RidgeRegression.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "name": "Q2d.ipynb",
      "provenance": []
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    }
  },
  "cells": [
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "resources": {
            "http://localhost:8080/nbextensions/google.colab/files.js": {
              "data": "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",
              "ok": true,
              "headers": [
                [
                  "content-type",
                  "application/javascript"
                ]
              ],
              "status": 200,
              "status_text": ""
            }
          },
          "base_uri": "https://localhost:8080/",
          "height": 73
        },
        "id": "dPO8boz2n6Dv",
        "outputId": "b53ccbd4-cfb0-436a-e9a1-3966967c1d81"
      },
      "source": [
        "import numpy as np\n",
        "import pandas as pd\n",
        "from numpy import random\n",
        "import random\n",
        "import matplotlib.pyplot as plt\n",
        "from google.colab import files\n",
        "uploaded=files.upload()"
      ],
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "\n",
              "     <input type=\"file\" id=\"files-e5e708f7-7501-4ba3-981e-7bde14618ac2\" name=\"files[]\" multiple disabled\n",
              "        style=\"border:none\" />\n",
              "     <output id=\"result-e5e708f7-7501-4ba3-981e-7bde14618ac2\">\n",
              "      Upload widget is only available when the cell has been executed in the\n",
              "      current browser session. Please rerun this cell to enable.\n",
              "      </output>\n",
              "      <script src=\"/nbextensions/google.colab/files.js\"></script> "
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Saving A2Q2Data_train.csv to A2Q2Data_train.csv\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 435
        },
        "id": "UmudEDJcpycZ",
        "outputId": "a8c8b12d-e8eb-4f11-b7c2-44905a459792"
      },
      "source": [
        "data=pd.read_csv('A2Q2Data_train.csv',header=None)\n",
        "data"
      ],
      "execution_count": 255,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\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>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>...</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",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>0.58351</td>\n",
              "      <td>0.379390</td>\n",
              "      <td>0.839750</td>\n",
              "      <td>0.086861</td>\n",
              "      <td>0.611920</td>\n",
              "      <td>0.39203</td>\n",
              "      <td>0.189640</td>\n",
              "      <td>0.585090</td>\n",
              "      <td>0.89494</td>\n",
              "      <td>0.393850</td>\n",
              "      <td>0.062038</td>\n",
              "      <td>0.72616</td>\n",
              "      <td>0.707220</td>\n",
              "      <td>0.234570</td>\n",
              "      <td>0.469650</td>\n",
              "      <td>0.882640</td>\n",
              "      <td>0.79164</td>\n",
              "      <td>0.13159</td>\n",
              "      <td>0.036688</td>\n",
              "      <td>0.733460</td>\n",
              "      <td>0.84950</td>\n",
              "      <td>0.612550</td>\n",
              "      <td>0.610450</td>\n",
              "      <td>0.23291</td>\n",
              "      <td>0.485940</td>\n",
              "      <td>0.423040</td>\n",
              "      <td>0.216750</td>\n",
              "      <td>0.070333</td>\n",
              "      <td>0.39345</td>\n",
              "      <td>0.91542</td>\n",
              "      <td>0.01966</td>\n",
              "      <td>0.028469</td>\n",
              "      <td>0.43144</td>\n",
              "      <td>0.883380</td>\n",
              "      <td>0.987680</td>\n",
              "      <td>0.929500</td>\n",
              "      <td>0.895300</td>\n",
              "      <td>0.55043</td>\n",
              "      <td>0.045496</td>\n",
              "      <td>0.72057</td>\n",
              "      <td>...</td>\n",
              "      <td>0.534300</td>\n",
              "      <td>0.820490</td>\n",
              "      <td>0.584550</td>\n",
              "      <td>0.243980</td>\n",
              "      <td>0.985780</td>\n",
              "      <td>0.21629</td>\n",
              "      <td>0.403630</td>\n",
              "      <td>0.133550</td>\n",
              "      <td>0.797860</td>\n",
              "      <td>0.86640</td>\n",
              "      <td>0.878210</td>\n",
              "      <td>0.470610</td>\n",
              "      <td>0.984170</td>\n",
              "      <td>0.49901</td>\n",
              "      <td>0.494880</td>\n",
              "      <td>0.560650</td>\n",
              "      <td>0.250180</td>\n",
              "      <td>0.96773</td>\n",
              "      <td>0.425400</td>\n",
              "      <td>0.047506</td>\n",
              "      <td>0.62456</td>\n",
              "      <td>0.90287</td>\n",
              "      <td>0.27634</td>\n",
              "      <td>0.33391</td>\n",
              "      <td>0.45884</td>\n",
              "      <td>0.27900</td>\n",
              "      <td>0.70096</td>\n",
              "      <td>0.719810</td>\n",
              "      <td>0.171000</td>\n",
              "      <td>0.595790</td>\n",
              "      <td>0.51706</td>\n",
              "      <td>0.20535</td>\n",
              "      <td>0.829990</td>\n",
              "      <td>0.24995</td>\n",
              "      <td>0.319800</td>\n",
              "      <td>0.19674</td>\n",
              "      <td>0.958550</td>\n",
              "      <td>0.849480</td>\n",
              "      <td>0.923690</td>\n",
              "      <td>1.9741</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>0.86622</td>\n",
              "      <td>0.451350</td>\n",
              "      <td>0.934790</td>\n",
              "      <td>0.235810</td>\n",
              "      <td>0.504880</td>\n",
              "      <td>0.49742</td>\n",
              "      <td>0.117220</td>\n",
              "      <td>0.574880</td>\n",
              "      <td>0.71051</td>\n",
              "      <td>0.336890</td>\n",
              "      <td>0.608290</td>\n",
              "      <td>0.50955</td>\n",
              "      <td>0.019038</td>\n",
              "      <td>0.150970</td>\n",
              "      <td>0.030366</td>\n",
              "      <td>0.182380</td>\n",
              "      <td>0.72407</td>\n",
              "      <td>0.30008</td>\n",
              "      <td>0.256870</td>\n",
              "      <td>0.071868</td>\n",
              "      <td>0.22583</td>\n",
              "      <td>0.971380</td>\n",
              "      <td>0.028061</td>\n",
              "      <td>0.40178</td>\n",
              "      <td>0.929690</td>\n",
              "      <td>0.712280</td>\n",
              "      <td>0.935110</td>\n",
              "      <td>0.648440</td>\n",
              "      <td>0.88639</td>\n",
              "      <td>0.42374</td>\n",
              "      <td>0.56116</td>\n",
              "      <td>0.139260</td>\n",
              "      <td>0.65031</td>\n",
              "      <td>0.059234</td>\n",
              "      <td>0.350710</td>\n",
              "      <td>0.584530</td>\n",
              "      <td>0.096762</td>\n",
              "      <td>0.46007</td>\n",
              "      <td>0.001262</td>\n",
              "      <td>0.60890</td>\n",
              "      <td>...</td>\n",
              "      <td>0.551250</td>\n",
              "      <td>0.091007</td>\n",
              "      <td>0.412010</td>\n",
              "      <td>0.695830</td>\n",
              "      <td>0.644200</td>\n",
              "      <td>0.55454</td>\n",
              "      <td>0.007456</td>\n",
              "      <td>0.799660</td>\n",
              "      <td>0.590000</td>\n",
              "      <td>0.66175</td>\n",
              "      <td>0.758380</td>\n",
              "      <td>0.546640</td>\n",
              "      <td>0.070030</td>\n",
              "      <td>0.61851</td>\n",
              "      <td>0.915370</td>\n",
              "      <td>0.860320</td>\n",
              "      <td>0.893460</td>\n",
              "      <td>0.18328</td>\n",
              "      <td>0.327400</td>\n",
              "      <td>0.135820</td>\n",
              "      <td>0.80766</td>\n",
              "      <td>0.94360</td>\n",
              "      <td>0.32582</td>\n",
              "      <td>0.60013</td>\n",
              "      <td>0.76347</td>\n",
              "      <td>0.85428</td>\n",
              "      <td>0.22287</td>\n",
              "      <td>0.018455</td>\n",
              "      <td>0.148300</td>\n",
              "      <td>0.533590</td>\n",
              "      <td>0.27412</td>\n",
              "      <td>0.46065</td>\n",
              "      <td>0.655440</td>\n",
              "      <td>0.56656</td>\n",
              "      <td>0.490620</td>\n",
              "      <td>0.19920</td>\n",
              "      <td>0.320680</td>\n",
              "      <td>0.414190</td>\n",
              "      <td>0.830230</td>\n",
              "      <td>2.3354</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>0.39142</td>\n",
              "      <td>0.919950</td>\n",
              "      <td>0.138730</td>\n",
              "      <td>0.991810</td>\n",
              "      <td>0.543670</td>\n",
              "      <td>0.98449</td>\n",
              "      <td>0.340260</td>\n",
              "      <td>0.206470</td>\n",
              "      <td>0.40131</td>\n",
              "      <td>0.128990</td>\n",
              "      <td>0.126320</td>\n",
              "      <td>0.20168</td>\n",
              "      <td>0.279930</td>\n",
              "      <td>0.217640</td>\n",
              "      <td>0.440110</td>\n",
              "      <td>0.039892</td>\n",
              "      <td>0.14486</td>\n",
              "      <td>0.87135</td>\n",
              "      <td>0.107330</td>\n",
              "      <td>0.716590</td>\n",
              "      <td>0.27636</td>\n",
              "      <td>0.503620</td>\n",
              "      <td>0.113190</td>\n",
              "      <td>0.35442</td>\n",
              "      <td>0.020319</td>\n",
              "      <td>0.955620</td>\n",
              "      <td>0.313940</td>\n",
              "      <td>0.902470</td>\n",
              "      <td>0.69735</td>\n",
              "      <td>0.13239</td>\n",
              "      <td>0.76095</td>\n",
              "      <td>0.192730</td>\n",
              "      <td>0.68994</td>\n",
              "      <td>0.998050</td>\n",
              "      <td>0.047253</td>\n",
              "      <td>0.541340</td>\n",
              "      <td>0.322640</td>\n",
              "      <td>0.10621</td>\n",
              "      <td>0.597410</td>\n",
              "      <td>0.39388</td>\n",
              "      <td>...</td>\n",
              "      <td>0.583530</td>\n",
              "      <td>0.999320</td>\n",
              "      <td>0.512070</td>\n",
              "      <td>0.459310</td>\n",
              "      <td>0.936480</td>\n",
              "      <td>0.67159</td>\n",
              "      <td>0.178450</td>\n",
              "      <td>0.886770</td>\n",
              "      <td>0.012955</td>\n",
              "      <td>0.57806</td>\n",
              "      <td>0.782930</td>\n",
              "      <td>0.245450</td>\n",
              "      <td>0.778020</td>\n",
              "      <td>0.81165</td>\n",
              "      <td>0.620520</td>\n",
              "      <td>0.763380</td>\n",
              "      <td>0.456790</td>\n",
              "      <td>0.35245</td>\n",
              "      <td>0.229590</td>\n",
              "      <td>0.624210</td>\n",
              "      <td>0.38468</td>\n",
              "      <td>0.47702</td>\n",
              "      <td>0.97065</td>\n",
              "      <td>0.91283</td>\n",
              "      <td>0.51297</td>\n",
              "      <td>0.18225</td>\n",
              "      <td>0.42164</td>\n",
              "      <td>0.256070</td>\n",
              "      <td>0.097739</td>\n",
              "      <td>0.251740</td>\n",
              "      <td>0.27247</td>\n",
              "      <td>0.38911</td>\n",
              "      <td>0.799490</td>\n",
              "      <td>0.57753</td>\n",
              "      <td>0.866820</td>\n",
              "      <td>0.69741</td>\n",
              "      <td>0.628630</td>\n",
              "      <td>0.294790</td>\n",
              "      <td>0.542800</td>\n",
              "      <td>2.2053</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>0.79553</td>\n",
              "      <td>0.278540</td>\n",
              "      <td>0.228900</td>\n",
              "      <td>0.789290</td>\n",
              "      <td>0.492220</td>\n",
              "      <td>0.67084</td>\n",
              "      <td>0.769410</td>\n",
              "      <td>0.057104</td>\n",
              "      <td>0.20393</td>\n",
              "      <td>0.086936</td>\n",
              "      <td>0.064380</td>\n",
              "      <td>0.36584</td>\n",
              "      <td>0.253150</td>\n",
              "      <td>0.202030</td>\n",
              "      <td>0.067376</td>\n",
              "      <td>0.989730</td>\n",
              "      <td>0.30646</td>\n",
              "      <td>0.85280</td>\n",
              "      <td>0.524110</td>\n",
              "      <td>0.756550</td>\n",
              "      <td>0.31831</td>\n",
              "      <td>0.369100</td>\n",
              "      <td>0.450510</td>\n",
              "      <td>0.70262</td>\n",
              "      <td>0.829200</td>\n",
              "      <td>0.641070</td>\n",
              "      <td>0.252270</td>\n",
              "      <td>0.150120</td>\n",
              "      <td>0.81109</td>\n",
              "      <td>0.41140</td>\n",
              "      <td>0.26005</td>\n",
              "      <td>0.801630</td>\n",
              "      <td>0.82562</td>\n",
              "      <td>0.875920</td>\n",
              "      <td>0.234430</td>\n",
              "      <td>0.809200</td>\n",
              "      <td>0.730400</td>\n",
              "      <td>0.98323</td>\n",
              "      <td>0.287750</td>\n",
              "      <td>0.15789</td>\n",
              "      <td>...</td>\n",
              "      <td>0.979860</td>\n",
              "      <td>0.172000</td>\n",
              "      <td>0.001713</td>\n",
              "      <td>0.868900</td>\n",
              "      <td>0.072114</td>\n",
              "      <td>0.12187</td>\n",
              "      <td>0.490940</td>\n",
              "      <td>0.511780</td>\n",
              "      <td>0.364250</td>\n",
              "      <td>0.57088</td>\n",
              "      <td>0.282110</td>\n",
              "      <td>0.891310</td>\n",
              "      <td>0.758780</td>\n",
              "      <td>0.44876</td>\n",
              "      <td>0.640140</td>\n",
              "      <td>0.036639</td>\n",
              "      <td>0.629570</td>\n",
              "      <td>0.14766</td>\n",
              "      <td>0.572110</td>\n",
              "      <td>0.904750</td>\n",
              "      <td>0.47214</td>\n",
              "      <td>0.67075</td>\n",
              "      <td>0.67243</td>\n",
              "      <td>0.61736</td>\n",
              "      <td>0.94458</td>\n",
              "      <td>0.15247</td>\n",
              "      <td>0.10996</td>\n",
              "      <td>0.214430</td>\n",
              "      <td>0.602070</td>\n",
              "      <td>0.068362</td>\n",
              "      <td>0.24901</td>\n",
              "      <td>0.65976</td>\n",
              "      <td>0.943350</td>\n",
              "      <td>0.41246</td>\n",
              "      <td>0.927150</td>\n",
              "      <td>0.11015</td>\n",
              "      <td>0.101310</td>\n",
              "      <td>0.668010</td>\n",
              "      <td>0.345730</td>\n",
              "      <td>2.0400</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>0.65223</td>\n",
              "      <td>0.966650</td>\n",
              "      <td>0.179850</td>\n",
              "      <td>0.354060</td>\n",
              "      <td>0.840420</td>\n",
              "      <td>0.92891</td>\n",
              "      <td>0.014597</td>\n",
              "      <td>0.229530</td>\n",
              "      <td>0.43920</td>\n",
              "      <td>0.548940</td>\n",
              "      <td>0.834600</td>\n",
              "      <td>0.80267</td>\n",
              "      <td>0.445370</td>\n",
              "      <td>0.897530</td>\n",
              "      <td>0.804380</td>\n",
              "      <td>0.411270</td>\n",
              "      <td>0.99720</td>\n",
              "      <td>0.63410</td>\n",
              "      <td>0.565570</td>\n",
              "      <td>0.000590</td>\n",
              "      <td>0.65231</td>\n",
              "      <td>0.153830</td>\n",
              "      <td>0.948260</td>\n",
              "      <td>0.26342</td>\n",
              "      <td>0.157820</td>\n",
              "      <td>0.448350</td>\n",
              "      <td>0.740980</td>\n",
              "      <td>0.189670</td>\n",
              "      <td>0.86908</td>\n",
              "      <td>0.66328</td>\n",
              "      <td>0.15622</td>\n",
              "      <td>0.273410</td>\n",
              "      <td>0.34162</td>\n",
              "      <td>0.863620</td>\n",
              "      <td>0.354320</td>\n",
              "      <td>0.728260</td>\n",
              "      <td>0.576550</td>\n",
              "      <td>0.57002</td>\n",
              "      <td>0.689760</td>\n",
              "      <td>0.50665</td>\n",
              "      <td>...</td>\n",
              "      <td>0.614130</td>\n",
              "      <td>0.706590</td>\n",
              "      <td>0.122480</td>\n",
              "      <td>0.030009</td>\n",
              "      <td>0.030668</td>\n",
              "      <td>0.75171</td>\n",
              "      <td>0.631270</td>\n",
              "      <td>0.056698</td>\n",
              "      <td>0.833330</td>\n",
              "      <td>0.89095</td>\n",
              "      <td>0.068736</td>\n",
              "      <td>0.701080</td>\n",
              "      <td>0.596880</td>\n",
              "      <td>0.59140</td>\n",
              "      <td>0.585850</td>\n",
              "      <td>0.458830</td>\n",
              "      <td>0.695430</td>\n",
              "      <td>0.86650</td>\n",
              "      <td>0.638890</td>\n",
              "      <td>0.445720</td>\n",
              "      <td>0.24667</td>\n",
              "      <td>0.14579</td>\n",
              "      <td>0.20710</td>\n",
              "      <td>0.64127</td>\n",
              "      <td>0.99206</td>\n",
              "      <td>0.41792</td>\n",
              "      <td>0.75349</td>\n",
              "      <td>0.440330</td>\n",
              "      <td>0.181550</td>\n",
              "      <td>0.826180</td>\n",
              "      <td>0.93277</td>\n",
              "      <td>0.23674</td>\n",
              "      <td>0.027077</td>\n",
              "      <td>0.27111</td>\n",
              "      <td>0.233660</td>\n",
              "      <td>0.56356</td>\n",
              "      <td>0.047289</td>\n",
              "      <td>0.627920</td>\n",
              "      <td>0.979300</td>\n",
              "      <td>2.2053</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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9995</th>\n",
              "      <td>0.13627</td>\n",
              "      <td>0.056966</td>\n",
              "      <td>0.229530</td>\n",
              "      <td>0.343080</td>\n",
              "      <td>0.019914</td>\n",
              "      <td>0.29071</td>\n",
              "      <td>0.124340</td>\n",
              "      <td>0.523650</td>\n",
              "      <td>0.80031</td>\n",
              "      <td>0.120490</td>\n",
              "      <td>0.919810</td>\n",
              "      <td>0.55052</td>\n",
              "      <td>0.094592</td>\n",
              "      <td>0.136600</td>\n",
              "      <td>0.833550</td>\n",
              "      <td>0.083821</td>\n",
              "      <td>0.45399</td>\n",
              "      <td>0.40924</td>\n",
              "      <td>0.768480</td>\n",
              "      <td>0.426970</td>\n",
              "      <td>0.76086</td>\n",
              "      <td>0.384420</td>\n",
              "      <td>0.018513</td>\n",
              "      <td>0.39370</td>\n",
              "      <td>0.449120</td>\n",
              "      <td>0.009911</td>\n",
              "      <td>0.006775</td>\n",
              "      <td>0.467920</td>\n",
              "      <td>0.93220</td>\n",
              "      <td>0.50219</td>\n",
              "      <td>0.59358</td>\n",
              "      <td>0.377660</td>\n",
              "      <td>0.42894</td>\n",
              "      <td>0.612890</td>\n",
              "      <td>0.237180</td>\n",
              "      <td>0.131540</td>\n",
              "      <td>0.409850</td>\n",
              "      <td>0.38345</td>\n",
              "      <td>0.853080</td>\n",
              "      <td>0.77156</td>\n",
              "      <td>...</td>\n",
              "      <td>0.601490</td>\n",
              "      <td>0.212890</td>\n",
              "      <td>0.004650</td>\n",
              "      <td>0.004972</td>\n",
              "      <td>0.802460</td>\n",
              "      <td>0.25764</td>\n",
              "      <td>0.964500</td>\n",
              "      <td>0.181950</td>\n",
              "      <td>0.231940</td>\n",
              "      <td>0.85072</td>\n",
              "      <td>0.183670</td>\n",
              "      <td>0.871540</td>\n",
              "      <td>0.677830</td>\n",
              "      <td>0.43832</td>\n",
              "      <td>0.967780</td>\n",
              "      <td>0.968570</td>\n",
              "      <td>0.125840</td>\n",
              "      <td>0.51761</td>\n",
              "      <td>0.997900</td>\n",
              "      <td>0.765670</td>\n",
              "      <td>0.99280</td>\n",
              "      <td>0.16210</td>\n",
              "      <td>0.64307</td>\n",
              "      <td>0.42456</td>\n",
              "      <td>0.89394</td>\n",
              "      <td>0.14626</td>\n",
              "      <td>0.50792</td>\n",
              "      <td>0.044008</td>\n",
              "      <td>0.195680</td>\n",
              "      <td>0.503800</td>\n",
              "      <td>0.23140</td>\n",
              "      <td>0.75825</td>\n",
              "      <td>0.418120</td>\n",
              "      <td>0.33551</td>\n",
              "      <td>0.361130</td>\n",
              "      <td>0.12088</td>\n",
              "      <td>0.050074</td>\n",
              "      <td>0.335240</td>\n",
              "      <td>0.040619</td>\n",
              "      <td>3.0543</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9996</th>\n",
              "      <td>0.95662</td>\n",
              "      <td>0.141930</td>\n",
              "      <td>0.978510</td>\n",
              "      <td>0.782700</td>\n",
              "      <td>0.198780</td>\n",
              "      <td>0.29844</td>\n",
              "      <td>0.331600</td>\n",
              "      <td>0.302100</td>\n",
              "      <td>0.68403</td>\n",
              "      <td>0.827360</td>\n",
              "      <td>0.442310</td>\n",
              "      <td>0.81193</td>\n",
              "      <td>0.118230</td>\n",
              "      <td>0.377270</td>\n",
              "      <td>0.350250</td>\n",
              "      <td>0.860170</td>\n",
              "      <td>0.37481</td>\n",
              "      <td>0.85513</td>\n",
              "      <td>0.054826</td>\n",
              "      <td>0.798760</td>\n",
              "      <td>0.25155</td>\n",
              "      <td>0.902890</td>\n",
              "      <td>0.953730</td>\n",
              "      <td>0.37675</td>\n",
              "      <td>0.828430</td>\n",
              "      <td>0.698230</td>\n",
              "      <td>0.586900</td>\n",
              "      <td>0.308460</td>\n",
              "      <td>0.98411</td>\n",
              "      <td>0.59844</td>\n",
              "      <td>0.23609</td>\n",
              "      <td>0.715870</td>\n",
              "      <td>0.46849</td>\n",
              "      <td>0.289140</td>\n",
              "      <td>0.996320</td>\n",
              "      <td>0.998280</td>\n",
              "      <td>0.639790</td>\n",
              "      <td>0.17242</td>\n",
              "      <td>0.717140</td>\n",
              "      <td>0.35409</td>\n",
              "      <td>...</td>\n",
              "      <td>0.057315</td>\n",
              "      <td>0.408580</td>\n",
              "      <td>0.369540</td>\n",
              "      <td>0.047269</td>\n",
              "      <td>0.101570</td>\n",
              "      <td>0.69784</td>\n",
              "      <td>0.706470</td>\n",
              "      <td>0.596470</td>\n",
              "      <td>0.695280</td>\n",
              "      <td>0.89112</td>\n",
              "      <td>0.741640</td>\n",
              "      <td>0.096792</td>\n",
              "      <td>0.056391</td>\n",
              "      <td>0.82075</td>\n",
              "      <td>0.009204</td>\n",
              "      <td>0.053390</td>\n",
              "      <td>0.988780</td>\n",
              "      <td>0.92262</td>\n",
              "      <td>0.358020</td>\n",
              "      <td>0.457210</td>\n",
              "      <td>0.98353</td>\n",
              "      <td>0.40739</td>\n",
              "      <td>0.64656</td>\n",
              "      <td>0.49508</td>\n",
              "      <td>0.60658</td>\n",
              "      <td>0.11022</td>\n",
              "      <td>0.22678</td>\n",
              "      <td>0.302910</td>\n",
              "      <td>0.310430</td>\n",
              "      <td>0.528470</td>\n",
              "      <td>0.47084</td>\n",
              "      <td>0.71044</td>\n",
              "      <td>0.323540</td>\n",
              "      <td>0.65593</td>\n",
              "      <td>0.043369</td>\n",
              "      <td>0.69314</td>\n",
              "      <td>0.672490</td>\n",
              "      <td>0.573740</td>\n",
              "      <td>0.110510</td>\n",
              "      <td>2.3255</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9997</th>\n",
              "      <td>0.89209</td>\n",
              "      <td>0.997530</td>\n",
              "      <td>0.880430</td>\n",
              "      <td>0.813160</td>\n",
              "      <td>0.294460</td>\n",
              "      <td>0.40088</td>\n",
              "      <td>0.198950</td>\n",
              "      <td>0.402530</td>\n",
              "      <td>0.98442</td>\n",
              "      <td>0.746290</td>\n",
              "      <td>0.592020</td>\n",
              "      <td>0.82431</td>\n",
              "      <td>0.112150</td>\n",
              "      <td>0.066876</td>\n",
              "      <td>0.612770</td>\n",
              "      <td>0.745910</td>\n",
              "      <td>0.93239</td>\n",
              "      <td>0.49705</td>\n",
              "      <td>0.377260</td>\n",
              "      <td>0.830410</td>\n",
              "      <td>0.40691</td>\n",
              "      <td>0.675970</td>\n",
              "      <td>0.214690</td>\n",
              "      <td>0.53494</td>\n",
              "      <td>0.552890</td>\n",
              "      <td>0.464460</td>\n",
              "      <td>0.944960</td>\n",
              "      <td>0.356180</td>\n",
              "      <td>0.80578</td>\n",
              "      <td>0.08364</td>\n",
              "      <td>0.79463</td>\n",
              "      <td>0.526860</td>\n",
              "      <td>0.12911</td>\n",
              "      <td>0.269210</td>\n",
              "      <td>0.421650</td>\n",
              "      <td>0.867550</td>\n",
              "      <td>0.511020</td>\n",
              "      <td>0.18014</td>\n",
              "      <td>0.143220</td>\n",
              "      <td>0.74753</td>\n",
              "      <td>...</td>\n",
              "      <td>0.413410</td>\n",
              "      <td>0.498670</td>\n",
              "      <td>0.659420</td>\n",
              "      <td>0.799810</td>\n",
              "      <td>0.018457</td>\n",
              "      <td>0.80476</td>\n",
              "      <td>0.684770</td>\n",
              "      <td>0.753840</td>\n",
              "      <td>0.561020</td>\n",
              "      <td>0.45456</td>\n",
              "      <td>0.412120</td>\n",
              "      <td>0.862630</td>\n",
              "      <td>0.304430</td>\n",
              "      <td>0.93639</td>\n",
              "      <td>0.588860</td>\n",
              "      <td>0.189680</td>\n",
              "      <td>0.723100</td>\n",
              "      <td>0.28002</td>\n",
              "      <td>0.525820</td>\n",
              "      <td>0.674060</td>\n",
              "      <td>0.95525</td>\n",
              "      <td>0.48710</td>\n",
              "      <td>0.26623</td>\n",
              "      <td>0.51585</td>\n",
              "      <td>0.69120</td>\n",
              "      <td>0.29495</td>\n",
              "      <td>0.71202</td>\n",
              "      <td>0.645910</td>\n",
              "      <td>0.174860</td>\n",
              "      <td>0.011233</td>\n",
              "      <td>0.64760</td>\n",
              "      <td>0.86836</td>\n",
              "      <td>0.227950</td>\n",
              "      <td>0.92668</td>\n",
              "      <td>0.735700</td>\n",
              "      <td>0.77533</td>\n",
              "      <td>0.827720</td>\n",
              "      <td>0.331150</td>\n",
              "      <td>0.928750</td>\n",
              "      <td>2.0964</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9998</th>\n",
              "      <td>0.70381</td>\n",
              "      <td>0.422940</td>\n",
              "      <td>0.259230</td>\n",
              "      <td>0.230480</td>\n",
              "      <td>0.710920</td>\n",
              "      <td>0.27516</td>\n",
              "      <td>0.843470</td>\n",
              "      <td>0.338950</td>\n",
              "      <td>0.22252</td>\n",
              "      <td>0.586820</td>\n",
              "      <td>0.792810</td>\n",
              "      <td>0.49821</td>\n",
              "      <td>0.685860</td>\n",
              "      <td>0.548070</td>\n",
              "      <td>0.207830</td>\n",
              "      <td>0.069656</td>\n",
              "      <td>0.39519</td>\n",
              "      <td>0.30295</td>\n",
              "      <td>0.042202</td>\n",
              "      <td>0.035398</td>\n",
              "      <td>0.52103</td>\n",
              "      <td>0.036457</td>\n",
              "      <td>0.175130</td>\n",
              "      <td>0.33350</td>\n",
              "      <td>0.025961</td>\n",
              "      <td>0.512030</td>\n",
              "      <td>0.437560</td>\n",
              "      <td>0.198500</td>\n",
              "      <td>0.94114</td>\n",
              "      <td>0.45368</td>\n",
              "      <td>0.26828</td>\n",
              "      <td>0.565080</td>\n",
              "      <td>0.26483</td>\n",
              "      <td>0.989660</td>\n",
              "      <td>0.616760</td>\n",
              "      <td>0.017108</td>\n",
              "      <td>0.822530</td>\n",
              "      <td>0.15263</td>\n",
              "      <td>0.712480</td>\n",
              "      <td>0.87876</td>\n",
              "      <td>...</td>\n",
              "      <td>0.753310</td>\n",
              "      <td>0.339410</td>\n",
              "      <td>0.719550</td>\n",
              "      <td>0.147970</td>\n",
              "      <td>0.335700</td>\n",
              "      <td>0.33461</td>\n",
              "      <td>0.889570</td>\n",
              "      <td>0.267290</td>\n",
              "      <td>0.302410</td>\n",
              "      <td>0.88604</td>\n",
              "      <td>0.578370</td>\n",
              "      <td>0.688950</td>\n",
              "      <td>0.458720</td>\n",
              "      <td>0.65759</td>\n",
              "      <td>0.388910</td>\n",
              "      <td>0.765230</td>\n",
              "      <td>0.035984</td>\n",
              "      <td>0.34131</td>\n",
              "      <td>0.096688</td>\n",
              "      <td>0.216870</td>\n",
              "      <td>0.99170</td>\n",
              "      <td>0.65281</td>\n",
              "      <td>0.62536</td>\n",
              "      <td>0.39115</td>\n",
              "      <td>0.32478</td>\n",
              "      <td>0.88893</td>\n",
              "      <td>0.14474</td>\n",
              "      <td>0.576920</td>\n",
              "      <td>0.827370</td>\n",
              "      <td>0.921400</td>\n",
              "      <td>0.76356</td>\n",
              "      <td>0.00795</td>\n",
              "      <td>0.569030</td>\n",
              "      <td>0.93311</td>\n",
              "      <td>0.501910</td>\n",
              "      <td>0.36688</td>\n",
              "      <td>0.822460</td>\n",
              "      <td>0.498100</td>\n",
              "      <td>0.060471</td>\n",
              "      <td>1.8405</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>9999</th>\n",
              "      <td>0.36578</td>\n",
              "      <td>0.028173</td>\n",
              "      <td>0.021793</td>\n",
              "      <td>0.593970</td>\n",
              "      <td>0.521400</td>\n",
              "      <td>0.47722</td>\n",
              "      <td>0.838550</td>\n",
              "      <td>0.267560</td>\n",
              "      <td>0.72664</td>\n",
              "      <td>0.302990</td>\n",
              "      <td>0.780710</td>\n",
              "      <td>0.99199</td>\n",
              "      <td>0.599960</td>\n",
              "      <td>0.716750</td>\n",
              "      <td>0.302040</td>\n",
              "      <td>0.476560</td>\n",
              "      <td>0.89491</td>\n",
              "      <td>0.67538</td>\n",
              "      <td>0.847070</td>\n",
              "      <td>0.240610</td>\n",
              "      <td>0.54073</td>\n",
              "      <td>0.503530</td>\n",
              "      <td>0.369590</td>\n",
              "      <td>0.34481</td>\n",
              "      <td>0.717550</td>\n",
              "      <td>0.229080</td>\n",
              "      <td>0.396580</td>\n",
              "      <td>0.769830</td>\n",
              "      <td>0.33769</td>\n",
              "      <td>0.69939</td>\n",
              "      <td>0.40768</td>\n",
              "      <td>0.386260</td>\n",
              "      <td>0.34583</td>\n",
              "      <td>0.906780</td>\n",
              "      <td>0.344160</td>\n",
              "      <td>0.151890</td>\n",
              "      <td>0.019284</td>\n",
              "      <td>0.30456</td>\n",
              "      <td>0.560980</td>\n",
              "      <td>0.49291</td>\n",
              "      <td>...</td>\n",
              "      <td>0.250020</td>\n",
              "      <td>0.096716</td>\n",
              "      <td>0.442570</td>\n",
              "      <td>0.082958</td>\n",
              "      <td>0.535140</td>\n",
              "      <td>0.73416</td>\n",
              "      <td>0.168720</td>\n",
              "      <td>0.461840</td>\n",
              "      <td>0.030693</td>\n",
              "      <td>0.69143</td>\n",
              "      <td>0.118030</td>\n",
              "      <td>0.650910</td>\n",
              "      <td>0.913670</td>\n",
              "      <td>0.58688</td>\n",
              "      <td>0.948100</td>\n",
              "      <td>0.332520</td>\n",
              "      <td>0.196040</td>\n",
              "      <td>0.38836</td>\n",
              "      <td>0.726260</td>\n",
              "      <td>0.256920</td>\n",
              "      <td>0.77191</td>\n",
              "      <td>0.87935</td>\n",
              "      <td>0.61604</td>\n",
              "      <td>0.94840</td>\n",
              "      <td>0.82958</td>\n",
              "      <td>0.34024</td>\n",
              "      <td>0.35860</td>\n",
              "      <td>0.735220</td>\n",
              "      <td>0.854490</td>\n",
              "      <td>0.622830</td>\n",
              "      <td>0.71442</td>\n",
              "      <td>0.21390</td>\n",
              "      <td>0.944010</td>\n",
              "      <td>0.60999</td>\n",
              "      <td>0.389610</td>\n",
              "      <td>0.92101</td>\n",
              "      <td>0.872690</td>\n",
              "      <td>0.015329</td>\n",
              "      <td>0.990260</td>\n",
              "      <td>2.7624</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>10000 rows × 101 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "          0         1         2    ...       98        99      100\n",
              "0     0.58351  0.379390  0.839750  ...  0.849480  0.923690  1.9741\n",
              "1     0.86622  0.451350  0.934790  ...  0.414190  0.830230  2.3354\n",
              "2     0.39142  0.919950  0.138730  ...  0.294790  0.542800  2.2053\n",
              "3     0.79553  0.278540  0.228900  ...  0.668010  0.345730  2.0400\n",
              "4     0.65223  0.966650  0.179850  ...  0.627920  0.979300  2.2053\n",
              "...       ...       ...       ...  ...       ...       ...     ...\n",
              "9995  0.13627  0.056966  0.229530  ...  0.335240  0.040619  3.0543\n",
              "9996  0.95662  0.141930  0.978510  ...  0.573740  0.110510  2.3255\n",
              "9997  0.89209  0.997530  0.880430  ...  0.331150  0.928750  2.0964\n",
              "9998  0.70381  0.422940  0.259230  ...  0.498100  0.060471  1.8405\n",
              "9999  0.36578  0.028173  0.021793  ...  0.015329  0.990260  2.7624\n",
              "\n",
              "[10000 rows x 101 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 255
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "resources": {
            "http://localhost:8080/nbextensions/google.colab/files.js": {
              "data": "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",
              "ok": true,
              "headers": [
                [
                  "content-type",
                  "application/javascript"
                ]
              ],
              "status": 200,
              "status_text": ""
            }
          },
          "base_uri": "https://localhost:8080/",
          "height": 73
        },
        "id": "i-ATjHlbsF3A",
        "outputId": "be495138-3939-490f-c0ce-84ee93b2a000"
      },
      "source": [
        "uploaded=files.upload()"
      ],
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/html": [
              "\n",
              "     <input type=\"file\" id=\"files-260de6e1-652d-4540-ad4e-b631cfe7db30\" name=\"files[]\" multiple disabled\n",
              "        style=\"border:none\" />\n",
              "     <output id=\"result-260de6e1-652d-4540-ad4e-b631cfe7db30\">\n",
              "      Upload widget is only available when the cell has been executed in the\n",
              "      current browser session. Please rerun this cell to enable.\n",
              "      </output>\n",
              "      <script src=\"/nbextensions/google.colab/files.js\"></script> "
            ],
            "text/plain": [
              "<IPython.core.display.HTML object>"
            ]
          },
          "metadata": {
            "tags": []
          }
        },
        {
          "output_type": "stream",
          "text": [
            "Saving A2Q2Data_test.csv to A2Q2Data_test.csv\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "YB0260OVv6rM"
      },
      "source": [
        "def cv_split(dataset, split=0.70):\n",
        "\ttrain = list()\n",
        "\tcv_size = split * len(dataset)\n",
        "\tcv_set = list(dataset)\n",
        "\twhile len(train) < cv_size:\n",
        "\t\tindex = randrange(len(cv_set))\n",
        "\t\ttrain.append(cv_set.pop(index))\n",
        "\treturn train, cv_set"
      ],
      "execution_count": 256,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "AZrLOD3quvKF",
        "outputId": "4b83def4-c7d0-4942-e16c-13c17efca313"
      },
      "source": [
        "from random import randrange\n",
        "df=data.values.tolist()\n",
        "train,cross=cv_split(df,0.7)\n",
        "print (np.shape(df))\n",
        "print (np.shape(train))\n",
        "print (np.shape(cross))"
      ],
      "execution_count": 257,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "(10000, 101)\n",
            "(7000, 101)\n",
            "(3000, 101)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "OwDi2ROA18_5",
        "outputId": "618d28b1-d9a8-4557-c376-b8b2f0ebe5fc"
      },
      "source": [
        "Z=np.array(df)\n",
        "y=Z[:,-1]\n",
        "X=np.delete(Z, -1, axis=1)\n",
        "n,d=np.shape(X)\n",
        "print (n,d)"
      ],
      "execution_count": 258,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "10000 100\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "WFcCsKwvyfAG",
        "outputId": "ac1fdf8e-b66f-468c-837a-b80a65da64aa"
      },
      "source": [
        "Wml=np.matmul(np.matmul(np.linalg.inv(np.matmul(X.T,X)),X.T),y)\n",
        "Wml"
      ],
      "execution_count": 259,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([-7.84961009e-03, -1.36715320e-02, -3.61656438e-03,  2.64909160e-03,\n",
              "        1.88551446e-01,  2.65314657e-03,  9.46531786e-03,  1.79809481e-01,\n",
              "        3.73757317e-03,  4.99608944e-01,  8.35836265e-03,  4.29108775e-03,\n",
              "        1.42141179e-02,  3.94232414e-03,  9.36795890e-03, -1.12038274e-03,\n",
              "        3.35727500e-03,  1.16152212e-03, -9.40884707e-03, -2.45575476e-03,\n",
              "       -1.17409629e-02, -1.01960612e-02,  7.95771321e-03, -1.00574854e-02,\n",
              "        6.04882939e-03, -4.67345192e-03, -3.09091547e-03,  8.14909193e-03,\n",
              "        1.20264599e-02, -6.82458163e-03, -8.65405539e-03,  9.86273479e-04,\n",
              "        4.92968011e-03,  5.99772461e-03, -1.34667860e-02,  1.07075729e-03,\n",
              "        1.32745992e-02, -1.14148742e-02, -2.01056697e-02,  5.85096240e-01,\n",
              "        4.94483247e-04, -7.86666920e-04, -2.71926574e-03, -9.54021938e-03,\n",
              "       -5.44161058e-03,  9.80679209e-03, -6.72540624e-03, -4.45414276e-04,\n",
              "        6.98516508e-03,  3.16138907e-02,  4.51763485e-01, -8.75221380e-03,\n",
              "        2.55167390e-03,  4.24921150e-03,  2.89847927e-01,  7.03723255e-03,\n",
              "       -1.95796946e-03,  1.41523883e-02, -1.06508170e-02,  7.72743903e-01,\n",
              "       -5.67126044e-03, -6.30026188e-04,  6.50943015e-03, -4.84019165e-03,\n",
              "        4.63832329e-03,  4.54887177e-03, -2.99475114e-03,  8.38781696e-03,\n",
              "       -2.47558716e-03,  9.00947922e-04,  1.14713514e-03, -1.87641345e-03,\n",
              "       -1.05175760e-02, -9.31304110e-03, -1.23550002e-03,  5.97797559e-01,\n",
              "       -4.78625013e-03, -1.13727852e-02,  2.88477060e-03,  8.48999776e-01,\n",
              "       -1.08924235e-02,  2.26346489e-03, -1.38099800e-03, -6.35934691e-03,\n",
              "        5.83784109e-03,  5.69286755e-03,  5.35566859e-03, -8.20616315e-03,\n",
              "        1.29884015e-02, -2.30575631e-03, -1.22263765e-04,  8.66629171e-03,\n",
              "       -4.29446300e-03,  5.69510898e-03,  7.55483353e-03, -9.43540843e-03,\n",
              "        1.82905446e-02, -1.16998887e-03, -2.61599136e-03, -8.58616114e-03])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 259
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "GVvQP4t50Ck8",
        "outputId": "966cce49-9ba8-48cf-a8ca-3102eccb0db8"
      },
      "source": [
        "Zt=np.array(train)\n",
        "ytrain=Zt[:,-1]\n",
        "Xtrain=np.delete(Zt, -1, axis=1)\n",
        "nt,dt=np.shape(Xtrain)\n",
        "print (nt,dt)\n",
        "print (np.shape(ytrain))"
      ],
      "execution_count": 260,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "7000 100\n",
            "(7000,)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "JnDVoOSm0hvv",
        "outputId": "a4bb102e-511c-4a19-d83b-2d2833d3c7ba"
      },
      "source": [
        "Zc=np.array(cross)\n",
        "ycross=Zc[:,-1]\n",
        "Xcross=np.delete(Zc, -1, axis=1)\n",
        "nc,dc=np.shape(Xcross)\n",
        "print (nc,dc)\n",
        "print (np.shape(ycross))"
      ],
      "execution_count": 261,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "3000 100\n",
            "(3000,)\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "-6v1hHhsDITf",
        "outputId": "6cb0581a-bc6e-4a25-deba-a37b2a96429a"
      },
      "source": [
        "#L=np.arange(1,2000.0, 100.0)\n",
        "L=np.arange(0.1,80,10)\n",
        "L.shape"
      ],
      "execution_count": 360,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(8,)"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 360
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "5cemGrR0FeR_"
      },
      "source": [
        "W0=np.random.random(100)\n",
        "result=[]\n",
        "step=1e-6\n",
        "for l in L:\n",
        "  W=W0\n",
        "  for i in range(5000):\n",
        "    W_prev = W[:] \n",
        "    a1=np.matmul(Xtrain.T,Xtrain)\n",
        "    a2=np.matmul(a1,W)\n",
        "    a3=np.matmul(Xtrain.T,ytrain)\n",
        "    a4=l*W\n",
        "    a5=np.subtract(a2,a3)\n",
        "    grad=np.add(a5,a4)\n",
        "    W=np.subtract(W,(grad*step))\n",
        "    if len(W)== len(W_prev) and len(W) == sum([1 for i, j in zip(W, W_prev) if i == j]): \n",
        "     break\n",
        "  y_cp=np.matmul(Xcross,W)\n",
        "  test_error=0\n",
        "  for i in range(nc):\n",
        "    test_error+=(pow((y_cp[i]-ycross[i]),2))\n",
        "  MSE=test_error/nc\n",
        "  result.append(MSE)"
      ],
      "execution_count": 361,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "j0vE9De5Fx70",
        "outputId": "0af70264-8862-4ad8-f51f-a3094a710028"
      },
      "source": [
        "result"
      ],
      "execution_count": 362,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[0.044132347859212565,\n",
              " 0.044167996058630254,\n",
              " 0.04429439753566071,\n",
              " 0.04450416402303952,\n",
              " 0.04479045850383052,\n",
              " 0.04514695300169718,\n",
              " 0.045567789743803266,\n",
              " 0.04604754541586155]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 362
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "ruo7QNWibeHj",
        "outputId": "5cce95f5-5c6d-4175-a57f-3b9f30f748f4"
      },
      "source": [
        "id=np.argsort(result)\n",
        "id[0]\n",
        "Lambda_min=L[id[0]]\n",
        "Lambda_min"
      ],
      "execution_count": 363,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0.1"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 363
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 313
        },
        "id": "_OLHqVYK2T6G",
        "outputId": "200dbc12-3e79-4652-d853-f2eb0b8e73ae"
      },
      "source": [
        "plt.title('Cross validation Error')\n",
        "plt.xlabel('Lambda')\n",
        "plt.ylabel('Error')\n",
        "plt.plot(L,result)"
      ],
      "execution_count": 364,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "[<matplotlib.lines.Line2D at 0x7f22f74be4e0>]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 364
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": "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\n",
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "bNF5GLCDcFDs"
      },
      "source": [
        "WR=np.random.random(100)\n",
        "step=1e-6\n",
        "for t in range(1,5000):\n",
        "  WR_prev=WR[:]\n",
        "  a1=np.matmul(X.T,X)\n",
        "  a2=np.matmul(a1,WR)\n",
        "  a3=np.matmul(X.T,y)\n",
        "  a4=Lambda_min*WR\n",
        "  a5=np.subtract(a2,a3)\n",
        "  grad=np.add(a5,a4)\n",
        "  WR=np.subtract(WR,(grad*step))\n",
        "  if len(WR)== len(WR_prev) and len(WR) == sum([1 for i, j in zip(WR, WR_prev) if i == j]): \n",
        "   break\n",
        "   "
      ],
      "execution_count": 365,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Kri6E0DGpe39",
        "outputId": "32558177-65f2-4d4e-843a-ba99c209f116"
      },
      "source": [
        "WR"
      ],
      "execution_count": 366,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "array([ 1.42609098e-03, -1.53794665e-02, -6.16863770e-04,  5.32091202e-03,\n",
              "        1.75842793e-01,  5.16860660e-04,  1.19012659e-02,  1.75856919e-01,\n",
              "        8.16244918e-03,  4.84192675e-01,  1.63908580e-02,  7.48281215e-03,\n",
              "        2.11848061e-02,  1.28567950e-02,  5.12917437e-03, -8.59510108e-03,\n",
              "        2.45051724e-03,  8.33945324e-03, -1.13506537e-02,  6.55635224e-03,\n",
              "       -1.99813244e-02, -1.80019942e-03,  6.25605624e-03, -1.25599755e-02,\n",
              "        7.87584043e-03,  1.50625091e-03, -1.38437418e-02,  1.05559762e-02,\n",
              "        1.14033395e-02, -1.64928973e-03, -8.59468116e-03,  7.07315255e-03,\n",
              "        1.08814508e-03,  4.29627733e-03, -1.10055140e-02,  3.57716041e-03,\n",
              "        1.18204032e-02, -1.06776299e-02, -1.57112633e-02,  5.75108975e-01,\n",
              "        2.63736443e-03, -5.97719653e-03, -8.48575432e-03, -2.31706881e-03,\n",
              "       -1.98953389e-03,  5.38707817e-03, -9.83775345e-03, -7.42530875e-03,\n",
              "        1.20497672e-02,  2.67813731e-02,  4.43716005e-01, -1.36122845e-02,\n",
              "        4.35130230e-03, -5.83914817e-03,  2.78550720e-01,  5.28626951e-03,\n",
              "       -3.81164873e-03,  2.02728534e-02, -3.13033676e-03,  7.62107354e-01,\n",
              "        1.67476491e-03, -5.65251638e-03,  1.14820453e-02,  1.10962186e-03,\n",
              "        7.36081684e-03,  1.39984374e-02, -1.08984252e-02,  1.66282225e-02,\n",
              "       -2.87536612e-03, -4.95662129e-03, -4.78859311e-03, -6.58438530e-03,\n",
              "       -7.77347777e-03, -7.00511946e-04, -3.15415249e-03,  5.89081967e-01,\n",
              "       -7.58775726e-03, -6.85133335e-03,  1.30283066e-02,  8.40260086e-01,\n",
              "       -1.42266044e-02,  7.80761218e-03, -6.54255286e-03, -1.19242385e-03,\n",
              "        8.93063214e-03,  4.32259067e-03,  9.21552029e-04, -1.97788741e-03,\n",
              "        1.47907841e-02, -8.22889727e-03,  8.67329146e-03,  6.79729866e-03,\n",
              "        1.82827443e-04,  7.59790653e-03,  1.34109307e-02, -1.18012623e-02,\n",
              "        1.18855855e-02,  4.41274466e-03, -2.57402951e-03, -7.39483423e-03])"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 366
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 435
        },
        "id": "cpu2OxeJbXhZ",
        "outputId": "9478452a-2eeb-48d7-9179-cf9d5f02bf29"
      },
      "source": [
        "data_test=pd.read_csv('A2Q2Data_test.csv',header=None)\n",
        "data_test"
      ],
      "execution_count": 367,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/html": [
              "<div>\n",
              "<style scoped>\n",
              "    .dataframe tbody tr th:only-of-type {\n",
              "        vertical-align: middle;\n",
              "    }\n",
              "\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>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>...</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",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>0.21302</td>\n",
              "      <td>0.446210</td>\n",
              "      <td>0.51432</td>\n",
              "      <td>0.219750</td>\n",
              "      <td>0.495440</td>\n",
              "      <td>0.463670</td>\n",
              "      <td>0.26007</td>\n",
              "      <td>0.28137</td>\n",
              "      <td>0.983820</td>\n",
              "      <td>0.00777</td>\n",
              "      <td>0.15526</td>\n",
              "      <td>0.70728</td>\n",
              "      <td>0.45593</td>\n",
              "      <td>0.324660</td>\n",
              "      <td>0.51295</td>\n",
              "      <td>0.494180</td>\n",
              "      <td>0.106970</td>\n",
              "      <td>0.766310</td>\n",
              "      <td>0.58186</td>\n",
              "      <td>0.40112</td>\n",
              "      <td>0.20531</td>\n",
              "      <td>0.58442</td>\n",
              "      <td>0.94270</td>\n",
              "      <td>0.775050</td>\n",
              "      <td>0.031402</td>\n",
              "      <td>0.619160</td>\n",
              "      <td>0.276250</td>\n",
              "      <td>0.091606</td>\n",
              "      <td>0.277260</td>\n",
              "      <td>0.074446</td>\n",
              "      <td>0.628110</td>\n",
              "      <td>0.072282</td>\n",
              "      <td>0.687080</td>\n",
              "      <td>0.073702</td>\n",
              "      <td>0.72994</td>\n",
              "      <td>0.297720</td>\n",
              "      <td>0.57917</td>\n",
              "      <td>0.18094</td>\n",
              "      <td>0.87356</td>\n",
              "      <td>0.86208</td>\n",
              "      <td>...</td>\n",
              "      <td>0.37097</td>\n",
              "      <td>0.044548</td>\n",
              "      <td>0.57652</td>\n",
              "      <td>0.623370</td>\n",
              "      <td>0.63547</td>\n",
              "      <td>0.27461</td>\n",
              "      <td>0.94543</td>\n",
              "      <td>0.44675</td>\n",
              "      <td>0.328980</td>\n",
              "      <td>0.34928</td>\n",
              "      <td>0.171700</td>\n",
              "      <td>0.79842</td>\n",
              "      <td>0.61159</td>\n",
              "      <td>0.686010</td>\n",
              "      <td>0.428910</td>\n",
              "      <td>0.57603</td>\n",
              "      <td>0.418140</td>\n",
              "      <td>0.885870</td>\n",
              "      <td>0.66536</td>\n",
              "      <td>0.37391</td>\n",
              "      <td>0.34337</td>\n",
              "      <td>0.086108</td>\n",
              "      <td>0.271350</td>\n",
              "      <td>0.886640</td>\n",
              "      <td>0.449900</td>\n",
              "      <td>0.558010</td>\n",
              "      <td>0.221990</td>\n",
              "      <td>0.927320</td>\n",
              "      <td>0.431280</td>\n",
              "      <td>0.70719</td>\n",
              "      <td>0.92910</td>\n",
              "      <td>0.286690</td>\n",
              "      <td>0.45841</td>\n",
              "      <td>0.788740</td>\n",
              "      <td>0.041794</td>\n",
              "      <td>0.58736</td>\n",
              "      <td>0.904910</td>\n",
              "      <td>0.91718</td>\n",
              "      <td>0.68321</td>\n",
              "      <td>2.0121</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>1</th>\n",
              "      <td>0.32563</td>\n",
              "      <td>0.703990</td>\n",
              "      <td>0.31970</td>\n",
              "      <td>0.045240</td>\n",
              "      <td>0.869680</td>\n",
              "      <td>0.131360</td>\n",
              "      <td>0.47664</td>\n",
              "      <td>0.26632</td>\n",
              "      <td>0.334520</td>\n",
              "      <td>0.81200</td>\n",
              "      <td>0.77116</td>\n",
              "      <td>0.95093</td>\n",
              "      <td>0.68410</td>\n",
              "      <td>0.032855</td>\n",
              "      <td>0.67384</td>\n",
              "      <td>0.955700</td>\n",
              "      <td>0.307000</td>\n",
              "      <td>0.518500</td>\n",
              "      <td>0.15522</td>\n",
              "      <td>0.89576</td>\n",
              "      <td>0.98780</td>\n",
              "      <td>0.33001</td>\n",
              "      <td>0.85459</td>\n",
              "      <td>0.248460</td>\n",
              "      <td>0.614660</td>\n",
              "      <td>0.084424</td>\n",
              "      <td>0.202510</td>\n",
              "      <td>0.829180</td>\n",
              "      <td>0.399040</td>\n",
              "      <td>0.012799</td>\n",
              "      <td>0.308610</td>\n",
              "      <td>0.628680</td>\n",
              "      <td>0.966260</td>\n",
              "      <td>0.219900</td>\n",
              "      <td>0.95646</td>\n",
              "      <td>0.070461</td>\n",
              "      <td>0.69636</td>\n",
              "      <td>0.74594</td>\n",
              "      <td>0.21273</td>\n",
              "      <td>0.97780</td>\n",
              "      <td>...</td>\n",
              "      <td>0.61836</td>\n",
              "      <td>0.578120</td>\n",
              "      <td>0.10255</td>\n",
              "      <td>0.901290</td>\n",
              "      <td>0.59167</td>\n",
              "      <td>0.93347</td>\n",
              "      <td>0.60926</td>\n",
              "      <td>0.31728</td>\n",
              "      <td>0.027238</td>\n",
              "      <td>0.87198</td>\n",
              "      <td>0.691700</td>\n",
              "      <td>0.40112</td>\n",
              "      <td>0.38797</td>\n",
              "      <td>0.316780</td>\n",
              "      <td>0.780420</td>\n",
              "      <td>0.44521</td>\n",
              "      <td>0.786010</td>\n",
              "      <td>0.367690</td>\n",
              "      <td>0.63328</td>\n",
              "      <td>0.93724</td>\n",
              "      <td>0.35888</td>\n",
              "      <td>0.845070</td>\n",
              "      <td>0.888440</td>\n",
              "      <td>0.165670</td>\n",
              "      <td>0.741080</td>\n",
              "      <td>0.036451</td>\n",
              "      <td>0.346950</td>\n",
              "      <td>0.375670</td>\n",
              "      <td>0.116220</td>\n",
              "      <td>0.42360</td>\n",
              "      <td>0.51868</td>\n",
              "      <td>0.255460</td>\n",
              "      <td>0.29498</td>\n",
              "      <td>0.008869</td>\n",
              "      <td>0.169970</td>\n",
              "      <td>0.92325</td>\n",
              "      <td>0.421340</td>\n",
              "      <td>0.90906</td>\n",
              "      <td>0.61539</td>\n",
              "      <td>1.8164</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>2</th>\n",
              "      <td>0.49539</td>\n",
              "      <td>0.623570</td>\n",
              "      <td>0.58121</td>\n",
              "      <td>0.879160</td>\n",
              "      <td>0.930960</td>\n",
              "      <td>0.203040</td>\n",
              "      <td>0.35752</td>\n",
              "      <td>0.31232</td>\n",
              "      <td>0.066225</td>\n",
              "      <td>0.46389</td>\n",
              "      <td>0.22277</td>\n",
              "      <td>0.91725</td>\n",
              "      <td>0.84965</td>\n",
              "      <td>0.563880</td>\n",
              "      <td>0.12446</td>\n",
              "      <td>0.931970</td>\n",
              "      <td>0.510160</td>\n",
              "      <td>0.163710</td>\n",
              "      <td>0.31961</td>\n",
              "      <td>0.31052</td>\n",
              "      <td>0.24881</td>\n",
              "      <td>0.20316</td>\n",
              "      <td>0.94587</td>\n",
              "      <td>0.681220</td>\n",
              "      <td>0.928040</td>\n",
              "      <td>0.365420</td>\n",
              "      <td>0.692690</td>\n",
              "      <td>0.001116</td>\n",
              "      <td>0.621550</td>\n",
              "      <td>0.025580</td>\n",
              "      <td>0.424830</td>\n",
              "      <td>0.693900</td>\n",
              "      <td>0.287450</td>\n",
              "      <td>0.413780</td>\n",
              "      <td>0.20087</td>\n",
              "      <td>0.838270</td>\n",
              "      <td>0.28828</td>\n",
              "      <td>0.61430</td>\n",
              "      <td>0.93499</td>\n",
              "      <td>0.89937</td>\n",
              "      <td>...</td>\n",
              "      <td>0.87387</td>\n",
              "      <td>0.578390</td>\n",
              "      <td>0.04317</td>\n",
              "      <td>0.285690</td>\n",
              "      <td>0.79263</td>\n",
              "      <td>0.25620</td>\n",
              "      <td>0.45156</td>\n",
              "      <td>0.41992</td>\n",
              "      <td>0.601450</td>\n",
              "      <td>0.78608</td>\n",
              "      <td>0.069417</td>\n",
              "      <td>0.16628</td>\n",
              "      <td>0.43884</td>\n",
              "      <td>0.431520</td>\n",
              "      <td>0.043712</td>\n",
              "      <td>0.87493</td>\n",
              "      <td>0.012291</td>\n",
              "      <td>0.552180</td>\n",
              "      <td>0.33401</td>\n",
              "      <td>0.17434</td>\n",
              "      <td>0.21663</td>\n",
              "      <td>0.808180</td>\n",
              "      <td>0.090009</td>\n",
              "      <td>0.104780</td>\n",
              "      <td>0.741890</td>\n",
              "      <td>0.712190</td>\n",
              "      <td>0.055609</td>\n",
              "      <td>0.220310</td>\n",
              "      <td>0.054623</td>\n",
              "      <td>0.89027</td>\n",
              "      <td>0.85782</td>\n",
              "      <td>0.505300</td>\n",
              "      <td>0.32361</td>\n",
              "      <td>0.693090</td>\n",
              "      <td>0.690430</td>\n",
              "      <td>0.01604</td>\n",
              "      <td>0.467410</td>\n",
              "      <td>0.67303</td>\n",
              "      <td>0.60459</td>\n",
              "      <td>1.6435</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>3</th>\n",
              "      <td>0.88875</td>\n",
              "      <td>0.013187</td>\n",
              "      <td>0.87982</td>\n",
              "      <td>0.858160</td>\n",
              "      <td>0.793920</td>\n",
              "      <td>0.792390</td>\n",
              "      <td>0.76522</td>\n",
              "      <td>0.85145</td>\n",
              "      <td>0.233610</td>\n",
              "      <td>0.57924</td>\n",
              "      <td>0.29897</td>\n",
              "      <td>0.66401</td>\n",
              "      <td>0.34194</td>\n",
              "      <td>0.864510</td>\n",
              "      <td>0.91258</td>\n",
              "      <td>0.107010</td>\n",
              "      <td>0.953480</td>\n",
              "      <td>0.110260</td>\n",
              "      <td>0.81163</td>\n",
              "      <td>0.97568</td>\n",
              "      <td>0.72366</td>\n",
              "      <td>0.98036</td>\n",
              "      <td>0.75578</td>\n",
              "      <td>0.097834</td>\n",
              "      <td>0.010952</td>\n",
              "      <td>0.574310</td>\n",
              "      <td>0.768930</td>\n",
              "      <td>0.661320</td>\n",
              "      <td>0.808170</td>\n",
              "      <td>0.269920</td>\n",
              "      <td>0.333530</td>\n",
              "      <td>0.562300</td>\n",
              "      <td>0.048470</td>\n",
              "      <td>0.500260</td>\n",
              "      <td>0.20360</td>\n",
              "      <td>0.104470</td>\n",
              "      <td>0.26312</td>\n",
              "      <td>0.06238</td>\n",
              "      <td>0.16232</td>\n",
              "      <td>0.37302</td>\n",
              "      <td>...</td>\n",
              "      <td>0.60953</td>\n",
              "      <td>0.057597</td>\n",
              "      <td>0.86026</td>\n",
              "      <td>0.318440</td>\n",
              "      <td>0.95446</td>\n",
              "      <td>0.05625</td>\n",
              "      <td>0.23768</td>\n",
              "      <td>0.26216</td>\n",
              "      <td>0.564160</td>\n",
              "      <td>0.15128</td>\n",
              "      <td>0.346820</td>\n",
              "      <td>0.89329</td>\n",
              "      <td>0.68181</td>\n",
              "      <td>0.836340</td>\n",
              "      <td>0.206070</td>\n",
              "      <td>0.53490</td>\n",
              "      <td>0.077956</td>\n",
              "      <td>0.006611</td>\n",
              "      <td>0.16736</td>\n",
              "      <td>0.77473</td>\n",
              "      <td>0.86499</td>\n",
              "      <td>0.205200</td>\n",
              "      <td>0.008008</td>\n",
              "      <td>0.416300</td>\n",
              "      <td>0.067111</td>\n",
              "      <td>0.055894</td>\n",
              "      <td>0.297130</td>\n",
              "      <td>0.570850</td>\n",
              "      <td>0.111720</td>\n",
              "      <td>0.55365</td>\n",
              "      <td>0.25535</td>\n",
              "      <td>0.383410</td>\n",
              "      <td>0.55130</td>\n",
              "      <td>0.727730</td>\n",
              "      <td>0.676890</td>\n",
              "      <td>0.84605</td>\n",
              "      <td>0.611160</td>\n",
              "      <td>0.58514</td>\n",
              "      <td>0.41724</td>\n",
              "      <td>2.7451</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>4</th>\n",
              "      <td>0.15178</td>\n",
              "      <td>0.540760</td>\n",
              "      <td>0.26896</td>\n",
              "      <td>0.006752</td>\n",
              "      <td>0.101020</td>\n",
              "      <td>0.342080</td>\n",
              "      <td>0.86855</td>\n",
              "      <td>0.32698</td>\n",
              "      <td>0.285460</td>\n",
              "      <td>0.80503</td>\n",
              "      <td>0.31657</td>\n",
              "      <td>0.61061</td>\n",
              "      <td>0.21343</td>\n",
              "      <td>0.928510</td>\n",
              "      <td>0.91867</td>\n",
              "      <td>0.931530</td>\n",
              "      <td>0.616980</td>\n",
              "      <td>0.214310</td>\n",
              "      <td>0.96716</td>\n",
              "      <td>0.17833</td>\n",
              "      <td>0.57475</td>\n",
              "      <td>0.73691</td>\n",
              "      <td>0.71545</td>\n",
              "      <td>0.802310</td>\n",
              "      <td>0.780940</td>\n",
              "      <td>0.114520</td>\n",
              "      <td>0.544420</td>\n",
              "      <td>0.300760</td>\n",
              "      <td>0.365650</td>\n",
              "      <td>0.468640</td>\n",
              "      <td>0.411890</td>\n",
              "      <td>0.093033</td>\n",
              "      <td>0.348240</td>\n",
              "      <td>0.966510</td>\n",
              "      <td>0.39851</td>\n",
              "      <td>0.519050</td>\n",
              "      <td>0.12376</td>\n",
              "      <td>0.53924</td>\n",
              "      <td>0.58561</td>\n",
              "      <td>0.48766</td>\n",
              "      <td>...</td>\n",
              "      <td>0.74616</td>\n",
              "      <td>0.456020</td>\n",
              "      <td>0.15145</td>\n",
              "      <td>0.097594</td>\n",
              "      <td>0.23123</td>\n",
              "      <td>0.30437</td>\n",
              "      <td>0.56235</td>\n",
              "      <td>0.19865</td>\n",
              "      <td>0.009274</td>\n",
              "      <td>0.96364</td>\n",
              "      <td>0.547330</td>\n",
              "      <td>0.36145</td>\n",
              "      <td>0.13936</td>\n",
              "      <td>0.375450</td>\n",
              "      <td>0.236850</td>\n",
              "      <td>0.21002</td>\n",
              "      <td>0.410200</td>\n",
              "      <td>0.728840</td>\n",
              "      <td>0.18649</td>\n",
              "      <td>0.92636</td>\n",
              "      <td>0.48645</td>\n",
              "      <td>0.545270</td>\n",
              "      <td>0.125830</td>\n",
              "      <td>0.504710</td>\n",
              "      <td>0.445610</td>\n",
              "      <td>0.844000</td>\n",
              "      <td>0.113870</td>\n",
              "      <td>0.133780</td>\n",
              "      <td>0.969440</td>\n",
              "      <td>0.88045</td>\n",
              "      <td>0.54955</td>\n",
              "      <td>0.129320</td>\n",
              "      <td>0.94848</td>\n",
              "      <td>0.326100</td>\n",
              "      <td>0.268010</td>\n",
              "      <td>0.27125</td>\n",
              "      <td>0.535350</td>\n",
              "      <td>0.91872</td>\n",
              "      <td>0.16801</td>\n",
              "      <td>1.8932</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",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>495</th>\n",
              "      <td>0.10578</td>\n",
              "      <td>0.870530</td>\n",
              "      <td>0.66376</td>\n",
              "      <td>0.570310</td>\n",
              "      <td>0.691110</td>\n",
              "      <td>0.065131</td>\n",
              "      <td>0.25840</td>\n",
              "      <td>0.56343</td>\n",
              "      <td>0.958840</td>\n",
              "      <td>0.75578</td>\n",
              "      <td>0.49085</td>\n",
              "      <td>0.71799</td>\n",
              "      <td>0.34313</td>\n",
              "      <td>0.591730</td>\n",
              "      <td>0.47637</td>\n",
              "      <td>0.685130</td>\n",
              "      <td>0.524720</td>\n",
              "      <td>0.322260</td>\n",
              "      <td>0.55273</td>\n",
              "      <td>0.44610</td>\n",
              "      <td>0.71326</td>\n",
              "      <td>0.95694</td>\n",
              "      <td>0.36824</td>\n",
              "      <td>0.298150</td>\n",
              "      <td>0.010785</td>\n",
              "      <td>0.896940</td>\n",
              "      <td>0.417530</td>\n",
              "      <td>0.770430</td>\n",
              "      <td>0.404800</td>\n",
              "      <td>0.485070</td>\n",
              "      <td>0.042762</td>\n",
              "      <td>0.793100</td>\n",
              "      <td>0.741240</td>\n",
              "      <td>0.140120</td>\n",
              "      <td>0.91180</td>\n",
              "      <td>0.775390</td>\n",
              "      <td>0.28187</td>\n",
              "      <td>0.07883</td>\n",
              "      <td>0.15057</td>\n",
              "      <td>0.11525</td>\n",
              "      <td>...</td>\n",
              "      <td>0.69788</td>\n",
              "      <td>0.200670</td>\n",
              "      <td>0.60210</td>\n",
              "      <td>0.796210</td>\n",
              "      <td>0.86386</td>\n",
              "      <td>0.27045</td>\n",
              "      <td>0.75890</td>\n",
              "      <td>0.13219</td>\n",
              "      <td>0.986070</td>\n",
              "      <td>0.70361</td>\n",
              "      <td>0.409510</td>\n",
              "      <td>0.11664</td>\n",
              "      <td>0.11067</td>\n",
              "      <td>0.737630</td>\n",
              "      <td>0.640780</td>\n",
              "      <td>0.77704</td>\n",
              "      <td>0.356500</td>\n",
              "      <td>0.865960</td>\n",
              "      <td>0.20206</td>\n",
              "      <td>0.37707</td>\n",
              "      <td>0.68270</td>\n",
              "      <td>0.678640</td>\n",
              "      <td>0.735530</td>\n",
              "      <td>0.042235</td>\n",
              "      <td>0.575140</td>\n",
              "      <td>0.371100</td>\n",
              "      <td>0.372390</td>\n",
              "      <td>0.037608</td>\n",
              "      <td>0.167680</td>\n",
              "      <td>0.53840</td>\n",
              "      <td>0.73314</td>\n",
              "      <td>0.947650</td>\n",
              "      <td>0.41785</td>\n",
              "      <td>0.450240</td>\n",
              "      <td>0.226930</td>\n",
              "      <td>0.12547</td>\n",
              "      <td>0.506790</td>\n",
              "      <td>0.60808</td>\n",
              "      <td>0.61612</td>\n",
              "      <td>2.2680</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>496</th>\n",
              "      <td>0.36756</td>\n",
              "      <td>0.673490</td>\n",
              "      <td>0.54089</td>\n",
              "      <td>0.932350</td>\n",
              "      <td>0.037031</td>\n",
              "      <td>0.806840</td>\n",
              "      <td>0.50789</td>\n",
              "      <td>0.27116</td>\n",
              "      <td>0.879440</td>\n",
              "      <td>0.57790</td>\n",
              "      <td>0.26911</td>\n",
              "      <td>0.34119</td>\n",
              "      <td>0.99106</td>\n",
              "      <td>0.307220</td>\n",
              "      <td>0.43068</td>\n",
              "      <td>0.768260</td>\n",
              "      <td>0.066701</td>\n",
              "      <td>0.222920</td>\n",
              "      <td>0.46722</td>\n",
              "      <td>0.46351</td>\n",
              "      <td>0.41940</td>\n",
              "      <td>0.79990</td>\n",
              "      <td>0.47637</td>\n",
              "      <td>0.201640</td>\n",
              "      <td>0.831490</td>\n",
              "      <td>0.743070</td>\n",
              "      <td>0.697800</td>\n",
              "      <td>0.207970</td>\n",
              "      <td>0.681620</td>\n",
              "      <td>0.362280</td>\n",
              "      <td>0.285860</td>\n",
              "      <td>0.735500</td>\n",
              "      <td>0.681930</td>\n",
              "      <td>0.013874</td>\n",
              "      <td>0.22431</td>\n",
              "      <td>0.438630</td>\n",
              "      <td>0.72092</td>\n",
              "      <td>0.19364</td>\n",
              "      <td>0.40922</td>\n",
              "      <td>0.46151</td>\n",
              "      <td>...</td>\n",
              "      <td>0.71683</td>\n",
              "      <td>0.497840</td>\n",
              "      <td>0.68226</td>\n",
              "      <td>0.154880</td>\n",
              "      <td>0.48600</td>\n",
              "      <td>0.47394</td>\n",
              "      <td>0.89217</td>\n",
              "      <td>0.70156</td>\n",
              "      <td>0.097036</td>\n",
              "      <td>0.17632</td>\n",
              "      <td>0.382180</td>\n",
              "      <td>0.84755</td>\n",
              "      <td>0.56698</td>\n",
              "      <td>0.120110</td>\n",
              "      <td>0.740530</td>\n",
              "      <td>0.80746</td>\n",
              "      <td>0.554510</td>\n",
              "      <td>0.962320</td>\n",
              "      <td>0.37269</td>\n",
              "      <td>0.18257</td>\n",
              "      <td>0.16168</td>\n",
              "      <td>0.938100</td>\n",
              "      <td>0.590010</td>\n",
              "      <td>0.518320</td>\n",
              "      <td>0.909700</td>\n",
              "      <td>0.445370</td>\n",
              "      <td>0.104360</td>\n",
              "      <td>0.247290</td>\n",
              "      <td>0.249080</td>\n",
              "      <td>0.26118</td>\n",
              "      <td>0.75535</td>\n",
              "      <td>0.067279</td>\n",
              "      <td>0.97832</td>\n",
              "      <td>0.759940</td>\n",
              "      <td>0.991350</td>\n",
              "      <td>0.80861</td>\n",
              "      <td>0.716250</td>\n",
              "      <td>0.43949</td>\n",
              "      <td>0.79699</td>\n",
              "      <td>2.8274</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>497</th>\n",
              "      <td>0.24582</td>\n",
              "      <td>0.320620</td>\n",
              "      <td>0.79933</td>\n",
              "      <td>0.743320</td>\n",
              "      <td>0.314150</td>\n",
              "      <td>0.713150</td>\n",
              "      <td>0.90045</td>\n",
              "      <td>0.67816</td>\n",
              "      <td>0.392680</td>\n",
              "      <td>0.96917</td>\n",
              "      <td>0.98551</td>\n",
              "      <td>0.18016</td>\n",
              "      <td>0.93138</td>\n",
              "      <td>0.688760</td>\n",
              "      <td>0.94607</td>\n",
              "      <td>0.712980</td>\n",
              "      <td>0.967530</td>\n",
              "      <td>0.217220</td>\n",
              "      <td>0.29471</td>\n",
              "      <td>0.82404</td>\n",
              "      <td>0.20978</td>\n",
              "      <td>0.41004</td>\n",
              "      <td>0.86765</td>\n",
              "      <td>0.010700</td>\n",
              "      <td>0.449690</td>\n",
              "      <td>0.613560</td>\n",
              "      <td>0.001979</td>\n",
              "      <td>0.104900</td>\n",
              "      <td>0.537770</td>\n",
              "      <td>0.604050</td>\n",
              "      <td>0.559900</td>\n",
              "      <td>0.508410</td>\n",
              "      <td>0.415630</td>\n",
              "      <td>0.892810</td>\n",
              "      <td>0.80638</td>\n",
              "      <td>0.995340</td>\n",
              "      <td>0.72605</td>\n",
              "      <td>0.63715</td>\n",
              "      <td>0.39765</td>\n",
              "      <td>0.98691</td>\n",
              "      <td>...</td>\n",
              "      <td>0.47867</td>\n",
              "      <td>0.812510</td>\n",
              "      <td>0.71447</td>\n",
              "      <td>0.985690</td>\n",
              "      <td>0.32693</td>\n",
              "      <td>0.55836</td>\n",
              "      <td>0.52134</td>\n",
              "      <td>0.75507</td>\n",
              "      <td>0.099710</td>\n",
              "      <td>0.51247</td>\n",
              "      <td>0.954290</td>\n",
              "      <td>0.10360</td>\n",
              "      <td>0.67431</td>\n",
              "      <td>0.078085</td>\n",
              "      <td>0.917790</td>\n",
              "      <td>0.36845</td>\n",
              "      <td>0.218350</td>\n",
              "      <td>0.927830</td>\n",
              "      <td>0.39121</td>\n",
              "      <td>0.83825</td>\n",
              "      <td>0.10639</td>\n",
              "      <td>0.750940</td>\n",
              "      <td>0.846130</td>\n",
              "      <td>0.726240</td>\n",
              "      <td>0.461830</td>\n",
              "      <td>0.228650</td>\n",
              "      <td>0.684880</td>\n",
              "      <td>0.841340</td>\n",
              "      <td>0.470890</td>\n",
              "      <td>0.33375</td>\n",
              "      <td>0.59358</td>\n",
              "      <td>0.711090</td>\n",
              "      <td>0.45839</td>\n",
              "      <td>0.434920</td>\n",
              "      <td>0.464740</td>\n",
              "      <td>0.69551</td>\n",
              "      <td>0.447860</td>\n",
              "      <td>0.78741</td>\n",
              "      <td>0.11548</td>\n",
              "      <td>2.8058</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>498</th>\n",
              "      <td>0.31768</td>\n",
              "      <td>0.937750</td>\n",
              "      <td>0.91269</td>\n",
              "      <td>0.840630</td>\n",
              "      <td>0.301710</td>\n",
              "      <td>0.600530</td>\n",
              "      <td>0.59427</td>\n",
              "      <td>0.10969</td>\n",
              "      <td>0.438170</td>\n",
              "      <td>0.39921</td>\n",
              "      <td>0.66947</td>\n",
              "      <td>0.42392</td>\n",
              "      <td>0.83894</td>\n",
              "      <td>0.970120</td>\n",
              "      <td>0.10483</td>\n",
              "      <td>0.031308</td>\n",
              "      <td>0.369070</td>\n",
              "      <td>0.068612</td>\n",
              "      <td>0.56208</td>\n",
              "      <td>0.25684</td>\n",
              "      <td>0.99172</td>\n",
              "      <td>0.41800</td>\n",
              "      <td>0.10449</td>\n",
              "      <td>0.749210</td>\n",
              "      <td>0.009257</td>\n",
              "      <td>0.828260</td>\n",
              "      <td>0.247620</td>\n",
              "      <td>0.011736</td>\n",
              "      <td>0.665050</td>\n",
              "      <td>0.824810</td>\n",
              "      <td>0.146250</td>\n",
              "      <td>0.230500</td>\n",
              "      <td>0.027174</td>\n",
              "      <td>0.210130</td>\n",
              "      <td>0.32272</td>\n",
              "      <td>0.707390</td>\n",
              "      <td>0.86727</td>\n",
              "      <td>0.88113</td>\n",
              "      <td>0.88910</td>\n",
              "      <td>0.43641</td>\n",
              "      <td>...</td>\n",
              "      <td>0.84599</td>\n",
              "      <td>0.927770</td>\n",
              "      <td>0.95519</td>\n",
              "      <td>0.926700</td>\n",
              "      <td>0.19093</td>\n",
              "      <td>0.77738</td>\n",
              "      <td>0.57095</td>\n",
              "      <td>0.55650</td>\n",
              "      <td>0.095298</td>\n",
              "      <td>0.84718</td>\n",
              "      <td>0.126070</td>\n",
              "      <td>0.18353</td>\n",
              "      <td>0.32578</td>\n",
              "      <td>0.730990</td>\n",
              "      <td>0.314750</td>\n",
              "      <td>0.23200</td>\n",
              "      <td>0.946600</td>\n",
              "      <td>0.655910</td>\n",
              "      <td>0.34371</td>\n",
              "      <td>0.75703</td>\n",
              "      <td>0.29928</td>\n",
              "      <td>0.657870</td>\n",
              "      <td>0.529760</td>\n",
              "      <td>0.987810</td>\n",
              "      <td>0.242370</td>\n",
              "      <td>0.362940</td>\n",
              "      <td>0.226100</td>\n",
              "      <td>0.345910</td>\n",
              "      <td>0.134010</td>\n",
              "      <td>0.41069</td>\n",
              "      <td>0.58933</td>\n",
              "      <td>0.892750</td>\n",
              "      <td>0.70348</td>\n",
              "      <td>0.715340</td>\n",
              "      <td>0.198450</td>\n",
              "      <td>0.31288</td>\n",
              "      <td>0.099705</td>\n",
              "      <td>0.82134</td>\n",
              "      <td>0.71902</td>\n",
              "      <td>2.2495</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>499</th>\n",
              "      <td>0.46955</td>\n",
              "      <td>0.337400</td>\n",
              "      <td>0.58504</td>\n",
              "      <td>0.460880</td>\n",
              "      <td>0.389140</td>\n",
              "      <td>0.965600</td>\n",
              "      <td>0.82079</td>\n",
              "      <td>0.64068</td>\n",
              "      <td>0.108330</td>\n",
              "      <td>0.94195</td>\n",
              "      <td>0.65551</td>\n",
              "      <td>0.95865</td>\n",
              "      <td>0.56100</td>\n",
              "      <td>0.613740</td>\n",
              "      <td>0.28715</td>\n",
              "      <td>0.752510</td>\n",
              "      <td>0.594480</td>\n",
              "      <td>0.195210</td>\n",
              "      <td>0.70585</td>\n",
              "      <td>0.99165</td>\n",
              "      <td>0.35410</td>\n",
              "      <td>0.39951</td>\n",
              "      <td>0.25654</td>\n",
              "      <td>0.271080</td>\n",
              "      <td>0.294510</td>\n",
              "      <td>0.290250</td>\n",
              "      <td>0.574140</td>\n",
              "      <td>0.693300</td>\n",
              "      <td>0.065522</td>\n",
              "      <td>0.015813</td>\n",
              "      <td>0.411790</td>\n",
              "      <td>0.202660</td>\n",
              "      <td>0.383390</td>\n",
              "      <td>0.877350</td>\n",
              "      <td>0.84390</td>\n",
              "      <td>0.897490</td>\n",
              "      <td>0.50105</td>\n",
              "      <td>0.81178</td>\n",
              "      <td>0.40644</td>\n",
              "      <td>0.49306</td>\n",
              "      <td>...</td>\n",
              "      <td>0.78065</td>\n",
              "      <td>0.069315</td>\n",
              "      <td>0.68830</td>\n",
              "      <td>0.096306</td>\n",
              "      <td>0.88565</td>\n",
              "      <td>0.35131</td>\n",
              "      <td>0.78414</td>\n",
              "      <td>0.16361</td>\n",
              "      <td>0.656020</td>\n",
              "      <td>0.66019</td>\n",
              "      <td>0.045424</td>\n",
              "      <td>0.92205</td>\n",
              "      <td>0.22725</td>\n",
              "      <td>0.570700</td>\n",
              "      <td>0.478760</td>\n",
              "      <td>0.35217</td>\n",
              "      <td>0.927780</td>\n",
              "      <td>0.473570</td>\n",
              "      <td>0.21919</td>\n",
              "      <td>0.52232</td>\n",
              "      <td>0.37608</td>\n",
              "      <td>0.176480</td>\n",
              "      <td>0.816020</td>\n",
              "      <td>0.525060</td>\n",
              "      <td>0.228780</td>\n",
              "      <td>0.325330</td>\n",
              "      <td>0.785440</td>\n",
              "      <td>0.553360</td>\n",
              "      <td>0.885780</td>\n",
              "      <td>0.64214</td>\n",
              "      <td>0.10324</td>\n",
              "      <td>0.503950</td>\n",
              "      <td>0.10349</td>\n",
              "      <td>0.023850</td>\n",
              "      <td>0.165970</td>\n",
              "      <td>0.78500</td>\n",
              "      <td>0.200490</td>\n",
              "      <td>0.68189</td>\n",
              "      <td>0.49566</td>\n",
              "      <td>2.6856</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>500 rows × 101 columns</p>\n",
              "</div>"
            ],
            "text/plain": [
              "         0         1        2         3    ...       97       98       99      100\n",
              "0    0.21302  0.446210  0.51432  0.219750  ...  0.904910  0.91718  0.68321  2.0121\n",
              "1    0.32563  0.703990  0.31970  0.045240  ...  0.421340  0.90906  0.61539  1.8164\n",
              "2    0.49539  0.623570  0.58121  0.879160  ...  0.467410  0.67303  0.60459  1.6435\n",
              "3    0.88875  0.013187  0.87982  0.858160  ...  0.611160  0.58514  0.41724  2.7451\n",
              "4    0.15178  0.540760  0.26896  0.006752  ...  0.535350  0.91872  0.16801  1.8932\n",
              "..       ...       ...      ...       ...  ...       ...      ...      ...     ...\n",
              "495  0.10578  0.870530  0.66376  0.570310  ...  0.506790  0.60808  0.61612  2.2680\n",
              "496  0.36756  0.673490  0.54089  0.932350  ...  0.716250  0.43949  0.79699  2.8274\n",
              "497  0.24582  0.320620  0.79933  0.743320  ...  0.447860  0.78741  0.11548  2.8058\n",
              "498  0.31768  0.937750  0.91269  0.840630  ...  0.099705  0.82134  0.71902  2.2495\n",
              "499  0.46955  0.337400  0.58504  0.460880  ...  0.200490  0.68189  0.49566  2.6856\n",
              "\n",
              "[500 rows x 101 columns]"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 367
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "gYg-3a1HnCKK",
        "outputId": "6afb8f48-f753-4d25-f0e4-b33d33652e9c"
      },
      "source": [
        "df_test=data_test.values.tolist()\n",
        "Zt=np.array(df_test)\n",
        "ytest=Zt[:,-1]\n",
        "Xtest=np.delete(Zt, -1, axis=1)\n",
        "n_t,d=np.shape(Xtest)\n",
        "print (n_t,d)"
      ],
      "execution_count": 368,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "500 100\n"
          ],
          "name": "stdout"
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "mdMe8BgGnTxO"
      },
      "source": [
        "ypred_r=np.matmul(Xtest,WR)\n",
        "ypred_ml=np.matmul(Xtest,Wml)"
      ],
      "execution_count": 369,
      "outputs": []
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Rz2hf1vMsHRR",
        "outputId": "53facccb-43d7-46fd-8af9-f7341225fd30"
      },
      "source": [
        "test_error_ml=0\n",
        "for i in range(n_t):\n",
        "  test_error_ml+=(pow((ytest[i]-ypred_ml[i]),2))\n",
        "MSE_ML=test_error_ml/n_t\n",
        "MSE_ML"
      ],
      "execution_count": 370,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0.37072731116979263"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 370
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "BJ1-qX51uAI8",
        "outputId": "e9eccf83-4318-4e85-aaf2-c9aec6fa4944"
      },
      "source": [
        "test_error_r=0\n",
        "for i in range(n_t):\n",
        "  test_error_r+=(pow((ytest[i]-ypred_r[i]),2))\n",
        "MSE_RR=test_error/n_t\n",
        "MSE_RR"
      ],
      "execution_count": 371,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "0.2762852724951693"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 371
        }
      ]
    }
  ]
}