",
                            "      <td>-0.352</td>\n",
                            "      <td>1.083932</td>\n",
                            "      <td>0.853</td>\n",
                            "      <td>93.3859</td>\n",
                            "      <td>1.096</td>\n",
                            "      <td>-0.323</td>\n",
                            "      <td>-0.043</td>\n",
                            "      <td>-0.102</td>\n",
                            "      <td>-16.2884</td>\n",
                            "      <td>82.7565</td>\n",
                            "      <td>1.50612</td>\n",
                            "      <td>906.711</td>\n",
                            "      <td>-1.061</td>\n",
                            "      <td>-0.052</td>\n",
                            "      <td>-0.069</td>\n",
                            "      <td>0.180358</td>\n",
                            "      <td>9.21</td>\n",
                            "      <td>471.907</td>\n",
                            "      <td>-0.152</td>\n",
                            "      <td>5513.65</td>\n",
                            "      <td>-0.026</td>\n",
                            "      <td>81.7846</td>\n",
                            "      <td>0.995098</td>\n",
                            "      <td>-0.00305</td>\n",
                            "      <td>1.241</td>\n",
                            "      <td>0.0</td>\n",
                            "      <td>-0.000381</td>\n",
                            "      <td>67736.3</td>\n",
                            "      <td>0.00771</td>\n",
                            "      <td>-2.121</td>\n",
                            "      <td>3.42496</td>\n",
                            "      <td>0.008083</td>\n",
                            "      <td>0.180930</td>\n",
                            "      <td>-0.512</td>\n",
                            "      <td>-168.883</td>\n",
                            "      <td>-0.00188</td>\n",
                            "      <td>0.425385</td>\n",
                            "      <td>-0.00343</td>\n",
                            "      <td>0.00603</td>\n",
                            "      <td>-0.537562</td>\n",
                            "      <td>5324.67</td>\n",
                            "      <td>-0.009884</td>\n",
                            "      <td>-0.405</td>\n",
                            "      <td>-0.12121</td>\n",
                            "      <td>1.21339</td>\n",
                            "      <td>-0.192</td>\n",
                            "      <td>0.326995</td>\n",
                            "      <td>-0.047</td>\n",
                            "      <td>21.2730</td>\n",
                            "      <td>-0.01571</td>\n",
                            "      <td>0.002476</td>\n",
                            "      <td>3172.38</td>\n",
                            "      <td>-0.02151</td>\n",
                            "      <td>5086.0</td>\n",
                            "      <td>0.483195</td>\n",
                            "      <td>-0.222</td>\n",
                            "      <td>2.0</td>\n",
                            "      <td>-0.11663</td>\n",
                            "      <td>3.10813</td>\n",
                            "      <td>0.075829</td>\n",
                            "      <td>-0.002095</td>\n",
                            "      <td>0.184460</td>\n",
                            "      <td>1.49549</td>\n",
                            "      <td>-0.029</td>\n",
                            "      <td>3.08848</td>\n",
                            "      <td>0.00405</td>\n",
                            "      <td>-0.18448</td>\n",
                            "      <td>-0.115427</td>\n",
                            "      <td>-0.11625</td>\n",
                            "      <td>192.422</td>\n",
                            "      <td>2268.71</td>\n",
                            "      <td>-0.258</td>\n",
                            "      <td>3.44966</td>\n",
                            "      <td>98.1</td>\n",
                            "      <td>10.0</td>\n",
                            "      <td>-0.042</td>\n",
                            "      <td>-0.117</td>\n",
                            "      <td>0.00944</td>\n",
                            "      <td>-0.120</td>\n",
                            "      <td>1.15747</td>\n",
                            "      <td>21.2836</td>\n",
                            "      <td>1.08220</td>\n",
                            "      <td>-0.004873</td>\n",
                            "      <td>-0.176</td>\n",
                            "      <td>-1.049</td>\n",
                            "      <td>0.773825</td>\n",
                            "      <td>6934.02</td>\n",
                            "      <td>1.20973</td>\n",
                            "      <td>2733.0</td>\n",
                            "      <td>1.09611</td>\n",
                            "      <td>0.198654</td>\n",
                            "      <td>-0.000473</td>\n",
                            "      <td>0.572</td>\n",
                            "      <td>-0.831</td>\n",
                            "      <td>-0.061</td>\n",
                            "      <td>1.08258</td>\n",
                            "      <td>-0.045</td>\n",
                            "      <td>-0.000516</td>\n",
                            "      <td>-0.363208</td>\n",
                            "      <td>0.483005</td>\n",
                            "      <td>-0.074</td>\n",
                            "      <td>67270.2</td>\n",
                            "      <td>0.263</td>\n",
                            "      <td>842.7</td>\n",
                            "      <td>-0.050</td>\n",
                            "      <td>0.042687</td>\n",
                            "      <td>12.554</td>\n",
                            "      <td>0.248371</td>\n",
                            "      <td>-0.18149</td>\n",
                            "      <td>-0.11625</td>\n",
                            "      <td>0.045925</td>\n",
                            "      <td>17.2462</td>\n",
                            "      <td>0</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>2</th>\n",
                            "      <td>-0.662374</td>\n",
                            "      <td>-0.107</td>\n",
                            "      <td>-0.303</td>\n",
                            "      <td>-1.310</td>\n",
                            "      <td>-0.316</td>\n",
                            "      <td>-0.240</td>\n",
                            "      <td>-0.233</td>\n",
                            "      <td>10.50750</td>\n",
                            "      <td>-0.046</td>\n",
                            "      <td>479.883</td>\n",
                            "      <td>-0.641</td>\n",
                            "      <td>1.06439</td>\n",
                            "      <td>0.0</td>\n",
                            "      <td>-0.000763</td>\n",
                            "      <td>-0.328</td>\n",
                            "      <td>22010.0</td>\n",
                            "      <td>-0.096</td>\n",
                            "      <td>-0.152</td>\n",
                            "      <td>1.766096</td>\n",
                            "      <td>1.000370</td>\n",
                            "      <td>132.808557</td>\n",
                            "      <td>75.5345</td>\n",
                            "      <td>3.029</td>\n",
                            "      <td>133.0</td>\n",
                            "      <td>-0.005231</td>\n",
                            "      <td>-0.00305</td>\n",
                            "      <td>0.802798</td>\n",
                            "      <td>-0.139</td>\n",
                            "      <td>-0.063</td>\n",
                            "      <td>-0.003</td>\n",
                            "      <td>-0.129</td>\n",
                            "      <td>0.005049</td>\n",
                            "      <td>0.67379</td>\n",
                            "      <td>-0.003</td>\n",
                            "      <td>-0.103</td>\n",
                            "      <td>3092.93</td>\n",
                            "      <td>0.534</td>\n",
                            "      <td>-0.066</td>\n",
                            "      <td>0.669</td>\n",
                            "      <td>-0.304</td>\n",
                            "      <td>-0.697806</td>\n",
                            "      <td>0.658</td>\n",
                            "      <td>96.1348</td>\n",
                            "      <td>5.968</td>\n",
                            "      <td>6.004</td>\n",
                            "      <td>-0.027</td>\n",
                            "      <td>-0.140</td>\n",
                            "      <td>-19.0619</td>\n",
                            "      <td>101.4270</td>\n",
                            "      <td>1.50488</td>\n",
                            "      <td>672.256</td>\n",
                            "      <td>-0.129</td>\n",
                            "      <td>-0.030</td>\n",
                            "      <td>-0.082</td>\n",
                            "      <td>0.180211</td>\n",
                            "      <td>14.72</td>\n",
                            "      <td>505.147</td>\n",
                            "      <td>-0.182</td>\n",
                            "      <td>5342.04</td>\n",
                            "      <td>-0.029</td>\n",
                            "      <td>100.7590</td>\n",
                            "      <td>0.996309</td>\n",
                            "      <td>-0.00290</td>\n",
                            "      <td>0.767</td>\n",
                            "      <td>0.0</td>\n",
                            "      <td>0.004956</td>\n",
                            "      <td>66466.7</td>\n",
                            "      <td>0.00171</td>\n",
                            "      <td>-2.078</td>\n",
                            "      <td>3.41299</td>\n",
                            "      <td>0.004357</td>\n",
                            "      <td>0.180020</td>\n",
                            "      <td>-0.268</td>\n",
                            "      <td>-189.366</td>\n",
                            "      <td>0.00973</td>\n",
                            "      <td>0.769673</td>\n",
                            "      <td>-0.00252</td>\n",
                            "      <td>0.00342</td>\n",
                            "      <td>-3.099749</td>\n",
                            "      <td>4881.61</td>\n",
                            "      <td>-0.008169</td>\n",
                            "      <td>1.452</td>\n",
                            "      <td>-0.10224</td>\n",
                            "      <td>1.19283</td>\n",
                            "      <td>0.708</td>\n",
                            "      <td>0.839843</td>\n",
                            "      <td>-0.019</td>\n",
                            "      <td>22.2056</td>\n",
                            "      <td>-0.00734</td>\n",
                            "      <td>0.001525</td>\n",
                            "      <td>3208.65</td>\n",
                            "      <td>-0.01366</td>\n",
                            "      <td>135.0</td>\n",
                            "      <td>0.482349</td>\n",
                            "      <td>-0.310</td>\n",
                            "      <td>2.0</td>\n",
                            "      <td>-0.12459</td>\n",
                            "      <td>3.10180</td>\n",
                            "      <td>1.283345</td>\n",
                            "      <td>0.002288</td>\n",
                            "      <td>0.205762</td>\n",
                            "      <td>1.50867</td>\n",
                            "      <td>-0.019</td>\n",
                            "      <td>3.09827</td>\n",
                            "      <td>0.00441</td>\n",
                            "      <td>-0.22378</td>\n",
                            "      <td>-0.124031</td>\n",
                            "      <td>-0.12497</td>\n",
                            "      <td>208.436</td>\n",
                            "      <td>1919.60</td>\n",
                            "      <td>2.359</td>\n",
                            "      <td>3.45134</td>\n",
                            "      <td>-54.1</td>\n",
                            "      <td>3.0</td>\n",
                            "      <td>-0.029</td>\n",
                            "      <td>-0.092</td>\n",
                            "      <td>0.00079</td>\n",
                            "      <td>-0.114</td>\n",
                            "      <td>1.15291</td>\n",
                            "      <td>22.1415</td>\n",
                            "      <td>1.08262</td>\n",
                            "      <td>-0.001400</td>\n",
                            "      <td>-0.117</td>\n",
                            "      <td>0.954</td>\n",
                            "      <td>-0.333066</td>\n",
                            "      <td>7148.00</td>\n",
                            "      <td>1.21649</td>\n",
                            "      <td>3958.0</td>\n",
                            "      <td>1.09673</td>\n",
                            "      <td>0.198331</td>\n",
                            "      <td>-0.001223</td>\n",
                            "      <td>0.523</td>\n",
                            "      <td>-0.339</td>\n",
                            "      <td>-0.045</td>\n",
                            "      <td>1.08243</td>\n",
                            "      <td>2.303</td>\n",
                            "      <td>0.002323</td>\n",
                            "      <td>0.011382</td>\n",
                            "      <td>0.482730</td>\n",
                            "      <td>-0.064</td>\n",
                            "      <td>65917.0</td>\n",
                            "      <td>0.808</td>\n",
                            "      <td>638.8</td>\n",
                            "      <td>-0.003</td>\n",
                            "      <td>0.047157</td>\n",
                            "      <td>-12.351</td>\n",
                            "      <td>0.740231</td>\n",
                            "      <td>-0.21542</td>\n",
                            "      <td>-0.12536</td>\n",
                            "      <td>0.049445</td>\n",
                            "      <td>17.5541</td>\n",
                            "      <td>0</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>3</th>\n",
                            "      <td>0.575424</td>\n",
                            "      <td>-0.152</td>\n",
                            "      <td>-0.254</td>\n",
                            "      <td>-1.293</td>\n",
                            "      <td>6.015</td>\n",
                            "      <td>-0.185</td>\n",
                            "      <td>-0.233</td>\n",
                            "      <td>10.57420</td>\n",
                            "      <td>-0.059</td>\n",
                            "      <td>446.017</td>\n",
                            "      <td>-0.569</td>\n",
                            "      <td>1.05240</td>\n",
                            "      <td>8.0</td>\n",
                            "      <td>0.004958</td>\n",
                            "      <td>-0.333</td>\n",
                            "      <td>34480.0</td>\n",
                            "      <td>-0.235</td>\n",
                            "      <td>-0.120</td>\n",
                            "      <td>1.215797</td>\n",
                            "      <td>0.998861</td>\n",
                            "      <td>74.267123</td>\n",
                            "      <td>72.4616</td>\n",
                            "      <td>-0.539</td>\n",
                            "      <td>6899.0</td>\n",
                            "      <td>-0.000332</td>\n",
                            "      <td>0.00076</td>\n",
                            "      <td>0.802457</td>\n",
                            "      <td>-0.159</td>\n",
                            "      <td>-0.038</td>\n",
                            "      <td>-0.006</td>\n",
                            "      <td>-0.067</td>\n",
                            "      <td>0.003304</td>\n",
                            "      <td>0.66960</td>\n",
                            "      <td>-0.006</td>\n",
                            "      <td>-0.066</td>\n",
                            "      <td>3044.30</td>\n",
                            "      <td>0.283</td>\n",
                            "      <td>-0.057</td>\n",
                            "      <td>-1.895</td>\n",
                            "      <td>-0.431</td>\n",
                            "      <td>-0.145741</td>\n",
                            "      <td>0.608</td>\n",
                            "      <td>93.8186</td>\n",
                            "      <td>-0.587</td>\n",
                            "      <td>-0.503</td>\n",
                            "      <td>-0.029</td>\n",
                            "      <td>-0.156</td>\n",
                            "      <td>-19.0376</td>\n",
                            "      <td>106.1070</td>\n",
                            "      <td>1.48859</td>\n",
                            "      <td>684.340</td>\n",
                            "      <td>-0.107</td>\n",
                            "      <td>-0.021</td>\n",
                            "      <td>-0.087</td>\n",
                            "      <td>0.181003</td>\n",
                            "      <td>-166.21</td>\n",
                            "      <td>465.044</td>\n",
                            "      <td>-0.198</td>\n",
                            "      <td>5309.22</td>\n",
                            "      <td>-0.033</td>\n",
                            "      <td>104.5790</td>\n",
                            "      <td>0.996165</td>\n",
                            "      <td>-0.00287</td>\n",
                            "      <td>1.308</td>\n",
                            "      <td>0.0</td>\n",
                            "      <td>0.004767</td>\n",
                            "      <td>66310.9</td>\n",
                            "      <td>0.00000</td>\n",
                            "      <td>0.593</td>\n",
                            "      <td>3.49388</td>\n",
                            "      <td>-0.003869</td>\n",
                            "      <td>0.181194</td>\n",
                            "      <td>-0.498</td>\n",
                            "      <td>-213.689</td>\n",
                            "      <td>0.00324</td>\n",
                            "      <td>-7.844501</td>\n",
                            "      <td>-0.00364</td>\n",
                            "      <td>0.00386</td>\n",
                            "      <td>1.806006</td>\n",
                            "      <td>4973.20</td>\n",
                            "      <td>0.011991</td>\n",
                            "      <td>-0.384</td>\n",
                            "      <td>-0.11212</td>\n",
                            "      <td>1.21591</td>\n",
                            "      <td>1.186</td>\n",
                            "      <td>-0.530385</td>\n",
                            "      <td>2.325</td>\n",
                            "      <td>22.2197</td>\n",
                            "      <td>-0.03404</td>\n",
                            "      <td>0.003242</td>\n",
                            "      <td>3147.11</td>\n",
                            "      <td>0.01198</td>\n",
                            "      <td>6921.0</td>\n",
                            "      <td>0.482863</td>\n",
                            "      <td>-0.312</td>\n",
                            "      <td>1.0</td>\n",
                            "      <td>-0.12606</td>\n",
                            "      <td>3.09884</td>\n",
                            "      <td>0.010443</td>\n",
                            "      <td>0.003242</td>\n",
                            "      <td>0.190819</td>\n",
                            "      <td>1.49486</td>\n",
                            "      <td>-0.010</td>\n",
                            "      <td>3.10533</td>\n",
                            "      <td>0.01073</td>\n",
                            "      <td>-0.17754</td>\n",
                            "      <td>-0.124744</td>\n",
                            "      <td>-0.12568</td>\n",
                            "      <td>199.589</td>\n",
                            "      <td>1831.01</td>\n",
                            "      <td>0.955</td>\n",
                            "      <td>3.45698</td>\n",
                            "      <td>-23.4</td>\n",
                            "      <td>0.0</td>\n",
                            "      <td>-0.023</td>\n",
                            "      <td>-0.057</td>\n",
                            "      <td>0.01069</td>\n",
                            "      <td>-0.068</td>\n",
                            "      <td>1.16592</td>\n",
                            "      <td>22.1526</td>\n",
                            "      <td>1.08143</td>\n",
                            "      <td>0.006787</td>\n",
                            "      <td>-0.171</td>\n",
                            "      <td>-1.728</td>\n",
                            "      <td>-0.053281</td>\n",
                            "      <td>6630.13</td>\n",
                            "      <td>1.20011</td>\n",
                            "      <td>2143.0</td>\n",
                            "      <td>1.09650</td>\n",
                            "      <td>0.204077</td>\n",
                            "      <td>0.002742</td>\n",
                            "      <td>0.519</td>\n",
                            "      <td>-0.575</td>\n",
                            "      <td>-0.027</td>\n",
                            "      <td>1.08181</td>\n",
                            "      <td>-0.029</td>\n",
                            "      <td>0.011871</td>\n",
                            "      <td>-0.470836</td>\n",
                            "      <td>0.482482</td>\n",
                            "      <td>-0.056</td>\n",
                            "      <td>65493.1</td>\n",
                            "      <td>0.951</td>\n",
                            "      <td>705.0</td>\n",
                            "      <td>-0.006</td>\n",
                            "      <td>0.062696</td>\n",
                            "      <td>8.139</td>\n",
                            "      <td>0.455955</td>\n",
                            "      <td>-0.21706</td>\n",
                            "      <td>-0.12491</td>\n",
                            "      <td>0.056975</td>\n",
                            "      <td>17.5859</td>\n",
                            "      <td>0</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>4</th>\n",
                            "      <td>-0.318813</td>\n",
                            "      <td>-0.163</td>\n",
                            "      <td>-0.261</td>\n",
                            "      <td>-0.343</td>\n",
                            "      <td>-0.240</td>\n",
                            "      <td>-0.203</td>\n",
                            "      <td>-0.306</td>\n",
                            "      <td>9.65562</td>\n",
                            "      <td>-0.040</td>\n",
                            "      <td>446.089</td>\n",
                            "      <td>1.594</td>\n",
                            "      <td>1.22807</td>\n",
                            "      <td>3.0</td>\n",
                            "      <td>0.004959</td>\n",
                            "      <td>1.207</td>\n",
                            "      <td>33583.0</td>\n",
                            "      <td>-0.217</td>\n",
                            "      <td>-0.110</td>\n",
                            "      <td>-0.963766</td>\n",
                            "      <td>0.998270</td>\n",
                            "      <td>132.808557</td>\n",
                            "      <td>74.9354</td>\n",
                            "      <td>0.843</td>\n",
                            "      <td>81.0</td>\n",
                            "      <td>-0.000976</td>\n",
                            "      <td>-0.00992</td>\n",
                            "      <td>0.800464</td>\n",
                            "      <td>-0.228</td>\n",
                            "      <td>-0.081</td>\n",
                            "      <td>-0.002</td>\n",
                            "      <td>-0.162</td>\n",
                            "      <td>0.003839</td>\n",
                            "      <td>0.69363</td>\n",
                            "      <td>-0.002</td>\n",
                            "      <td>-0.077</td>\n",
                            "      <td>3010.41</td>\n",
                            "      <td>1.071</td>\n",
                            "      <td>-0.066</td>\n",
                            "      <td>-0.423</td>\n",
                            "      <td>-0.432</td>\n",
                            "      <td>0.806302</td>\n",
                            "      <td>0.581</td>\n",
                            "      <td>94.3842</td>\n",
                            "      <td>3.171</td>\n",
                            "      <td>3.883</td>\n",
                            "      <td>-0.030</td>\n",
                            "      <td>-0.118</td>\n",
                            "      <td>-18.6548</td>\n",
                            "      <td>84.7872</td>\n",
                            "      <td>1.51207</td>\n",
                            "      <td>658.957</td>\n",
                            "      <td>-0.261</td>\n",
                            "      <td>-0.033</td>\n",
                            "      <td>-0.093</td>\n",
                            "      <td>0.179245</td>\n",
                            "      <td>-3.06</td>\n",
                            "      <td>484.817</td>\n",
                            "      <td>-0.234</td>\n",
                            "      <td>5022.71</td>\n",
                            "      <td>-0.031</td>\n",
                            "      <td>83.8737</td>\n",
                            "      <td>0.996264</td>\n",
                            "      <td>-0.00115</td>\n",
                            "      <td>-0.395</td>\n",
                            "      <td>0.0</td>\n",
                            "      <td>0.003433</td>\n",
                            "      <td>65748.2</td>\n",
                            "      <td>-0.00932</td>\n",
                            "      <td>-0.254</td>\n",
                            "      <td>3.43397</td>\n",
                            "      <td>-0.005733</td>\n",
                            "      <td>0.180198</td>\n",
                            "      <td>1.461</td>\n",
                            "      <td>-190.055</td>\n",
                            "      <td>-0.00059</td>\n",
                            "      <td>-0.130106</td>\n",
                            "      <td>-0.00191</td>\n",
                            "      <td>-0.00166</td>\n",
                            "      <td>-3.099749</td>\n",
                            "      <td>4947.77</td>\n",
                            "      <td>-0.006019</td>\n",
                            "      <td>-0.466</td>\n",
                            "      <td>-0.10449</td>\n",
                            "      <td>1.19632</td>\n",
                            "      <td>-0.161</td>\n",
                            "      <td>0.694693</td>\n",
                            "      <td>-0.042</td>\n",
                            "      <td>21.6879</td>\n",
                            "      <td>-0.01541</td>\n",
                            "      <td>0.008011</td>\n",
                            "      <td>2714.94</td>\n",
                            "      <td>-0.01758</td>\n",
                            "      <td>83.0</td>\n",
                            "      <td>0.482418</td>\n",
                            "      <td>-0.315</td>\n",
                            "      <td>2.0</td>\n",
                            "      <td>-0.12128</td>\n",
                            "      <td>3.11193</td>\n",
                            "      <td>1.563964</td>\n",
                            "      <td>0.007438</td>\n",
                            "      <td>0.271059</td>\n",
                            "      <td>1.50417</td>\n",
                            "      <td>-0.003</td>\n",
                            "      <td>3.09279</td>\n",
                            "      <td>-0.00390</td>\n",
                            "      <td>-0.18534</td>\n",
                            "      <td>-0.123269</td>\n",
                            "      <td>-0.12280</td>\n",
                            "      <td>213.341</td>\n",
                            "      <td>1834.33</td>\n",
                            "      <td>-0.227</td>\n",
                            "      <td>3.47937</td>\n",
                            "      <td>42.0</td>\n",
                            "      <td>3.0</td>\n",
                            "      <td>-0.018</td>\n",
                            "      <td>-0.056</td>\n",
                            "      <td>-0.00991</td>\n",
                            "      <td>-0.060</td>\n",
                            "      <td>1.16961</td>\n",
                            "      <td>21.6748</td>\n",
                            "      <td>1.08324</td>\n",
                            "      <td>0.001626</td>\n",
                            "      <td>-0.272</td>\n",
                            "      <td>-0.156</td>\n",
                            "      <td>-0.435610</td>\n",
                            "      <td>6849.61</td>\n",
                            "      <td>1.19469</td>\n",
                            "      <td>2238.0</td>\n",
                            "      <td>1.09601</td>\n",
                            "      <td>0.199837</td>\n",
                            "      <td>0.002577</td>\n",
                            "      <td>-0.129</td>\n",
                            "      <td>0.321</td>\n",
                            "      <td>-0.032</td>\n",
                            "      <td>1.08266</td>\n",
                            "      <td>-0.027</td>\n",
                            "      <td>0.010581</td>\n",
                            "      <td>0.143637</td>\n",
                            "      <td>0.482799</td>\n",
                            "      <td>-0.085</td>\n",
                            "      <td>65264.1</td>\n",
                            "      <td>0.518</td>\n",
                            "      <td>657.6</td>\n",
                            "      <td>-0.002</td>\n",
                            "      <td>0.050085</td>\n",
                            "      <td>-1.591</td>\n",
                            "      <td>0.678306</td>\n",
                            "      <td>-0.18936</td>\n",
                            "      <td>-0.12089</td>\n",
                            "      <td>0.047797</td>\n",
                            "      <td>17.7718</td>\n",
                            "      <td>0</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>...</th>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>9211</th>\n",
                            "      <td>-0.649628</td>\n",
                            "      <td>-0.086</td>\n",
                            "      <td>-0.220</td>\n",
                            "      <td>0.545</td>\n",
                            "      <td>1.035</td>\n",
                            "      <td>-0.212</td>\n",
                            "      <td>-0.269</td>\n",
                            "      <td>9.74256</td>\n",
                            "      <td>-0.078</td>\n",
                            "      <td>421.545</td>\n",
                            "      <td>-0.744</td>\n",
                            "      <td>1.00795</td>\n",
                            "      <td>0.0</td>\n",
                            "      <td>0.004577</td>\n",
                            "      <td>-0.306</td>\n",
                            "      <td>29895.0</td>\n",
                            "      <td>-0.133</td>\n",
                            "      <td>-0.139</td>\n",
                            "      <td>0.461204</td>\n",
                            "      <td>0.998110</td>\n",
                            "      <td>69.575485</td>\n",
                            "      <td>75.0498</td>\n",
                            "      <td>-0.424</td>\n",
                            "      <td>198.0</td>\n",
                            "      <td>-0.001139</td>\n",
                            "      <td>-0.00839</td>\n",
                            "      <td>0.797672</td>\n",
                            "      <td>-0.193</td>\n",
                            "      <td>-0.069</td>\n",
                            "      <td>-0.012</td>\n",
                            "      <td>-0.178</td>\n",
                            "      <td>0.004144</td>\n",
                            "      <td>0.63725</td>\n",
                            "      <td>-0.012</td>\n",
                            "      <td>-0.081</td>\n",
                            "      <td>3050.14</td>\n",
                            "      <td>1.178</td>\n",
                            "      <td>-0.075</td>\n",
                            "      <td>1.601</td>\n",
                            "      <td>-0.352</td>\n",
                            "      <td>-0.119504</td>\n",
                            "      <td>0.656</td>\n",
                            "      <td>95.4313</td>\n",
                            "      <td>0.873</td>\n",
                            "      <td>-0.290</td>\n",
                            "      <td>-0.045</td>\n",
                            "      <td>1.479</td>\n",
                            "      <td>-18.0015</td>\n",
                            "      <td>117.1760</td>\n",
                            "      <td>1.50582</td>\n",
                            "      <td>633.278</td>\n",
                            "      <td>-0.698</td>\n",
                            "      <td>-0.032</td>\n",
                            "      <td>-0.124</td>\n",
                            "      <td>0.179750</td>\n",
                            "      <td>-67.09</td>\n",
                            "      <td>459.788</td>\n",
                            "      <td>-0.199</td>\n",
                            "      <td>4776.53</td>\n",
                            "      <td>-0.029</td>\n",
                            "      <td>117.5880</td>\n",
                            "      <td>0.995227</td>\n",
                            "      <td>-0.00351</td>\n",
                            "      <td>-0.155</td>\n",
                            "      <td>0.0</td>\n",
                            "      <td>0.006675</td>\n",
                            "      <td>66083.7</td>\n",
                            "      <td>0.00257</td>\n",
                            "      <td>-1.885</td>\n",
                            "      <td>3.49089</td>\n",
                            "      <td>-0.002775</td>\n",
                            "      <td>0.180131</td>\n",
                            "      <td>-0.449</td>\n",
                            "      <td>-186.255</td>\n",
                            "      <td>-0.00221</td>\n",
                            "      <td>-3.263023</td>\n",
                            "      <td>-0.00351</td>\n",
                            "      <td>0.00068</td>\n",
                            "      <td>2.548479</td>\n",
                            "      <td>4465.53</td>\n",
                            "      <td>0.005301</td>\n",
                            "      <td>1.282</td>\n",
                            "      <td>-0.05638</td>\n",
                            "      <td>1.21400</td>\n",
                            "      <td>0.121</td>\n",
                            "      <td>0.749753</td>\n",
                            "      <td>-0.027</td>\n",
                            "      <td>22.5876</td>\n",
                            "      <td>-0.02185</td>\n",
                            "      <td>-0.000954</td>\n",
                            "      <td>2944.83</td>\n",
                            "      <td>-0.00590</td>\n",
                            "      <td>198.0</td>\n",
                            "      <td>0.481282</td>\n",
                            "      <td>-0.319</td>\n",
                            "      <td>3.0</td>\n",
                            "      <td>-0.11932</td>\n",
                            "      <td>3.11262</td>\n",
                            "      <td>-0.716155</td>\n",
                            "      <td>-0.000191</td>\n",
                            "      <td>0.197726</td>\n",
                            "      <td>1.50887</td>\n",
                            "      <td>-0.021</td>\n",
                            "      <td>3.10002</td>\n",
                            "      <td>0.00052</td>\n",
                            "      <td>-0.17913</td>\n",
                            "      <td>-0.118797</td>\n",
                            "      <td>-0.12008</td>\n",
                            "      <td>185.361</td>\n",
                            "      <td>1745.10</td>\n",
                            "      <td>-0.367</td>\n",
                            "      <td>3.46719</td>\n",
                            "      <td>5.1</td>\n",
                            "      <td>1.0</td>\n",
                            "      <td>-0.025</td>\n",
                            "      <td>-0.084</td>\n",
                            "      <td>0.00372</td>\n",
                            "      <td>-0.150</td>\n",
                            "      <td>1.15169</td>\n",
                            "      <td>22.6025</td>\n",
                            "      <td>1.08092</td>\n",
                            "      <td>-0.001659</td>\n",
                            "      <td>-0.251</td>\n",
                            "      <td>-0.178</td>\n",
                            "      <td>-0.233730</td>\n",
                            "      <td>6706.37</td>\n",
                            "      <td>1.21335</td>\n",
                            "      <td>2535.0</td>\n",
                            "      <td>1.09578</td>\n",
                            "      <td>0.195750</td>\n",
                            "      <td>-0.003060</td>\n",
                            "      <td>0.250</td>\n",
                            "      <td>0.244</td>\n",
                            "      <td>-0.046</td>\n",
                            "      <td>1.08073</td>\n",
                            "      <td>-0.029</td>\n",
                            "      <td>0.005841</td>\n",
                            "      <td>-0.626819</td>\n",
                            "      <td>0.480140</td>\n",
                            "      <td>-0.066</td>\n",
                            "      <td>65509.7</td>\n",
                            "      <td>-0.129</td>\n",
                            "      <td>684.5</td>\n",
                            "      <td>-0.012</td>\n",
                            "      <td>0.049817</td>\n",
                            "      <td>11.984</td>\n",
                            "      <td>1.082672</td>\n",
                            "      <td>-0.17864</td>\n",
                            "      <td>-0.11894</td>\n",
                            "      <td>0.048672</td>\n",
                            "      <td>17.6311</td>\n",
                            "      <td>0</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>9212</th>\n",
                            "      <td>0.987593</td>\n",
                            "      <td>-0.079</td>\n",
                            "      <td>-0.311</td>\n",
                            "      <td>1.872</td>\n",
                            "      <td>-0.315</td>\n",
                            "      <td>-0.048</td>\n",
                            "      <td>1.659</td>\n",
                            "      <td>10.32620</td>\n",
                            "      <td>-0.057</td>\n",
                            "      <td>413.026</td>\n",
                            "      <td>-0.725</td>\n",
                            "      <td>1.08257</td>\n",
                            "      <td>26.0</td>\n",
                            "      <td>0.004003</td>\n",
                            "      <td>-0.278</td>\n",
                            "      <td>28096.0</td>\n",
                            "      <td>-0.253</td>\n",
                            "      <td>-0.062</td>\n",
                            "      <td>1.049323</td>\n",
                            "      <td>0.999516</td>\n",
                            "      <td>90.236740</td>\n",
                            "      <td>75.4889</td>\n",
                            "      <td>-0.327</td>\n",
                            "      <td>856.0</td>\n",
                            "      <td>-0.005262</td>\n",
                            "      <td>0.00076</td>\n",
                            "      <td>0.803161</td>\n",
                            "      <td>-0.186</td>\n",
                            "      <td>-0.100</td>\n",
                            "      <td>-0.010</td>\n",
                            "      <td>-0.201</td>\n",
                            "      <td>0.003417</td>\n",
                            "      <td>0.66886</td>\n",
                            "      <td>-0.010</td>\n",
                            "      <td>-0.014</td>\n",
                            "      <td>3070.85</td>\n",
                            "      <td>0.256</td>\n",
                            "      <td>-0.056</td>\n",
                            "      <td>-0.324</td>\n",
                            "      <td>-0.407</td>\n",
                            "      <td>0.687433</td>\n",
                            "      <td>-1.369</td>\n",
                            "      <td>95.5049</td>\n",
                            "      <td>-0.298</td>\n",
                            "      <td>-0.242</td>\n",
                            "      <td>-0.036</td>\n",
                            "      <td>-0.179</td>\n",
                            "      <td>-16.0489</td>\n",
                            "      <td>106.6850</td>\n",
                            "      <td>1.49080</td>\n",
                            "      <td>676.897</td>\n",
                            "      <td>-0.023</td>\n",
                            "      <td>-0.029</td>\n",
                            "      <td>-0.107</td>\n",
                            "      <td>0.179233</td>\n",
                            "      <td>0.78</td>\n",
                            "      <td>446.250</td>\n",
                            "      <td>-0.274</td>\n",
                            "      <td>4953.42</td>\n",
                            "      <td>-0.036</td>\n",
                            "      <td>105.7220</td>\n",
                            "      <td>0.995983</td>\n",
                            "      <td>-0.00114</td>\n",
                            "      <td>-1.189</td>\n",
                            "      <td>0.0</td>\n",
                            "      <td>0.006862</td>\n",
                            "      <td>67236.6</td>\n",
                            "      <td>0.01026</td>\n",
                            "      <td>1.923</td>\n",
                            "      <td>3.43688</td>\n",
                            "      <td>0.000535</td>\n",
                            "      <td>0.180568</td>\n",
                            "      <td>-0.438</td>\n",
                            "      <td>-171.120</td>\n",
                            "      <td>-0.01143</td>\n",
                            "      <td>-0.173902</td>\n",
                            "      <td>-0.00152</td>\n",
                            "      <td>-0.00658</td>\n",
                            "      <td>-1.964495</td>\n",
                            "      <td>4607.61</td>\n",
                            "      <td>0.003442</td>\n",
                            "      <td>1.431</td>\n",
                            "      <td>-0.11285</td>\n",
                            "      <td>1.21134</td>\n",
                            "      <td>-0.369</td>\n",
                            "      <td>1.045933</td>\n",
                            "      <td>-0.039</td>\n",
                            "      <td>21.7875</td>\n",
                            "      <td>0.03277</td>\n",
                            "      <td>0.003812</td>\n",
                            "      <td>3025.90</td>\n",
                            "      <td>0.02986</td>\n",
                            "      <td>856.0</td>\n",
                            "      <td>0.480998</td>\n",
                            "      <td>-0.218</td>\n",
                            "      <td>1.0</td>\n",
                            "      <td>-0.12467</td>\n",
                            "      <td>3.11083</td>\n",
                            "      <td>-0.476041</td>\n",
                            "      <td>0.000000</td>\n",
                            "      <td>0.186473</td>\n",
                            "      <td>1.49572</td>\n",
                            "      <td>-0.016</td>\n",
                            "      <td>3.08835</td>\n",
                            "      <td>-0.00831</td>\n",
                            "      <td>-0.18338</td>\n",
                            "      <td>-0.127860</td>\n",
                            "      <td>-0.12620</td>\n",
                            "      <td>176.189</td>\n",
                            "      <td>1898.64</td>\n",
                            "      <td>-0.211</td>\n",
                            "      <td>3.45682</td>\n",
                            "      <td>52.0</td>\n",
                            "      <td>6.0</td>\n",
                            "      <td>-0.030</td>\n",
                            "      <td>-0.069</td>\n",
                            "      <td>-0.00513</td>\n",
                            "      <td>-0.086</td>\n",
                            "      <td>1.15322</td>\n",
                            "      <td>21.8117</td>\n",
                            "      <td>1.08224</td>\n",
                            "      <td>-0.008042</td>\n",
                            "      <td>-0.162</td>\n",
                            "      <td>0.606</td>\n",
                            "      <td>0.007345</td>\n",
                            "      <td>6826.55</td>\n",
                            "      <td>1.21407</td>\n",
                            "      <td>1517.0</td>\n",
                            "      <td>1.09559</td>\n",
                            "      <td>0.196962</td>\n",
                            "      <td>0.004564</td>\n",
                            "      <td>-0.978</td>\n",
                            "      <td>0.474</td>\n",
                            "      <td>-0.051</td>\n",
                            "      <td>1.08186</td>\n",
                            "      <td>-0.036</td>\n",
                            "      <td>0.007613</td>\n",
                            "      <td>-0.472594</td>\n",
                            "      <td>0.481570</td>\n",
                            "      <td>-0.075</td>\n",
                            "      <td>66663.0</td>\n",
                            "      <td>1.107</td>\n",
                            "      <td>739.1</td>\n",
                            "      <td>-0.010</td>\n",
                            "      <td>0.052839</td>\n",
                            "      <td>-16.942</td>\n",
                            "      <td>1.029442</td>\n",
                            "      <td>-0.18499</td>\n",
                            "      <td>-0.12581</td>\n",
                            "      <td>0.055889</td>\n",
                            "      <td>17.5725</td>\n",
                            "      <td>0</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>9213</th>\n",
                            "      <td>1.105520</td>\n",
                            "      <td>-0.285</td>\n",
                            "      <td>-0.298</td>\n",
                            "      <td>-0.776</td>\n",
                            "      <td>3.256</td>\n",
                            "      <td>-0.118</td>\n",
                            "      <td>-0.314</td>\n",
                            "      <td>9.40904</td>\n",
                            "      <td>2.360</td>\n",
                            "      <td>421.963</td>\n",
                            "      <td>-0.715</td>\n",
                            "      <td>2.01591</td>\n",
                            "      <td>2.0</td>\n",
                            "      <td>0.009914</td>\n",
                            "      <td>-0.292</td>\n",
                            "      <td>16166.0</td>\n",
                            "      <td>-0.284</td>\n",
                            "      <td>-0.102</td>\n",
                            "      <td>-0.040276</td>\n",
                            "      <td>1.001490</td>\n",
                            "      <td>108.349979</td>\n",
                            "      <td>72.6035</td>\n",
                            "      <td>-0.520</td>\n",
                            "      <td>713.0</td>\n",
                            "      <td>-0.000685</td>\n",
                            "      <td>-0.00458</td>\n",
                            "      <td>0.796757</td>\n",
                            "      <td>-0.090</td>\n",
                            "      <td>-0.023</td>\n",
                            "      <td>-0.228</td>\n",
                            "      <td>-0.107</td>\n",
                            "      <td>0.003476</td>\n",
                            "      <td>0.65890</td>\n",
                            "      <td>-0.560</td>\n",
                            "      <td>-0.055</td>\n",
                            "      <td>3708.76</td>\n",
                            "      <td>0.385</td>\n",
                            "      <td>-0.063</td>\n",
                            "      <td>0.140</td>\n",
                            "      <td>1.173</td>\n",
                            "      <td>0.436327</td>\n",
                            "      <td>0.211</td>\n",
                            "      <td>92.9934</td>\n",
                            "      <td>0.938</td>\n",
                            "      <td>-0.481</td>\n",
                            "      <td>1.168</td>\n",
                            "      <td>-0.105</td>\n",
                            "      <td>-18.3649</td>\n",
                            "      <td>95.0952</td>\n",
                            "      <td>1.50014</td>\n",
                            "      <td>969.954</td>\n",
                            "      <td>0.761</td>\n",
                            "      <td>-0.042</td>\n",
                            "      <td>-0.110</td>\n",
                            "      <td>0.179723</td>\n",
                            "      <td>9.88</td>\n",
                            "      <td>431.670</td>\n",
                            "      <td>1.005</td>\n",
                            "      <td>5355.90</td>\n",
                            "      <td>-0.025</td>\n",
                            "      <td>94.4379</td>\n",
                            "      <td>0.993425</td>\n",
                            "      <td>-0.00106</td>\n",
                            "      <td>1.053</td>\n",
                            "      <td>0.0</td>\n",
                            "      <td>0.011630</td>\n",
                            "      <td>66036.8</td>\n",
                            "      <td>0.00900</td>\n",
                            "      <td>0.170</td>\n",
                            "      <td>3.46461</td>\n",
                            "      <td>0.012703</td>\n",
                            "      <td>0.179533</td>\n",
                            "      <td>-0.312</td>\n",
                            "      <td>-174.562</td>\n",
                            "      <td>-0.01152</td>\n",
                            "      <td>0.312439</td>\n",
                            "      <td>-0.00144</td>\n",
                            "      <td>-0.00836</td>\n",
                            "      <td>0.729590</td>\n",
                            "      <td>5188.04</td>\n",
                            "      <td>0.008550</td>\n",
                            "      <td>-0.258</td>\n",
                            "      <td>-0.06022</td>\n",
                            "      <td>1.17962</td>\n",
                            "      <td>0.797</td>\n",
                            "      <td>-1.643214</td>\n",
                            "      <td>-0.023</td>\n",
                            "      <td>21.6184</td>\n",
                            "      <td>-0.02582</td>\n",
                            "      <td>0.008008</td>\n",
                            "      <td>3213.62</td>\n",
                            "      <td>-0.02680</td>\n",
                            "      <td>713.0</td>\n",
                            "      <td>0.482905</td>\n",
                            "      <td>-0.272</td>\n",
                            "      <td>2.0</td>\n",
                            "      <td>-0.12950</td>\n",
                            "      <td>3.10191</td>\n",
                            "      <td>-0.500992</td>\n",
                            "      <td>0.004004</td>\n",
                            "      <td>0.177965</td>\n",
                            "      <td>1.51171</td>\n",
                            "      <td>-0.029</td>\n",
                            "      <td>3.11004</td>\n",
                            "      <td>0.00460</td>\n",
                            "      <td>-0.18590</td>\n",
                            "      <td>-0.111053</td>\n",
                            "      <td>-0.12950</td>\n",
                            "      <td>175.574</td>\n",
                            "      <td>2168.18</td>\n",
                            "      <td>-0.476</td>\n",
                            "      <td>3.49328</td>\n",
                            "      <td>43.0</td>\n",
                            "      <td>14.0</td>\n",
                            "      <td>-0.045</td>\n",
                            "      <td>-0.054</td>\n",
                            "      <td>0.00698</td>\n",
                            "      <td>-0.073</td>\n",
                            "      <td>1.15156</td>\n",
                            "      <td>21.6292</td>\n",
                            "      <td>1.08126</td>\n",
                            "      <td>-0.003818</td>\n",
                            "      <td>-0.169</td>\n",
                            "      <td>-0.016</td>\n",
                            "      <td>-0.096047</td>\n",
                            "      <td>6480.90</td>\n",
                            "      <td>1.18651</td>\n",
                            "      <td>2890.0</td>\n",
                            "      <td>1.09651</td>\n",
                            "      <td>0.199923</td>\n",
                            "      <td>-0.000756</td>\n",
                            "      <td>0.212</td>\n",
                            "      <td>0.910</td>\n",
                            "      <td>-0.040</td>\n",
                            "      <td>1.08145</td>\n",
                            "      <td>-0.061</td>\n",
                            "      <td>0.009548</td>\n",
                            "      <td>-0.606958</td>\n",
                            "      <td>0.482524</td>\n",
                            "      <td>-0.347</td>\n",
                            "      <td>65184.3</td>\n",
                            "      <td>0.557</td>\n",
                            "      <td>574.8</td>\n",
                            "      <td>-0.023</td>\n",
                            "      <td>0.045526</td>\n",
                            "      <td>-27.161</td>\n",
                            "      <td>-1.684187</td>\n",
                            "      <td>-0.19031</td>\n",
                            "      <td>-0.12950</td>\n",
                            "      <td>0.042666</td>\n",
                            "      <td>17.4583</td>\n",
                            "      <td>0</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>9214</th>\n",
                            "      <td>1.654976</td>\n",
                            "      <td>-0.198</td>\n",
                            "      <td>-0.312</td>\n",
                            "      <td>1.525</td>\n",
                            "      <td>-0.212</td>\n",
                            "      <td>-0.132</td>\n",
                            "      <td>-0.263</td>\n",
                            "      <td>11.71050</td>\n",
                            "      <td>-0.040</td>\n",
                            "      <td>434.338</td>\n",
                            "      <td>-0.624</td>\n",
                            "      <td>1.14592</td>\n",
                            "      <td>7.0</td>\n",
                            "      <td>0.022510</td>\n",
                            "      <td>-0.295</td>\n",
                            "      <td>29645.0</td>\n",
                            "      <td>-0.307</td>\n",
                            "      <td>-0.084</td>\n",
                            "      <td>-0.594829</td>\n",
                            "      <td>1.000570</td>\n",
                            "      <td>106.184327</td>\n",
                            "      <td>72.6317</td>\n",
                            "      <td>-0.439</td>\n",
                            "      <td>48.0</td>\n",
                            "      <td>0.001612</td>\n",
                            "      <td>-0.00687</td>\n",
                            "      <td>0.799222</td>\n",
                            "      <td>-0.234</td>\n",
                            "      <td>-0.122</td>\n",
                            "      <td>-0.040</td>\n",
                            "      <td>-0.171</td>\n",
                            "      <td>0.003592</td>\n",
                            "      <td>0.67762</td>\n",
                            "      <td>-0.040</td>\n",
                            "      <td>-0.066</td>\n",
                            "      <td>3135.18</td>\n",
                            "      <td>1.299</td>\n",
                            "      <td>-0.051</td>\n",
                            "      <td>0.685</td>\n",
                            "      <td>-0.527</td>\n",
                            "      <td>-0.175584</td>\n",
                            "      <td>0.827</td>\n",
                            "      <td>93.7922</td>\n",
                            "      <td>-0.305</td>\n",
                            "      <td>-0.179</td>\n",
                            "      <td>-0.055</td>\n",
                            "      <td>-0.120</td>\n",
                            "      <td>-21.7777</td>\n",
                            "      <td>80.7273</td>\n",
                            "      <td>1.49054</td>\n",
                            "      <td>732.036</td>\n",
                            "      <td>0.430</td>\n",
                            "      <td>-0.045</td>\n",
                            "      <td>-0.074</td>\n",
                            "      <td>0.180422</td>\n",
                            "      <td>-5.66</td>\n",
                            "      <td>452.636</td>\n",
                            "      <td>-0.341</td>\n",
                            "      <td>5535.67</td>\n",
                            "      <td>-0.032</td>\n",
                            "      <td>79.7800</td>\n",
                            "      <td>0.995981</td>\n",
                            "      <td>-0.00558</td>\n",
                            "      <td>-0.577</td>\n",
                            "      <td>0.0</td>\n",
                            "      <td>0.019077</td>\n",
                            "      <td>67214.2</td>\n",
                            "      <td>0.00046</td>\n",
                            "      <td>-0.129</td>\n",
                            "      <td>3.43388</td>\n",
                            "      <td>-0.001381</td>\n",
                            "      <td>0.179469</td>\n",
                            "      <td>-0.436</td>\n",
                            "      <td>-183.961</td>\n",
                            "      <td>-0.01015</td>\n",
                            "      <td>-0.082793</td>\n",
                            "      <td>-0.00520</td>\n",
                            "      <td>0.00575</td>\n",
                            "      <td>-1.679676</td>\n",
                            "      <td>5461.62</td>\n",
                            "      <td>-0.013086</td>\n",
                            "      <td>-0.410</td>\n",
                            "      <td>-0.10752</td>\n",
                            "      <td>1.20078</td>\n",
                            "      <td>0.146</td>\n",
                            "      <td>0.135818</td>\n",
                            "      <td>-0.065</td>\n",
                            "      <td>20.8889</td>\n",
                            "      <td>-0.02023</td>\n",
                            "      <td>0.001908</td>\n",
                            "      <td>2976.63</td>\n",
                            "      <td>-0.00228</td>\n",
                            "      <td>48.0</td>\n",
                            "      <td>0.477049</td>\n",
                            "      <td>-0.384</td>\n",
                            "      <td>2.0</td>\n",
                            "      <td>-0.11501</td>\n",
                            "      <td>3.09899</td>\n",
                            "      <td>-0.233331</td>\n",
                            "      <td>0.003052</td>\n",
                            "      <td>0.183063</td>\n",
                            "      <td>1.50291</td>\n",
                            "      <td>-0.040</td>\n",
                            "      <td>3.09470</td>\n",
                            "      <td>-0.00629</td>\n",
                            "      <td>-0.18440</td>\n",
                            "      <td>-0.114504</td>\n",
                            "      <td>-0.11577</td>\n",
                            "      <td>183.842</td>\n",
                            "      <td>2152.04</td>\n",
                            "      <td>-0.404</td>\n",
                            "      <td>3.46267</td>\n",
                            "      <td>17.5</td>\n",
                            "      <td>7.0</td>\n",
                            "      <td>-0.052</td>\n",
                            "      <td>-0.048</td>\n",
                            "      <td>0.01143</td>\n",
                            "      <td>-0.178</td>\n",
                            "      <td>1.15668</td>\n",
                            "      <td>20.8449</td>\n",
                            "      <td>1.08098</td>\n",
                            "      <td>-0.005102</td>\n",
                            "      <td>-0.243</td>\n",
                            "      <td>-0.315</td>\n",
                            "      <td>-0.429679</td>\n",
                            "      <td>6812.55</td>\n",
                            "      <td>1.19242</td>\n",
                            "      <td>1481.0</td>\n",
                            "      <td>1.09699</td>\n",
                            "      <td>0.202917</td>\n",
                            "      <td>0.004476</td>\n",
                            "      <td>-0.627</td>\n",
                            "      <td>0.251</td>\n",
                            "      <td>-0.035</td>\n",
                            "      <td>1.08098</td>\n",
                            "      <td>-0.058</td>\n",
                            "      <td>-0.004571</td>\n",
                            "      <td>-0.433165</td>\n",
                            "      <td>0.480290</td>\n",
                            "      <td>-0.096</td>\n",
                            "      <td>66808.3</td>\n",
                            "      <td>1.389</td>\n",
                            "      <td>592.9</td>\n",
                            "      <td>-0.079</td>\n",
                            "      <td>0.057994</td>\n",
                            "      <td>1.649</td>\n",
                            "      <td>0.103819</td>\n",
                            "      <td>-0.18495</td>\n",
                            "      <td>-0.11653</td>\n",
                            "      <td>0.055514</td>\n",
                            "      <td>16.9736</td>\n",
                            "      <td>0</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>9215</th>\n",
                            "      <td>-0.059836</td>\n",
                            "      <td>-0.119</td>\n",
                            "      <td>-0.217</td>\n",
                            "      <td>1.873</td>\n",
                            "      <td>-0.341</td>\n",
                            "      <td>-0.299</td>\n",
                            "      <td>-0.299</td>\n",
                            "      <td>11.37950</td>\n",
                            "      <td>-0.056</td>\n",
                            "      <td>437.368</td>\n",
                            "      <td>-0.450</td>\n",
                            "      <td>1.94171</td>\n",
                            "      <td>5.0</td>\n",
                            "      <td>0.009535</td>\n",
                            "      <td>-0.302</td>\n",
                            "      <td>30182.0</td>\n",
                            "      <td>-0.253</td>\n",
                            "      <td>-0.104</td>\n",
                            "      <td>0.211211</td>\n",
                            "      <td>1.001790</td>\n",
                            "      <td>92.474722</td>\n",
                            "      <td>74.1251</td>\n",
                            "      <td>-0.390</td>\n",
                            "      <td>47.0</td>\n",
                            "      <td>0.000377</td>\n",
                            "      <td>-0.00762</td>\n",
                            "      <td>0.800818</td>\n",
                            "      <td>-0.216</td>\n",
                            "      <td>-0.050</td>\n",
                            "      <td>-0.008</td>\n",
                            "      <td>-0.121</td>\n",
                            "      <td>0.008145</td>\n",
                            "      <td>0.66348</td>\n",
                            "      <td>-0.008</td>\n",
                            "      <td>-0.178</td>\n",
                            "      <td>3498.79</td>\n",
                            "      <td>0.983</td>\n",
                            "      <td>-0.060</td>\n",
                            "      <td>-0.291</td>\n",
                            "      <td>1.156</td>\n",
                            "      <td>-0.433605</td>\n",
                            "      <td>0.536</td>\n",
                            "      <td>95.0859</td>\n",
                            "      <td>-0.477</td>\n",
                            "      <td>-0.376</td>\n",
                            "      <td>-0.026</td>\n",
                            "      <td>-0.157</td>\n",
                            "      <td>-19.2722</td>\n",
                            "      <td>59.8801</td>\n",
                            "      <td>1.49150</td>\n",
                            "      <td>1050.170</td>\n",
                            "      <td>-0.277</td>\n",
                            "      <td>-0.028</td>\n",
                            "      <td>-0.146</td>\n",
                            "      <td>0.179996</td>\n",
                            "      <td>-94.54</td>\n",
                            "      <td>460.789</td>\n",
                            "      <td>-0.310</td>\n",
                            "      <td>6289.89</td>\n",
                            "      <td>-0.029</td>\n",
                            "      <td>59.6269</td>\n",
                            "      <td>0.994779</td>\n",
                            "      <td>-0.00286</td>\n",
                            "      <td>-0.745</td>\n",
                            "      <td>0.0</td>\n",
                            "      <td>0.010488</td>\n",
                            "      <td>68449.4</td>\n",
                            "      <td>0.00455</td>\n",
                            "      <td>-0.303</td>\n",
                            "      <td>3.46998</td>\n",
                            "      <td>0.006148</td>\n",
                            "      <td>0.180949</td>\n",
                            "      <td>1.236</td>\n",
                            "      <td>-186.782</td>\n",
                            "      <td>-0.01213</td>\n",
                            "      <td>-3.030806</td>\n",
                            "      <td>-0.00362</td>\n",
                            "      <td>-0.00672</td>\n",
                            "      <td>-0.060113</td>\n",
                            "      <td>6249.91</td>\n",
                            "      <td>0.005233</td>\n",
                            "      <td>-0.375</td>\n",
                            "      <td>-0.11205</td>\n",
                            "      <td>1.19233</td>\n",
                            "      <td>-0.580</td>\n",
                            "      <td>0.306994</td>\n",
                            "      <td>-0.027</td>\n",
                            "      <td>20.6563</td>\n",
                            "      <td>-0.01706</td>\n",
                            "      <td>0.004386</td>\n",
                            "      <td>3279.57</td>\n",
                            "      <td>-0.02594</td>\n",
                            "      <td>47.0</td>\n",
                            "      <td>0.478783</td>\n",
                            "      <td>-0.255</td>\n",
                            "      <td>2.0</td>\n",
                            "      <td>-0.11071</td>\n",
                            "      <td>3.10842</td>\n",
                            "      <td>-0.224902</td>\n",
                            "      <td>-0.000763</td>\n",
                            "      <td>0.237847</td>\n",
                            "      <td>1.49894</td>\n",
                            "      <td>-0.010</td>\n",
                            "      <td>3.09046</td>\n",
                            "      <td>-0.00137</td>\n",
                            "      <td>-0.18350</td>\n",
                            "      <td>-0.110443</td>\n",
                            "      <td>-0.10995</td>\n",
                            "      <td>190.015</td>\n",
                            "      <td>2536.34</td>\n",
                            "      <td>-0.295</td>\n",
                            "      <td>3.47708</td>\n",
                            "      <td>9.0</td>\n",
                            "      <td>11.0</td>\n",
                            "      <td>-0.017</td>\n",
                            "      <td>-0.086</td>\n",
                            "      <td>0.00104</td>\n",
                            "      <td>-0.084</td>\n",
                            "      <td>1.16579</td>\n",
                            "      <td>20.6142</td>\n",
                            "      <td>1.08131</td>\n",
                            "      <td>-0.005791</td>\n",
                            "      <td>-0.191</td>\n",
                            "      <td>-0.259</td>\n",
                            "      <td>-1.584696</td>\n",
                            "      <td>6928.83</td>\n",
                            "      <td>1.18550</td>\n",
                            "      <td>1888.0</td>\n",
                            "      <td>1.09560</td>\n",
                            "      <td>0.195431</td>\n",
                            "      <td>0.004191</td>\n",
                            "      <td>-0.216</td>\n",
                            "      <td>0.088</td>\n",
                            "      <td>-0.038</td>\n",
                            "      <td>1.08131</td>\n",
                            "      <td>-0.022</td>\n",
                            "      <td>0.007742</td>\n",
                            "      <td>-0.391345</td>\n",
                            "      <td>0.482022</td>\n",
                            "      <td>-0.062</td>\n",
                            "      <td>68451.0</td>\n",
                            "      <td>2.313</td>\n",
                            "      <td>734.0</td>\n",
                            "      <td>-0.008</td>\n",
                            "      <td>0.055339</td>\n",
                            "      <td>12.693</td>\n",
                            "      <td>0.922945</td>\n",
                            "      <td>-0.17675</td>\n",
                            "      <td>-0.10995</td>\n",
                            "      <td>0.057437</td>\n",
                            "      <td>17.0189</td>\n",
                            "      <td>0</td>\n",
                            "    </tr>\n",
                            "  </tbody>\n",
                            "</table>\n",
                            "<p>9216 rows × 152 columns</p>\n",
                            "</div>"
                        ],
                        "text/plain": [
                            "             0      1      2      3      4      5      6         7      8  \\\n",
                            "0     0.613817 -0.145 -0.291  0.509 -0.312 -0.076 -0.318   9.99638 -0.046   \n",
                            "1    -0.986000 -0.143  1.017 -0.505 -0.407 -0.128 -0.332  11.09550 -0.051   \n",
                            "2    -0.662374 -0.107 -0.303 -1.310 -0.316 -0.240 -0.233  10.50750 -0.046   \n",
                            "3     0.575424 -0.152 -0.254 -1.293  6.015 -0.185 -0.233  10.57420 -0.059   \n",
                            "4    -0.318813 -0.163 -0.261 -0.343 -0.240 -0.203 -0.306   9.65562 -0.040   \n",
                            "...        ...    ...    ...    ...    ...    ...    ...       ...    ...   \n",
                            "9211 -0.649628 -0.086 -0.220  0.545  1.035 -0.212 -0.269   9.74256 -0.078   \n",
                            "9212  0.987593 -0.079 -0.311  1.872 -0.315 -0.048  1.659  10.32620 -0.057   \n",
                            "9213  1.105520 -0.285 -0.298 -0.776  3.256 -0.118 -0.314   9.40904  2.360   \n",
                            "9214  1.654976 -0.198 -0.312  1.525 -0.212 -0.132 -0.263  11.71050 -0.040   \n",
                            "9215 -0.059836 -0.119 -0.217  1.873 -0.341 -0.299 -0.299  11.37950 -0.056   \n",
                            "\n",
                            "            9     10       11    12        13     14       15     16     17  \\\n",
                            "0     430.277 -0.630  1.12620   4.0  0.006484 -0.322  24777.0 -0.422 -0.096   \n",
                            "1     441.263  0.307  1.75124   0.0 -0.001905  1.500  23863.0 -0.058 -0.241   \n",
                            "2     479.883 -0.641  1.06439   0.0 -0.000763 -0.328  22010.0 -0.096 -0.152   \n",
                            "3     446.017 -0.569  1.05240   8.0  0.004958 -0.333  34480.0 -0.235 -0.120   \n",
                            "4     446.089  1.594  1.22807   3.0  0.004959  1.207  33583.0 -0.217 -0.110   \n",
                            "...       ...    ...      ...   ...       ...    ...      ...    ...    ...   \n",
                            "9211  421.545 -0.744  1.00795   0.0  0.004577 -0.306  29895.0 -0.133 -0.139   \n",
                            "9212  413.026 -0.725  1.08257  26.0  0.004003 -0.278  28096.0 -0.253 -0.062   \n",
                            "9213  421.963 -0.715  2.01591   2.0  0.009914 -0.292  16166.0 -0.284 -0.102   \n",
                            "9214  434.338 -0.624  1.14592   7.0  0.022510 -0.295  29645.0 -0.307 -0.084   \n",
                            "9215  437.368 -0.450  1.94171   5.0  0.009535 -0.302  30182.0 -0.253 -0.104   \n",
                            "\n",
                            "            18        19          20       21     22      23        24  \\\n",
                            "0    -0.035372  1.001030   84.041479  76.0649 -0.349    26.0  0.003383   \n",
                            "1    -0.598024  1.000600  141.047169  72.9935 -0.600  5085.0  0.001804   \n",
                            "2     1.766096  1.000370  132.808557  75.5345  3.029   133.0 -0.005231   \n",
                            "3     1.215797  0.998861   74.267123  72.4616 -0.539  6899.0 -0.000332   \n",
                            "4    -0.963766  0.998270  132.808557  74.9354  0.843    81.0 -0.000976   \n",
                            "...        ...       ...         ...      ...    ...     ...       ...   \n",
                            "9211  0.461204  0.998110   69.575485  75.0498 -0.424   198.0 -0.001139   \n",
                            "9212  1.049323  0.999516   90.236740  75.4889 -0.327   856.0 -0.005262   \n",
                            "9213 -0.040276  1.001490  108.349979  72.6035 -0.520   713.0 -0.000685   \n",
                            "9214 -0.594829  1.000570  106.184327  72.6317 -0.439    48.0  0.001612   \n",
                            "9215  0.211211  1.001790   92.474722  74.1251 -0.390    47.0  0.000377   \n",
                            "\n",
                            "           25        26     27     28     29     30        31       32     33  \\\n",
                            "0    -0.00228  0.797576 -0.212 -0.096 -0.037 -0.181  0.003449  0.65919 -0.037   \n",
                            "1    -0.00077  0.798611 -0.187 -0.088 -0.024 -0.144  0.004224  0.67869 -0.024   \n",
                            "2    -0.00305  0.802798 -0.139 -0.063 -0.003 -0.129  0.005049  0.67379 -0.003   \n",
                            "3     0.00076  0.802457 -0.159 -0.038 -0.006 -0.067  0.003304  0.66960 -0.006   \n",
                            "4    -0.00992  0.800464 -0.228 -0.081 -0.002 -0.162  0.003839  0.69363 -0.002   \n",
                            "...       ...       ...    ...    ...    ...    ...       ...      ...    ...   \n",
                            "9211 -0.00839  0.797672 -0.193 -0.069 -0.012 -0.178  0.004144  0.63725 -0.012   \n",
                            "9212  0.00076  0.803161 -0.186 -0.100 -0.010 -0.201  0.003417  0.66886 -0.010   \n",
                            "9213 -0.00458  0.796757 -0.090 -0.023 -0.228 -0.107  0.003476  0.65890 -0.560   \n",
                            "9214 -0.00687  0.799222 -0.234 -0.122 -0.040 -0.171  0.003592  0.67762 -0.040   \n",
                            "9215 -0.00762  0.800818 -0.216 -0.050 -0.008 -0.121  0.008145  0.66348 -0.008   \n",
                            "\n",
                            "         34       35     36     37     38     39        40     41       42  \\\n",
                            "0    -0.047  3017.92  0.089 -0.068  0.696 -0.486  0.156430  0.528  97.7977   \n",
                            "1    -0.059  3319.73  0.874  2.315 -0.018 -0.352  1.083932  0.853  93.3859   \n",
                            "2    -0.103  3092.93  0.534 -0.066  0.669 -0.304 -0.697806  0.658  96.1348   \n",
                            "3    -0.066  3044.30  0.283 -0.057 -1.895 -0.431 -0.145741  0.608  93.8186   \n",
                            "4    -0.077  3010.41  1.071 -0.066 -0.423 -0.432  0.806302  0.581  94.3842   \n",
                            "...     ...      ...    ...    ...    ...    ...       ...    ...      ...   \n",
                            "9211 -0.081  3050.14  1.178 -0.075  1.601 -0.352 -0.119504  0.656  95.4313   \n",
                            "9212 -0.014  3070.85  0.256 -0.056 -0.324 -0.407  0.687433 -1.369  95.5049   \n",
                            "9213 -0.055  3708.76  0.385 -0.063  0.140  1.173  0.436327  0.211  92.9934   \n",
                            "9214 -0.066  3135.18  1.299 -0.051  0.685 -0.527 -0.175584  0.827  93.7922   \n",
                            "9215 -0.178  3498.79  0.983 -0.060 -0.291  1.156 -0.433605  0.536  95.0859   \n",
                            "\n",
                            "         43     44     45     46       47        48       49        50     51  \\\n",
                            "0     1.270 -0.209 -0.067 -0.157 -17.2533   90.0113  1.50441   643.496  1.201   \n",
                            "1     1.096 -0.323 -0.043 -0.102 -16.2884   82.7565  1.50612   906.711 -1.061   \n",
                            "2     5.968  6.004 -0.027 -0.140 -19.0619  101.4270  1.50488   672.256 -0.129   \n",
                            "3    -0.587 -0.503 -0.029 -0.156 -19.0376  106.1070  1.48859   684.340 -0.107   \n",
                            "4     3.171  3.883 -0.030 -0.118 -18.6548   84.7872  1.51207   658.957 -0.261   \n",
                            "...     ...    ...    ...    ...      ...       ...      ...       ...    ...   \n",
                            "9211  0.873 -0.290 -0.045  1.479 -18.0015  117.1760  1.50582   633.278 -0.698   \n",
                            "9212 -0.298 -0.242 -0.036 -0.179 -16.0489  106.6850  1.49080   676.897 -0.023   \n",
                            "9213  0.938 -0.481  1.168 -0.105 -18.3649   95.0952  1.50014   969.954  0.761   \n",
                            "9214 -0.305 -0.179 -0.055 -0.120 -21.7777   80.7273  1.49054   732.036  0.430   \n",
                            "9215 -0.477 -0.376 -0.026 -0.157 -19.2722   59.8801  1.49150  1050.170 -0.277   \n",
                            "\n",
                            "         52     53        54      55       56     57       58     59  \\\n",
                            "0    -0.085 -0.103  0.181622    4.19  449.947  0.996  4699.47 -0.031   \n",
                            "1    -0.052 -0.069  0.180358    9.21  471.907 -0.152  5513.65 -0.026   \n",
                            "2    -0.030 -0.082  0.180211   14.72  505.147 -0.182  5342.04 -0.029   \n",
                            "3    -0.021 -0.087  0.181003 -166.21  465.044 -0.198  5309.22 -0.033   \n",
                            "4    -0.033 -0.093  0.179245   -3.06  484.817 -0.234  5022.71 -0.031   \n",
                            "...     ...    ...       ...     ...      ...    ...      ...    ...   \n",
                            "9211 -0.032 -0.124  0.179750  -67.09  459.788 -0.199  4776.53 -0.029   \n",
                            "9212 -0.029 -0.107  0.179233    0.78  446.250 -0.274  4953.42 -0.036   \n",
                            "9213 -0.042 -0.110  0.179723    9.88  431.670  1.005  5355.90 -0.025   \n",
                            "9214 -0.045 -0.074  0.180422   -5.66  452.636 -0.341  5535.67 -0.032   \n",
                            "9215 -0.028 -0.146  0.179996  -94.54  460.789 -0.310  6289.89 -0.029   \n",
                            "\n",
                            "            60        61       62     63   64        65       66       67  \\\n",
                            "0      89.0503  0.997072 -0.00353 -1.883  0.0  0.004386  66169.3  0.00517   \n",
                            "1      81.7846  0.995098 -0.00305  1.241  0.0 -0.000381  67736.3  0.00771   \n",
                            "2     100.7590  0.996309 -0.00290  0.767  0.0  0.004956  66466.7  0.00171   \n",
                            "3     104.5790  0.996165 -0.00287  1.308  0.0  0.004767  66310.9  0.00000   \n",
                            "4      83.8737  0.996264 -0.00115 -0.395  0.0  0.003433  65748.2 -0.00932   \n",
                            "...        ...       ...      ...    ...  ...       ...      ...      ...   \n",
                            "9211  117.5880  0.995227 -0.00351 -0.155  0.0  0.006675  66083.7  0.00257   \n",
                            "9212  105.7220  0.995983 -0.00114 -1.189  0.0  0.006862  67236.6  0.01026   \n",
                            "9213   94.4379  0.993425 -0.00106  1.053  0.0  0.011630  66036.8  0.00900   \n",
                            "9214   79.7800  0.995981 -0.00558 -0.577  0.0  0.019077  67214.2  0.00046   \n",
                            "9215   59.6269  0.994779 -0.00286 -0.745  0.0  0.010488  68449.4  0.00455   \n",
                            "\n",
                            "         68       69        70        71     72       73       74        75  \\\n",
                            "0    -0.585  3.41978 -0.009832  0.180478  1.041 -188.325  0.01122  0.216292   \n",
                            "1    -2.121  3.42496  0.008083  0.180930 -0.512 -168.883 -0.00188  0.425385   \n",
                            "2    -2.078  3.41299  0.004357  0.180020 -0.268 -189.366  0.00973  0.769673   \n",
                            "3     0.593  3.49388 -0.003869  0.181194 -0.498 -213.689  0.00324 -7.844501   \n",
                            "4    -0.254  3.43397 -0.005733  0.180198  1.461 -190.055 -0.00059 -0.130106   \n",
                            "...     ...      ...       ...       ...    ...      ...      ...       ...   \n",
                            "9211 -1.885  3.49089 -0.002775  0.180131 -0.449 -186.255 -0.00221 -3.263023   \n",
                            "9212  1.923  3.43688  0.000535  0.180568 -0.438 -171.120 -0.01143 -0.173902   \n",
                            "9213  0.170  3.46461  0.012703  0.179533 -0.312 -174.562 -0.01152  0.312439   \n",
                            "9214 -0.129  3.43388 -0.001381  0.179469 -0.436 -183.961 -0.01015 -0.082793   \n",
                            "9215 -0.303  3.46998  0.006148  0.180949  1.236 -186.782 -0.01213 -3.030806   \n",
                            "\n",
                            "           76       77        78       79        80     81       82       83  \\\n",
                            "0    -0.00468  0.00246 -0.814167  4510.83  0.008212 -0.339 -0.11438  1.19138   \n",
                            "1    -0.00343  0.00603 -0.537562  5324.67 -0.009884 -0.405 -0.12121  1.21339   \n",
                            "2    -0.00252  0.00342 -3.099749  4881.61 -0.008169  1.452 -0.10224  1.19283   \n",
                            "3    -0.00364  0.00386  1.806006  4973.20  0.011991 -0.384 -0.11212  1.21591   \n",
                            "4    -0.00191 -0.00166 -3.099749  4947.77 -0.006019 -0.466 -0.10449  1.19632   \n",
                            "...       ...      ...       ...      ...       ...    ...      ...      ...   \n",
                            "9211 -0.00351  0.00068  2.548479  4465.53  0.005301  1.282 -0.05638  1.21400   \n",
                            "9212 -0.00152 -0.00658 -1.964495  4607.61  0.003442  1.431 -0.11285  1.21134   \n",
                            "9213 -0.00144 -0.00836  0.729590  5188.04  0.008550 -0.258 -0.06022  1.17962   \n",
                            "9214 -0.00520  0.00575 -1.679676  5461.62 -0.013086 -0.410 -0.10752  1.20078   \n",
                            "9215 -0.00362 -0.00672 -0.060113  6249.91  0.005233 -0.375 -0.11205  1.19233   \n",
                            "\n",
                            "         84        85     86       87       88        89       90       91  \\\n",
                            "0    -0.089 -1.027646 -0.074  21.8659 -0.00859  0.004005  2928.47  0.03351   \n",
                            "1    -0.192  0.326995 -0.047  21.2730 -0.01571  0.002476  3172.38 -0.02151   \n",
                            "2     0.708  0.839843 -0.019  22.2056 -0.00734  0.001525  3208.65 -0.01366   \n",
                            "3     1.186 -0.530385  2.325  22.2197 -0.03404  0.003242  3147.11  0.01198   \n",
                            "4    -0.161  0.694693 -0.042  21.6879 -0.01541  0.008011  2714.94 -0.01758   \n",
                            "...     ...       ...    ...      ...      ...       ...      ...      ...   \n",
                            "9211  0.121  0.749753 -0.027  22.5876 -0.02185 -0.000954  2944.83 -0.00590   \n",
                            "9212 -0.369  1.045933 -0.039  21.7875  0.03277  0.003812  3025.90  0.02986   \n",
                            "9213  0.797 -1.643214 -0.023  21.6184 -0.02582  0.008008  3213.62 -0.02680   \n",
                            "9214  0.146  0.135818 -0.065  20.8889 -0.02023  0.001908  2976.63 -0.00228   \n",
                            "9215 -0.580  0.306994 -0.027  20.6563 -0.01706  0.004386  3279.57 -0.02594   \n",
                            "\n",
                            "          92        93     94   95       96       97        98        99  \\\n",
                            "0       26.0  0.479018 -0.220  1.0 -0.12287  3.09772  0.048718  0.000000   \n",
                            "1     5086.0  0.483195 -0.222  2.0 -0.11663  3.10813  0.075829 -0.002095   \n",
                            "2      135.0  0.482349 -0.310  2.0 -0.12459  3.10180  1.283345  0.002288   \n",
                            "3     6921.0  0.482863 -0.312  1.0 -0.12606  3.09884  0.010443  0.003242   \n",
                            "4       83.0  0.482418 -0.315  2.0 -0.12128  3.11193  1.563964  0.007438   \n",
                            "...      ...       ...    ...  ...      ...      ...       ...       ...   \n",
                            "9211   198.0  0.481282 -0.319  3.0 -0.11932  3.11262 -0.716155 -0.000191   \n",
                            "9212   856.0  0.480998 -0.218  1.0 -0.12467  3.11083 -0.476041  0.000000   \n",
                            "9213   713.0  0.482905 -0.272  2.0 -0.12950  3.10191 -0.500992  0.004004   \n",
                            "9214    48.0  0.477049 -0.384  2.0 -0.11501  3.09899 -0.233331  0.003052   \n",
                            "9215    47.0  0.478783 -0.255  2.0 -0.11071  3.10842 -0.224902 -0.000763   \n",
                            "\n",
                            "           100      101    102      103      104      105       106      107  \\\n",
                            "0     0.168403  1.50235 -0.040  3.10795 -0.00845 -0.18769 -0.121636 -0.12326   \n",
                            "1     0.184460  1.49549 -0.029  3.08848  0.00405 -0.18448 -0.115427 -0.11625   \n",
                            "2     0.205762  1.50867 -0.019  3.09827  0.00441 -0.22378 -0.124031 -0.12497   \n",
                            "3     0.190819  1.49486 -0.010  3.10533  0.01073 -0.17754 -0.124744 -0.12568   \n",
                            "4     0.271059  1.50417 -0.003  3.09279 -0.00390 -0.18534 -0.123269 -0.12280   \n",
                            "...        ...      ...    ...      ...      ...      ...       ...      ...   \n",
                            "9211  0.197726  1.50887 -0.021  3.10002  0.00052 -0.17913 -0.118797 -0.12008   \n",
                            "9212  0.186473  1.49572 -0.016  3.08835 -0.00831 -0.18338 -0.127860 -0.12620   \n",
                            "9213  0.177965  1.51171 -0.029  3.11004  0.00460 -0.18590 -0.111053 -0.12950   \n",
                            "9214  0.183063  1.50291 -0.040  3.09470 -0.00629 -0.18440 -0.114504 -0.11577   \n",
                            "9215  0.237847  1.49894 -0.010  3.09046 -0.00137 -0.18350 -0.110443 -0.10995   \n",
                            "\n",
                            "          108      109    110      111   112   113    114    115      116  \\\n",
                            "0     174.661  1794.65 -0.294  3.42272  22.9  10.0 -0.041 -0.069  0.01142   \n",
                            "1     192.422  2268.71 -0.258  3.44966  98.1  10.0 -0.042 -0.117  0.00944   \n",
                            "2     208.436  1919.60  2.359  3.45134 -54.1   3.0 -0.029 -0.092  0.00079   \n",
                            "3     199.589  1831.01  0.955  3.45698 -23.4   0.0 -0.023 -0.057  0.01069   \n",
                            "4     213.341  1834.33 -0.227  3.47937  42.0   3.0 -0.018 -0.056 -0.00991   \n",
                            "...       ...      ...    ...      ...   ...   ...    ...    ...      ...   \n",
                            "9211  185.361  1745.10 -0.367  3.46719   5.1   1.0 -0.025 -0.084  0.00372   \n",
                            "9212  176.189  1898.64 -0.211  3.45682  52.0   6.0 -0.030 -0.069 -0.00513   \n",
                            "9213  175.574  2168.18 -0.476  3.49328  43.0  14.0 -0.045 -0.054  0.00698   \n",
                            "9214  183.842  2152.04 -0.404  3.46267  17.5   7.0 -0.052 -0.048  0.01143   \n",
                            "9215  190.015  2536.34 -0.295  3.47708   9.0  11.0 -0.017 -0.086  0.00104   \n",
                            "\n",
                            "        117      118      119      120       121    122    123       124  \\\n",
                            "0    -0.073  1.16331  21.8251  1.08277  0.003762 -0.230  0.141 -0.133674   \n",
                            "1    -0.120  1.15747  21.2836  1.08220 -0.004873 -0.176 -1.049  0.773825   \n",
                            "2    -0.114  1.15291  22.1415  1.08262 -0.001400 -0.117  0.954 -0.333066   \n",
                            "3    -0.068  1.16592  22.1526  1.08143  0.006787 -0.171 -1.728 -0.053281   \n",
                            "4    -0.060  1.16961  21.6748  1.08324  0.001626 -0.272 -0.156 -0.435610   \n",
                            "...     ...      ...      ...      ...       ...    ...    ...       ...   \n",
                            "9211 -0.150  1.15169  22.6025  1.08092 -0.001659 -0.251 -0.178 -0.233730   \n",
                            "9212 -0.086  1.15322  21.8117  1.08224 -0.008042 -0.162  0.606  0.007345   \n",
                            "9213 -0.073  1.15156  21.6292  1.08126 -0.003818 -0.169 -0.016 -0.096047   \n",
                            "9214 -0.178  1.15668  20.8449  1.08098 -0.005102 -0.243 -0.315 -0.429679   \n",
                            "9215 -0.084  1.16579  20.6142  1.08131 -0.005791 -0.191 -0.259 -1.584696   \n",
                            "\n",
                            "          125      126     127      128       129       130    131    132  \\\n",
                            "0     6684.94  1.19671  1325.0  1.09726  0.203354  0.001259 -1.537  0.137   \n",
                            "1     6934.02  1.20973  2733.0  1.09611  0.198654 -0.000473  0.572 -0.831   \n",
                            "2     7148.00  1.21649  3958.0  1.09673  0.198331 -0.001223  0.523 -0.339   \n",
                            "3     6630.13  1.20011  2143.0  1.09650  0.204077  0.002742  0.519 -0.575   \n",
                            "4     6849.61  1.19469  2238.0  1.09601  0.199837  0.002577 -0.129  0.321   \n",
                            "...       ...      ...     ...      ...       ...       ...    ...    ...   \n",
                            "9211  6706.37  1.21335  2535.0  1.09578  0.195750 -0.003060  0.250  0.244   \n",
                            "9212  6826.55  1.21407  1517.0  1.09559  0.196962  0.004564 -0.978  0.474   \n",
                            "9213  6480.90  1.18651  2890.0  1.09651  0.199923 -0.000756  0.212  0.910   \n",
                            "9214  6812.55  1.19242  1481.0  1.09699  0.202917  0.004476 -0.627  0.251   \n",
                            "9215  6928.83  1.18550  1888.0  1.09560  0.195431  0.004191 -0.216  0.088   \n",
                            "\n",
                            "        133      134    135       136       137       138    139      140  \\\n",
                            "0    -0.040  1.08220 -0.063  0.010623 -0.359336  0.479399 -0.065  65912.9   \n",
                            "1    -0.061  1.08258 -0.045 -0.000516 -0.363208  0.483005 -0.074  67270.2   \n",
                            "2    -0.045  1.08243  2.303  0.002323  0.011382  0.482730 -0.064  65917.0   \n",
                            "3    -0.027  1.08181 -0.029  0.011871 -0.470836  0.482482 -0.056  65493.1   \n",
                            "4    -0.032  1.08266 -0.027  0.010581  0.143637  0.482799 -0.085  65264.1   \n",
                            "...     ...      ...    ...       ...       ...       ...    ...      ...   \n",
                            "9211 -0.046  1.08073 -0.029  0.005841 -0.626819  0.480140 -0.066  65509.7   \n",
                            "9212 -0.051  1.08186 -0.036  0.007613 -0.472594  0.481570 -0.075  66663.0   \n",
                            "9213 -0.040  1.08145 -0.061  0.009548 -0.606958  0.482524 -0.347  65184.3   \n",
                            "9214 -0.035  1.08098 -0.058 -0.004571 -0.433165  0.480290 -0.096  66808.3   \n",
                            "9215 -0.038  1.08131 -0.022  0.007742 -0.391345  0.482022 -0.062  68451.0   \n",
                            "\n",
                            "        141    142    143       144     145       146      147      148  \\\n",
                            "0     0.181  716.4 -0.037  0.048134  10.599 -1.048838 -0.17990 -0.12287   \n",
                            "1     0.263  842.7 -0.050  0.042687  12.554  0.248371 -0.18149 -0.11625   \n",
                            "2     0.808  638.8 -0.003  0.047157 -12.351  0.740231 -0.21542 -0.12536   \n",
                            "3     0.951  705.0 -0.006  0.062696   8.139  0.455955 -0.21706 -0.12491   \n",
                            "4     0.518  657.6 -0.002  0.050085  -1.591  0.678306 -0.18936 -0.12089   \n",
                            "...     ...    ...    ...       ...     ...       ...      ...      ...   \n",
                            "9211 -0.129  684.5 -0.012  0.049817  11.984  1.082672 -0.17864 -0.11894   \n",
                            "9212  1.107  739.1 -0.010  0.052839 -16.942  1.029442 -0.18499 -0.12581   \n",
                            "9213  0.557  574.8 -0.023  0.045526 -27.161 -1.684187 -0.19031 -0.12950   \n",
                            "9214  1.389  592.9 -0.079  0.057994   1.649  0.103819 -0.18495 -0.11653   \n",
                            "9215  2.313  734.0 -0.008  0.055339  12.693  0.922945 -0.17675 -0.10995   \n",
                            "\n",
                            "           149      150  target  \n",
                            "0     0.049469  17.7969       0  \n",
                            "1     0.045925  17.2462       0  \n",
                            "2     0.049445  17.5541       0  \n",
                            "3     0.056975  17.5859       0  \n",
                            "4     0.047797  17.7718       0  \n",
                            "...        ...      ...     ...  \n",
                            "9211  0.048672  17.6311       0  \n",
                            "9212  0.055889  17.5725       0  \n",
                            "9213  0.042666  17.4583       0  \n",
                            "9214  0.055514  16.9736       0  \n",
                            "9215  0.057437  17.0189       0  \n",
                            "\n",
                            "[9216 rows x 152 columns]"
                        ]
                    },
                    "execution_count": 13,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "train_ds"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 14,
            "id": "05f2287d-3174-40cd-90da-16a8427a39f0",
            "metadata": {},
            "outputs": [
                {
                    "data": {
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                            "      <th>111</th>\n",
                            "      <th>112</th>\n",
                            "      <th>113</th>\n",
                            "      <th>114</th>\n",
                            "      <th>115</th>\n",
                            "      <th>116</th>\n",
                            "      <th>117</th>\n",
                            "      <th>118</th>\n",
                            "      <th>119</th>\n",
                            "      <th>120</th>\n",
                            "      <th>121</th>\n",
                            "      <th>122</th>\n",
                            "      <th>123</th>\n",
                            "      <th>124</th>\n",
                            "      <th>125</th>\n",
                            "      <th>126</th>\n",
                            "      <th>127</th>\n",
                            "      <th>128</th>\n",
                            "      <th>129</th>\n",
                            "      <th>130</th>\n",
                            "      <th>131</th>\n",
                            "      <th>132</th>\n",
                            "      <th>133</th>\n",
                            "      <th>134</th>\n",
                            "      <th>135</th>\n",
                            "      <th>136</th>\n",
                            "      <th>137</th>\n",
                            "      <th>138</th>\n",
                            "      <th>139</th>\n",
                            "      <th>140</th>\n",
                            "      <th>141</th>\n",
                            "      <th>142</th>\n",
                            "      <th>143</th>\n",
                            "      <th>144</th>\n",
                            "      <th>145</th>\n",
                            "      <th>146</th>\n",
                            "      <th>147</th>\n",
                            "      <th>148</th>\n",
                            "      <th>149</th>\n",
                            "      <th>150</th>\n",
                            "      <th>target</th>\n",
                            "    </tr>\n",
                            "  </thead>\n",
                            "  <tbody>\n",
                            "    <tr>\n",
                            "      <th>0</th>\n",
                            "      <td>-0.345945</td>\n",
                            "      <td>-0.125</td>\n",
                            "      <td>-0.166</td>\n",
                            "      <td>0.438</td>\n",
                            "      <td>-0.239</td>\n",
                            "      <td>1.474</td>\n",
                            "      <td>-0.292</td>\n",
                            "      <td>9.41948</td>\n",
                            "      <td>-0.045</td>\n",
                            "      <td>462.236</td>\n",
                            "      <td>-0.588</td>\n",
                            "      <td>1.06344</td>\n",
                            "      <td>3.0</td>\n",
                            "      <td>0.002289</td>\n",
                            "      <td>-0.313</td>\n",
                            "      <td>34306.0</td>\n",
                            "      <td>-0.118</td>\n",
                            "      <td>-0.095</td>\n",
                            "      <td>0.013490</td>\n",
                            "      <td>0.998587</td>\n",
                            "      <td>139.367355</td>\n",
                            "      <td>72.4311</td>\n",
                            "      <td>-0.336</td>\n",
                            "      <td>85.0</td>\n",
                            "      <td>0.000356</td>\n",
                            "      <td>-0.01296</td>\n",
                            "      <td>0.794412</td>\n",
                            "      <td>-0.249</td>\n",
                            "      <td>-0.079</td>\n",
                            "      <td>-0.008</td>\n",
                            "      <td>-0.156</td>\n",
                            "      <td>0.001638</td>\n",
                            "      <td>0.68044</td>\n",
                            "      <td>-0.008</td>\n",
                            "      <td>-0.127</td>\n",
                            "      <td>3000.23</td>\n",
                            "      <td>1.041</td>\n",
                            "      <td>-0.058</td>\n",
                            "      <td>-0.337</td>\n",
                            "      <td>-0.241</td>\n",
                            "      <td>0.805337</td>\n",
                            "      <td>0.619</td>\n",
                            "      <td>93.5887</td>\n",
                            "      <td>0.517</td>\n",
                            "      <td>-0.366</td>\n",
                            "      <td>-0.040</td>\n",
                            "      <td>-0.125</td>\n",
                            "      <td>-17.5875</td>\n",
                            "      <td>135.0510</td>\n",
                            "      <td>1.50877</td>\n",
                            "      <td>637.343</td>\n",
                            "      <td>0.641</td>\n",
                            "      <td>-0.020</td>\n",
                            "      <td>-0.072</td>\n",
                            "      <td>0.179700</td>\n",
                            "      <td>3.53</td>\n",
                            "      <td>501.443</td>\n",
                            "      <td>-0.259</td>\n",
                            "      <td>5188.09</td>\n",
                            "      <td>-0.029</td>\n",
                            "      <td>133.1670</td>\n",
                            "      <td>0.994329</td>\n",
                            "      <td>-0.00265</td>\n",
                            "      <td>0.308</td>\n",
                            "      <td>0.0</td>\n",
                            "      <td>0.004196</td>\n",
                            "      <td>66244.1</td>\n",
                            "      <td>0.00576</td>\n",
                            "      <td>-0.459</td>\n",
                            "      <td>3.46307</td>\n",
                            "      <td>-0.000548</td>\n",
                            "      <td>0.179891</td>\n",
                            "      <td>0.791</td>\n",
                            "      <td>-186.938</td>\n",
                            "      <td>-0.00270</td>\n",
                            "      <td>0.154720</td>\n",
                            "      <td>-0.00379</td>\n",
                            "      <td>-0.00617</td>\n",
                            "      <td>1.653683</td>\n",
                            "      <td>4959.70</td>\n",
                            "      <td>0.007186</td>\n",
                            "      <td>-0.391</td>\n",
                            "      <td>-0.10446</td>\n",
                            "      <td>1.18359</td>\n",
                            "      <td>-1.183</td>\n",
                            "      <td>-1.343180</td>\n",
                            "      <td>-0.035</td>\n",
                            "      <td>22.5706</td>\n",
                            "      <td>0.00654</td>\n",
                            "      <td>0.004959</td>\n",
                            "      <td>2833.84</td>\n",
                            "      <td>0.01343</td>\n",
                            "      <td>85.0</td>\n",
                            "      <td>0.481242</td>\n",
                            "      <td>-0.235</td>\n",
                            "      <td>3.0</td>\n",
                            "      <td>-0.12388</td>\n",
                            "      <td>3.08956</td>\n",
                            "      <td>1.348034</td>\n",
                            "      <td>0.007819</td>\n",
                            "      <td>0.239735</td>\n",
                            "      <td>1.49926</td>\n",
                            "      <td>-0.006</td>\n",
                            "      <td>3.09607</td>\n",
                            "      <td>0.00360</td>\n",
                            "      <td>-0.18373</td>\n",
                            "      <td>-0.125312</td>\n",
                            "      <td>-0.12769</td>\n",
                            "      <td>223.010</td>\n",
                            "      <td>1789.41</td>\n",
                            "      <td>-0.508</td>\n",
                            "      <td>3.46286</td>\n",
                            "      <td>67.6</td>\n",
                            "      <td>0.0</td>\n",
                            "      <td>-0.012</td>\n",
                            "      <td>-0.040</td>\n",
                            "      <td>-0.00783</td>\n",
                            "      <td>-0.104</td>\n",
                            "      <td>1.16796</td>\n",
                            "      <td>22.5331</td>\n",
                            "      <td>1.08147</td>\n",
                            "      <td>0.005094</td>\n",
                            "      <td>1.718</td>\n",
                            "      <td>-0.182</td>\n",
                            "      <td>-0.857796</td>\n",
                            "      <td>6697.83</td>\n",
                            "      <td>1.21284</td>\n",
                            "      <td>2521.0</td>\n",
                            "      <td>1.09595</td>\n",
                            "      <td>0.202573</td>\n",
                            "      <td>0.002535</td>\n",
                            "      <td>-0.074</td>\n",
                            "      <td>-0.178</td>\n",
                            "      <td>-0.038</td>\n",
                            "      <td>1.08204</td>\n",
                            "      <td>-0.013</td>\n",
                            "      <td>0.013902</td>\n",
                            "      <td>0.279940</td>\n",
                            "      <td>0.481052</td>\n",
                            "      <td>-0.068</td>\n",
                            "      <td>65973.3</td>\n",
                            "      <td>0.508</td>\n",
                            "      <td>607.0</td>\n",
                            "      <td>-0.008</td>\n",
                            "      <td>0.048133</td>\n",
                            "      <td>0.610</td>\n",
                            "      <td>-1.343257</td>\n",
                            "      <td>-0.18594</td>\n",
                            "      <td>-0.12388</td>\n",
                            "      <td>0.048133</td>\n",
                            "      <td>17.6512</td>\n",
                            "      <td>0</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>1</th>\n",
                            "      <td>-0.041140</td>\n",
                            "      <td>-0.112</td>\n",
                            "      <td>-0.330</td>\n",
                            "      <td>-0.078</td>\n",
                            "      <td>-0.305</td>\n",
                            "      <td>-0.057</td>\n",
                            "      <td>-0.281</td>\n",
                            "      <td>9.70735</td>\n",
                            "      <td>-0.056</td>\n",
                            "      <td>440.925</td>\n",
                            "      <td>0.425</td>\n",
                            "      <td>1.16891</td>\n",
                            "      <td>10.0</td>\n",
                            "      <td>0.002854</td>\n",
                            "      <td>-0.318</td>\n",
                            "      <td>19102.0</td>\n",
                            "      <td>-0.217</td>\n",
                            "      <td>-0.085</td>\n",
                            "      <td>-0.471625</td>\n",
                            "      <td>0.999635</td>\n",
                            "      <td>77.769853</td>\n",
                            "      <td>74.3401</td>\n",
                            "      <td>0.611</td>\n",
                            "      <td>29.0</td>\n",
                            "      <td>0.002932</td>\n",
                            "      <td>-0.00534</td>\n",
                            "      <td>0.801707</td>\n",
                            "      <td>2.011</td>\n",
                            "      <td>-0.105</td>\n",
                            "      <td>-0.008</td>\n",
                            "      <td>-0.247</td>\n",
                            "      <td>0.003788</td>\n",
                            "      <td>0.65938</td>\n",
                            "      <td>-0.008</td>\n",
                            "      <td>-0.039</td>\n",
                            "      <td>2997.64</td>\n",
                            "      <td>-0.954</td>\n",
                            "      <td>-0.071</td>\n",
                            "      <td>0.396</td>\n",
                            "      <td>-0.453</td>\n",
                            "      <td>-2.330408</td>\n",
                            "      <td>0.382</td>\n",
                            "      <td>96.2608</td>\n",
                            "      <td>-0.404</td>\n",
                            "      <td>-0.281</td>\n",
                            "      <td>-0.022</td>\n",
                            "      <td>-0.173</td>\n",
                            "      <td>-16.2474</td>\n",
                            "      <td>125.4170</td>\n",
                            "      <td>1.51077</td>\n",
                            "      <td>636.007</td>\n",
                            "      <td>-0.124</td>\n",
                            "      <td>-0.015</td>\n",
                            "      <td>-0.095</td>\n",
                            "      <td>0.180872</td>\n",
                            "      <td>15.12</td>\n",
                            "      <td>444.107</td>\n",
                            "      <td>-0.257</td>\n",
                            "      <td>4883.51</td>\n",
                            "      <td>-0.031</td>\n",
                            "      <td>124.3440</td>\n",
                            "      <td>0.993526</td>\n",
                            "      <td>-0.00521</td>\n",
                            "      <td>-1.449</td>\n",
                            "      <td>0.0</td>\n",
                            "      <td>0.005138</td>\n",
                            "      <td>66282.4</td>\n",
                            "      <td>-0.01093</td>\n",
                            "      <td>0.567</td>\n",
                            "      <td>3.48356</td>\n",
                            "      <td>-0.002600</td>\n",
                            "      <td>0.179728</td>\n",
                            "      <td>-0.370</td>\n",
                            "      <td>-180.466</td>\n",
                            "      <td>0.00572</td>\n",
                            "      <td>0.602847</td>\n",
                            "      <td>-0.00521</td>\n",
                            "      <td>-0.00377</td>\n",
                            "      <td>-1.950792</td>\n",
                            "      <td>4724.76</td>\n",
                            "      <td>-0.035307</td>\n",
                            "      <td>-0.306</td>\n",
                            "      <td>-0.11437</td>\n",
                            "      <td>1.21646</td>\n",
                            "      <td>-0.595</td>\n",
                            "      <td>0.968036</td>\n",
                            "      <td>-0.038</td>\n",
                            "      <td>22.0829</td>\n",
                            "      <td>-0.03448</td>\n",
                            "      <td>0.003235</td>\n",
                            "      <td>2863.29</td>\n",
                            "      <td>0.03157</td>\n",
                            "      <td>29.0</td>\n",
                            "      <td>0.481091</td>\n",
                            "      <td>-0.262</td>\n",
                            "      <td>0.0</td>\n",
                            "      <td>-0.11653</td>\n",
                            "      <td>3.09170</td>\n",
                            "      <td>-0.160031</td>\n",
                            "      <td>0.003806</td>\n",
                            "      <td>0.157535</td>\n",
                            "      <td>1.50220</td>\n",
                            "      <td>-0.008</td>\n",
                            "      <td>3.09551</td>\n",
                            "      <td>-0.00851</td>\n",
                            "      <td>-0.18515</td>\n",
                            "      <td>-0.114376</td>\n",
                            "      <td>-0.11615</td>\n",
                            "      <td>175.005</td>\n",
                            "      <td>1756.08</td>\n",
                            "      <td>-0.264</td>\n",
                            "      <td>3.49056</td>\n",
                            "      <td>-134.9</td>\n",
                            "      <td>6.0</td>\n",
                            "      <td>-0.014</td>\n",
                            "      <td>-0.060</td>\n",
                            "      <td>-0.00170</td>\n",
                            "      <td>-0.068</td>\n",
                            "      <td>1.16808</td>\n",
                            "      <td>22.0773</td>\n",
                            "      <td>1.08248</td>\n",
                            "      <td>0.003447</td>\n",
                            "      <td>-0.177</td>\n",
                            "      <td>-0.396</td>\n",
                            "      <td>0.452582</td>\n",
                            "      <td>6942.92</td>\n",
                            "      <td>1.21483</td>\n",
                            "      <td>1571.0</td>\n",
                            "      <td>1.09716</td>\n",
                            "      <td>0.199362</td>\n",
                            "      <td>-0.003059</td>\n",
                            "      <td>-0.722</td>\n",
                            "      <td>0.296</td>\n",
                            "      <td>-0.032</td>\n",
                            "      <td>1.08267</td>\n",
                            "      <td>-0.032</td>\n",
                            "      <td>0.012000</td>\n",
                            "      <td>-0.390269</td>\n",
                            "      <td>0.481091</td>\n",
                            "      <td>-0.067</td>\n",
                            "      <td>66008.9</td>\n",
                            "      <td>0.394</td>\n",
                            "      <td>768.4</td>\n",
                            "      <td>-0.060</td>\n",
                            "      <td>0.045024</td>\n",
                            "      <td>11.905</td>\n",
                            "      <td>0.870211</td>\n",
                            "      <td>-0.22386</td>\n",
                            "      <td>-0.11577</td>\n",
                            "      <td>0.045975</td>\n",
                            "      <td>17.5921</td>\n",
                            "      <td>0</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>2</th>\n",
                            "      <td>1.111356</td>\n",
                            "      <td>-0.161</td>\n",
                            "      <td>-0.244</td>\n",
                            "      <td>-0.392</td>\n",
                            "      <td>3.657</td>\n",
                            "      <td>-0.156</td>\n",
                            "      <td>-0.310</td>\n",
                            "      <td>11.21120</td>\n",
                            "      <td>-0.051</td>\n",
                            "      <td>483.944</td>\n",
                            "      <td>-0.732</td>\n",
                            "      <td>1.18801</td>\n",
                            "      <td>5.0</td>\n",
                            "      <td>0.000381</td>\n",
                            "      <td>-0.262</td>\n",
                            "      <td>31556.0</td>\n",
                            "      <td>-0.120</td>\n",
                            "      <td>-0.109</td>\n",
                            "      <td>0.146911</td>\n",
                            "      <td>1.000970</td>\n",
                            "      <td>104.979570</td>\n",
                            "      <td>76.4981</td>\n",
                            "      <td>-0.431</td>\n",
                            "      <td>1432.0</td>\n",
                            "      <td>-0.004875</td>\n",
                            "      <td>-0.00535</td>\n",
                            "      <td>0.795921</td>\n",
                            "      <td>-0.143</td>\n",
                            "      <td>-0.055</td>\n",
                            "      <td>-0.005</td>\n",
                            "      <td>-0.117</td>\n",
                            "      <td>0.003607</td>\n",
                            "      <td>0.66419</td>\n",
                            "      <td>-0.005</td>\n",
                            "      <td>-0.054</td>\n",
                            "      <td>3095.57</td>\n",
                            "      <td>0.512</td>\n",
                            "      <td>-0.060</td>\n",
                            "      <td>0.219</td>\n",
                            "      <td>0.937</td>\n",
                            "      <td>0.136291</td>\n",
                            "      <td>0.889</td>\n",
                            "      <td>96.9103</td>\n",
                            "      <td>1.008</td>\n",
                            "      <td>0.512</td>\n",
                            "      <td>-0.028</td>\n",
                            "      <td>-0.133</td>\n",
                            "      <td>-24.5057</td>\n",
                            "      <td>101.5290</td>\n",
                            "      <td>1.49798</td>\n",
                            "      <td>711.480</td>\n",
                            "      <td>0.351</td>\n",
                            "      <td>-0.024</td>\n",
                            "      <td>-0.098</td>\n",
                            "      <td>0.179549</td>\n",
                            "      <td>9.83</td>\n",
                            "      <td>502.495</td>\n",
                            "      <td>-0.146</td>\n",
                            "      <td>5178.83</td>\n",
                            "      <td>-0.028</td>\n",
                            "      <td>100.8860</td>\n",
                            "      <td>0.996227</td>\n",
                            "      <td>-0.00136</td>\n",
                            "      <td>-0.111</td>\n",
                            "      <td>0.0</td>\n",
                            "      <td>0.005717</td>\n",
                            "      <td>66137.8</td>\n",
                            "      <td>-0.00025</td>\n",
                            "      <td>0.706</td>\n",
                            "      <td>3.50016</td>\n",
                            "      <td>-0.001349</td>\n",
                            "      <td>0.179358</td>\n",
                            "      <td>0.852</td>\n",
                            "      <td>-214.213</td>\n",
                            "      <td>0.00603</td>\n",
                            "      <td>0.511017</td>\n",
                            "      <td>-0.00136</td>\n",
                            "      <td>0.00036</td>\n",
                            "      <td>2.645170</td>\n",
                            "      <td>4980.22</td>\n",
                            "      <td>-0.007115</td>\n",
                            "      <td>-0.426</td>\n",
                            "      <td>-0.10454</td>\n",
                            "      <td>1.21641</td>\n",
                            "      <td>-0.873</td>\n",
                            "      <td>-0.567163</td>\n",
                            "      <td>-0.024</td>\n",
                            "      <td>21.5580</td>\n",
                            "      <td>0.01378</td>\n",
                            "      <td>0.006670</td>\n",
                            "      <td>3016.75</td>\n",
                            "      <td>0.01017</td>\n",
                            "      <td>1432.0</td>\n",
                            "      <td>0.479818</td>\n",
                            "      <td>-0.307</td>\n",
                            "      <td>1.0</td>\n",
                            "      <td>-0.11659</td>\n",
                            "      <td>3.10091</td>\n",
                            "      <td>-0.032332</td>\n",
                            "      <td>0.001525</td>\n",
                            "      <td>0.203351</td>\n",
                            "      <td>1.49711</td>\n",
                            "      <td>-0.012</td>\n",
                            "      <td>3.10967</td>\n",
                            "      <td>-0.00216</td>\n",
                            "      <td>-0.22266</td>\n",
                            "      <td>-0.119890</td>\n",
                            "      <td>-0.11850</td>\n",
                            "      <td>206.266</td>\n",
                            "      <td>2001.95</td>\n",
                            "      <td>0.677</td>\n",
                            "      <td>3.45962</td>\n",
                            "      <td>-4.8</td>\n",
                            "      <td>3.0</td>\n",
                            "      <td>-0.021</td>\n",
                            "      <td>-0.089</td>\n",
                            "      <td>0.00817</td>\n",
                            "      <td>-0.058</td>\n",
                            "      <td>1.16704</td>\n",
                            "      <td>21.5364</td>\n",
                            "      <td>1.08131</td>\n",
                            "      <td>0.006603</td>\n",
                            "      <td>-0.209</td>\n",
                            "      <td>1.412</td>\n",
                            "      <td>-0.307308</td>\n",
                            "      <td>6793.93</td>\n",
                            "      <td>1.21236</td>\n",
                            "      <td>2155.0</td>\n",
                            "      <td>1.09486</td>\n",
                            "      <td>0.199198</td>\n",
                            "      <td>-0.001095</td>\n",
                            "      <td>0.265</td>\n",
                            "      <td>0.967</td>\n",
                            "      <td>-0.035</td>\n",
                            "      <td>1.08074</td>\n",
                            "      <td>-0.031</td>\n",
                            "      <td>0.010361</td>\n",
                            "      <td>-0.092182</td>\n",
                            "      <td>0.479628</td>\n",
                            "      <td>-0.062</td>\n",
                            "      <td>65840.6</td>\n",
                            "      <td>-0.193</td>\n",
                            "      <td>678.5</td>\n",
                            "      <td>-0.005</td>\n",
                            "      <td>0.053318</td>\n",
                            "      <td>-19.430</td>\n",
                            "      <td>-0.642061</td>\n",
                            "      <td>-0.22273</td>\n",
                            "      <td>-0.11926</td>\n",
                            "      <td>0.062465</td>\n",
                            "      <td>17.4534</td>\n",
                            "      <td>0</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>3</th>\n",
                            "      <td>0.261004</td>\n",
                            "      <td>-0.261</td>\n",
                            "      <td>-0.182</td>\n",
                            "      <td>-0.959</td>\n",
                            "      <td>-0.228</td>\n",
                            "      <td>-0.106</td>\n",
                            "      <td>-0.263</td>\n",
                            "      <td>10.32360</td>\n",
                            "      <td>-0.059</td>\n",
                            "      <td>449.238</td>\n",
                            "      <td>0.450</td>\n",
                            "      <td>1.61124</td>\n",
                            "      <td>0.0</td>\n",
                            "      <td>0.001335</td>\n",
                            "      <td>-0.265</td>\n",
                            "      <td>14480.0</td>\n",
                            "      <td>-0.450</td>\n",
                            "      <td>-0.068</td>\n",
                            "      <td>0.521972</td>\n",
                            "      <td>1.001910</td>\n",
                            "      <td>144.337725</td>\n",
                            "      <td>73.8178</td>\n",
                            "      <td>-0.336</td>\n",
                            "      <td>159.0</td>\n",
                            "      <td>-0.000515</td>\n",
                            "      <td>-0.00381</td>\n",
                            "      <td>0.800029</td>\n",
                            "      <td>-0.113</td>\n",
                            "      <td>-0.024</td>\n",
                            "      <td>-0.195</td>\n",
                            "      <td>-0.118</td>\n",
                            "      <td>0.004317</td>\n",
                            "      <td>0.66141</td>\n",
                            "      <td>0.554</td>\n",
                            "      <td>-0.061</td>\n",
                            "      <td>3712.36</td>\n",
                            "      <td>-0.972</td>\n",
                            "      <td>-0.047</td>\n",
                            "      <td>0.086</td>\n",
                            "      <td>-0.345</td>\n",
                            "      <td>0.843882</td>\n",
                            "      <td>0.199</td>\n",
                            "      <td>95.1811</td>\n",
                            "      <td>-0.486</td>\n",
                            "      <td>-0.426</td>\n",
                            "      <td>-0.344</td>\n",
                            "      <td>-0.120</td>\n",
                            "      <td>-18.8399</td>\n",
                            "      <td>57.7826</td>\n",
                            "      <td>1.49019</td>\n",
                            "      <td>877.787</td>\n",
                            "      <td>-0.526</td>\n",
                            "      <td>-0.059</td>\n",
                            "      <td>-0.071</td>\n",
                            "      <td>0.181066</td>\n",
                            "      <td>-61.04</td>\n",
                            "      <td>469.340</td>\n",
                            "      <td>-0.494</td>\n",
                            "      <td>5922.41</td>\n",
                            "      <td>-0.019</td>\n",
                            "      <td>57.2806</td>\n",
                            "      <td>0.993955</td>\n",
                            "      <td>-0.00119</td>\n",
                            "      <td>0.662</td>\n",
                            "      <td>0.0</td>\n",
                            "      <td>0.004577</td>\n",
                            "      <td>68737.5</td>\n",
                            "      <td>-0.00955</td>\n",
                            "      <td>-1.304</td>\n",
                            "      <td>3.46463</td>\n",
                            "      <td>0.005739</td>\n",
                            "      <td>0.181447</td>\n",
                            "      <td>-0.314</td>\n",
                            "      <td>-177.556</td>\n",
                            "      <td>0.01096</td>\n",
                            "      <td>-1.150517</td>\n",
                            "      <td>-0.00119</td>\n",
                            "      <td>0.00131</td>\n",
                            "      <td>-3.103093</td>\n",
                            "      <td>5616.07</td>\n",
                            "      <td>0.005518</td>\n",
                            "      <td>-0.284</td>\n",
                            "      <td>-0.10223</td>\n",
                            "      <td>1.18538</td>\n",
                            "      <td>-0.402</td>\n",
                            "      <td>1.161385</td>\n",
                            "      <td>-0.024</td>\n",
                            "      <td>20.8344</td>\n",
                            "      <td>-0.02995</td>\n",
                            "      <td>0.000763</td>\n",
                            "      <td>3285.80</td>\n",
                            "      <td>-0.02455</td>\n",
                            "      <td>159.0</td>\n",
                            "      <td>0.482441</td>\n",
                            "      <td>1.646</td>\n",
                            "      <td>0.0</td>\n",
                            "      <td>-0.11945</td>\n",
                            "      <td>3.09295</td>\n",
                            "      <td>0.512694</td>\n",
                            "      <td>0.005149</td>\n",
                            "      <td>0.189812</td>\n",
                            "      <td>1.50405</td>\n",
                            "      <td>-0.027</td>\n",
                            "      <td>3.10398</td>\n",
                            "      <td>-0.00800</td>\n",
                            "      <td>-0.18392</td>\n",
                            "      <td>-0.120726</td>\n",
                            "      <td>-0.12097</td>\n",
                            "      <td>192.115</td>\n",
                            "      <td>2304.57</td>\n",
                            "      <td>-0.321</td>\n",
                            "      <td>3.45043</td>\n",
                            "      <td>72.1</td>\n",
                            "      <td>3.0</td>\n",
                            "      <td>-0.036</td>\n",
                            "      <td>-0.041</td>\n",
                            "      <td>-0.00714</td>\n",
                            "      <td>-0.057</td>\n",
                            "      <td>1.15271</td>\n",
                            "      <td>20.8501</td>\n",
                            "      <td>1.08176</td>\n",
                            "      <td>-0.002423</td>\n",
                            "      <td>-0.148</td>\n",
                            "      <td>-0.053</td>\n",
                            "      <td>-0.168950</td>\n",
                            "      <td>6847.74</td>\n",
                            "      <td>1.18269</td>\n",
                            "      <td>3427.0</td>\n",
                            "      <td>1.09644</td>\n",
                            "      <td>0.198042</td>\n",
                            "      <td>-0.002056</td>\n",
                            "      <td>0.695</td>\n",
                            "      <td>-0.702</td>\n",
                            "      <td>-0.056</td>\n",
                            "      <td>1.08195</td>\n",
                            "      <td>-0.068</td>\n",
                            "      <td>-0.003429</td>\n",
                            "      <td>-0.181077</td>\n",
                            "      <td>0.482059</td>\n",
                            "      <td>-0.366</td>\n",
                            "      <td>67782.6</td>\n",
                            "      <td>-0.292</td>\n",
                            "      <td>936.0</td>\n",
                            "      <td>-0.024</td>\n",
                            "      <td>0.036729</td>\n",
                            "      <td>13.747</td>\n",
                            "      <td>1.393390</td>\n",
                            "      <td>-0.17587</td>\n",
                            "      <td>-0.12021</td>\n",
                            "      <td>0.039017</td>\n",
                            "      <td>17.1460</td>\n",
                            "      <td>0</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>4</th>\n",
                            "      <td>0.692616</td>\n",
                            "      <td>-0.172</td>\n",
                            "      <td>-0.276</td>\n",
                            "      <td>0.920</td>\n",
                            "      <td>1.031</td>\n",
                            "      <td>-0.207</td>\n",
                            "      <td>-0.298</td>\n",
                            "      <td>10.11720</td>\n",
                            "      <td>-0.077</td>\n",
                            "      <td>420.359</td>\n",
                            "      <td>-0.748</td>\n",
                            "      <td>1.06705</td>\n",
                            "      <td>2.0</td>\n",
                            "      <td>0.006863</td>\n",
                            "      <td>-0.361</td>\n",
                            "      <td>37313.0</td>\n",
                            "      <td>-0.166</td>\n",
                            "      <td>-0.114</td>\n",
                            "      <td>-0.469282</td>\n",
                            "      <td>1.002640</td>\n",
                            "      <td>83.333333</td>\n",
                            "      <td>73.4464</td>\n",
                            "      <td>-0.477</td>\n",
                            "      <td>186.0</td>\n",
                            "      <td>0.001582</td>\n",
                            "      <td>-0.01145</td>\n",
                            "      <td>0.798279</td>\n",
                            "      <td>-0.171</td>\n",
                            "      <td>-0.088</td>\n",
                            "      <td>-0.024</td>\n",
                            "      <td>-0.182</td>\n",
                            "      <td>0.004137</td>\n",
                            "      <td>0.66748</td>\n",
                            "      <td>-0.024</td>\n",
                            "      <td>-0.105</td>\n",
                            "      <td>3047.55</td>\n",
                            "      <td>0.490</td>\n",
                            "      <td>-0.063</td>\n",
                            "      <td>-2.018</td>\n",
                            "      <td>-0.421</td>\n",
                            "      <td>0.077229</td>\n",
                            "      <td>0.609</td>\n",
                            "      <td>93.4772</td>\n",
                            "      <td>-0.055</td>\n",
                            "      <td>0.064</td>\n",
                            "      <td>-0.055</td>\n",
                            "      <td>1.618</td>\n",
                            "      <td>-17.0409</td>\n",
                            "      <td>110.8810</td>\n",
                            "      <td>1.50232</td>\n",
                            "      <td>639.360</td>\n",
                            "      <td>0.543</td>\n",
                            "      <td>-0.058</td>\n",
                            "      <td>-0.143</td>\n",
                            "      <td>0.179803</td>\n",
                            "      <td>6.15</td>\n",
                            "      <td>452.700</td>\n",
                            "      <td>-0.236</td>\n",
                            "      <td>4651.69</td>\n",
                            "      <td>-0.028</td>\n",
                            "      <td>110.6940</td>\n",
                            "      <td>0.995711</td>\n",
                            "      <td>-0.00237</td>\n",
                            "      <td>0.653</td>\n",
                            "      <td>0.0</td>\n",
                            "      <td>0.009723</td>\n",
                            "      <td>65545.1</td>\n",
                            "      <td>0.01018</td>\n",
                            "      <td>-0.629</td>\n",
                            "      <td>3.46038</td>\n",
                            "      <td>-0.000824</td>\n",
                            "      <td>0.180185</td>\n",
                            "      <td>1.851</td>\n",
                            "      <td>-190.228</td>\n",
                            "      <td>0.00980</td>\n",
                            "      <td>0.409412</td>\n",
                            "      <td>-0.00275</td>\n",
                            "      <td>-0.00370</td>\n",
                            "      <td>1.570796</td>\n",
                            "      <td>4511.52</td>\n",
                            "      <td>0.011494</td>\n",
                            "      <td>1.250</td>\n",
                            "      <td>-0.11294</td>\n",
                            "      <td>1.18259</td>\n",
                            "      <td>0.968</td>\n",
                            "      <td>0.503366</td>\n",
                            "      <td>-0.061</td>\n",
                            "      <td>22.1385</td>\n",
                            "      <td>0.02601</td>\n",
                            "      <td>-0.000953</td>\n",
                            "      <td>2839.99</td>\n",
                            "      <td>0.02290</td>\n",
                            "      <td>186.0</td>\n",
                            "      <td>0.481220</td>\n",
                            "      <td>-0.323</td>\n",
                            "      <td>1.0</td>\n",
                            "      <td>-0.12828</td>\n",
                            "      <td>3.09314</td>\n",
                            "      <td>-0.553705</td>\n",
                            "      <td>-0.000381</td>\n",
                            "      <td>0.184566</td>\n",
                            "      <td>1.48804</td>\n",
                            "      <td>-0.030</td>\n",
                            "      <td>3.09544</td>\n",
                            "      <td>0.00179</td>\n",
                            "      <td>-0.17940</td>\n",
                            "      <td>-0.126466</td>\n",
                            "      <td>-0.12599</td>\n",
                            "      <td>176.911</td>\n",
                            "      <td>1793.67</td>\n",
                            "      <td>-0.357</td>\n",
                            "      <td>3.47233</td>\n",
                            "      <td>-5.5</td>\n",
                            "      <td>0.0</td>\n",
                            "      <td>-0.041</td>\n",
                            "      <td>-0.093</td>\n",
                            "      <td>0.00505</td>\n",
                            "      <td>-0.086</td>\n",
                            "      <td>1.16756</td>\n",
                            "      <td>22.1274</td>\n",
                            "      <td>1.08157</td>\n",
                            "      <td>-0.005126</td>\n",
                            "      <td>-0.256</td>\n",
                            "      <td>-0.091</td>\n",
                            "      <td>-0.431059</td>\n",
                            "      <td>6826.88</td>\n",
                            "      <td>1.21051</td>\n",
                            "      <td>2443.0</td>\n",
                            "      <td>1.09645</td>\n",
                            "      <td>0.202887</td>\n",
                            "      <td>0.001733</td>\n",
                            "      <td>0.713</td>\n",
                            "      <td>0.704</td>\n",
                            "      <td>-0.033</td>\n",
                            "      <td>1.08157</td>\n",
                            "      <td>-0.036</td>\n",
                            "      <td>-0.008508</td>\n",
                            "      <td>-0.417664</td>\n",
                            "      <td>0.484654</td>\n",
                            "      <td>-0.086</td>\n",
                            "      <td>65211.2</td>\n",
                            "      <td>-1.179</td>\n",
                            "      <td>818.8</td>\n",
                            "      <td>-0.024</td>\n",
                            "      <td>0.050896</td>\n",
                            "      <td>8.082</td>\n",
                            "      <td>0.451926</td>\n",
                            "      <td>-0.18006</td>\n",
                            "      <td>-0.12675</td>\n",
                            "      <td>0.049943</td>\n",
                            "      <td>17.4441</td>\n",
                            "      <td>0</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>...</th>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>1020</th>\n",
                            "      <td>-0.071219</td>\n",
                            "      <td>-0.084</td>\n",
                            "      <td>-0.298</td>\n",
                            "      <td>-0.062</td>\n",
                            "      <td>-0.321</td>\n",
                            "      <td>-0.071</td>\n",
                            "      <td>-0.235</td>\n",
                            "      <td>9.40994</td>\n",
                            "      <td>-0.045</td>\n",
                            "      <td>401.982</td>\n",
                            "      <td>-0.570</td>\n",
                            "      <td>1.18932</td>\n",
                            "      <td>1.0</td>\n",
                            "      <td>0.000954</td>\n",
                            "      <td>-0.296</td>\n",
                            "      <td>18148.0</td>\n",
                            "      <td>-0.300</td>\n",
                            "      <td>-0.079</td>\n",
                            "      <td>-0.606048</td>\n",
                            "      <td>0.997602</td>\n",
                            "      <td>117.235861</td>\n",
                            "      <td>72.4107</td>\n",
                            "      <td>-0.434</td>\n",
                            "      <td>868.0</td>\n",
                            "      <td>0.001489</td>\n",
                            "      <td>-0.00686</td>\n",
                            "      <td>0.796701</td>\n",
                            "      <td>-0.153</td>\n",
                            "      <td>-0.073</td>\n",
                            "      <td>-0.008</td>\n",
                            "      <td>-0.090</td>\n",
                            "      <td>0.002070</td>\n",
                            "      <td>0.67267</td>\n",
                            "      <td>-0.008</td>\n",
                            "      <td>-0.018</td>\n",
                            "      <td>3072.65</td>\n",
                            "      <td>0.867</td>\n",
                            "      <td>-0.055</td>\n",
                            "      <td>0.717</td>\n",
                            "      <td>-0.413</td>\n",
                            "      <td>0.984924</td>\n",
                            "      <td>0.523</td>\n",
                            "      <td>93.5622</td>\n",
                            "      <td>-0.346</td>\n",
                            "      <td>-0.280</td>\n",
                            "      <td>-0.048</td>\n",
                            "      <td>-0.179</td>\n",
                            "      <td>-15.9336</td>\n",
                            "      <td>132.4330</td>\n",
                            "      <td>1.50308</td>\n",
                            "      <td>647.519</td>\n",
                            "      <td>1.550</td>\n",
                            "      <td>-0.031</td>\n",
                            "      <td>-0.081</td>\n",
                            "      <td>0.180067</td>\n",
                            "      <td>2.55</td>\n",
                            "      <td>442.654</td>\n",
                            "      <td>-0.287</td>\n",
                            "      <td>5018.70</td>\n",
                            "      <td>-0.034</td>\n",
                            "      <td>131.3720</td>\n",
                            "      <td>0.995343</td>\n",
                            "      <td>-0.00194</td>\n",
                            "      <td>3.242</td>\n",
                            "      <td>1.0</td>\n",
                            "      <td>0.001335</td>\n",
                            "      <td>66013.7</td>\n",
                            "      <td>0.00509</td>\n",
                            "      <td>-2.036</td>\n",
                            "      <td>3.46928</td>\n",
                            "      <td>-0.003646</td>\n",
                            "      <td>0.181210</td>\n",
                            "      <td>1.332</td>\n",
                            "      <td>-169.442</td>\n",
                            "      <td>-0.00262</td>\n",
                            "      <td>0.020878</td>\n",
                            "      <td>-0.00232</td>\n",
                            "      <td>-0.00504</td>\n",
                            "      <td>1.669377</td>\n",
                            "      <td>4886.31</td>\n",
                            "      <td>0.003620</td>\n",
                            "      <td>-0.290</td>\n",
                            "      <td>-0.11128</td>\n",
                            "      <td>1.21496</td>\n",
                            "      <td>0.039</td>\n",
                            "      <td>-1.053827</td>\n",
                            "      <td>-0.035</td>\n",
                            "      <td>21.8714</td>\n",
                            "      <td>-0.01227</td>\n",
                            "      <td>0.002479</td>\n",
                            "      <td>2746.36</td>\n",
                            "      <td>0.00945</td>\n",
                            "      <td>872.0</td>\n",
                            "      <td>0.476760</td>\n",
                            "      <td>-0.186</td>\n",
                            "      <td>2.0</td>\n",
                            "      <td>-0.12580</td>\n",
                            "      <td>3.10397</td>\n",
                            "      <td>-0.849446</td>\n",
                            "      <td>0.002098</td>\n",
                            "      <td>0.176535</td>\n",
                            "      <td>1.51071</td>\n",
                            "      <td>-0.005</td>\n",
                            "      <td>3.08772</td>\n",
                            "      <td>-0.00846</td>\n",
                            "      <td>-0.18144</td>\n",
                            "      <td>-0.126608</td>\n",
                            "      <td>-0.12618</td>\n",
                            "      <td>170.134</td>\n",
                            "      <td>1852.63</td>\n",
                            "      <td>-0.245</td>\n",
                            "      <td>3.44701</td>\n",
                            "      <td>63.1</td>\n",
                            "      <td>0.0</td>\n",
                            "      <td>-0.018</td>\n",
                            "      <td>-0.059</td>\n",
                            "      <td>-0.00203</td>\n",
                            "      <td>-0.049</td>\n",
                            "      <td>1.16579</td>\n",
                            "      <td>21.8849</td>\n",
                            "      <td>1.08196</td>\n",
                            "      <td>0.001110</td>\n",
                            "      <td>-0.151</td>\n",
                            "      <td>-0.216</td>\n",
                            "      <td>-0.297538</td>\n",
                            "      <td>6563.53</td>\n",
                            "      <td>1.18549</td>\n",
                            "      <td>3167.0</td>\n",
                            "      <td>1.09682</td>\n",
                            "      <td>0.199885</td>\n",
                            "      <td>0.001377</td>\n",
                            "      <td>-0.290</td>\n",
                            "      <td>2.232</td>\n",
                            "      <td>-0.040</td>\n",
                            "      <td>1.08196</td>\n",
                            "      <td>-0.016</td>\n",
                            "      <td>-0.011936</td>\n",
                            "      <td>-0.559025</td>\n",
                            "      <td>0.479619</td>\n",
                            "      <td>-0.062</td>\n",
                            "      <td>65756.8</td>\n",
                            "      <td>-0.201</td>\n",
                            "      <td>613.2</td>\n",
                            "      <td>-0.008</td>\n",
                            "      <td>0.052633</td>\n",
                            "      <td>13.004</td>\n",
                            "      <td>-1.037063</td>\n",
                            "      <td>-0.17720</td>\n",
                            "      <td>-0.12580</td>\n",
                            "      <td>0.053205</td>\n",
                            "      <td>17.4962</td>\n",
                            "      <td>0</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>1021</th>\n",
                            "      <td>-0.824065</td>\n",
                            "      <td>-0.182</td>\n",
                            "      <td>-0.223</td>\n",
                            "      <td>-0.476</td>\n",
                            "      <td>-0.300</td>\n",
                            "      <td>-0.190</td>\n",
                            "      <td>-0.315</td>\n",
                            "      <td>9.99362</td>\n",
                            "      <td>-0.038</td>\n",
                            "      <td>458.207</td>\n",
                            "      <td>0.696</td>\n",
                            "      <td>1.11429</td>\n",
                            "      <td>7.0</td>\n",
                            "      <td>0.006290</td>\n",
                            "      <td>-0.310</td>\n",
                            "      <td>33521.0</td>\n",
                            "      <td>-0.129</td>\n",
                            "      <td>-0.099</td>\n",
                            "      <td>1.836417</td>\n",
                            "      <td>1.002030</td>\n",
                            "      <td>127.777778</td>\n",
                            "      <td>72.6417</td>\n",
                            "      <td>-0.489</td>\n",
                            "      <td>1714.0</td>\n",
                            "      <td>0.000718</td>\n",
                            "      <td>-0.00687</td>\n",
                            "      <td>0.799477</td>\n",
                            "      <td>-0.204</td>\n",
                            "      <td>-0.066</td>\n",
                            "      <td>-0.012</td>\n",
                            "      <td>-0.149</td>\n",
                            "      <td>0.002553</td>\n",
                            "      <td>0.68033</td>\n",
                            "      <td>-0.012</td>\n",
                            "      <td>-0.076</td>\n",
                            "      <td>2995.46</td>\n",
                            "      <td>1.289</td>\n",
                            "      <td>-0.077</td>\n",
                            "      <td>-0.558</td>\n",
                            "      <td>2.159</td>\n",
                            "      <td>0.974489</td>\n",
                            "      <td>-0.745</td>\n",
                            "      <td>93.8050</td>\n",
                            "      <td>2.785</td>\n",
                            "      <td>3.159</td>\n",
                            "      <td>-0.034</td>\n",
                            "      <td>-0.167</td>\n",
                            "      <td>-17.7621</td>\n",
                            "      <td>138.5390</td>\n",
                            "      <td>1.48837</td>\n",
                            "      <td>643.943</td>\n",
                            "      <td>-0.604</td>\n",
                            "      <td>-0.034</td>\n",
                            "      <td>-0.088</td>\n",
                            "      <td>0.180211</td>\n",
                            "      <td>-0.10</td>\n",
                            "      <td>499.076</td>\n",
                            "      <td>2.888</td>\n",
                            "      <td>5001.04</td>\n",
                            "      <td>-0.027</td>\n",
                            "      <td>137.8430</td>\n",
                            "      <td>0.994393</td>\n",
                            "      <td>-0.00238</td>\n",
                            "      <td>0.639</td>\n",
                            "      <td>0.0</td>\n",
                            "      <td>0.001906</td>\n",
                            "      <td>64405.3</td>\n",
                            "      <td>-0.00441</td>\n",
                            "      <td>0.937</td>\n",
                            "      <td>3.44772</td>\n",
                            "      <td>0.000520</td>\n",
                            "      <td>0.180401</td>\n",
                            "      <td>-0.681</td>\n",
                            "      <td>-168.247</td>\n",
                            "      <td>-0.01065</td>\n",
                            "      <td>0.169035</td>\n",
                            "      <td>-0.00238</td>\n",
                            "      <td>-0.00936</td>\n",
                            "      <td>1.570796</td>\n",
                            "      <td>4460.53</td>\n",
                            "      <td>-0.000883</td>\n",
                            "      <td>-0.452</td>\n",
                            "      <td>-0.11668</td>\n",
                            "      <td>1.19056</td>\n",
                            "      <td>-0.092</td>\n",
                            "      <td>-0.999088</td>\n",
                            "      <td>-0.038</td>\n",
                            "      <td>22.4292</td>\n",
                            "      <td>0.01025</td>\n",
                            "      <td>0.004384</td>\n",
                            "      <td>3306.09</td>\n",
                            "      <td>-0.02832</td>\n",
                            "      <td>1715.0</td>\n",
                            "      <td>0.484314</td>\n",
                            "      <td>-0.272</td>\n",
                            "      <td>2.0</td>\n",
                            "      <td>-0.12516</td>\n",
                            "      <td>3.09871</td>\n",
                            "      <td>-0.285649</td>\n",
                            "      <td>0.006481</td>\n",
                            "      <td>0.207614</td>\n",
                            "      <td>1.49468</td>\n",
                            "      <td>-0.021</td>\n",
                            "      <td>3.10410</td>\n",
                            "      <td>-0.00813</td>\n",
                            "      <td>-0.21783</td>\n",
                            "      <td>-0.124368</td>\n",
                            "      <td>-0.12440</td>\n",
                            "      <td>200.630</td>\n",
                            "      <td>1796.47</td>\n",
                            "      <td>-0.340</td>\n",
                            "      <td>3.48311</td>\n",
                            "      <td>39.9</td>\n",
                            "      <td>0.0</td>\n",
                            "      <td>-0.032</td>\n",
                            "      <td>-0.062</td>\n",
                            "      <td>-0.00663</td>\n",
                            "      <td>-0.081</td>\n",
                            "      <td>1.15509</td>\n",
                            "      <td>22.4551</td>\n",
                            "      <td>1.08146</td>\n",
                            "      <td>0.006388</td>\n",
                            "      <td>-0.284</td>\n",
                            "      <td>-0.860</td>\n",
                            "      <td>-0.823119</td>\n",
                            "      <td>6621.28</td>\n",
                            "      <td>1.20034</td>\n",
                            "      <td>2030.0</td>\n",
                            "      <td>1.09538</td>\n",
                            "      <td>0.195845</td>\n",
                            "      <td>-0.001505</td>\n",
                            "      <td>0.269</td>\n",
                            "      <td>-0.155</td>\n",
                            "      <td>-0.053</td>\n",
                            "      <td>1.08146</td>\n",
                            "      <td>-0.042</td>\n",
                            "      <td>0.001016</td>\n",
                            "      <td>0.316324</td>\n",
                            "      <td>0.483552</td>\n",
                            "      <td>-0.072</td>\n",
                            "      <td>63901.6</td>\n",
                            "      <td>-0.335</td>\n",
                            "      <td>700.0</td>\n",
                            "      <td>-0.012</td>\n",
                            "      <td>0.055049</td>\n",
                            "      <td>-8.119</td>\n",
                            "      <td>-1.010057</td>\n",
                            "      <td>-0.21953</td>\n",
                            "      <td>-0.12516</td>\n",
                            "      <td>0.048378</td>\n",
                            "      <td>17.4337</td>\n",
                            "      <td>0</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>1022</th>\n",
                            "      <td>-0.205244</td>\n",
                            "      <td>-0.102</td>\n",
                            "      <td>-0.377</td>\n",
                            "      <td>0.376</td>\n",
                            "      <td>-0.308</td>\n",
                            "      <td>1.907</td>\n",
                            "      <td>-0.506</td>\n",
                            "      <td>11.43130</td>\n",
                            "      <td>-0.048</td>\n",
                            "      <td>453.878</td>\n",
                            "      <td>-1.072</td>\n",
                            "      <td>1.69772</td>\n",
                            "      <td>0.0</td>\n",
                            "      <td>-0.002859</td>\n",
                            "      <td>-0.311</td>\n",
                            "      <td>22465.0</td>\n",
                            "      <td>-0.051</td>\n",
                            "      <td>-0.174</td>\n",
                            "      <td>0.727332</td>\n",
                            "      <td>0.997687</td>\n",
                            "      <td>129.487356</td>\n",
                            "      <td>73.8240</td>\n",
                            "      <td>-0.684</td>\n",
                            "      <td>4200.0</td>\n",
                            "      <td>-0.004041</td>\n",
                            "      <td>-0.00687</td>\n",
                            "      <td>0.799741</td>\n",
                            "      <td>-0.158</td>\n",
                            "      <td>-0.056</td>\n",
                            "      <td>-0.012</td>\n",
                            "      <td>-0.222</td>\n",
                            "      <td>0.002848</td>\n",
                            "      <td>0.65919</td>\n",
                            "      <td>-0.012</td>\n",
                            "      <td>-0.036</td>\n",
                            "      <td>3429.07</td>\n",
                            "      <td>0.202</td>\n",
                            "      <td>-0.077</td>\n",
                            "      <td>0.055</td>\n",
                            "      <td>0.458</td>\n",
                            "      <td>0.898373</td>\n",
                            "      <td>0.737</td>\n",
                            "      <td>93.4722</td>\n",
                            "      <td>-0.499</td>\n",
                            "      <td>1.084</td>\n",
                            "      <td>-0.020</td>\n",
                            "      <td>-0.124</td>\n",
                            "      <td>-17.9128</td>\n",
                            "      <td>78.0588</td>\n",
                            "      <td>1.50448</td>\n",
                            "      <td>937.393</td>\n",
                            "      <td>0.435</td>\n",
                            "      <td>-0.032</td>\n",
                            "      <td>-0.070</td>\n",
                            "      <td>0.180726</td>\n",
                            "      <td>8.74</td>\n",
                            "      <td>479.869</td>\n",
                            "      <td>-0.199</td>\n",
                            "      <td>6502.98</td>\n",
                            "      <td>-0.028</td>\n",
                            "      <td>77.3398</td>\n",
                            "      <td>0.996820</td>\n",
                            "      <td>-0.00289</td>\n",
                            "      <td>0.796</td>\n",
                            "      <td>0.0</td>\n",
                            "      <td>-0.000191</td>\n",
                            "      <td>69583.4</td>\n",
                            "      <td>0.00244</td>\n",
                            "      <td>-2.320</td>\n",
                            "      <td>3.46422</td>\n",
                            "      <td>-0.008466</td>\n",
                            "      <td>0.180726</td>\n",
                            "      <td>-0.489</td>\n",
                            "      <td>-185.693</td>\n",
                            "      <td>0.01146</td>\n",
                            "      <td>0.351349</td>\n",
                            "      <td>-0.00365</td>\n",
                            "      <td>-0.00345</td>\n",
                            "      <td>2.188552</td>\n",
                            "      <td>6169.35</td>\n",
                            "      <td>0.012920</td>\n",
                            "      <td>1.335</td>\n",
                            "      <td>-0.11064</td>\n",
                            "      <td>1.18820</td>\n",
                            "      <td>-0.424</td>\n",
                            "      <td>-0.951995</td>\n",
                            "      <td>-0.030</td>\n",
                            "      <td>20.9987</td>\n",
                            "      <td>-0.00451</td>\n",
                            "      <td>0.004194</td>\n",
                            "      <td>3446.51</td>\n",
                            "      <td>0.00921</td>\n",
                            "      <td>4201.0</td>\n",
                            "      <td>0.481935</td>\n",
                            "      <td>-0.186</td>\n",
                            "      <td>1.0</td>\n",
                            "      <td>-0.10895</td>\n",
                            "      <td>3.09319</td>\n",
                            "      <td>0.082229</td>\n",
                            "      <td>0.003050</td>\n",
                            "      <td>0.191933</td>\n",
                            "      <td>1.50411</td>\n",
                            "      <td>-0.027</td>\n",
                            "      <td>3.09672</td>\n",
                            "      <td>-0.00175</td>\n",
                            "      <td>-0.18297</td>\n",
                            "      <td>-0.110301</td>\n",
                            "      <td>-0.11162</td>\n",
                            "      <td>197.497</td>\n",
                            "      <td>2395.38</td>\n",
                            "      <td>-0.368</td>\n",
                            "      <td>3.45672</td>\n",
                            "      <td>72.6</td>\n",
                            "      <td>2.0</td>\n",
                            "      <td>-0.084</td>\n",
                            "      <td>-0.085</td>\n",
                            "      <td>0.00864</td>\n",
                            "      <td>-0.162</td>\n",
                            "      <td>1.16442</td>\n",
                            "      <td>20.9711</td>\n",
                            "      <td>1.08264</td>\n",
                            "      <td>-0.000918</td>\n",
                            "      <td>-0.157</td>\n",
                            "      <td>-1.247</td>\n",
                            "      <td>-0.460113</td>\n",
                            "      <td>6815.14</td>\n",
                            "      <td>1.19258</td>\n",
                            "      <td>2695.0</td>\n",
                            "      <td>1.09809</td>\n",
                            "      <td>0.195223</td>\n",
                            "      <td>0.001153</td>\n",
                            "      <td>0.566</td>\n",
                            "      <td>-0.512</td>\n",
                            "      <td>-0.049</td>\n",
                            "      <td>1.08302</td>\n",
                            "      <td>-0.023</td>\n",
                            "      <td>-0.002540</td>\n",
                            "      <td>-0.188119</td>\n",
                            "      <td>0.481172</td>\n",
                            "      <td>-0.063</td>\n",
                            "      <td>69225.2</td>\n",
                            "      <td>-0.316</td>\n",
                            "      <td>744.9</td>\n",
                            "      <td>-0.041</td>\n",
                            "      <td>0.046738</td>\n",
                            "      <td>12.891</td>\n",
                            "      <td>-1.004064</td>\n",
                            "      <td>-0.18136</td>\n",
                            "      <td>-0.10895</td>\n",
                            "      <td>0.052076</td>\n",
                            "      <td>17.0129</td>\n",
                            "      <td>0</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>1023</th>\n",
                            "      <td>-0.256855</td>\n",
                            "      <td>-0.075</td>\n",
                            "      <td>-0.203</td>\n",
                            "      <td>0.247</td>\n",
                            "      <td>-0.251</td>\n",
                            "      <td>-0.135</td>\n",
                            "      <td>-0.328</td>\n",
                            "      <td>9.41912</td>\n",
                            "      <td>-0.064</td>\n",
                            "      <td>413.920</td>\n",
                            "      <td>0.344</td>\n",
                            "      <td>1.02076</td>\n",
                            "      <td>6.0</td>\n",
                            "      <td>0.001335</td>\n",
                            "      <td>-0.320</td>\n",
                            "      <td>27829.0</td>\n",
                            "      <td>-0.363</td>\n",
                            "      <td>-0.068</td>\n",
                            "      <td>-1.041162</td>\n",
                            "      <td>0.999818</td>\n",
                            "      <td>50.331740</td>\n",
                            "      <td>71.1110</td>\n",
                            "      <td>-0.357</td>\n",
                            "      <td>160.0</td>\n",
                            "      <td>-0.003887</td>\n",
                            "      <td>-0.01068</td>\n",
                            "      <td>0.795447</td>\n",
                            "      <td>-0.118</td>\n",
                            "      <td>-0.110</td>\n",
                            "      <td>-0.023</td>\n",
                            "      <td>-0.177</td>\n",
                            "      <td>0.002842</td>\n",
                            "      <td>0.65916</td>\n",
                            "      <td>-0.023</td>\n",
                            "      <td>-0.058</td>\n",
                            "      <td>3043.86</td>\n",
                            "      <td>-0.982</td>\n",
                            "      <td>-0.083</td>\n",
                            "      <td>-1.850</td>\n",
                            "      <td>0.793</td>\n",
                            "      <td>0.099401</td>\n",
                            "      <td>0.526</td>\n",
                            "      <td>92.0821</td>\n",
                            "      <td>-0.550</td>\n",
                            "      <td>-0.355</td>\n",
                            "      <td>-0.058</td>\n",
                            "      <td>-0.138</td>\n",
                            "      <td>-13.8765</td>\n",
                            "      <td>101.4780</td>\n",
                            "      <td>1.49976</td>\n",
                            "      <td>623.060</td>\n",
                            "      <td>-0.326</td>\n",
                            "      <td>-0.064</td>\n",
                            "      <td>-0.103</td>\n",
                            "      <td>0.179088</td>\n",
                            "      <td>3.87</td>\n",
                            "      <td>445.700</td>\n",
                            "      <td>0.654</td>\n",
                            "      <td>4413.18</td>\n",
                            "      <td>-0.032</td>\n",
                            "      <td>100.7850</td>\n",
                            "      <td>0.994674</td>\n",
                            "      <td>-0.00245</td>\n",
                            "      <td>0.051</td>\n",
                            "      <td>0.0</td>\n",
                            "      <td>0.006293</td>\n",
                            "      <td>65596.2</td>\n",
                            "      <td>0.01158</td>\n",
                            "      <td>1.095</td>\n",
                            "      <td>3.46070</td>\n",
                            "      <td>0.000123</td>\n",
                            "      <td>0.179279</td>\n",
                            "      <td>-0.484</td>\n",
                            "      <td>-151.523</td>\n",
                            "      <td>-0.00732</td>\n",
                            "      <td>0.094085</td>\n",
                            "      <td>-0.00245</td>\n",
                            "      <td>0.00164</td>\n",
                            "      <td>-1.455920</td>\n",
                            "      <td>4337.68</td>\n",
                            "      <td>0.005849</td>\n",
                            "      <td>1.502</td>\n",
                            "      <td>-0.05567</td>\n",
                            "      <td>1.19664</td>\n",
                            "      <td>-0.022</td>\n",
                            "      <td>-0.142061</td>\n",
                            "      <td>-0.044</td>\n",
                            "      <td>22.1748</td>\n",
                            "      <td>0.02849</td>\n",
                            "      <td>0.000763</td>\n",
                            "      <td>2783.48</td>\n",
                            "      <td>0.00988</td>\n",
                            "      <td>161.0</td>\n",
                            "      <td>0.477640</td>\n",
                            "      <td>-0.250</td>\n",
                            "      <td>0.0</td>\n",
                            "      <td>-0.13018</td>\n",
                            "      <td>3.09892</td>\n",
                            "      <td>-1.371649</td>\n",
                            "      <td>0.001335</td>\n",
                            "      <td>0.178757</td>\n",
                            "      <td>1.49537</td>\n",
                            "      <td>-0.020</td>\n",
                            "      <td>3.10248</td>\n",
                            "      <td>-0.00891</td>\n",
                            "      <td>-0.22283</td>\n",
                            "      <td>-0.111609</td>\n",
                            "      <td>-0.12942</td>\n",
                            "      <td>163.898</td>\n",
                            "      <td>1714.92</td>\n",
                            "      <td>-0.317</td>\n",
                            "      <td>3.42200</td>\n",
                            "      <td>19.8</td>\n",
                            "      <td>8.0</td>\n",
                            "      <td>-0.041</td>\n",
                            "      <td>-0.070</td>\n",
                            "      <td>-0.00901</td>\n",
                            "      <td>-0.098</td>\n",
                            "      <td>1.16184</td>\n",
                            "      <td>22.1637</td>\n",
                            "      <td>1.08180</td>\n",
                            "      <td>-0.007080</td>\n",
                            "      <td>-0.228</td>\n",
                            "      <td>0.870</td>\n",
                            "      <td>-0.204427</td>\n",
                            "      <td>6597.09</td>\n",
                            "      <td>1.19642</td>\n",
                            "      <td>2127.0</td>\n",
                            "      <td>1.09457</td>\n",
                            "      <td>0.197390</td>\n",
                            "      <td>0.000879</td>\n",
                            "      <td>-0.219</td>\n",
                            "      <td>0.235</td>\n",
                            "      <td>-0.040</td>\n",
                            "      <td>1.08161</td>\n",
                            "      <td>-0.056</td>\n",
                            "      <td>-0.008889</td>\n",
                            "      <td>-0.903545</td>\n",
                            "      <td>0.476877</td>\n",
                            "      <td>-0.072</td>\n",
                            "      <td>65220.3</td>\n",
                            "      <td>0.914</td>\n",
                            "      <td>798.1</td>\n",
                            "      <td>-0.023</td>\n",
                            "      <td>0.045616</td>\n",
                            "      <td>7.987</td>\n",
                            "      <td>-0.161252</td>\n",
                            "      <td>-0.22112</td>\n",
                            "      <td>-0.12827</td>\n",
                            "      <td>0.049049</td>\n",
                            "      <td>17.7974</td>\n",
                            "      <td>0</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>1024</th>\n",
                            "      <td>-0.806715</td>\n",
                            "      <td>-0.146</td>\n",
                            "      <td>-0.211</td>\n",
                            "      <td>-0.695</td>\n",
                            "      <td>-0.291</td>\n",
                            "      <td>-0.361</td>\n",
                            "      <td>-0.367</td>\n",
                            "      <td>10.02660</td>\n",
                            "      <td>-0.056</td>\n",
                            "      <td>432.040</td>\n",
                            "      <td>-0.461</td>\n",
                            "      <td>1.47514</td>\n",
                            "      <td>7.0</td>\n",
                            "      <td>0.004958</td>\n",
                            "      <td>-0.348</td>\n",
                            "      <td>37761.0</td>\n",
                            "      <td>-0.260</td>\n",
                            "      <td>-0.119</td>\n",
                            "      <td>-0.619674</td>\n",
                            "      <td>0.999458</td>\n",
                            "      <td>112.716257</td>\n",
                            "      <td>74.4869</td>\n",
                            "      <td>0.622</td>\n",
                            "      <td>879.0</td>\n",
                            "      <td>-0.001887</td>\n",
                            "      <td>-0.00381</td>\n",
                            "      <td>0.804100</td>\n",
                            "      <td>-0.200</td>\n",
                            "      <td>-0.057</td>\n",
                            "      <td>-0.018</td>\n",
                            "      <td>-0.235</td>\n",
                            "      <td>0.002057</td>\n",
                            "      <td>0.64490</td>\n",
                            "      <td>-0.018</td>\n",
                            "      <td>-0.209</td>\n",
                            "      <td>3283.62</td>\n",
                            "      <td>0.057</td>\n",
                            "      <td>-0.052</td>\n",
                            "      <td>0.828</td>\n",
                            "      <td>-0.325</td>\n",
                            "      <td>0.628250</td>\n",
                            "      <td>0.511</td>\n",
                            "      <td>94.1087</td>\n",
                            "      <td>-0.498</td>\n",
                            "      <td>-0.392</td>\n",
                            "      <td>-0.046</td>\n",
                            "      <td>-0.136</td>\n",
                            "      <td>-17.8997</td>\n",
                            "      <td>72.8584</td>\n",
                            "      <td>1.50761</td>\n",
                            "      <td>854.652</td>\n",
                            "      <td>-0.212</td>\n",
                            "      <td>-0.032</td>\n",
                            "      <td>-0.089</td>\n",
                            "      <td>0.180963</td>\n",
                            "      <td>3.37</td>\n",
                            "      <td>444.132</td>\n",
                            "      <td>-0.338</td>\n",
                            "      <td>5641.22</td>\n",
                            "      <td>-0.029</td>\n",
                            "      <td>71.6951</td>\n",
                            "      <td>0.996004</td>\n",
                            "      <td>-0.00320</td>\n",
                            "      <td>-0.314</td>\n",
                            "      <td>296.0</td>\n",
                            "      <td>0.006865</td>\n",
                            "      <td>67259.1</td>\n",
                            "      <td>0.00206</td>\n",
                            "      <td>0.295</td>\n",
                            "      <td>3.49024</td>\n",
                            "      <td>-0.003458</td>\n",
                            "      <td>0.180201</td>\n",
                            "      <td>1.222</td>\n",
                            "      <td>-186.968</td>\n",
                            "      <td>0.00971</td>\n",
                            "      <td>0.161209</td>\n",
                            "      <td>-0.00358</td>\n",
                            "      <td>0.00593</td>\n",
                            "      <td>-0.695466</td>\n",
                            "      <td>5602.00</td>\n",
                            "      <td>0.006444</td>\n",
                            "      <td>-0.375</td>\n",
                            "      <td>-0.11583</td>\n",
                            "      <td>1.20586</td>\n",
                            "      <td>0.766</td>\n",
                            "      <td>-1.523795</td>\n",
                            "      <td>-0.044</td>\n",
                            "      <td>20.9046</td>\n",
                            "      <td>0.01684</td>\n",
                            "      <td>0.009153</td>\n",
                            "      <td>3010.14</td>\n",
                            "      <td>-0.02239</td>\n",
                            "      <td>879.0</td>\n",
                            "      <td>0.479292</td>\n",
                            "      <td>-0.261</td>\n",
                            "      <td>1.0</td>\n",
                            "      <td>-0.12169</td>\n",
                            "      <td>3.10694</td>\n",
                            "      <td>-0.681053</td>\n",
                            "      <td>0.005339</td>\n",
                            "      <td>0.177238</td>\n",
                            "      <td>1.50740</td>\n",
                            "      <td>-0.017</td>\n",
                            "      <td>3.08914</td>\n",
                            "      <td>-0.00077</td>\n",
                            "      <td>-0.17846</td>\n",
                            "      <td>-0.120328</td>\n",
                            "      <td>-0.12055</td>\n",
                            "      <td>175.866</td>\n",
                            "      <td>2176.82</td>\n",
                            "      <td>-0.331</td>\n",
                            "      <td>3.44285</td>\n",
                            "      <td>65.9</td>\n",
                            "      <td>10.0</td>\n",
                            "      <td>-0.015</td>\n",
                            "      <td>-0.059</td>\n",
                            "      <td>0.00992</td>\n",
                            "      <td>-0.091</td>\n",
                            "      <td>1.15755</td>\n",
                            "      <td>20.8889</td>\n",
                            "      <td>1.08185</td>\n",
                            "      <td>0.006814</td>\n",
                            "      <td>-0.220</td>\n",
                            "      <td>-0.538</td>\n",
                            "      <td>-0.336981</td>\n",
                            "      <td>6633.35</td>\n",
                            "      <td>1.18144</td>\n",
                            "      <td>2976.0</td>\n",
                            "      <td>1.09652</td>\n",
                            "      <td>0.203633</td>\n",
                            "      <td>0.001668</td>\n",
                            "      <td>0.559</td>\n",
                            "      <td>0.052</td>\n",
                            "      <td>-0.039</td>\n",
                            "      <td>1.08166</td>\n",
                            "      <td>-0.017</td>\n",
                            "      <td>-0.001905</td>\n",
                            "      <td>-0.706954</td>\n",
                            "      <td>0.481959</td>\n",
                            "      <td>-0.066</td>\n",
                            "      <td>67242.5</td>\n",
                            "      <td>0.087</td>\n",
                            "      <td>756.0</td>\n",
                            "      <td>-0.018</td>\n",
                            "      <td>0.048052</td>\n",
                            "      <td>10.396</td>\n",
                            "      <td>-1.542303</td>\n",
                            "      <td>-0.21521</td>\n",
                            "      <td>-0.12131</td>\n",
                            "      <td>0.056060</td>\n",
                            "      <td>16.9290</td>\n",
                            "      <td>0</td>\n",
                            "    </tr>\n",
                            "  </tbody>\n",
                            "</table>\n",
                            "<p>1025 rows × 152 columns</p>\n",
                            "</div>"
                        ],
                        "text/plain": [
                            "             0      1      2      3      4      5      6         7      8  \\\n",
                            "0    -0.345945 -0.125 -0.166  0.438 -0.239  1.474 -0.292   9.41948 -0.045   \n",
                            "1    -0.041140 -0.112 -0.330 -0.078 -0.305 -0.057 -0.281   9.70735 -0.056   \n",
                            "2     1.111356 -0.161 -0.244 -0.392  3.657 -0.156 -0.310  11.21120 -0.051   \n",
                            "3     0.261004 -0.261 -0.182 -0.959 -0.228 -0.106 -0.263  10.32360 -0.059   \n",
                            "4     0.692616 -0.172 -0.276  0.920  1.031 -0.207 -0.298  10.11720 -0.077   \n",
                            "...        ...    ...    ...    ...    ...    ...    ...       ...    ...   \n",
                            "1020 -0.071219 -0.084 -0.298 -0.062 -0.321 -0.071 -0.235   9.40994 -0.045   \n",
                            "1021 -0.824065 -0.182 -0.223 -0.476 -0.300 -0.190 -0.315   9.99362 -0.038   \n",
                            "1022 -0.205244 -0.102 -0.377  0.376 -0.308  1.907 -0.506  11.43130 -0.048   \n",
                            "1023 -0.256855 -0.075 -0.203  0.247 -0.251 -0.135 -0.328   9.41912 -0.064   \n",
                            "1024 -0.806715 -0.146 -0.211 -0.695 -0.291 -0.361 -0.367  10.02660 -0.056   \n",
                            "\n",
                            "            9     10       11    12        13     14       15     16     17  \\\n",
                            "0     462.236 -0.588  1.06344   3.0  0.002289 -0.313  34306.0 -0.118 -0.095   \n",
                            "1     440.925  0.425  1.16891  10.0  0.002854 -0.318  19102.0 -0.217 -0.085   \n",
                            "2     483.944 -0.732  1.18801   5.0  0.000381 -0.262  31556.0 -0.120 -0.109   \n",
                            "3     449.238  0.450  1.61124   0.0  0.001335 -0.265  14480.0 -0.450 -0.068   \n",
                            "4     420.359 -0.748  1.06705   2.0  0.006863 -0.361  37313.0 -0.166 -0.114   \n",
                            "...       ...    ...      ...   ...       ...    ...      ...    ...    ...   \n",
                            "1020  401.982 -0.570  1.18932   1.0  0.000954 -0.296  18148.0 -0.300 -0.079   \n",
                            "1021  458.207  0.696  1.11429   7.0  0.006290 -0.310  33521.0 -0.129 -0.099   \n",
                            "1022  453.878 -1.072  1.69772   0.0 -0.002859 -0.311  22465.0 -0.051 -0.174   \n",
                            "1023  413.920  0.344  1.02076   6.0  0.001335 -0.320  27829.0 -0.363 -0.068   \n",
                            "1024  432.040 -0.461  1.47514   7.0  0.004958 -0.348  37761.0 -0.260 -0.119   \n",
                            "\n",
                            "            18        19          20       21     22      23        24  \\\n",
                            "0     0.013490  0.998587  139.367355  72.4311 -0.336    85.0  0.000356   \n",
                            "1    -0.471625  0.999635   77.769853  74.3401  0.611    29.0  0.002932   \n",
                            "2     0.146911  1.000970  104.979570  76.4981 -0.431  1432.0 -0.004875   \n",
                            "3     0.521972  1.001910  144.337725  73.8178 -0.336   159.0 -0.000515   \n",
                            "4    -0.469282  1.002640   83.333333  73.4464 -0.477   186.0  0.001582   \n",
                            "...        ...       ...         ...      ...    ...     ...       ...   \n",
                            "1020 -0.606048  0.997602  117.235861  72.4107 -0.434   868.0  0.001489   \n",
                            "1021  1.836417  1.002030  127.777778  72.6417 -0.489  1714.0  0.000718   \n",
                            "1022  0.727332  0.997687  129.487356  73.8240 -0.684  4200.0 -0.004041   \n",
                            "1023 -1.041162  0.999818   50.331740  71.1110 -0.357   160.0 -0.003887   \n",
                            "1024 -0.619674  0.999458  112.716257  74.4869  0.622   879.0 -0.001887   \n",
                            "\n",
                            "           25        26     27     28     29     30        31       32     33  \\\n",
                            "0    -0.01296  0.794412 -0.249 -0.079 -0.008 -0.156  0.001638  0.68044 -0.008   \n",
                            "1    -0.00534  0.801707  2.011 -0.105 -0.008 -0.247  0.003788  0.65938 -0.008   \n",
                            "2    -0.00535  0.795921 -0.143 -0.055 -0.005 -0.117  0.003607  0.66419 -0.005   \n",
                            "3    -0.00381  0.800029 -0.113 -0.024 -0.195 -0.118  0.004317  0.66141  0.554   \n",
                            "4    -0.01145  0.798279 -0.171 -0.088 -0.024 -0.182  0.004137  0.66748 -0.024   \n",
                            "...       ...       ...    ...    ...    ...    ...       ...      ...    ...   \n",
                            "1020 -0.00686  0.796701 -0.153 -0.073 -0.008 -0.090  0.002070  0.67267 -0.008   \n",
                            "1021 -0.00687  0.799477 -0.204 -0.066 -0.012 -0.149  0.002553  0.68033 -0.012   \n",
                            "1022 -0.00687  0.799741 -0.158 -0.056 -0.012 -0.222  0.002848  0.65919 -0.012   \n",
                            "1023 -0.01068  0.795447 -0.118 -0.110 -0.023 -0.177  0.002842  0.65916 -0.023   \n",
                            "1024 -0.00381  0.804100 -0.200 -0.057 -0.018 -0.235  0.002057  0.64490 -0.018   \n",
                            "\n",
                            "         34       35     36     37     38     39        40     41       42  \\\n",
                            "0    -0.127  3000.23  1.041 -0.058 -0.337 -0.241  0.805337  0.619  93.5887   \n",
                            "1    -0.039  2997.64 -0.954 -0.071  0.396 -0.453 -2.330408  0.382  96.2608   \n",
                            "2    -0.054  3095.57  0.512 -0.060  0.219  0.937  0.136291  0.889  96.9103   \n",
                            "3    -0.061  3712.36 -0.972 -0.047  0.086 -0.345  0.843882  0.199  95.1811   \n",
                            "4    -0.105  3047.55  0.490 -0.063 -2.018 -0.421  0.077229  0.609  93.4772   \n",
                            "...     ...      ...    ...    ...    ...    ...       ...    ...      ...   \n",
                            "1020 -0.018  3072.65  0.867 -0.055  0.717 -0.413  0.984924  0.523  93.5622   \n",
                            "1021 -0.076  2995.46  1.289 -0.077 -0.558  2.159  0.974489 -0.745  93.8050   \n",
                            "1022 -0.036  3429.07  0.202 -0.077  0.055  0.458  0.898373  0.737  93.4722   \n",
                            "1023 -0.058  3043.86 -0.982 -0.083 -1.850  0.793  0.099401  0.526  92.0821   \n",
                            "1024 -0.209  3283.62  0.057 -0.052  0.828 -0.325  0.628250  0.511  94.1087   \n",
                            "\n",
                            "         43     44     45     46       47        48       49       50     51  \\\n",
                            "0     0.517 -0.366 -0.040 -0.125 -17.5875  135.0510  1.50877  637.343  0.641   \n",
                            "1    -0.404 -0.281 -0.022 -0.173 -16.2474  125.4170  1.51077  636.007 -0.124   \n",
                            "2     1.008  0.512 -0.028 -0.133 -24.5057  101.5290  1.49798  711.480  0.351   \n",
                            "3    -0.486 -0.426 -0.344 -0.120 -18.8399   57.7826  1.49019  877.787 -0.526   \n",
                            "4    -0.055  0.064 -0.055  1.618 -17.0409  110.8810  1.50232  639.360  0.543   \n",
                            "...     ...    ...    ...    ...      ...       ...      ...      ...    ...   \n",
                            "1020 -0.346 -0.280 -0.048 -0.179 -15.9336  132.4330  1.50308  647.519  1.550   \n",
                            "1021  2.785  3.159 -0.034 -0.167 -17.7621  138.5390  1.48837  643.943 -0.604   \n",
                            "1022 -0.499  1.084 -0.020 -0.124 -17.9128   78.0588  1.50448  937.393  0.435   \n",
                            "1023 -0.550 -0.355 -0.058 -0.138 -13.8765  101.4780  1.49976  623.060 -0.326   \n",
                            "1024 -0.498 -0.392 -0.046 -0.136 -17.8997   72.8584  1.50761  854.652 -0.212   \n",
                            "\n",
                            "         52     53        54     55       56     57       58     59        60  \\\n",
                            "0    -0.020 -0.072  0.179700   3.53  501.443 -0.259  5188.09 -0.029  133.1670   \n",
                            "1    -0.015 -0.095  0.180872  15.12  444.107 -0.257  4883.51 -0.031  124.3440   \n",
                            "2    -0.024 -0.098  0.179549   9.83  502.495 -0.146  5178.83 -0.028  100.8860   \n",
                            "3    -0.059 -0.071  0.181066 -61.04  469.340 -0.494  5922.41 -0.019   57.2806   \n",
                            "4    -0.058 -0.143  0.179803   6.15  452.700 -0.236  4651.69 -0.028  110.6940   \n",
                            "...     ...    ...       ...    ...      ...    ...      ...    ...       ...   \n",
                            "1020 -0.031 -0.081  0.180067   2.55  442.654 -0.287  5018.70 -0.034  131.3720   \n",
                            "1021 -0.034 -0.088  0.180211  -0.10  499.076  2.888  5001.04 -0.027  137.8430   \n",
                            "1022 -0.032 -0.070  0.180726   8.74  479.869 -0.199  6502.98 -0.028   77.3398   \n",
                            "1023 -0.064 -0.103  0.179088   3.87  445.700  0.654  4413.18 -0.032  100.7850   \n",
                            "1024 -0.032 -0.089  0.180963   3.37  444.132 -0.338  5641.22 -0.029   71.6951   \n",
                            "\n",
                            "            61       62     63     64        65       66       67     68  \\\n",
                            "0     0.994329 -0.00265  0.308    0.0  0.004196  66244.1  0.00576 -0.459   \n",
                            "1     0.993526 -0.00521 -1.449    0.0  0.005138  66282.4 -0.01093  0.567   \n",
                            "2     0.996227 -0.00136 -0.111    0.0  0.005717  66137.8 -0.00025  0.706   \n",
                            "3     0.993955 -0.00119  0.662    0.0  0.004577  68737.5 -0.00955 -1.304   \n",
                            "4     0.995711 -0.00237  0.653    0.0  0.009723  65545.1  0.01018 -0.629   \n",
                            "...        ...      ...    ...    ...       ...      ...      ...    ...   \n",
                            "1020  0.995343 -0.00194  3.242    1.0  0.001335  66013.7  0.00509 -2.036   \n",
                            "1021  0.994393 -0.00238  0.639    0.0  0.001906  64405.3 -0.00441  0.937   \n",
                            "1022  0.996820 -0.00289  0.796    0.0 -0.000191  69583.4  0.00244 -2.320   \n",
                            "1023  0.994674 -0.00245  0.051    0.0  0.006293  65596.2  0.01158  1.095   \n",
                            "1024  0.996004 -0.00320 -0.314  296.0  0.006865  67259.1  0.00206  0.295   \n",
                            "\n",
                            "           69        70        71     72       73       74        75       76  \\\n",
                            "0     3.46307 -0.000548  0.179891  0.791 -186.938 -0.00270  0.154720 -0.00379   \n",
                            "1     3.48356 -0.002600  0.179728 -0.370 -180.466  0.00572  0.602847 -0.00521   \n",
                            "2     3.50016 -0.001349  0.179358  0.852 -214.213  0.00603  0.511017 -0.00136   \n",
                            "3     3.46463  0.005739  0.181447 -0.314 -177.556  0.01096 -1.150517 -0.00119   \n",
                            "4     3.46038 -0.000824  0.180185  1.851 -190.228  0.00980  0.409412 -0.00275   \n",
                            "...       ...       ...       ...    ...      ...      ...       ...      ...   \n",
                            "1020  3.46928 -0.003646  0.181210  1.332 -169.442 -0.00262  0.020878 -0.00232   \n",
                            "1021  3.44772  0.000520  0.180401 -0.681 -168.247 -0.01065  0.169035 -0.00238   \n",
                            "1022  3.46422 -0.008466  0.180726 -0.489 -185.693  0.01146  0.351349 -0.00365   \n",
                            "1023  3.46070  0.000123  0.179279 -0.484 -151.523 -0.00732  0.094085 -0.00245   \n",
                            "1024  3.49024 -0.003458  0.180201  1.222 -186.968  0.00971  0.161209 -0.00358   \n",
                            "\n",
                            "           77        78       79        80     81       82       83     84  \\\n",
                            "0    -0.00617  1.653683  4959.70  0.007186 -0.391 -0.10446  1.18359 -1.183   \n",
                            "1    -0.00377 -1.950792  4724.76 -0.035307 -0.306 -0.11437  1.21646 -0.595   \n",
                            "2     0.00036  2.645170  4980.22 -0.007115 -0.426 -0.10454  1.21641 -0.873   \n",
                            "3     0.00131 -3.103093  5616.07  0.005518 -0.284 -0.10223  1.18538 -0.402   \n",
                            "4    -0.00370  1.570796  4511.52  0.011494  1.250 -0.11294  1.18259  0.968   \n",
                            "...       ...       ...      ...       ...    ...      ...      ...    ...   \n",
                            "1020 -0.00504  1.669377  4886.31  0.003620 -0.290 -0.11128  1.21496  0.039   \n",
                            "1021 -0.00936  1.570796  4460.53 -0.000883 -0.452 -0.11668  1.19056 -0.092   \n",
                            "1022 -0.00345  2.188552  6169.35  0.012920  1.335 -0.11064  1.18820 -0.424   \n",
                            "1023  0.00164 -1.455920  4337.68  0.005849  1.502 -0.05567  1.19664 -0.022   \n",
                            "1024  0.00593 -0.695466  5602.00  0.006444 -0.375 -0.11583  1.20586  0.766   \n",
                            "\n",
                            "            85     86       87       88        89       90       91      92  \\\n",
                            "0    -1.343180 -0.035  22.5706  0.00654  0.004959  2833.84  0.01343    85.0   \n",
                            "1     0.968036 -0.038  22.0829 -0.03448  0.003235  2863.29  0.03157    29.0   \n",
                            "2    -0.567163 -0.024  21.5580  0.01378  0.006670  3016.75  0.01017  1432.0   \n",
                            "3     1.161385 -0.024  20.8344 -0.02995  0.000763  3285.80 -0.02455   159.0   \n",
                            "4     0.503366 -0.061  22.1385  0.02601 -0.000953  2839.99  0.02290   186.0   \n",
                            "...        ...    ...      ...      ...       ...      ...      ...     ...   \n",
                            "1020 -1.053827 -0.035  21.8714 -0.01227  0.002479  2746.36  0.00945   872.0   \n",
                            "1021 -0.999088 -0.038  22.4292  0.01025  0.004384  3306.09 -0.02832  1715.0   \n",
                            "1022 -0.951995 -0.030  20.9987 -0.00451  0.004194  3446.51  0.00921  4201.0   \n",
                            "1023 -0.142061 -0.044  22.1748  0.02849  0.000763  2783.48  0.00988   161.0   \n",
                            "1024 -1.523795 -0.044  20.9046  0.01684  0.009153  3010.14 -0.02239   879.0   \n",
                            "\n",
                            "            93     94   95       96       97        98        99       100  \\\n",
                            "0     0.481242 -0.235  3.0 -0.12388  3.08956  1.348034  0.007819  0.239735   \n",
                            "1     0.481091 -0.262  0.0 -0.11653  3.09170 -0.160031  0.003806  0.157535   \n",
                            "2     0.479818 -0.307  1.0 -0.11659  3.10091 -0.032332  0.001525  0.203351   \n",
                            "3     0.482441  1.646  0.0 -0.11945  3.09295  0.512694  0.005149  0.189812   \n",
                            "4     0.481220 -0.323  1.0 -0.12828  3.09314 -0.553705 -0.000381  0.184566   \n",
                            "...        ...    ...  ...      ...      ...       ...       ...       ...   \n",
                            "1020  0.476760 -0.186  2.0 -0.12580  3.10397 -0.849446  0.002098  0.176535   \n",
                            "1021  0.484314 -0.272  2.0 -0.12516  3.09871 -0.285649  0.006481  0.207614   \n",
                            "1022  0.481935 -0.186  1.0 -0.10895  3.09319  0.082229  0.003050  0.191933   \n",
                            "1023  0.477640 -0.250  0.0 -0.13018  3.09892 -1.371649  0.001335  0.178757   \n",
                            "1024  0.479292 -0.261  1.0 -0.12169  3.10694 -0.681053  0.005339  0.177238   \n",
                            "\n",
                            "          101    102      103      104      105       106      107      108  \\\n",
                            "0     1.49926 -0.006  3.09607  0.00360 -0.18373 -0.125312 -0.12769  223.010   \n",
                            "1     1.50220 -0.008  3.09551 -0.00851 -0.18515 -0.114376 -0.11615  175.005   \n",
                            "2     1.49711 -0.012  3.10967 -0.00216 -0.22266 -0.119890 -0.11850  206.266   \n",
                            "3     1.50405 -0.027  3.10398 -0.00800 -0.18392 -0.120726 -0.12097  192.115   \n",
                            "4     1.48804 -0.030  3.09544  0.00179 -0.17940 -0.126466 -0.12599  176.911   \n",
                            "...       ...    ...      ...      ...      ...       ...      ...      ...   \n",
                            "1020  1.51071 -0.005  3.08772 -0.00846 -0.18144 -0.126608 -0.12618  170.134   \n",
                            "1021  1.49468 -0.021  3.10410 -0.00813 -0.21783 -0.124368 -0.12440  200.630   \n",
                            "1022  1.50411 -0.027  3.09672 -0.00175 -0.18297 -0.110301 -0.11162  197.497   \n",
                            "1023  1.49537 -0.020  3.10248 -0.00891 -0.22283 -0.111609 -0.12942  163.898   \n",
                            "1024  1.50740 -0.017  3.08914 -0.00077 -0.17846 -0.120328 -0.12055  175.866   \n",
                            "\n",
                            "          109    110      111    112   113    114    115      116    117  \\\n",
                            "0     1789.41 -0.508  3.46286   67.6   0.0 -0.012 -0.040 -0.00783 -0.104   \n",
                            "1     1756.08 -0.264  3.49056 -134.9   6.0 -0.014 -0.060 -0.00170 -0.068   \n",
                            "2     2001.95  0.677  3.45962   -4.8   3.0 -0.021 -0.089  0.00817 -0.058   \n",
                            "3     2304.57 -0.321  3.45043   72.1   3.0 -0.036 -0.041 -0.00714 -0.057   \n",
                            "4     1793.67 -0.357  3.47233   -5.5   0.0 -0.041 -0.093  0.00505 -0.086   \n",
                            "...       ...    ...      ...    ...   ...    ...    ...      ...    ...   \n",
                            "1020  1852.63 -0.245  3.44701   63.1   0.0 -0.018 -0.059 -0.00203 -0.049   \n",
                            "1021  1796.47 -0.340  3.48311   39.9   0.0 -0.032 -0.062 -0.00663 -0.081   \n",
                            "1022  2395.38 -0.368  3.45672   72.6   2.0 -0.084 -0.085  0.00864 -0.162   \n",
                            "1023  1714.92 -0.317  3.42200   19.8   8.0 -0.041 -0.070 -0.00901 -0.098   \n",
                            "1024  2176.82 -0.331  3.44285   65.9  10.0 -0.015 -0.059  0.00992 -0.091   \n",
                            "\n",
                            "          118      119      120       121    122    123       124      125  \\\n",
                            "0     1.16796  22.5331  1.08147  0.005094  1.718 -0.182 -0.857796  6697.83   \n",
                            "1     1.16808  22.0773  1.08248  0.003447 -0.177 -0.396  0.452582  6942.92   \n",
                            "2     1.16704  21.5364  1.08131  0.006603 -0.209  1.412 -0.307308  6793.93   \n",
                            "3     1.15271  20.8501  1.08176 -0.002423 -0.148 -0.053 -0.168950  6847.74   \n",
                            "4     1.16756  22.1274  1.08157 -0.005126 -0.256 -0.091 -0.431059  6826.88   \n",
                            "...       ...      ...      ...       ...    ...    ...       ...      ...   \n",
                            "1020  1.16579  21.8849  1.08196  0.001110 -0.151 -0.216 -0.297538  6563.53   \n",
                            "1021  1.15509  22.4551  1.08146  0.006388 -0.284 -0.860 -0.823119  6621.28   \n",
                            "1022  1.16442  20.9711  1.08264 -0.000918 -0.157 -1.247 -0.460113  6815.14   \n",
                            "1023  1.16184  22.1637  1.08180 -0.007080 -0.228  0.870 -0.204427  6597.09   \n",
                            "1024  1.15755  20.8889  1.08185  0.006814 -0.220 -0.538 -0.336981  6633.35   \n",
                            "\n",
                            "          126     127      128       129       130    131    132    133  \\\n",
                            "0     1.21284  2521.0  1.09595  0.202573  0.002535 -0.074 -0.178 -0.038   \n",
                            "1     1.21483  1571.0  1.09716  0.199362 -0.003059 -0.722  0.296 -0.032   \n",
                            "2     1.21236  2155.0  1.09486  0.199198 -0.001095  0.265  0.967 -0.035   \n",
                            "3     1.18269  3427.0  1.09644  0.198042 -0.002056  0.695 -0.702 -0.056   \n",
                            "4     1.21051  2443.0  1.09645  0.202887  0.001733  0.713  0.704 -0.033   \n",
                            "...       ...     ...      ...       ...       ...    ...    ...    ...   \n",
                            "1020  1.18549  3167.0  1.09682  0.199885  0.001377 -0.290  2.232 -0.040   \n",
                            "1021  1.20034  2030.0  1.09538  0.195845 -0.001505  0.269 -0.155 -0.053   \n",
                            "1022  1.19258  2695.0  1.09809  0.195223  0.001153  0.566 -0.512 -0.049   \n",
                            "1023  1.19642  2127.0  1.09457  0.197390  0.000879 -0.219  0.235 -0.040   \n",
                            "1024  1.18144  2976.0  1.09652  0.203633  0.001668  0.559  0.052 -0.039   \n",
                            "\n",
                            "          134    135       136       137       138    139      140    141  \\\n",
                            "0     1.08204 -0.013  0.013902  0.279940  0.481052 -0.068  65973.3  0.508   \n",
                            "1     1.08267 -0.032  0.012000 -0.390269  0.481091 -0.067  66008.9  0.394   \n",
                            "2     1.08074 -0.031  0.010361 -0.092182  0.479628 -0.062  65840.6 -0.193   \n",
                            "3     1.08195 -0.068 -0.003429 -0.181077  0.482059 -0.366  67782.6 -0.292   \n",
                            "4     1.08157 -0.036 -0.008508 -0.417664  0.484654 -0.086  65211.2 -1.179   \n",
                            "...       ...    ...       ...       ...       ...    ...      ...    ...   \n",
                            "1020  1.08196 -0.016 -0.011936 -0.559025  0.479619 -0.062  65756.8 -0.201   \n",
                            "1021  1.08146 -0.042  0.001016  0.316324  0.483552 -0.072  63901.6 -0.335   \n",
                            "1022  1.08302 -0.023 -0.002540 -0.188119  0.481172 -0.063  69225.2 -0.316   \n",
                            "1023  1.08161 -0.056 -0.008889 -0.903545  0.476877 -0.072  65220.3  0.914   \n",
                            "1024  1.08166 -0.017 -0.001905 -0.706954  0.481959 -0.066  67242.5  0.087   \n",
                            "\n",
                            "        142    143       144     145       146      147      148       149  \\\n",
                            "0     607.0 -0.008  0.048133   0.610 -1.343257 -0.18594 -0.12388  0.048133   \n",
                            "1     768.4 -0.060  0.045024  11.905  0.870211 -0.22386 -0.11577  0.045975   \n",
                            "2     678.5 -0.005  0.053318 -19.430 -0.642061 -0.22273 -0.11926  0.062465   \n",
                            "3     936.0 -0.024  0.036729  13.747  1.393390 -0.17587 -0.12021  0.039017   \n",
                            "4     818.8 -0.024  0.050896   8.082  0.451926 -0.18006 -0.12675  0.049943   \n",
                            "...     ...    ...       ...     ...       ...      ...      ...       ...   \n",
                            "1020  613.2 -0.008  0.052633  13.004 -1.037063 -0.17720 -0.12580  0.053205   \n",
                            "1021  700.0 -0.012  0.055049  -8.119 -1.010057 -0.21953 -0.12516  0.048378   \n",
                            "1022  744.9 -0.041  0.046738  12.891 -1.004064 -0.18136 -0.10895  0.052076   \n",
                            "1023  798.1 -0.023  0.045616   7.987 -0.161252 -0.22112 -0.12827  0.049049   \n",
                            "1024  756.0 -0.018  0.048052  10.396 -1.542303 -0.21521 -0.12131  0.056060   \n",
                            "\n",
                            "          150  target  \n",
                            "0     17.6512       0  \n",
                            "1     17.5921       0  \n",
                            "2     17.4534       0  \n",
                            "3     17.1460       0  \n",
                            "4     17.4441       0  \n",
                            "...       ...     ...  \n",
                            "1020  17.4962       0  \n",
                            "1021  17.4337       0  \n",
                            "1022  17.0129       0  \n",
                            "1023  17.7974       0  \n",
                            "1024  16.9290       0  \n",
                            "\n",
                            "[1025 rows x 152 columns]"
                        ]
                    },
                    "execution_count": 14,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "test_ds"
            ]
        },
        {
            "cell_type": "markdown",
            "id": "d234c51d-7476-402f-b588-46f43a5c8a90",
            "metadata": {},
            "source": [
                "### Baseline: No pyret preprocessing"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 18,
            "id": "9391c146-24b7-4fa4-9676-727854c13818",
            "metadata": {},
            "outputs": [],
            "source": [
                "include=['et', 'lightgbm', 'lr', 'dt', 'svm', 'mlp', 'rf', 'ada']"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 15,
            "id": "3b2e7d27-5229-41ee-b8c5-d1c717237f8a",
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/html": [
                            "<style type=\"text/css\">\n",
                            "#T_a6cf7_row5_col1, #T_a6cf7_row18_col1, #T_a6cf7_row44_col1 {\n",
                            "  background-color: lightgreen;\n",
                            "}\n",
                            "</style>\n",
                            "<table id=\"T_a6cf7\">\n",
                            "  <thead>\n",
                            "    <tr>\n",
                            "      <th class=\"blank level0\" >&nbsp;</th>\n",
                            "      <th id=\"T_a6cf7_level0_col0\" class=\"col_heading level0 col0\" >Description</th>\n",
                            "      <th id=\"T_a6cf7_level0_col1\" class=\"col_heading level0 col1\" >Value</th>\n",
                            "    </tr>\n",
                            "  </thead>\n",
                            "  <tbody>\n",
                            "    <tr>\n",
                            "      <th id=\"T_a6cf7_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
                            "      <td id=\"T_a6cf7_row0_col0\" class=\"data row0 col0\" >session_id</td>\n",
                            "      <td id=\"T_a6cf7_row0_col1\" class=\"data row0 col1\" >17</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_a6cf7_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
                            "      <td id=\"T_a6cf7_row1_col0\" class=\"data row1 col0\" >Target</td>\n",
                            "      <td id=\"T_a6cf7_row1_col1\" class=\"data row1 col1\" >target</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_a6cf7_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
                            "      <td id=\"T_a6cf7_row2_col0\" class=\"data row2 col0\" >Target Type</td>\n",
                            "      <td id=\"T_a6cf7_row2_col1\" class=\"data row2 col1\" >Multiclass</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_a6cf7_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
                            "      <td id=\"T_a6cf7_row3_col0\" class=\"data row3 col0\" >Label Encoded</td>\n",
                            "      <td id=\"T_a6cf7_row3_col1\" class=\"data row3 col1\" >None</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_a6cf7_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
                            "      <td id=\"T_a6cf7_row4_col0\" class=\"data row4 col0\" >Original Data</td>\n",
                            "      <td id=\"T_a6cf7_row4_col1\" class=\"data row4 col1\" >(9216, 152)</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_a6cf7_level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
                            "      <td id=\"T_a6cf7_row5_col0\" class=\"data row5 col0\" >Missing Values</td>\n",
                            "      <td id=\"T_a6cf7_row5_col1\" class=\"data row5 col1\" >True</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_a6cf7_level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
                            "      <td id=\"T_a6cf7_row6_col0\" class=\"data row6 col0\" >Numeric Features</td>\n",
                            "      <td id=\"T_a6cf7_row6_col1\" class=\"data row6 col1\" >151</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_a6cf7_level0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
                            "      <td id=\"T_a6cf7_row7_col0\" class=\"data row7 col0\" >Categorical Features</td>\n",
                            "      <td id=\"T_a6cf7_row7_col1\" class=\"data row7 col1\" >0</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_a6cf7_level0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
                            "      <td id=\"T_a6cf7_row8_col0\" class=\"data row8 col0\" >Ordinal Features</td>\n",
                            "      <td id=\"T_a6cf7_row8_col1\" class=\"data row8 col1\" >False</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_a6cf7_level0_row9\" class=\"row_heading level0 row9\" >9</th>\n",
                            "      <td id=\"T_a6cf7_row9_col0\" class=\"data row9 col0\" >High Cardinality Features</td>\n",
                            "      <td id=\"T_a6cf7_row9_col1\" class=\"data row9 col1\" >False</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_a6cf7_level0_row10\" class=\"row_heading level0 row10\" >10</th>\n",
                            "      <td id=\"T_a6cf7_row10_col0\" class=\"data row10 col0\" >High Cardinality Method</td>\n",
                            "      <td id=\"T_a6cf7_row10_col1\" class=\"data row10 col1\" >None</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_a6cf7_level0_row11\" class=\"row_heading level0 row11\" >11</th>\n",
                            "      <td id=\"T_a6cf7_row11_col0\" class=\"data row11 col0\" >Transformed Train Set</td>\n",
                            "      <td id=\"T_a6cf7_row11_col1\" class=\"data row11 col1\" >(9216, 148)</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_a6cf7_level0_row12\" class=\"row_heading level0 row12\" >12</th>\n",
                            "      <td id=\"T_a6cf7_row12_col0\" class=\"data row12 col0\" >Transformed Test Set</td>\n",
                            "      <td id=\"T_a6cf7_row12_col1\" class=\"data row12 col1\" >(1025, 148)</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_a6cf7_level0_row13\" class=\"row_heading level0 row13\" >13</th>\n",
                            "      <td id=\"T_a6cf7_row13_col0\" class=\"data row13 col0\" >Shuffle Train-Test</td>\n",
                            "      <td id=\"T_a6cf7_row13_col1\" class=\"data row13 col1\" >True</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_a6cf7_level0_row14\" class=\"row_heading level0 row14\" >14</th>\n",
                            "      <td id=\"T_a6cf7_row14_col0\" class=\"data row14 col0\" >Stratify Train-Test</td>\n",
                            "      <td id=\"T_a6cf7_row14_col1\" class=\"data row14 col1\" >True</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_a6cf7_level0_row15\" class=\"row_heading level0 row15\" >15</th>\n",
                            "      <td id=\"T_a6cf7_row15_col0\" class=\"data row15 col0\" >Fold Generator</td>\n",
                            "      <td id=\"T_a6cf7_row15_col1\" class=\"data row15 col1\" >StratifiedKFold</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_a6cf7_level0_row16\" class=\"row_heading level0 row16\" >16</th>\n",
                            "      <td id=\"T_a6cf7_row16_col0\" class=\"data row16 col0\" >Fold Number</td>\n",
                            "      <td id=\"T_a6cf7_row16_col1\" class=\"data row16 col1\" >10</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_a6cf7_level0_row17\" class=\"row_heading level0 row17\" >17</th>\n",
                            "      <td id=\"T_a6cf7_row17_col0\" class=\"data row17 col0\" >CPU Jobs</td>\n",
                            "      <td id=\"T_a6cf7_row17_col1\" class=\"data row17 col1\" >-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_a6cf7_level0_row18\" class=\"row_heading level0 row18\" >18</th>\n",
                            "      <td id=\"T_a6cf7_row18_col0\" class=\"data row18 col0\" >Use GPU</td>\n",
                            "      <td id=\"T_a6cf7_row18_col1\" class=\"data row18 col1\" >True</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_a6cf7_level0_row19\" class=\"row_heading level0 row19\" >19</th>\n",
                            "      <td id=\"T_a6cf7_row19_col0\" class=\"data row19 col0\" >Log Experiment</td>\n",
                            "      <td id=\"T_a6cf7_row19_col1\" class=\"data row19 col1\" >['mlflow']</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_a6cf7_level0_row20\" class=\"row_heading level0 row20\" >20</th>\n",
                            "      <td id=\"T_a6cf7_row20_col0\" class=\"data row20 col0\" >Experiment Name</td>\n",
                            "      <td id=\"T_a6cf7_row20_col1\" class=\"data row20 col1\" >clf-default-name</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_a6cf7_level0_row21\" class=\"row_heading level0 row21\" >21</th>\n",
                            "      <td id=\"T_a6cf7_row21_col0\" class=\"data row21 col0\" >USI</td>\n",
                            "      <td id=\"T_a6cf7_row21_col1\" class=\"data row21 col1\" >f308</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_a6cf7_level0_row22\" class=\"row_heading level0 row22\" >22</th>\n",
                            "      <td id=\"T_a6cf7_row22_col0\" class=\"data row22 col0\" >Imputation Type</td>\n",
                            "      <td id=\"T_a6cf7_row22_col1\" class=\"data row22 col1\" >simple</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_a6cf7_level0_row23\" class=\"row_heading level0 row23\" >23</th>\n",
                            "      <td id=\"T_a6cf7_row23_col0\" class=\"data row23 col0\" >Iterative Imputation Iteration</td>\n",
                            "      <td id=\"T_a6cf7_row23_col1\" class=\"data row23 col1\" >None</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_a6cf7_level0_row24\" class=\"row_heading level0 row24\" >24</th>\n",
                            "      <td id=\"T_a6cf7_row24_col0\" class=\"data row24 col0\" >Numeric Imputer</td>\n",
                            "      <td id=\"T_a6cf7_row24_col1\" class=\"data row24 col1\" >mean</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_a6cf7_level0_row25\" class=\"row_heading level0 row25\" >25</th>\n",
                            "      <td id=\"T_a6cf7_row25_col0\" class=\"data row25 col0\" >Iterative Imputation Numeric Model</td>\n",
                            "      <td id=\"T_a6cf7_row25_col1\" class=\"data row25 col1\" >None</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_a6cf7_level0_row26\" class=\"row_heading level0 row26\" >26</th>\n",
                            "      <td id=\"T_a6cf7_row26_col0\" class=\"data row26 col0\" >Categorical Imputer</td>\n",
                            "      <td id=\"T_a6cf7_row26_col1\" class=\"data row26 col1\" >constant</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_a6cf7_level0_row27\" class=\"row_heading level0 row27\" >27</th>\n",
                            "      <td id=\"T_a6cf7_row27_col0\" class=\"data row27 col0\" >Iterative Imputation Categorical Model</td>\n",
                            "      <td id=\"T_a6cf7_row27_col1\" class=\"data row27 col1\" >None</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_a6cf7_level0_row28\" class=\"row_heading level0 row28\" >28</th>\n",
                            "      <td id=\"T_a6cf7_row28_col0\" class=\"data row28 col0\" >Unknown Categoricals Handling</td>\n",
                            "      <td id=\"T_a6cf7_row28_col1\" class=\"data row28 col1\" >least_frequent</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_a6cf7_level0_row29\" class=\"row_heading level0 row29\" >29</th>\n",
                            "      <td id=\"T_a6cf7_row29_col0\" class=\"data row29 col0\" >Normalize</td>\n",
                            "      <td id=\"T_a6cf7_row29_col1\" class=\"data row29 col1\" >False</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_a6cf7_level0_row30\" class=\"row_heading level0 row30\" >30</th>\n",
                            "      <td id=\"T_a6cf7_row30_col0\" class=\"data row30 col0\" >Normalize Method</td>\n",
                            "      <td id=\"T_a6cf7_row30_col1\" class=\"data row30 col1\" >None</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_a6cf7_level0_row31\" class=\"row_heading level0 row31\" >31</th>\n",
                            "      <td id=\"T_a6cf7_row31_col0\" class=\"data row31 col0\" >Transformation</td>\n",
                            "      <td id=\"T_a6cf7_row31_col1\" class=\"data row31 col1\" >False</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_a6cf7_level0_row32\" class=\"row_heading level0 row32\" >32</th>\n",
                            "      <td id=\"T_a6cf7_row32_col0\" class=\"data row32 col0\" >Transformation Method</td>\n",
                            "      <td id=\"T_a6cf7_row32_col1\" class=\"data row32 col1\" >None</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_a6cf7_level0_row33\" class=\"row_heading level0 row33\" >33</th>\n",
                            "      <td id=\"T_a6cf7_row33_col0\" class=\"data row33 col0\" >PCA</td>\n",
                            "      <td id=\"T_a6cf7_row33_col1\" class=\"data row33 col1\" >False</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_a6cf7_level0_row34\" class=\"row_heading level0 row34\" >34</th>\n",
                            "      <td id=\"T_a6cf7_row34_col0\" class=\"data row34 col0\" >PCA Method</td>\n",
                            "      <td id=\"T_a6cf7_row34_col1\" class=\"data row34 col1\" >None</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_a6cf7_level0_row35\" class=\"row_heading level0 row35\" >35</th>\n",
                            "      <td id=\"T_a6cf7_row35_col0\" class=\"data row35 col0\" >PCA Components</td>\n",
                            "      <td id=\"T_a6cf7_row35_col1\" class=\"data row35 col1\" >None</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_a6cf7_level0_row36\" class=\"row_heading level0 row36\" >36</th>\n",
                            "      <td id=\"T_a6cf7_row36_col0\" class=\"data row36 col0\" >Ignore Low Variance</td>\n",
                            "      <td id=\"T_a6cf7_row36_col1\" class=\"data row36 col1\" >False</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_a6cf7_level0_row37\" class=\"row_heading level0 row37\" >37</th>\n",
                            "      <td id=\"T_a6cf7_row37_col0\" class=\"data row37 col0\" >Combine Rare Levels</td>\n",
                            "      <td id=\"T_a6cf7_row37_col1\" class=\"data row37 col1\" >False</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_a6cf7_level0_row38\" class=\"row_heading level0 row38\" >38</th>\n",
                            "      <td id=\"T_a6cf7_row38_col0\" class=\"data row38 col0\" >Rare Level Threshold</td>\n",
                            "      <td id=\"T_a6cf7_row38_col1\" class=\"data row38 col1\" >None</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_a6cf7_level0_row39\" class=\"row_heading level0 row39\" >39</th>\n",
                            "      <td id=\"T_a6cf7_row39_col0\" class=\"data row39 col0\" >Numeric Binning</td>\n",
                            "      <td id=\"T_a6cf7_row39_col1\" class=\"data row39 col1\" >False</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_a6cf7_level0_row40\" class=\"row_heading level0 row40\" >40</th>\n",
                            "      <td id=\"T_a6cf7_row40_col0\" class=\"data row40 col0\" >Remove Outliers</td>\n",
                            "      <td id=\"T_a6cf7_row40_col1\" class=\"data row40 col1\" >False</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_a6cf7_level0_row41\" class=\"row_heading level0 row41\" >41</th>\n",
                            "      <td id=\"T_a6cf7_row41_col0\" class=\"data row41 col0\" >Outliers Threshold</td>\n",
                            "      <td id=\"T_a6cf7_row41_col1\" class=\"data row41 col1\" >None</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_a6cf7_level0_row42\" class=\"row_heading level0 row42\" >42</th>\n",
                            "      <td id=\"T_a6cf7_row42_col0\" class=\"data row42 col0\" >Remove Multicollinearity</td>\n",
                            "      <td id=\"T_a6cf7_row42_col1\" class=\"data row42 col1\" >False</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_a6cf7_level0_row43\" class=\"row_heading level0 row43\" >43</th>\n",
                            "      <td id=\"T_a6cf7_row43_col0\" class=\"data row43 col0\" >Multicollinearity Threshold</td>\n",
                            "      <td id=\"T_a6cf7_row43_col1\" class=\"data row43 col1\" >None</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_a6cf7_level0_row44\" class=\"row_heading level0 row44\" >44</th>\n",
                            "      <td id=\"T_a6cf7_row44_col0\" class=\"data row44 col0\" >Remove Perfect Collinearity</td>\n",
                            "      <td id=\"T_a6cf7_row44_col1\" class=\"data row44 col1\" >True</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_a6cf7_level0_row45\" class=\"row_heading level0 row45\" >45</th>\n",
                            "      <td id=\"T_a6cf7_row45_col0\" class=\"data row45 col0\" >Clustering</td>\n",
                            "      <td id=\"T_a6cf7_row45_col1\" class=\"data row45 col1\" >False</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_a6cf7_level0_row46\" class=\"row_heading level0 row46\" >46</th>\n",
                            "      <td id=\"T_a6cf7_row46_col0\" class=\"data row46 col0\" >Clustering Iteration</td>\n",
                            "      <td id=\"T_a6cf7_row46_col1\" class=\"data row46 col1\" >None</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_a6cf7_level0_row47\" class=\"row_heading level0 row47\" >47</th>\n",
                            "      <td id=\"T_a6cf7_row47_col0\" class=\"data row47 col0\" >Polynomial Features</td>\n",
                            "      <td id=\"T_a6cf7_row47_col1\" class=\"data row47 col1\" >False</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_a6cf7_level0_row48\" class=\"row_heading level0 row48\" >48</th>\n",
                            "      <td id=\"T_a6cf7_row48_col0\" class=\"data row48 col0\" >Polynomial Degree</td>\n",
                            "      <td id=\"T_a6cf7_row48_col1\" class=\"data row48 col1\" >None</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_a6cf7_level0_row49\" class=\"row_heading level0 row49\" >49</th>\n",
                            "      <td id=\"T_a6cf7_row49_col0\" class=\"data row49 col0\" >Trignometry Features</td>\n",
                            "      <td id=\"T_a6cf7_row49_col1\" class=\"data row49 col1\" >False</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_a6cf7_level0_row50\" class=\"row_heading level0 row50\" >50</th>\n",
                            "      <td id=\"T_a6cf7_row50_col0\" class=\"data row50 col0\" >Polynomial Threshold</td>\n",
                            "      <td id=\"T_a6cf7_row50_col1\" class=\"data row50 col1\" >None</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_a6cf7_level0_row51\" class=\"row_heading level0 row51\" >51</th>\n",
                            "      <td id=\"T_a6cf7_row51_col0\" class=\"data row51 col0\" >Group Features</td>\n",
                            "      <td id=\"T_a6cf7_row51_col1\" class=\"data row51 col1\" >False</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_a6cf7_level0_row52\" class=\"row_heading level0 row52\" >52</th>\n",
                            "      <td id=\"T_a6cf7_row52_col0\" class=\"data row52 col0\" >Feature Selection</td>\n",
                            "      <td id=\"T_a6cf7_row52_col1\" class=\"data row52 col1\" >False</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_a6cf7_level0_row53\" class=\"row_heading level0 row53\" >53</th>\n",
                            "      <td id=\"T_a6cf7_row53_col0\" class=\"data row53 col0\" >Feature Selection Method</td>\n",
                            "      <td id=\"T_a6cf7_row53_col1\" class=\"data row53 col1\" >classic</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_a6cf7_level0_row54\" class=\"row_heading level0 row54\" >54</th>\n",
                            "      <td id=\"T_a6cf7_row54_col0\" class=\"data row54 col0\" >Features Selection Threshold</td>\n",
                            "      <td id=\"T_a6cf7_row54_col1\" class=\"data row54 col1\" >None</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_a6cf7_level0_row55\" class=\"row_heading level0 row55\" >55</th>\n",
                            "      <td id=\"T_a6cf7_row55_col0\" class=\"data row55 col0\" >Feature Interaction</td>\n",
                            "      <td id=\"T_a6cf7_row55_col1\" class=\"data row55 col1\" >False</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_a6cf7_level0_row56\" class=\"row_heading level0 row56\" >56</th>\n",
                            "      <td id=\"T_a6cf7_row56_col0\" class=\"data row56 col0\" >Feature Ratio</td>\n",
                            "      <td id=\"T_a6cf7_row56_col1\" class=\"data row56 col1\" >False</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_a6cf7_level0_row57\" class=\"row_heading level0 row57\" >57</th>\n",
                            "      <td id=\"T_a6cf7_row57_col0\" class=\"data row57 col0\" >Interaction Threshold</td>\n",
                            "      <td id=\"T_a6cf7_row57_col1\" class=\"data row57 col1\" >None</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_a6cf7_level0_row58\" class=\"row_heading level0 row58\" >58</th>\n",
                            "      <td id=\"T_a6cf7_row58_col0\" class=\"data row58 col0\" >Fix Imbalance</td>\n",
                            "      <td id=\"T_a6cf7_row58_col1\" class=\"data row58 col1\" >False</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_a6cf7_level0_row59\" class=\"row_heading level0 row59\" >59</th>\n",
                            "      <td id=\"T_a6cf7_row59_col0\" class=\"data row59 col0\" >Fix Imbalance Method</td>\n",
                            "      <td id=\"T_a6cf7_row59_col1\" class=\"data row59 col1\" >SMOTE</td>\n",
                            "    </tr>\n",
                            "  </tbody>\n",
                            "</table>\n"
                        ],
                        "text/plain": [
                            "<pandas.io.formats.style.Styler at 0x23a043152b0>"
                        ]
                    },
                    "metadata": {},
                    "output_type": "display_data"
                }
            ],
            "source": [
                "exp_baseline = setup(\n",
                "    data=train_ds,\n",
                "    train_size=0.8, # split training and validation\n",
                "    test_data=test_ds,\n",
                "    target='target',\n",
                "    session_id=random_seed,\n",
                "    use_gpu=True,\n",
                "    \n",
                "    data_split_shuffle=True,\n",
                "    data_split_stratify=True,\n",
                "    fold_strategy=\"stratifiedkfold\",\n",
                "    fold=10,\n",
                "            \n",
                "    imputation_type='simple', # there's a small number of missing values\n",
                "    numeric_imputation='mean', # use mean to replace missing values\n",
                "    \n",
                "    fix_imbalance=False,\n",
                "    # fix_imbalance_method=SMOTETomek(), # imblearn's method\n",
                "    \n",
                "    remove_outliers=False,\n",
                "    outliers_threshold=0.05, # percentage of outliers in distribution's tail\n",
                "            \n",
                "    normalize=False,\n",
                "    normalize_method='zscore', # z=(x-u)/s\n",
                "    transformation=False,\n",
                "    transformation_method=\"yeo-johnson\",\n",
                "            \n",
                "    feature_interaction=False, # create a*b features\n",
                "    feature_ratio=False, # create a/b features\n",
                "    interaction_threshold=0.01, # threshold feature importance\n",
                "            \n",
                "    polynomial_features=False,\n",
                "    polynomial_degree=2,\n",
                "    polynomial_threshold=0.1,\n",
                "            \n",
                "    trigonometry_features=False, # create tan(x), sin(x), cos(x)\n",
                "    \n",
                "    feature_selection=False, # use tree models to compute feature importance\n",
                "    feature_selection_threshold=0.8,\n",
                "    \n",
                "    remove_multicollinearity=False, # drop highly correlated features\n",
                "    multicollinearity_threshold=0.9,\n",
                "            \n",
                "    pca=False, # reduce feature space dimension\n",
                "    pca_method=\"linear\",\n",
                "    pca_components=0.99, # % components to keep\n",
                "    \n",
                "    log_experiment=\"mlflow\",\n",
                "    log_plots=True,\n",
                ")"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 16,
            "id": "2c4f76ea-6682-4035-b93b-2d1e62c74d64",
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/html": [
                            "<style type=\"text/css\">\n",
                            "#T_78418 th {\n",
                            "  text-align: left;\n",
                            "}\n",
                            "#T_78418_row0_col0, #T_78418_row0_col3, #T_78418_row1_col0, #T_78418_row1_col1, #T_78418_row1_col2, #T_78418_row1_col4, #T_78418_row1_col5, #T_78418_row1_col6, #T_78418_row1_col7, #T_78418_row2_col0, #T_78418_row2_col1, #T_78418_row2_col2, #T_78418_row2_col3, #T_78418_row2_col4, #T_78418_row2_col5, #T_78418_row2_col6, #T_78418_row2_col7, #T_78418_row3_col0, #T_78418_row3_col1, #T_78418_row3_col2, #T_78418_row3_col3, #T_78418_row3_col4, #T_78418_row3_col5, #T_78418_row3_col6, #T_78418_row3_col7, #T_78418_row4_col0, #T_78418_row4_col1, #T_78418_row4_col2, #T_78418_row4_col3, #T_78418_row4_col4, #T_78418_row4_col5, #T_78418_row4_col6, #T_78418_row4_col7, #T_78418_row5_col0, #T_78418_row5_col1, #T_78418_row5_col2, #T_78418_row5_col3, #T_78418_row5_col4, #T_78418_row5_col5, #T_78418_row5_col6, #T_78418_row5_col7, #T_78418_row6_col0, #T_78418_row6_col1, #T_78418_row6_col2, #T_78418_row6_col3, #T_78418_row6_col4, #T_78418_row6_col5, #T_78418_row6_col6, #T_78418_row6_col7, #T_78418_row7_col0, #T_78418_row7_col1, #T_78418_row7_col2, #T_78418_row7_col3, #T_78418_row7_col4, #T_78418_row7_col5, #T_78418_row7_col6, #T_78418_row7_col7 {\n",
                            "  text-align: left;\n",
                            "}\n",
                            "#T_78418_row0_col1, #T_78418_row0_col2, #T_78418_row0_col4, #T_78418_row0_col5, #T_78418_row0_col6, #T_78418_row0_col7, #T_78418_row1_col3 {\n",
                            "  text-align: left;\n",
                            "  background-color: yellow;\n",
                            "}\n",
                            "#T_78418_row0_col8, #T_78418_row1_col8, #T_78418_row2_col8, #T_78418_row3_col8, #T_78418_row4_col8, #T_78418_row5_col8, #T_78418_row6_col8 {\n",
                            "  text-align: left;\n",
                            "  background-color: lightgrey;\n",
                            "}\n",
                            "#T_78418_row7_col8 {\n",
                            "  text-align: left;\n",
                            "  background-color: yellow;\n",
                            "  background-color: lightgrey;\n",
                            "}\n",
                            "</style>\n",
                            "<table id=\"T_78418\">\n",
                            "  <thead>\n",
                            "    <tr>\n",
                            "      <th class=\"blank level0\" >&nbsp;</th>\n",
                            "      <th id=\"T_78418_level0_col0\" class=\"col_heading level0 col0\" >Model</th>\n",
                            "      <th id=\"T_78418_level0_col1\" class=\"col_heading level0 col1\" >Accuracy</th>\n",
                            "      <th id=\"T_78418_level0_col2\" class=\"col_heading level0 col2\" >AUC</th>\n",
                            "      <th id=\"T_78418_level0_col3\" class=\"col_heading level0 col3\" >Recall</th>\n",
                            "      <th id=\"T_78418_level0_col4\" class=\"col_heading level0 col4\" >Prec.</th>\n",
                            "      <th id=\"T_78418_level0_col5\" class=\"col_heading level0 col5\" >F1</th>\n",
                            "      <th id=\"T_78418_level0_col6\" class=\"col_heading level0 col6\" >Kappa</th>\n",
                            "      <th id=\"T_78418_level0_col7\" class=\"col_heading level0 col7\" >MCC</th>\n",
                            "      <th id=\"T_78418_level0_col8\" class=\"col_heading level0 col8\" >TT (Sec)</th>\n",
                            "    </tr>\n",
                            "  </thead>\n",
                            "  <tbody>\n",
                            "    <tr>\n",
                            "      <th id=\"T_78418_level0_row0\" class=\"row_heading level0 row0\" >lightgbm</th>\n",
                            "      <td id=\"T_78418_row0_col0\" class=\"data row0 col0\" >Light Gradient Boosting Machine</td>\n",
                            "      <td id=\"T_78418_row0_col1\" class=\"data row0 col1\" >0.9880</td>\n",
                            "      <td id=\"T_78418_row0_col2\" class=\"data row0 col2\" >0.9914</td>\n",
                            "      <td id=\"T_78418_row0_col3\" class=\"data row0 col3\" >0.5736</td>\n",
                            "      <td id=\"T_78418_row0_col4\" class=\"data row0 col4\" >0.9848</td>\n",
                            "      <td id=\"T_78418_row0_col5\" class=\"data row0 col5\" >0.9846</td>\n",
                            "      <td id=\"T_78418_row0_col6\" class=\"data row0 col6\" >0.6606</td>\n",
                            "      <td id=\"T_78418_row0_col7\" class=\"data row0 col7\" >0.6940</td>\n",
                            "      <td id=\"T_78418_row0_col8\" class=\"data row0 col8\" >9.4300</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_78418_level0_row1\" class=\"row_heading level0 row1\" >dt</th>\n",
                            "      <td id=\"T_78418_row1_col0\" class=\"data row1 col0\" >Decision Tree Classifier</td>\n",
                            "      <td id=\"T_78418_row1_col1\" class=\"data row1 col1\" >0.9811</td>\n",
                            "      <td id=\"T_78418_row1_col2\" class=\"data row1 col2\" >0.8283</td>\n",
                            "      <td id=\"T_78418_row1_col3\" class=\"data row1 col3\" >0.5905</td>\n",
                            "      <td id=\"T_78418_row1_col4\" class=\"data row1 col4\" >0.9813</td>\n",
                            "      <td id=\"T_78418_row1_col5\" class=\"data row1 col5\" >0.9808</td>\n",
                            "      <td id=\"T_78418_row1_col6\" class=\"data row1 col6\" >0.5879</td>\n",
                            "      <td id=\"T_78418_row1_col7\" class=\"data row1 col7\" >0.5898</td>\n",
                            "      <td id=\"T_78418_row1_col8\" class=\"data row1 col8\" >3.0160</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_78418_level0_row2\" class=\"row_heading level0 row2\" >rf</th>\n",
                            "      <td id=\"T_78418_row2_col0\" class=\"data row2 col0\" >Random Forest Classifier</td>\n",
                            "      <td id=\"T_78418_row2_col1\" class=\"data row2 col1\" >0.9857</td>\n",
                            "      <td id=\"T_78418_row2_col2\" class=\"data row2 col2\" >0.9748</td>\n",
                            "      <td id=\"T_78418_row2_col3\" class=\"data row2 col3\" >0.5438</td>\n",
                            "      <td id=\"T_78418_row2_col4\" class=\"data row2 col4\" >0.9811</td>\n",
                            "      <td id=\"T_78418_row2_col5\" class=\"data row2 col5\" >0.9808</td>\n",
                            "      <td id=\"T_78418_row2_col6\" class=\"data row2 col6\" >0.5716</td>\n",
                            "      <td id=\"T_78418_row2_col7\" class=\"data row2 col7\" >0.6230</td>\n",
                            "      <td id=\"T_78418_row2_col8\" class=\"data row2 col8\" >2.2610</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_78418_level0_row3\" class=\"row_heading level0 row3\" >lr</th>\n",
                            "      <td id=\"T_78418_row3_col0\" class=\"data row3 col0\" >Logistic Regression</td>\n",
                            "      <td id=\"T_78418_row3_col1\" class=\"data row3 col1\" >0.9821</td>\n",
                            "      <td id=\"T_78418_row3_col2\" class=\"data row3 col2\" >0.8486</td>\n",
                            "      <td id=\"T_78418_row3_col3\" class=\"data row3 col3\" >0.4746</td>\n",
                            "      <td id=\"T_78418_row3_col4\" class=\"data row3 col4\" >0.9714</td>\n",
                            "      <td id=\"T_78418_row3_col5\" class=\"data row3 col5\" >0.9754</td>\n",
                            "      <td id=\"T_78418_row3_col6\" class=\"data row3 col6\" >0.4351</td>\n",
                            "      <td id=\"T_78418_row3_col7\" class=\"data row3 col7\" >0.4949</td>\n",
                            "      <td id=\"T_78418_row3_col8\" class=\"data row3 col8\" >4.5840</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_78418_level0_row4\" class=\"row_heading level0 row4\" >et</th>\n",
                            "      <td id=\"T_78418_row4_col0\" class=\"data row4 col0\" >Extra Trees Classifier</td>\n",
                            "      <td id=\"T_78418_row4_col1\" class=\"data row4 col1\" >0.9825</td>\n",
                            "      <td id=\"T_78418_row4_col2\" class=\"data row4 col2\" >0.9496</td>\n",
                            "      <td id=\"T_78418_row4_col3\" class=\"data row4 col3\" >0.4373</td>\n",
                            "      <td id=\"T_78418_row4_col4\" class=\"data row4 col4\" >0.9670</td>\n",
                            "      <td id=\"T_78418_row4_col5\" class=\"data row4 col5\" >0.9745</td>\n",
                            "      <td id=\"T_78418_row4_col6\" class=\"data row4 col6\" >0.4194</td>\n",
                            "      <td id=\"T_78418_row4_col7\" class=\"data row4 col7\" >0.5058</td>\n",
                            "      <td id=\"T_78418_row4_col8\" class=\"data row4 col8\" >1.0600</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_78418_level0_row5\" class=\"row_heading level0 row5\" >ada</th>\n",
                            "      <td id=\"T_78418_row5_col0\" class=\"data row5 col0\" >Ada Boost Classifier</td>\n",
                            "      <td id=\"T_78418_row5_col1\" class=\"data row5 col1\" >0.9805</td>\n",
                            "      <td id=\"T_78418_row5_col2\" class=\"data row5 col2\" >0.6155</td>\n",
                            "      <td id=\"T_78418_row5_col3\" class=\"data row5 col3\" >0.3983</td>\n",
                            "      <td id=\"T_78418_row5_col4\" class=\"data row5 col4\" >0.9647</td>\n",
                            "      <td id=\"T_78418_row5_col5\" class=\"data row5 col5\" >0.9725</td>\n",
                            "      <td id=\"T_78418_row5_col6\" class=\"data row5 col6\" >0.3726</td>\n",
                            "      <td id=\"T_78418_row5_col7\" class=\"data row5 col7\" >0.4641</td>\n",
                            "      <td id=\"T_78418_row5_col8\" class=\"data row5 col8\" >4.3510</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_78418_level0_row6\" class=\"row_heading level0 row6\" >mlp</th>\n",
                            "      <td id=\"T_78418_row6_col0\" class=\"data row6 col0\" >MLP Classifier</td>\n",
                            "      <td id=\"T_78418_row6_col1\" class=\"data row6 col1\" >0.9704</td>\n",
                            "      <td id=\"T_78418_row6_col2\" class=\"data row6 col2\" >0.6303</td>\n",
                            "      <td id=\"T_78418_row6_col3\" class=\"data row6 col3\" >0.3761</td>\n",
                            "      <td id=\"T_78418_row6_col4\" class=\"data row6 col4\" >0.9644</td>\n",
                            "      <td id=\"T_78418_row6_col5\" class=\"data row6 col5\" >0.9665</td>\n",
                            "      <td id=\"T_78418_row6_col6\" class=\"data row6 col6\" >0.2486</td>\n",
                            "      <td id=\"T_78418_row6_col7\" class=\"data row6 col7\" >0.2835</td>\n",
                            "      <td id=\"T_78418_row6_col8\" class=\"data row6 col8\" >4.4710</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_78418_level0_row7\" class=\"row_heading level0 row7\" >svm</th>\n",
                            "      <td id=\"T_78418_row7_col0\" class=\"data row7 col0\" >SVM - Linear Kernel</td>\n",
                            "      <td id=\"T_78418_row7_col1\" class=\"data row7 col1\" >0.9735</td>\n",
                            "      <td id=\"T_78418_row7_col2\" class=\"data row7 col2\" >0.0000</td>\n",
                            "      <td id=\"T_78418_row7_col3\" class=\"data row7 col3\" >0.2521</td>\n",
                            "      <td id=\"T_78418_row7_col4\" class=\"data row7 col4\" >0.9586</td>\n",
                            "      <td id=\"T_78418_row7_col5\" class=\"data row7 col5\" >0.9652</td>\n",
                            "      <td id=\"T_78418_row7_col6\" class=\"data row7 col6\" >0.1063</td>\n",
                            "      <td id=\"T_78418_row7_col7\" class=\"data row7 col7\" >0.1215</td>\n",
                            "      <td id=\"T_78418_row7_col8\" class=\"data row7 col8\" >0.2620</td>\n",
                            "    </tr>\n",
                            "  </tbody>\n",
                            "</table>\n"
                        ],
                        "text/plain": [
                            "<pandas.io.formats.style.Styler at 0x23a06558310>"
                        ]
                    },
                    "metadata": {},
                    "output_type": "display_data"
                }
            ],
            "source": [
                "best = compare_models(sort='F1', include=include)"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 17,
            "id": "819dbaf2-d305-4e2f-822a-32559ece2ff1",
            "metadata": {},
            "outputs": [
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0,\n",
                        "               device='gpu', importance_type='split', learning_rate=0.1,\n",
                        "               max_depth=-1, min_child_samples=20, min_child_weight=0.001,\n",
                        "               min_split_gain=0.0, n_estimators=100, n_jobs=-1, num_leaves=31,\n",
                        "               objective=None, random_state=17, reg_alpha=0.0, reg_lambda=0.0,\n",
                        "               silent='warn', subsample=1.0, subsample_for_bin=200000,\n",
                        "               subsample_freq=0)\n"
                    ]
                }
            ],
            "source": [
                "print(best)"
            ]
        },
        {
            "cell_type": "markdown",
            "id": "243c9aff-e6d9-4d6c-8ccf-7a8460e9b6e3",
            "metadata": {},
            "source": [
                "### Exp 01 - Fix imbalance by using SMOTETomek()"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": null,
            "id": "3d5549d7-aaab-4f2d-8335-667d9aa9208d",
            "metadata": {},
            "outputs": [],
            "source": [
                "exp_01 = setup(\n",
                "    data=train_ds,\n",
                "    train_size=0.8, # split training and validation\n",
                "    test_data=test_ds,\n",
                "    target='target',\n",
                "    session_id=random_seed,\n",
                "    use_gpu=True,\n",
                "    \n",
                "    data_split_shuffle=True,\n",
                "    data_split_stratify=True,\n",
                "    fold_strategy=\"stratifiedkfold\",\n",
                "    fold=10,\n",
                "            \n",
                "    imputation_type='simple', # there's a small number of missing values\n",
                "    numeric_imputation='mean', # use mean to replace missing values\n",
                "    \n",
                "    fix_imbalance=False,\n",
                "    # fix_imbalance_method=SMOTETomek(), # imblearn's method\n",
                "    \n",
                "    remove_outliers=False,\n",
                "    outliers_threshold=0.05, # percentage of outliers in distribution's tail\n",
                "            \n",
                "    normalize=False,\n",
                "    normalize_method='zscore', # z=(x-u)/s\n",
                "\n",
                "    transformation=False,\n",
                "    transformation_method=\"yeo-johnson\",\n",
                "            \n",
                "    feature_interaction=False, # create a*b features\n",
                "    feature_ratio=False, # create a/b features\n",
                "    interaction_threshold=0.01, # threshold feature importance\n",
                "            \n",
                "    polynomial_features=False,\n",
                "    polynomial_degree=2,\n",
                "    polynomial_threshold=0.1,\n",
                "            \n",
                "    trigonometry_features=False, # create tan(x), sin(x), cos(x)\n",
                "    \n",
                "    feature_selection=False, # use tree models to compute feature importance\n",
                "    feature_selection_threshold=0.8,\n",
                "    \n",
                "    remove_multicollinearity=False, # drop highly correlated features\n",
                "    multicollinearity_threshold=0.9,\n",
                "            \n",
                "    pca=False, # reduce feature space dimension\n",
                "    pca_method=\"linear\",\n",
                "    pca_components=0.99, # % components to keep\n",
                "    \n",
                "    log_experiment=\"mlflow\",\n",
                "    log_plots=True,\n",
                ")"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 16,
            "id": "02d0ff5a-a449-4b69-a9e2-033f5f19d6a0",
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/html": [
                            "<style type=\"text/css\">\n",
                            "#T_78418 th {\n",
                            "  text-align: left;\n",
                            "}\n",
                            "#T_78418_row0_col0, #T_78418_row0_col3, #T_78418_row1_col0, #T_78418_row1_col1, #T_78418_row1_col2, #T_78418_row1_col4, #T_78418_row1_col5, #T_78418_row1_col6, #T_78418_row1_col7, #T_78418_row2_col0, #T_78418_row2_col1, #T_78418_row2_col2, #T_78418_row2_col3, #T_78418_row2_col4, #T_78418_row2_col5, #T_78418_row2_col6, #T_78418_row2_col7, #T_78418_row3_col0, #T_78418_row3_col1, #T_78418_row3_col2, #T_78418_row3_col3, #T_78418_row3_col4, #T_78418_row3_col5, #T_78418_row3_col6, #T_78418_row3_col7, #T_78418_row4_col0, #T_78418_row4_col1, #T_78418_row4_col2, #T_78418_row4_col3, #T_78418_row4_col4, #T_78418_row4_col5, #T_78418_row4_col6, #T_78418_row4_col7, #T_78418_row5_col0, #T_78418_row5_col1, #T_78418_row5_col2, #T_78418_row5_col3, #T_78418_row5_col4, #T_78418_row5_col5, #T_78418_row5_col6, #T_78418_row5_col7, #T_78418_row6_col0, #T_78418_row6_col1, #T_78418_row6_col2, #T_78418_row6_col3, #T_78418_row6_col4, #T_78418_row6_col5, #T_78418_row6_col6, #T_78418_row6_col7, #T_78418_row7_col0, #T_78418_row7_col1, #T_78418_row7_col2, #T_78418_row7_col3, #T_78418_row7_col4, #T_78418_row7_col5, #T_78418_row7_col6, #T_78418_row7_col7 {\n",
                            "  text-align: left;\n",
                            "}\n",
                            "#T_78418_row0_col1, #T_78418_row0_col2, #T_78418_row0_col4, #T_78418_row0_col5, #T_78418_row0_col6, #T_78418_row0_col7, #T_78418_row1_col3 {\n",
                            "  text-align: left;\n",
                            "  background-color: yellow;\n",
                            "}\n",
                            "#T_78418_row0_col8, #T_78418_row1_col8, #T_78418_row2_col8, #T_78418_row3_col8, #T_78418_row4_col8, #T_78418_row5_col8, #T_78418_row6_col8 {\n",
                            "  text-align: left;\n",
                            "  background-color: lightgrey;\n",
                            "}\n",
                            "#T_78418_row7_col8 {\n",
                            "  text-align: left;\n",
                            "  background-color: yellow;\n",
                            "  background-color: lightgrey;\n",
                            "}\n",
                            "</style>\n",
                            "<table id=\"T_78418\">\n",
                            "  <thead>\n",
                            "    <tr>\n",
                            "      <th class=\"blank level0\" >&nbsp;</th>\n",
                            "      <th id=\"T_78418_level0_col0\" class=\"col_heading level0 col0\" >Model</th>\n",
                            "      <th id=\"T_78418_level0_col1\" class=\"col_heading level0 col1\" >Accuracy</th>\n",
                            "      <th id=\"T_78418_level0_col2\" class=\"col_heading level0 col2\" >AUC</th>\n",
                            "      <th id=\"T_78418_level0_col3\" class=\"col_heading level0 col3\" >Recall</th>\n",
                            "      <th id=\"T_78418_level0_col4\" class=\"col_heading level0 col4\" >Prec.</th>\n",
                            "      <th id=\"T_78418_level0_col5\" class=\"col_heading level0 col5\" >F1</th>\n",
                            "      <th id=\"T_78418_level0_col6\" class=\"col_heading level0 col6\" >Kappa</th>\n",
                            "      <th id=\"T_78418_level0_col7\" class=\"col_heading level0 col7\" >MCC</th>\n",
                            "      <th id=\"T_78418_level0_col8\" class=\"col_heading level0 col8\" >TT (Sec)</th>\n",
                            "    </tr>\n",
                            "  </thead>\n",
                            "  <tbody>\n",
                            "    <tr>\n",
                            "      <th id=\"T_78418_level0_row0\" class=\"row_heading level0 row0\" >lightgbm</th>\n",
                            "      <td id=\"T_78418_row0_col0\" class=\"data row0 col0\" >Light Gradient Boosting Machine</td>\n",
                            "      <td id=\"T_78418_row0_col1\" class=\"data row0 col1\" >0.9880</td>\n",
                            "      <td id=\"T_78418_row0_col2\" class=\"data row0 col2\" >0.9914</td>\n",
                            "      <td id=\"T_78418_row0_col3\" class=\"data row0 col3\" >0.5736</td>\n",
                            "      <td id=\"T_78418_row0_col4\" class=\"data row0 col4\" >0.9848</td>\n",
                            "      <td id=\"T_78418_row0_col5\" class=\"data row0 col5\" >0.9846</td>\n",
                            "      <td id=\"T_78418_row0_col6\" class=\"data row0 col6\" >0.6606</td>\n",
                            "      <td id=\"T_78418_row0_col7\" class=\"data row0 col7\" >0.6940</td>\n",
                            "      <td id=\"T_78418_row0_col8\" class=\"data row0 col8\" >9.4300</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_78418_level0_row1\" class=\"row_heading level0 row1\" >dt</th>\n",
                            "      <td id=\"T_78418_row1_col0\" class=\"data row1 col0\" >Decision Tree Classifier</td>\n",
                            "      <td id=\"T_78418_row1_col1\" class=\"data row1 col1\" >0.9811</td>\n",
                            "      <td id=\"T_78418_row1_col2\" class=\"data row1 col2\" >0.8283</td>\n",
                            "      <td id=\"T_78418_row1_col3\" class=\"data row1 col3\" >0.5905</td>\n",
                            "      <td id=\"T_78418_row1_col4\" class=\"data row1 col4\" >0.9813</td>\n",
                            "      <td id=\"T_78418_row1_col5\" class=\"data row1 col5\" >0.9808</td>\n",
                            "      <td id=\"T_78418_row1_col6\" class=\"data row1 col6\" >0.5879</td>\n",
                            "      <td id=\"T_78418_row1_col7\" class=\"data row1 col7\" >0.5898</td>\n",
                            "      <td id=\"T_78418_row1_col8\" class=\"data row1 col8\" >3.0160</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_78418_level0_row2\" class=\"row_heading level0 row2\" >rf</th>\n",
                            "      <td id=\"T_78418_row2_col0\" class=\"data row2 col0\" >Random Forest Classifier</td>\n",
                            "      <td id=\"T_78418_row2_col1\" class=\"data row2 col1\" >0.9857</td>\n",
                            "      <td id=\"T_78418_row2_col2\" class=\"data row2 col2\" >0.9748</td>\n",
                            "      <td id=\"T_78418_row2_col3\" class=\"data row2 col3\" >0.5438</td>\n",
                            "      <td id=\"T_78418_row2_col4\" class=\"data row2 col4\" >0.9811</td>\n",
                            "      <td id=\"T_78418_row2_col5\" class=\"data row2 col5\" >0.9808</td>\n",
                            "      <td id=\"T_78418_row2_col6\" class=\"data row2 col6\" >0.5716</td>\n",
                            "      <td id=\"T_78418_row2_col7\" class=\"data row2 col7\" >0.6230</td>\n",
                            "      <td id=\"T_78418_row2_col8\" class=\"data row2 col8\" >2.2610</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_78418_level0_row3\" class=\"row_heading level0 row3\" >lr</th>\n",
                            "      <td id=\"T_78418_row3_col0\" class=\"data row3 col0\" >Logistic Regression</td>\n",
                            "      <td id=\"T_78418_row3_col1\" class=\"data row3 col1\" >0.9821</td>\n",
                            "      <td id=\"T_78418_row3_col2\" class=\"data row3 col2\" >0.8486</td>\n",
                            "      <td id=\"T_78418_row3_col3\" class=\"data row3 col3\" >0.4746</td>\n",
                            "      <td id=\"T_78418_row3_col4\" class=\"data row3 col4\" >0.9714</td>\n",
                            "      <td id=\"T_78418_row3_col5\" class=\"data row3 col5\" >0.9754</td>\n",
                            "      <td id=\"T_78418_row3_col6\" class=\"data row3 col6\" >0.4351</td>\n",
                            "      <td id=\"T_78418_row3_col7\" class=\"data row3 col7\" >0.4949</td>\n",
                            "      <td id=\"T_78418_row3_col8\" class=\"data row3 col8\" >4.5840</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_78418_level0_row4\" class=\"row_heading level0 row4\" >et</th>\n",
                            "      <td id=\"T_78418_row4_col0\" class=\"data row4 col0\" >Extra Trees Classifier</td>\n",
                            "      <td id=\"T_78418_row4_col1\" class=\"data row4 col1\" >0.9825</td>\n",
                            "      <td id=\"T_78418_row4_col2\" class=\"data row4 col2\" >0.9496</td>\n",
                            "      <td id=\"T_78418_row4_col3\" class=\"data row4 col3\" >0.4373</td>\n",
                            "      <td id=\"T_78418_row4_col4\" class=\"data row4 col4\" >0.9670</td>\n",
                            "      <td id=\"T_78418_row4_col5\" class=\"data row4 col5\" >0.9745</td>\n",
                            "      <td id=\"T_78418_row4_col6\" class=\"data row4 col6\" >0.4194</td>\n",
                            "      <td id=\"T_78418_row4_col7\" class=\"data row4 col7\" >0.5058</td>\n",
                            "      <td id=\"T_78418_row4_col8\" class=\"data row4 col8\" >1.0600</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_78418_level0_row5\" class=\"row_heading level0 row5\" >ada</th>\n",
                            "      <td id=\"T_78418_row5_col0\" class=\"data row5 col0\" >Ada Boost Classifier</td>\n",
                            "      <td id=\"T_78418_row5_col1\" class=\"data row5 col1\" >0.9805</td>\n",
                            "      <td id=\"T_78418_row5_col2\" class=\"data row5 col2\" >0.6155</td>\n",
                            "      <td id=\"T_78418_row5_col3\" class=\"data row5 col3\" >0.3983</td>\n",
                            "      <td id=\"T_78418_row5_col4\" class=\"data row5 col4\" >0.9647</td>\n",
                            "      <td id=\"T_78418_row5_col5\" class=\"data row5 col5\" >0.9725</td>\n",
                            "      <td id=\"T_78418_row5_col6\" class=\"data row5 col6\" >0.3726</td>\n",
                            "      <td id=\"T_78418_row5_col7\" class=\"data row5 col7\" >0.4641</td>\n",
                            "      <td id=\"T_78418_row5_col8\" class=\"data row5 col8\" >4.3510</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_78418_level0_row6\" class=\"row_heading level0 row6\" >mlp</th>\n",
                            "      <td id=\"T_78418_row6_col0\" class=\"data row6 col0\" >MLP Classifier</td>\n",
                            "      <td id=\"T_78418_row6_col1\" class=\"data row6 col1\" >0.9704</td>\n",
                            "      <td id=\"T_78418_row6_col2\" class=\"data row6 col2\" >0.6303</td>\n",
                            "      <td id=\"T_78418_row6_col3\" class=\"data row6 col3\" >0.3761</td>\n",
                            "      <td id=\"T_78418_row6_col4\" class=\"data row6 col4\" >0.9644</td>\n",
                            "      <td id=\"T_78418_row6_col5\" class=\"data row6 col5\" >0.9665</td>\n",
                            "      <td id=\"T_78418_row6_col6\" class=\"data row6 col6\" >0.2486</td>\n",
                            "      <td id=\"T_78418_row6_col7\" class=\"data row6 col7\" >0.2835</td>\n",
                            "      <td id=\"T_78418_row6_col8\" class=\"data row6 col8\" >4.4710</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_78418_level0_row7\" class=\"row_heading level0 row7\" >svm</th>\n",
                            "      <td id=\"T_78418_row7_col0\" class=\"data row7 col0\" >SVM - Linear Kernel</td>\n",
                            "      <td id=\"T_78418_row7_col1\" class=\"data row7 col1\" >0.9735</td>\n",
                            "      <td id=\"T_78418_row7_col2\" class=\"data row7 col2\" >0.0000</td>\n",
                            "      <td id=\"T_78418_row7_col3\" class=\"data row7 col3\" >0.2521</td>\n",
                            "      <td id=\"T_78418_row7_col4\" class=\"data row7 col4\" >0.9586</td>\n",
                            "      <td id=\"T_78418_row7_col5\" class=\"data row7 col5\" >0.9652</td>\n",
                            "      <td id=\"T_78418_row7_col6\" class=\"data row7 col6\" >0.1063</td>\n",
                            "      <td id=\"T_78418_row7_col7\" class=\"data row7 col7\" >0.1215</td>\n",
                            "      <td id=\"T_78418_row7_col8\" class=\"data row7 col8\" >0.2620</td>\n",
                            "    </tr>\n",
                            "  </tbody>\n",
                            "</table>\n"
                        ],
                        "text/plain": [
                            "<pandas.io.formats.style.Styler at 0x23a06558310>"
                        ]
                    },
                    "metadata": {},
                    "output_type": "display_data"
                }
            ],
            "source": [
                "best = compare_models(sort='F1', include=include)"
            ]
        },
        {
            "cell_type": "markdown",
            "id": "9d0ffd8a-a000-436c-87f2-dd24c9e4fe71",
            "metadata": {},
            "source": [
                "### Exp 01 - Fix imbalance by using SMOTETomek()"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 15,
            "id": "2ce07acf-129b-4c43-a7c1-6d1a6f12a967",
            "metadata": {},
            "outputs": [],
            "source": [
                "include=['et', 'lightgbm', 'lr', 'dt', 'rf']"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 16,
            "id": "4497c135-ab62-4cfc-9179-92054a259d49",
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/html": [
                            "<style type=\"text/css\">\n",
                            "#T_6bc6f_row5_col1, #T_6bc6f_row18_col1, #T_6bc6f_row44_col1, #T_6bc6f_row58_col1 {\n",
                            "  background-color: lightgreen;\n",
                            "}\n",
                            "</style>\n",
                            "<table id=\"T_6bc6f\">\n",
                            "  <thead>\n",
                            "    <tr>\n",
                            "      <th class=\"blank level0\" >&nbsp;</th>\n",
                            "      <th id=\"T_6bc6f_level0_col0\" class=\"col_heading level0 col0\" >Description</th>\n",
                            "      <th id=\"T_6bc6f_level0_col1\" class=\"col_heading level0 col1\" >Value</th>\n",
                            "    </tr>\n",
                            "  </thead>\n",
                            "  <tbody>\n",
                            "    <tr>\n",
                            "      <th id=\"T_6bc6f_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
                            "      <td id=\"T_6bc6f_row0_col0\" class=\"data row0 col0\" >session_id</td>\n",
                            "      <td id=\"T_6bc6f_row0_col1\" class=\"data row0 col1\" >17</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_6bc6f_level0_row1\" class=\"row_heading level0 row1\" >1</th>\n",
                            "      <td id=\"T_6bc6f_row1_col0\" class=\"data row1 col0\" >Target</td>\n",
                            "      <td id=\"T_6bc6f_row1_col1\" class=\"data row1 col1\" >target</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_6bc6f_level0_row2\" class=\"row_heading level0 row2\" >2</th>\n",
                            "      <td id=\"T_6bc6f_row2_col0\" class=\"data row2 col0\" >Target Type</td>\n",
                            "      <td id=\"T_6bc6f_row2_col1\" class=\"data row2 col1\" >Multiclass</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_6bc6f_level0_row3\" class=\"row_heading level0 row3\" >3</th>\n",
                            "      <td id=\"T_6bc6f_row3_col0\" class=\"data row3 col0\" >Label Encoded</td>\n",
                            "      <td id=\"T_6bc6f_row3_col1\" class=\"data row3 col1\" >None</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_6bc6f_level0_row4\" class=\"row_heading level0 row4\" >4</th>\n",
                            "      <td id=\"T_6bc6f_row4_col0\" class=\"data row4 col0\" >Original Data</td>\n",
                            "      <td id=\"T_6bc6f_row4_col1\" class=\"data row4 col1\" >(9216, 152)</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_6bc6f_level0_row5\" class=\"row_heading level0 row5\" >5</th>\n",
                            "      <td id=\"T_6bc6f_row5_col0\" class=\"data row5 col0\" >Missing Values</td>\n",
                            "      <td id=\"T_6bc6f_row5_col1\" class=\"data row5 col1\" >True</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_6bc6f_level0_row6\" class=\"row_heading level0 row6\" >6</th>\n",
                            "      <td id=\"T_6bc6f_row6_col0\" class=\"data row6 col0\" >Numeric Features</td>\n",
                            "      <td id=\"T_6bc6f_row6_col1\" class=\"data row6 col1\" >151</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_6bc6f_level0_row7\" class=\"row_heading level0 row7\" >7</th>\n",
                            "      <td id=\"T_6bc6f_row7_col0\" class=\"data row7 col0\" >Categorical Features</td>\n",
                            "      <td id=\"T_6bc6f_row7_col1\" class=\"data row7 col1\" >0</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_6bc6f_level0_row8\" class=\"row_heading level0 row8\" >8</th>\n",
                            "      <td id=\"T_6bc6f_row8_col0\" class=\"data row8 col0\" >Ordinal Features</td>\n",
                            "      <td id=\"T_6bc6f_row8_col1\" class=\"data row8 col1\" >False</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_6bc6f_level0_row9\" class=\"row_heading level0 row9\" >9</th>\n",
                            "      <td id=\"T_6bc6f_row9_col0\" class=\"data row9 col0\" >High Cardinality Features</td>\n",
                            "      <td id=\"T_6bc6f_row9_col1\" class=\"data row9 col1\" >False</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_6bc6f_level0_row10\" class=\"row_heading level0 row10\" >10</th>\n",
                            "      <td id=\"T_6bc6f_row10_col0\" class=\"data row10 col0\" >High Cardinality Method</td>\n",
                            "      <td id=\"T_6bc6f_row10_col1\" class=\"data row10 col1\" >None</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_6bc6f_level0_row11\" class=\"row_heading level0 row11\" >11</th>\n",
                            "      <td id=\"T_6bc6f_row11_col0\" class=\"data row11 col0\" >Transformed Train Set</td>\n",
                            "      <td id=\"T_6bc6f_row11_col1\" class=\"data row11 col1\" >(9216, 148)</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_6bc6f_level0_row12\" class=\"row_heading level0 row12\" >12</th>\n",
                            "      <td id=\"T_6bc6f_row12_col0\" class=\"data row12 col0\" >Transformed Test Set</td>\n",
                            "      <td id=\"T_6bc6f_row12_col1\" class=\"data row12 col1\" >(1025, 148)</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_6bc6f_level0_row13\" class=\"row_heading level0 row13\" >13</th>\n",
                            "      <td id=\"T_6bc6f_row13_col0\" class=\"data row13 col0\" >Shuffle Train-Test</td>\n",
                            "      <td id=\"T_6bc6f_row13_col1\" class=\"data row13 col1\" >True</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_6bc6f_level0_row14\" class=\"row_heading level0 row14\" >14</th>\n",
                            "      <td id=\"T_6bc6f_row14_col0\" class=\"data row14 col0\" >Stratify Train-Test</td>\n",
                            "      <td id=\"T_6bc6f_row14_col1\" class=\"data row14 col1\" >True</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_6bc6f_level0_row15\" class=\"row_heading level0 row15\" >15</th>\n",
                            "      <td id=\"T_6bc6f_row15_col0\" class=\"data row15 col0\" >Fold Generator</td>\n",
                            "      <td id=\"T_6bc6f_row15_col1\" class=\"data row15 col1\" >StratifiedKFold</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_6bc6f_level0_row16\" class=\"row_heading level0 row16\" >16</th>\n",
                            "      <td id=\"T_6bc6f_row16_col0\" class=\"data row16 col0\" >Fold Number</td>\n",
                            "      <td id=\"T_6bc6f_row16_col1\" class=\"data row16 col1\" >10</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_6bc6f_level0_row17\" class=\"row_heading level0 row17\" >17</th>\n",
                            "      <td id=\"T_6bc6f_row17_col0\" class=\"data row17 col0\" >CPU Jobs</td>\n",
                            "      <td id=\"T_6bc6f_row17_col1\" class=\"data row17 col1\" >-1</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_6bc6f_level0_row18\" class=\"row_heading level0 row18\" >18</th>\n",
                            "      <td id=\"T_6bc6f_row18_col0\" class=\"data row18 col0\" >Use GPU</td>\n",
                            "      <td id=\"T_6bc6f_row18_col1\" class=\"data row18 col1\" >True</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_6bc6f_level0_row19\" class=\"row_heading level0 row19\" >19</th>\n",
                            "      <td id=\"T_6bc6f_row19_col0\" class=\"data row19 col0\" >Log Experiment</td>\n",
                            "      <td id=\"T_6bc6f_row19_col1\" class=\"data row19 col1\" >['mlflow']</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_6bc6f_level0_row20\" class=\"row_heading level0 row20\" >20</th>\n",
                            "      <td id=\"T_6bc6f_row20_col0\" class=\"data row20 col0\" >Experiment Name</td>\n",
                            "      <td id=\"T_6bc6f_row20_col1\" class=\"data row20 col1\" >clf-default-name</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_6bc6f_level0_row21\" class=\"row_heading level0 row21\" >21</th>\n",
                            "      <td id=\"T_6bc6f_row21_col0\" class=\"data row21 col0\" >USI</td>\n",
                            "      <td id=\"T_6bc6f_row21_col1\" class=\"data row21 col1\" >ea08</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_6bc6f_level0_row22\" class=\"row_heading level0 row22\" >22</th>\n",
                            "      <td id=\"T_6bc6f_row22_col0\" class=\"data row22 col0\" >Imputation Type</td>\n",
                            "      <td id=\"T_6bc6f_row22_col1\" class=\"data row22 col1\" >simple</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_6bc6f_level0_row23\" class=\"row_heading level0 row23\" >23</th>\n",
                            "      <td id=\"T_6bc6f_row23_col0\" class=\"data row23 col0\" >Iterative Imputation Iteration</td>\n",
                            "      <td id=\"T_6bc6f_row23_col1\" class=\"data row23 col1\" >None</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_6bc6f_level0_row24\" class=\"row_heading level0 row24\" >24</th>\n",
                            "      <td id=\"T_6bc6f_row24_col0\" class=\"data row24 col0\" >Numeric Imputer</td>\n",
                            "      <td id=\"T_6bc6f_row24_col1\" class=\"data row24 col1\" >mean</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_6bc6f_level0_row25\" class=\"row_heading level0 row25\" >25</th>\n",
                            "      <td id=\"T_6bc6f_row25_col0\" class=\"data row25 col0\" >Iterative Imputation Numeric Model</td>\n",
                            "      <td id=\"T_6bc6f_row25_col1\" class=\"data row25 col1\" >None</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_6bc6f_level0_row26\" class=\"row_heading level0 row26\" >26</th>\n",
                            "      <td id=\"T_6bc6f_row26_col0\" class=\"data row26 col0\" >Categorical Imputer</td>\n",
                            "      <td id=\"T_6bc6f_row26_col1\" class=\"data row26 col1\" >constant</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_6bc6f_level0_row27\" class=\"row_heading level0 row27\" >27</th>\n",
                            "      <td id=\"T_6bc6f_row27_col0\" class=\"data row27 col0\" >Iterative Imputation Categorical Model</td>\n",
                            "      <td id=\"T_6bc6f_row27_col1\" class=\"data row27 col1\" >None</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_6bc6f_level0_row28\" class=\"row_heading level0 row28\" >28</th>\n",
                            "      <td id=\"T_6bc6f_row28_col0\" class=\"data row28 col0\" >Unknown Categoricals Handling</td>\n",
                            "      <td id=\"T_6bc6f_row28_col1\" class=\"data row28 col1\" >least_frequent</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_6bc6f_level0_row29\" class=\"row_heading level0 row29\" >29</th>\n",
                            "      <td id=\"T_6bc6f_row29_col0\" class=\"data row29 col0\" >Normalize</td>\n",
                            "      <td id=\"T_6bc6f_row29_col1\" class=\"data row29 col1\" >False</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_6bc6f_level0_row30\" class=\"row_heading level0 row30\" >30</th>\n",
                            "      <td id=\"T_6bc6f_row30_col0\" class=\"data row30 col0\" >Normalize Method</td>\n",
                            "      <td id=\"T_6bc6f_row30_col1\" class=\"data row30 col1\" >None</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_6bc6f_level0_row31\" class=\"row_heading level0 row31\" >31</th>\n",
                            "      <td id=\"T_6bc6f_row31_col0\" class=\"data row31 col0\" >Transformation</td>\n",
                            "      <td id=\"T_6bc6f_row31_col1\" class=\"data row31 col1\" >False</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_6bc6f_level0_row32\" class=\"row_heading level0 row32\" >32</th>\n",
                            "      <td id=\"T_6bc6f_row32_col0\" class=\"data row32 col0\" >Transformation Method</td>\n",
                            "      <td id=\"T_6bc6f_row32_col1\" class=\"data row32 col1\" >None</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_6bc6f_level0_row33\" class=\"row_heading level0 row33\" >33</th>\n",
                            "      <td id=\"T_6bc6f_row33_col0\" class=\"data row33 col0\" >PCA</td>\n",
                            "      <td id=\"T_6bc6f_row33_col1\" class=\"data row33 col1\" >False</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_6bc6f_level0_row34\" class=\"row_heading level0 row34\" >34</th>\n",
                            "      <td id=\"T_6bc6f_row34_col0\" class=\"data row34 col0\" >PCA Method</td>\n",
                            "      <td id=\"T_6bc6f_row34_col1\" class=\"data row34 col1\" >None</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_6bc6f_level0_row35\" class=\"row_heading level0 row35\" >35</th>\n",
                            "      <td id=\"T_6bc6f_row35_col0\" class=\"data row35 col0\" >PCA Components</td>\n",
                            "      <td id=\"T_6bc6f_row35_col1\" class=\"data row35 col1\" >None</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_6bc6f_level0_row36\" class=\"row_heading level0 row36\" >36</th>\n",
                            "      <td id=\"T_6bc6f_row36_col0\" class=\"data row36 col0\" >Ignore Low Variance</td>\n",
                            "      <td id=\"T_6bc6f_row36_col1\" class=\"data row36 col1\" >False</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_6bc6f_level0_row37\" class=\"row_heading level0 row37\" >37</th>\n",
                            "      <td id=\"T_6bc6f_row37_col0\" class=\"data row37 col0\" >Combine Rare Levels</td>\n",
                            "      <td id=\"T_6bc6f_row37_col1\" class=\"data row37 col1\" >False</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_6bc6f_level0_row38\" class=\"row_heading level0 row38\" >38</th>\n",
                            "      <td id=\"T_6bc6f_row38_col0\" class=\"data row38 col0\" >Rare Level Threshold</td>\n",
                            "      <td id=\"T_6bc6f_row38_col1\" class=\"data row38 col1\" >None</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_6bc6f_level0_row39\" class=\"row_heading level0 row39\" >39</th>\n",
                            "      <td id=\"T_6bc6f_row39_col0\" class=\"data row39 col0\" >Numeric Binning</td>\n",
                            "      <td id=\"T_6bc6f_row39_col1\" class=\"data row39 col1\" >False</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_6bc6f_level0_row40\" class=\"row_heading level0 row40\" >40</th>\n",
                            "      <td id=\"T_6bc6f_row40_col0\" class=\"data row40 col0\" >Remove Outliers</td>\n",
                            "      <td id=\"T_6bc6f_row40_col1\" class=\"data row40 col1\" >False</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_6bc6f_level0_row41\" class=\"row_heading level0 row41\" >41</th>\n",
                            "      <td id=\"T_6bc6f_row41_col0\" class=\"data row41 col0\" >Outliers Threshold</td>\n",
                            "      <td id=\"T_6bc6f_row41_col1\" class=\"data row41 col1\" >None</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_6bc6f_level0_row42\" class=\"row_heading level0 row42\" >42</th>\n",
                            "      <td id=\"T_6bc6f_row42_col0\" class=\"data row42 col0\" >Remove Multicollinearity</td>\n",
                            "      <td id=\"T_6bc6f_row42_col1\" class=\"data row42 col1\" >False</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_6bc6f_level0_row43\" class=\"row_heading level0 row43\" >43</th>\n",
                            "      <td id=\"T_6bc6f_row43_col0\" class=\"data row43 col0\" >Multicollinearity Threshold</td>\n",
                            "      <td id=\"T_6bc6f_row43_col1\" class=\"data row43 col1\" >None</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_6bc6f_level0_row44\" class=\"row_heading level0 row44\" >44</th>\n",
                            "      <td id=\"T_6bc6f_row44_col0\" class=\"data row44 col0\" >Remove Perfect Collinearity</td>\n",
                            "      <td id=\"T_6bc6f_row44_col1\" class=\"data row44 col1\" >True</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_6bc6f_level0_row45\" class=\"row_heading level0 row45\" >45</th>\n",
                            "      <td id=\"T_6bc6f_row45_col0\" class=\"data row45 col0\" >Clustering</td>\n",
                            "      <td id=\"T_6bc6f_row45_col1\" class=\"data row45 col1\" >False</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_6bc6f_level0_row46\" class=\"row_heading level0 row46\" >46</th>\n",
                            "      <td id=\"T_6bc6f_row46_col0\" class=\"data row46 col0\" >Clustering Iteration</td>\n",
                            "      <td id=\"T_6bc6f_row46_col1\" class=\"data row46 col1\" >None</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_6bc6f_level0_row47\" class=\"row_heading level0 row47\" >47</th>\n",
                            "      <td id=\"T_6bc6f_row47_col0\" class=\"data row47 col0\" >Polynomial Features</td>\n",
                            "      <td id=\"T_6bc6f_row47_col1\" class=\"data row47 col1\" >False</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_6bc6f_level0_row48\" class=\"row_heading level0 row48\" >48</th>\n",
                            "      <td id=\"T_6bc6f_row48_col0\" class=\"data row48 col0\" >Polynomial Degree</td>\n",
                            "      <td id=\"T_6bc6f_row48_col1\" class=\"data row48 col1\" >None</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_6bc6f_level0_row49\" class=\"row_heading level0 row49\" >49</th>\n",
                            "      <td id=\"T_6bc6f_row49_col0\" class=\"data row49 col0\" >Trignometry Features</td>\n",
                            "      <td id=\"T_6bc6f_row49_col1\" class=\"data row49 col1\" >False</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_6bc6f_level0_row50\" class=\"row_heading level0 row50\" >50</th>\n",
                            "      <td id=\"T_6bc6f_row50_col0\" class=\"data row50 col0\" >Polynomial Threshold</td>\n",
                            "      <td id=\"T_6bc6f_row50_col1\" class=\"data row50 col1\" >None</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_6bc6f_level0_row51\" class=\"row_heading level0 row51\" >51</th>\n",
                            "      <td id=\"T_6bc6f_row51_col0\" class=\"data row51 col0\" >Group Features</td>\n",
                            "      <td id=\"T_6bc6f_row51_col1\" class=\"data row51 col1\" >False</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_6bc6f_level0_row52\" class=\"row_heading level0 row52\" >52</th>\n",
                            "      <td id=\"T_6bc6f_row52_col0\" class=\"data row52 col0\" >Feature Selection</td>\n",
                            "      <td id=\"T_6bc6f_row52_col1\" class=\"data row52 col1\" >False</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_6bc6f_level0_row53\" class=\"row_heading level0 row53\" >53</th>\n",
                            "      <td id=\"T_6bc6f_row53_col0\" class=\"data row53 col0\" >Feature Selection Method</td>\n",
                            "      <td id=\"T_6bc6f_row53_col1\" class=\"data row53 col1\" >classic</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_6bc6f_level0_row54\" class=\"row_heading level0 row54\" >54</th>\n",
                            "      <td id=\"T_6bc6f_row54_col0\" class=\"data row54 col0\" >Features Selection Threshold</td>\n",
                            "      <td id=\"T_6bc6f_row54_col1\" class=\"data row54 col1\" >None</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_6bc6f_level0_row55\" class=\"row_heading level0 row55\" >55</th>\n",
                            "      <td id=\"T_6bc6f_row55_col0\" class=\"data row55 col0\" >Feature Interaction</td>\n",
                            "      <td id=\"T_6bc6f_row55_col1\" class=\"data row55 col1\" >False</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_6bc6f_level0_row56\" class=\"row_heading level0 row56\" >56</th>\n",
                            "      <td id=\"T_6bc6f_row56_col0\" class=\"data row56 col0\" >Feature Ratio</td>\n",
                            "      <td id=\"T_6bc6f_row56_col1\" class=\"data row56 col1\" >False</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_6bc6f_level0_row57\" class=\"row_heading level0 row57\" >57</th>\n",
                            "      <td id=\"T_6bc6f_row57_col0\" class=\"data row57 col0\" >Interaction Threshold</td>\n",
                            "      <td id=\"T_6bc6f_row57_col1\" class=\"data row57 col1\" >None</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_6bc6f_level0_row58\" class=\"row_heading level0 row58\" >58</th>\n",
                            "      <td id=\"T_6bc6f_row58_col0\" class=\"data row58 col0\" >Fix Imbalance</td>\n",
                            "      <td id=\"T_6bc6f_row58_col1\" class=\"data row58 col1\" >True</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_6bc6f_level0_row59\" class=\"row_heading level0 row59\" >59</th>\n",
                            "      <td id=\"T_6bc6f_row59_col0\" class=\"data row59 col0\" >Fix Imbalance Method</td>\n",
                            "      <td id=\"T_6bc6f_row59_col1\" class=\"data row59 col1\" >SMOTETomek</td>\n",
                            "    </tr>\n",
                            "  </tbody>\n",
                            "</table>\n"
                        ],
                        "text/plain": [
                            "<pandas.io.formats.style.Styler at 0x2dc8435a400>"
                        ]
                    },
                    "metadata": {},
                    "output_type": "display_data"
                }
            ],
            "source": [
                "exp_01 = setup(\n",
                "    data=train_ds,\n",
                "    train_size=0.8, # split training and validation\n",
                "    test_data=test_ds,\n",
                "    target='target',\n",
                "    session_id=random_seed,\n",
                "    use_gpu=True,\n",
                "    \n",
                "    data_split_shuffle=True,\n",
                "    data_split_stratify=True,\n",
                "    fold_strategy=\"stratifiedkfold\",\n",
                "    fold=10,\n",
                "            \n",
                "    imputation_type='simple', # there's a small number of missing values\n",
                "    numeric_imputation='mean', # use mean to replace missing values\n",
                "    \n",
                "    fix_imbalance=True,\n",
                "    fix_imbalance_method=SMOTETomek(), # imblearn's method\n",
                "    \n",
                "    remove_outliers=False,\n",
                "    outliers_threshold=0.05, # percentage of outliers in distribution's tail\n",
                "            \n",
                "    normalize=False,\n",
                "    normalize_method='zscore', # z=(x-u)/s\n",
                "\n",
                "    transformation=False,\n",
                "    transformation_method=\"yeo-johnson\",\n",
                "            \n",
                "    feature_interaction=False, # create a*b features\n",
                "    feature_ratio=False, # create a/b features\n",
                "    interaction_threshold=0.01, # threshold feature importance\n",
                "            \n",
                "    polynomial_features=False,\n",
                "    polynomial_degree=2,\n",
                "    polynomial_threshold=0.1,\n",
                "            \n",
                "    trigonometry_features=False, # create tan(x), sin(x), cos(x)\n",
                "    \n",
                "    feature_selection=False, # use tree models to compute feature importance\n",
                "    feature_selection_threshold=0.8,\n",
                "    \n",
                "    remove_multicollinearity=False, # drop highly correlated features\n",
                "    multicollinearity_threshold=0.9,\n",
                "            \n",
                "    pca=False, # reduce feature space dimension\n",
                "    pca_method=\"linear\",\n",
                "    pca_components=0.99, # % components to keep\n",
                "    \n",
                "    log_experiment=\"mlflow\",\n",
                "    log_plots=True,\n",
                ")"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 17,
            "id": "a0bade5d-d014-43d1-b1cf-67c77419a315",
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/html": [
                            "<style type=\"text/css\">\n",
                            "#T_1bfcf th {\n",
                            "  text-align: left;\n",
                            "}\n",
                            "#T_1bfcf_row0_col0, #T_1bfcf_row0_col3, #T_1bfcf_row1_col0, #T_1bfcf_row1_col1, #T_1bfcf_row1_col2, #T_1bfcf_row1_col3, #T_1bfcf_row1_col4, #T_1bfcf_row1_col5, #T_1bfcf_row1_col6, #T_1bfcf_row1_col7, #T_1bfcf_row2_col0, #T_1bfcf_row2_col1, #T_1bfcf_row2_col2, #T_1bfcf_row2_col3, #T_1bfcf_row2_col4, #T_1bfcf_row2_col5, #T_1bfcf_row2_col6, #T_1bfcf_row2_col7, #T_1bfcf_row3_col0, #T_1bfcf_row3_col1, #T_1bfcf_row3_col2, #T_1bfcf_row3_col3, #T_1bfcf_row3_col4, #T_1bfcf_row3_col5, #T_1bfcf_row3_col6, #T_1bfcf_row3_col7, #T_1bfcf_row4_col0, #T_1bfcf_row4_col1, #T_1bfcf_row4_col2, #T_1bfcf_row4_col4, #T_1bfcf_row4_col5, #T_1bfcf_row4_col6, #T_1bfcf_row4_col7 {\n",
                            "  text-align: left;\n",
                            "}\n",
                            "#T_1bfcf_row0_col1, #T_1bfcf_row0_col2, #T_1bfcf_row0_col4, #T_1bfcf_row0_col5, #T_1bfcf_row0_col6, #T_1bfcf_row0_col7, #T_1bfcf_row4_col3 {\n",
                            "  text-align: left;\n",
                            "  background-color: yellow;\n",
                            "}\n",
                            "#T_1bfcf_row0_col8, #T_1bfcf_row1_col8, #T_1bfcf_row3_col8, #T_1bfcf_row4_col8 {\n",
                            "  text-align: left;\n",
                            "  background-color: lightgrey;\n",
                            "}\n",
                            "#T_1bfcf_row2_col8 {\n",
                            "  text-align: left;\n",
                            "  background-color: yellow;\n",
                            "  background-color: lightgrey;\n",
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                            "</style>\n",
                            "<table id=\"T_1bfcf\">\n",
                            "  <thead>\n",
                            "    <tr>\n",
                            "      <th class=\"blank level0\" >&nbsp;</th>\n",
                            "      <th id=\"T_1bfcf_level0_col0\" class=\"col_heading level0 col0\" >Model</th>\n",
                            "      <th id=\"T_1bfcf_level0_col1\" class=\"col_heading level0 col1\" >Accuracy</th>\n",
                            "      <th id=\"T_1bfcf_level0_col2\" class=\"col_heading level0 col2\" >AUC</th>\n",
                            "      <th id=\"T_1bfcf_level0_col3\" class=\"col_heading level0 col3\" >Recall</th>\n",
                            "      <th id=\"T_1bfcf_level0_col4\" class=\"col_heading level0 col4\" >Prec.</th>\n",
                            "      <th id=\"T_1bfcf_level0_col5\" class=\"col_heading level0 col5\" >F1</th>\n",
                            "      <th id=\"T_1bfcf_level0_col6\" class=\"col_heading level0 col6\" >Kappa</th>\n",
                            "      <th id=\"T_1bfcf_level0_col7\" class=\"col_heading level0 col7\" >MCC</th>\n",
                            "      <th id=\"T_1bfcf_level0_col8\" class=\"col_heading level0 col8\" >TT (Sec)</th>\n",
                            "    </tr>\n",
                            "  </thead>\n",
                            "  <tbody>\n",
                            "    <tr>\n",
                            "      <th id=\"T_1bfcf_level0_row0\" class=\"row_heading level0 row0\" >lightgbm</th>\n",
                            "      <td id=\"T_1bfcf_row0_col0\" class=\"data row0 col0\" >Light Gradient Boosting Machine</td>\n",
                            "      <td id=\"T_1bfcf_row0_col1\" class=\"data row0 col1\" >0.9883</td>\n",
                            "      <td id=\"T_1bfcf_row0_col2\" class=\"data row0 col2\" >0.9900</td>\n",
                            "      <td id=\"T_1bfcf_row0_col3\" class=\"data row0 col3\" >0.6307</td>\n",
                            "      <td id=\"T_1bfcf_row0_col4\" class=\"data row0 col4\" >0.9866</td>\n",
                            "      <td id=\"T_1bfcf_row0_col5\" class=\"data row0 col5\" >0.9862</td>\n",
                            "      <td id=\"T_1bfcf_row0_col6\" class=\"data row0 col6\" >0.6894</td>\n",
                            "      <td id=\"T_1bfcf_row0_col7\" class=\"data row0 col7\" >0.7088</td>\n",
                            "      <td id=\"T_1bfcf_row0_col8\" class=\"data row0 col8\" >21.7220</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_1bfcf_level0_row1\" class=\"row_heading level0 row1\" >rf</th>\n",
                            "      <td id=\"T_1bfcf_row1_col0\" class=\"data row1 col0\" >Random Forest Classifier</td>\n",
                            "      <td id=\"T_1bfcf_row1_col1\" class=\"data row1 col1\" >0.9843</td>\n",
                            "      <td id=\"T_1bfcf_row1_col2\" class=\"data row1 col2\" >0.9839</td>\n",
                            "      <td id=\"T_1bfcf_row1_col3\" class=\"data row1 col3\" >0.4528</td>\n",
                            "      <td id=\"T_1bfcf_row1_col4\" class=\"data row1 col4\" >0.9769</td>\n",
                            "      <td id=\"T_1bfcf_row1_col5\" class=\"data row1 col5\" >0.9783</td>\n",
                            "      <td id=\"T_1bfcf_row1_col6\" class=\"data row1 col6\" >0.5038</td>\n",
                            "      <td id=\"T_1bfcf_row1_col7\" class=\"data row1 col7\" >0.5720</td>\n",
                            "      <td id=\"T_1bfcf_row1_col8\" class=\"data row1 col8\" >14.2940</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_1bfcf_level0_row2\" class=\"row_heading level0 row2\" >et</th>\n",
                            "      <td id=\"T_1bfcf_row2_col0\" class=\"data row2 col0\" >Extra Trees Classifier</td>\n",
                            "      <td id=\"T_1bfcf_row2_col1\" class=\"data row2 col1\" >0.9820</td>\n",
                            "      <td id=\"T_1bfcf_row2_col2\" class=\"data row2 col2\" >0.9438</td>\n",
                            "      <td id=\"T_1bfcf_row2_col3\" class=\"data row2 col3\" >0.4053</td>\n",
                            "      <td id=\"T_1bfcf_row2_col4\" class=\"data row2 col4\" >0.9652</td>\n",
                            "      <td id=\"T_1bfcf_row2_col5\" class=\"data row2 col5\" >0.9734</td>\n",
                            "      <td id=\"T_1bfcf_row2_col6\" class=\"data row2 col6\" >0.3849</td>\n",
                            "      <td id=\"T_1bfcf_row2_col7\" class=\"data row2 col7\" >0.4829</td>\n",
                            "      <td id=\"T_1bfcf_row2_col8\" class=\"data row2 col8\" >7.6250</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_1bfcf_level0_row3\" class=\"row_heading level0 row3\" >dt</th>\n",
                            "      <td id=\"T_1bfcf_row3_col0\" class=\"data row3 col0\" >Decision Tree Classifier</td>\n",
                            "      <td id=\"T_1bfcf_row3_col1\" class=\"data row3 col1\" >0.9593</td>\n",
                            "      <td id=\"T_1bfcf_row3_col2\" class=\"data row3 col2\" >0.7748</td>\n",
                            "      <td id=\"T_1bfcf_row3_col3\" class=\"data row3 col3\" >0.5454</td>\n",
                            "      <td id=\"T_1bfcf_row3_col4\" class=\"data row3 col4\" >0.9748</td>\n",
                            "      <td id=\"T_1bfcf_row3_col5\" class=\"data row3 col5\" >0.9663</td>\n",
                            "      <td id=\"T_1bfcf_row3_col6\" class=\"data row3 col6\" >0.3714</td>\n",
                            "      <td id=\"T_1bfcf_row3_col7\" class=\"data row3 col7\" >0.3889</td>\n",
                            "      <td id=\"T_1bfcf_row3_col8\" class=\"data row3 col8\" >13.6820</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th id=\"T_1bfcf_level0_row4\" class=\"row_heading level0 row4\" >lr</th>\n",
                            "      <td id=\"T_1bfcf_row4_col0\" class=\"data row4 col0\" >Logistic Regression</td>\n",
                            "      <td id=\"T_1bfcf_row4_col1\" class=\"data row4 col1\" >0.6730</td>\n",
                            "      <td id=\"T_1bfcf_row4_col2\" class=\"data row4 col2\" >0.8493</td>\n",
                            "      <td id=\"T_1bfcf_row4_col3\" class=\"data row4 col3\" >0.6370</td>\n",
                            "      <td id=\"T_1bfcf_row4_col4\" class=\"data row4 col4\" >0.9749</td>\n",
                            "      <td id=\"T_1bfcf_row4_col5\" class=\"data row4 col5\" >0.7906</td>\n",
                            "      <td id=\"T_1bfcf_row4_col6\" class=\"data row4 col6\" >0.0663</td>\n",
                            "      <td id=\"T_1bfcf_row4_col7\" class=\"data row4 col7\" >0.1505</td>\n",
                            "      <td id=\"T_1bfcf_row4_col8\" class=\"data row4 col8\" >32.9280</td>\n",
                            "    </tr>\n",
                            "  </tbody>\n",
                            "</table>\n"
                        ],
                        "text/plain": [
                            "<pandas.io.formats.style.Styler at 0x2dc84338790>"
                        ]
                    },
                    "metadata": {},
                    "output_type": "display_data"
                }
            ],
            "source": [
                "best = compare_models(sort='F1', include=include)"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 18,
            "id": "44f01c02-9086-4100-9ff3-667bc2a36ee3",
            "metadata": {},
            "outputs": [
                {
                    "name": "stdout",
                    "output_type": "stream",
                    "text": [
                        "LGBMClassifier(boosting_type='gbdt', class_weight=None, colsample_bytree=1.0,\n",
                        "               device='gpu', importance_type='split', learning_rate=0.1,\n",
                        "               max_depth=-1, min_child_samples=20, min_child_weight=0.001,\n",
                        "               min_split_gain=0.0, n_estimators=100, n_jobs=-1, num_leaves=31,\n",
                        "               objective=None, random_state=17, reg_alpha=0.0, reg_lambda=0.0,\n",
                        "               silent='warn', subsample=1.0, subsample_for_bin=200000,\n",
                        "               subsample_freq=0)\n"
                    ]
                }
            ],
            "source": [
                "print(best)"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 19,
            "id": "ff77faf4-df72-4de3-9049-7558b90582f1",
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "image/png": 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",
                        "text/plain": [
                            "<Figure size 576x396 with 1 Axes>"
                        ]
                    },
                    "metadata": {},
                    "output_type": "display_data"
                }
            ],
            "source": [
                "plot_model(best, plot = 'confusion_matrix')"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 20,
            "id": "c69234a4-ff75-416f-9bf8-ea97533e88dc",
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "image/png": 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",
                        "text/plain": [
                            "<Figure size 576x396 with 1 Axes>"
                        ]
                    },
                    "metadata": {},
                    "output_type": "display_data"
                }
            ],
            "source": [
                "plot_model(best, plot = 'error')"
            ]
        },
        {
            "cell_type": "code",
            "execution_count": 21,
            "id": "7825b768-e872-423f-a625-bb8ae901357e",
            "metadata": {},
            "outputs": [
                {
                    "data": {
                        "text/html": [
                            "<style type=\"text/css\">\n",
                            "</style>\n",
                            "<table id=\"T_86969\">\n",
                            "  <thead>\n",
                            "    <tr>\n",
                            "      <th class=\"blank level0\" >&nbsp;</th>\n",
                            "      <th id=\"T_86969_level0_col0\" class=\"col_heading level0 col0\" >Model</th>\n",
                            "      <th id=\"T_86969_level0_col1\" class=\"col_heading level0 col1\" >Accuracy</th>\n",
                            "      <th id=\"T_86969_level0_col2\" class=\"col_heading level0 col2\" >AUC</th>\n",
                            "      <th id=\"T_86969_level0_col3\" class=\"col_heading level0 col3\" >Recall</th>\n",
                            "      <th id=\"T_86969_level0_col4\" class=\"col_heading level0 col4\" >Prec.</th>\n",
                            "      <th id=\"T_86969_level0_col5\" class=\"col_heading level0 col5\" >F1</th>\n",
                            "      <th id=\"T_86969_level0_col6\" class=\"col_heading level0 col6\" >Kappa</th>\n",
                            "      <th id=\"T_86969_level0_col7\" class=\"col_heading level0 col7\" >MCC</th>\n",
                            "    </tr>\n",
                            "  </thead>\n",
                            "  <tbody>\n",
                            "    <tr>\n",
                            "      <th id=\"T_86969_level0_row0\" class=\"row_heading level0 row0\" >0</th>\n",
                            "      <td id=\"T_86969_row0_col0\" class=\"data row0 col0\" >Light Gradient Boosting Machine</td>\n",
                            "      <td id=\"T_86969_row0_col1\" class=\"data row0 col1\" >0.9883</td>\n",
                            "      <td id=\"T_86969_row0_col2\" class=\"data row0 col2\" >0.9552</td>\n",
                            "      <td id=\"T_86969_row0_col3\" class=\"data row0 col3\" >0.6533</td>\n",
                            "      <td id=\"T_86969_row0_col4\" class=\"data row0 col4\" >0.9855</td>\n",
                            "      <td id=\"T_86969_row0_col5\" class=\"data row0 col5\" >0.9854</td>\n",
                            "      <td id=\"T_86969_row0_col6\" class=\"data row0 col6\" >0.6807</td>\n",
                            "      <td id=\"T_86969_row0_col7\" class=\"data row0 col7\" >0.7064</td>\n",
                            "    </tr>\n",
                            "  </tbody>\n",
                            "</table>\n"
                        ],
                        "text/plain": [
                            "<pandas.io.formats.style.Styler at 0x2dc2aab20a0>"
                        ]
                    },
                    "metadata": {},
                    "output_type": "display_data"
                },
                {
                    "data": {
                        "text/html": [
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                            "<style scoped>\n",
                            "    .dataframe tbody tr th:only-of-type {\n",
                            "        vertical-align: middle;\n",
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                            "\n",
                            "    .dataframe tbody tr th {\n",
                            "        vertical-align: top;\n",
                            "    }\n",
                            "\n",
                            "    .dataframe thead th {\n",
                            "        text-align: right;\n",
                            "    }\n",
                            "</style>\n",
                            "<table border=\"1\" class=\"dataframe\">\n",
                            "  <thead>\n",
                            "    <tr style=\"text-align: right;\">\n",
                            "      <th></th>\n",
                            "      <th>0</th>\n",
                            "      <th>1</th>\n",
                            "      <th>2</th>\n",
                            "      <th>3</th>\n",
                            "      <th>4</th>\n",
                            "      <th>5</th>\n",
                            "      <th>6</th>\n",
                            "      <th>7</th>\n",
                            "      <th>8</th>\n",
                            "      <th>9</th>\n",
                            "      <th>...</th>\n",
                            "      <th>144</th>\n",
                            "      <th>145</th>\n",
                            "      <th>146</th>\n",
                            "      <th>147</th>\n",
                            "      <th>148</th>\n",
                            "      <th>149</th>\n",
                            "      <th>150</th>\n",
                            "      <th>target</th>\n",
                            "      <th>Label</th>\n",
                            "      <th>Score</th>\n",
                            "    </tr>\n",
                            "  </thead>\n",
                            "  <tbody>\n",
                            "    <tr>\n",
                            "      <th>0</th>\n",
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                            "      <td>0.438</td>\n",
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                            "      <td>9.41948</td>\n",
                            "      <td>-0.045</td>\n",
                            "      <td>462.235992</td>\n",
                            "      <td>...</td>\n",
                            "      <td>0.048133</td>\n",
                            "      <td>0.610</td>\n",
                            "      <td>-1.343257</td>\n",
                            "      <td>-0.18594</td>\n",
                            "      <td>-0.12388</td>\n",
                            "      <td>0.048133</td>\n",
                            "      <td>17.651199</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0</td>\n",
                            "      <td>1.0000</td>\n",
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                            "    <tr>\n",
                            "      <th>1</th>\n",
                            "      <td>-0.041140</td>\n",
                            "      <td>-0.112</td>\n",
                            "      <td>-0.330</td>\n",
                            "      <td>-0.078</td>\n",
                            "      <td>-0.305</td>\n",
                            "      <td>-0.057</td>\n",
                            "      <td>-0.281</td>\n",
                            "      <td>9.70735</td>\n",
                            "      <td>-0.056</td>\n",
                            "      <td>440.924988</td>\n",
                            "      <td>...</td>\n",
                            "      <td>0.045024</td>\n",
                            "      <td>11.905</td>\n",
                            "      <td>0.870211</td>\n",
                            "      <td>-0.22386</td>\n",
                            "      <td>-0.11577</td>\n",
                            "      <td>0.045975</td>\n",
                            "      <td>17.592100</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0</td>\n",
                            "      <td>1.0000</td>\n",
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                            "    <tr>\n",
                            "      <th>2</th>\n",
                            "      <td>1.111356</td>\n",
                            "      <td>-0.161</td>\n",
                            "      <td>-0.244</td>\n",
                            "      <td>-0.392</td>\n",
                            "      <td>3.657</td>\n",
                            "      <td>-0.156</td>\n",
                            "      <td>-0.310</td>\n",
                            "      <td>11.21120</td>\n",
                            "      <td>-0.051</td>\n",
                            "      <td>483.944000</td>\n",
                            "      <td>...</td>\n",
                            "      <td>0.053318</td>\n",
                            "      <td>-19.430</td>\n",
                            "      <td>-0.642061</td>\n",
                            "      <td>-0.22273</td>\n",
                            "      <td>-0.11926</td>\n",
                            "      <td>0.062465</td>\n",
                            "      <td>17.453400</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0.9998</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>3</th>\n",
                            "      <td>0.261004</td>\n",
                            "      <td>-0.261</td>\n",
                            "      <td>-0.182</td>\n",
                            "      <td>-0.959</td>\n",
                            "      <td>-0.228</td>\n",
                            "      <td>-0.106</td>\n",
                            "      <td>-0.263</td>\n",
                            "      <td>10.32360</td>\n",
                            "      <td>-0.059</td>\n",
                            "      <td>449.238007</td>\n",
                            "      <td>...</td>\n",
                            "      <td>0.036729</td>\n",
                            "      <td>13.747</td>\n",
                            "      <td>1.393390</td>\n",
                            "      <td>-0.17587</td>\n",
                            "      <td>-0.12021</td>\n",
                            "      <td>0.039017</td>\n",
                            "      <td>17.146000</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0</td>\n",
                            "      <td>1.0000</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>4</th>\n",
                            "      <td>0.692616</td>\n",
                            "      <td>-0.172</td>\n",
                            "      <td>-0.276</td>\n",
                            "      <td>0.920</td>\n",
                            "      <td>1.031</td>\n",
                            "      <td>-0.207</td>\n",
                            "      <td>-0.298</td>\n",
                            "      <td>10.11720</td>\n",
                            "      <td>-0.077</td>\n",
                            "      <td>420.359009</td>\n",
                            "      <td>...</td>\n",
                            "      <td>0.050896</td>\n",
                            "      <td>8.082</td>\n",
                            "      <td>0.451926</td>\n",
                            "      <td>-0.18006</td>\n",
                            "      <td>-0.12675</td>\n",
                            "      <td>0.049943</td>\n",
                            "      <td>17.444099</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0</td>\n",
                            "      <td>1.0000</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>...</th>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "      <td>...</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>1020</th>\n",
                            "      <td>-0.071219</td>\n",
                            "      <td>-0.084</td>\n",
                            "      <td>-0.298</td>\n",
                            "      <td>-0.062</td>\n",
                            "      <td>-0.321</td>\n",
                            "      <td>-0.071</td>\n",
                            "      <td>-0.235</td>\n",
                            "      <td>9.40994</td>\n",
                            "      <td>-0.045</td>\n",
                            "      <td>401.981995</td>\n",
                            "      <td>...</td>\n",
                            "      <td>0.052633</td>\n",
                            "      <td>13.004</td>\n",
                            "      <td>-1.037063</td>\n",
                            "      <td>-0.17720</td>\n",
                            "      <td>-0.12580</td>\n",
                            "      <td>0.053205</td>\n",
                            "      <td>17.496201</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0</td>\n",
                            "      <td>1.0000</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>1021</th>\n",
                            "      <td>-0.824065</td>\n",
                            "      <td>-0.182</td>\n",
                            "      <td>-0.223</td>\n",
                            "      <td>-0.476</td>\n",
                            "      <td>-0.300</td>\n",
                            "      <td>-0.190</td>\n",
                            "      <td>-0.315</td>\n",
                            "      <td>9.99362</td>\n",
                            "      <td>-0.038</td>\n",
                            "      <td>458.207001</td>\n",
                            "      <td>...</td>\n",
                            "      <td>0.055049</td>\n",
                            "      <td>-8.119</td>\n",
                            "      <td>-1.010057</td>\n",
                            "      <td>-0.21953</td>\n",
                            "      <td>-0.12516</td>\n",
                            "      <td>0.048378</td>\n",
                            "      <td>17.433701</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0</td>\n",
                            "      <td>1.0000</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>1022</th>\n",
                            "      <td>-0.205244</td>\n",
                            "      <td>-0.102</td>\n",
                            "      <td>-0.377</td>\n",
                            "      <td>0.376</td>\n",
                            "      <td>-0.308</td>\n",
                            "      <td>1.907</td>\n",
                            "      <td>-0.506</td>\n",
                            "      <td>11.43130</td>\n",
                            "      <td>-0.048</td>\n",
                            "      <td>453.877991</td>\n",
                            "      <td>...</td>\n",
                            "      <td>0.046738</td>\n",
                            "      <td>12.891</td>\n",
                            "      <td>-1.004064</td>\n",
                            "      <td>-0.18136</td>\n",
                            "      <td>-0.10895</td>\n",
                            "      <td>0.052076</td>\n",
                            "      <td>17.012899</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0</td>\n",
                            "      <td>1.0000</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>1023</th>\n",
                            "      <td>-0.256855</td>\n",
                            "      <td>-0.075</td>\n",
                            "      <td>-0.203</td>\n",
                            "      <td>0.247</td>\n",
                            "      <td>-0.251</td>\n",
                            "      <td>-0.135</td>\n",
                            "      <td>-0.328</td>\n",
                            "      <td>9.41912</td>\n",
                            "      <td>-0.064</td>\n",
                            "      <td>413.920013</td>\n",
                            "      <td>...</td>\n",
                            "      <td>0.045616</td>\n",
                            "      <td>7.987</td>\n",
                            "      <td>-0.161252</td>\n",
                            "      <td>-0.22112</td>\n",
                            "      <td>-0.12827</td>\n",
                            "      <td>0.049049</td>\n",
                            "      <td>17.797400</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0</td>\n",
                            "      <td>1.0000</td>\n",
                            "    </tr>\n",
                            "    <tr>\n",
                            "      <th>1024</th>\n",
                            "      <td>-0.806715</td>\n",
                            "      <td>-0.146</td>\n",
                            "      <td>-0.211</td>\n",
                            "      <td>-0.695</td>\n",
                            "      <td>-0.291</td>\n",
                            "      <td>-0.361</td>\n",
                            "      <td>-0.367</td>\n",
                            "      <td>10.02660</td>\n",
                            "      <td>-0.056</td>\n",
                            "      <td>432.040009</td>\n",
                            "      <td>...</td>\n",
                            "      <td>0.048052</td>\n",
                            "      <td>10.396</td>\n",
                            "      <td>-1.542303</td>\n",
                            "      <td>-0.21521</td>\n",
                            "      <td>-0.12131</td>\n",
                            "      <td>0.056060</td>\n",
                            "      <td>16.929001</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0</td>\n",
                            "      <td>0.9133</td>\n",
                            "    </tr>\n",
                            "  </tbody>\n",
                            "</table>\n",
                            "<p>1025 rows × 151 columns</p>\n",
                            "</div>"
                        ],
                        "text/plain": [
                            "             0      1      2      3      4      5      6         7      8  \\\n",
                            "0    -0.345945 -0.125 -0.166  0.438 -0.239  1.474 -0.292   9.41948 -0.045   \n",
                            "1    -0.041140 -0.112 -0.330 -0.078 -0.305 -0.057 -0.281   9.70735 -0.056   \n",
                            "2     1.111356 -0.161 -0.244 -0.392  3.657 -0.156 -0.310  11.21120 -0.051   \n",
                            "3     0.261004 -0.261 -0.182 -0.959 -0.228 -0.106 -0.263  10.32360 -0.059   \n",
                            "4     0.692616 -0.172 -0.276  0.920  1.031 -0.207 -0.298  10.11720 -0.077   \n",
                            "...        ...    ...    ...    ...    ...    ...    ...       ...    ...   \n",
                            "1020 -0.071219 -0.084 -0.298 -0.062 -0.321 -0.071 -0.235   9.40994 -0.045   \n",
                            "1021 -0.824065 -0.182 -0.223 -0.476 -0.300 -0.190 -0.315   9.99362 -0.038   \n",
                            "1022 -0.205244 -0.102 -0.377  0.376 -0.308  1.907 -0.506  11.43130 -0.048   \n",
                            "1023 -0.256855 -0.075 -0.203  0.247 -0.251 -0.135 -0.328   9.41912 -0.064   \n",
                            "1024 -0.806715 -0.146 -0.211 -0.695 -0.291 -0.361 -0.367  10.02660 -0.056   \n",
                            "\n",
                            "               9  ...       144     145       146      147      148       149  \\\n",
                            "0     462.235992  ...  0.048133   0.610 -1.343257 -0.18594 -0.12388  0.048133   \n",
                            "1     440.924988  ...  0.045024  11.905  0.870211 -0.22386 -0.11577  0.045975   \n",
                            "2     483.944000  ...  0.053318 -19.430 -0.642061 -0.22273 -0.11926  0.062465   \n",
                            "3     449.238007  ...  0.036729  13.747  1.393390 -0.17587 -0.12021  0.039017   \n",
                            "4     420.359009  ...  0.050896   8.082  0.451926 -0.18006 -0.12675  0.049943   \n",
                            "...          ...  ...       ...     ...       ...      ...      ...       ...   \n",
                            "1020  401.981995  ...  0.052633  13.004 -1.037063 -0.17720 -0.12580  0.053205   \n",
                            "1021  458.207001  ...  0.055049  -8.119 -1.010057 -0.21953 -0.12516  0.048378   \n",
                            "1022  453.877991  ...  0.046738  12.891 -1.004064 -0.18136 -0.10895  0.052076   \n",
                            "1023  413.920013  ...  0.045616   7.987 -0.161252 -0.22112 -0.12827  0.049049   \n",
                            "1024  432.040009  ...  0.048052  10.396 -1.542303 -0.21521 -0.12131  0.056060   \n",
                            "\n",
                            "            150  target  Label   Score  \n",
                            "0     17.651199       0      0  1.0000  \n",
                            "1     17.592100       0      0  1.0000  \n",
                            "2     17.453400       0      0  0.9998  \n",
                            "3     17.146000       0      0  1.0000  \n",
                            "4     17.444099       0      0  1.0000  \n",
                            "...         ...     ...    ...     ...  \n",
                            "1020  17.496201       0      0  1.0000  \n",
                            "1021  17.433701       0      0  1.0000  \n",
                            "1022  17.012899       0      0  1.0000  \n",
                            "1023  17.797400       0      0  1.0000  \n",
                            "1024  16.929001       0      0  0.9133  \n",
                            "\n",
                            "[1025 rows x 151 columns]"
                        ]
                    },
                    "execution_count": 21,
                    "metadata": {},
                    "output_type": "execute_result"
                }
            ],
            "source": [
                "predict_model(best)"
            ]
        },
        {
            "cell_type": "markdown",
            "id": "6ee08d05-92e6-421b-a0c2-a53743673520",
            "metadata": {},
            "source": [
                "**NOTE**: After playing with several models, lightgbm seems to be one of the top model we should use to move on the next task which is model fine tuning.\n",
                "\n",
                "In fact, we should try more than 1 model in the fine tuning step because data preparation, model training and model fine tuning are in a cycle. Because of the limited time, I will use only one model and I will not iterate back to the data preparation step."
            ]
        },
        {
            "cell_type": "code",
            "execution_count": null,
            "id": "5c0eaf9d-7296-4e8f-89a8-9a4f97431fbd",
            "metadata": {},
            "outputs": [],
            "source": []
        }
    ],
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        "kernelspec": {
            "display_name": "Python 3 (ipykernel)",
            "language": "python",
            "name": "python3"
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            "nbconvert_exporter": "python",
            "pygments_lexer": "ipython3",
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