From fa63e1bbefbcecf2a1bb1adc613a4e943d864921 Mon Sep 17 00:00:00 2001
From: bitan2988 <43179424+bitan2988@users.noreply.github.com>
Date: Sat, 13 Oct 2018 07:56:24 +0530
Subject: [PATCH] Created using Colaboratory

---
 bitan2988.ipynb | 6961 ++++++++++++++++++++++++++++++++++++++++++++++-
 1 file changed, 6931 insertions(+), 30 deletions(-)

diff --git a/bitan2988.ipynb b/bitan2988.ipynb
index 9e2543a..97572a0 100644
--- a/bitan2988.ipynb
+++ b/bitan2988.ipynb
@@ -1,32 +1,6933 @@
 {
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3",
-   "language": "python",
-   "name": "python3"
+  "nbformat": 4,
+  "nbformat_minor": 0,
+  "metadata": {
+    "colab": {
+      "name": "bitan2988.ipynb",
+      "version": "0.3.2",
+      "provenance": [],
+      "include_colab_link": true
+    },
+    "kernelspec": {
+      "display_name": "Python 3",
+      "language": "python",
+      "name": "python3"
+    }
   },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.5.2"
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
+  "cells": [
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "view-in-github",
+        "colab_type": "text"
+      },
+      "source": [
+        "[View in Colaboratory](https://colab.research.google.com/github/bitan2988/Assignment-3/blob/bitan2988/bitan2988.ipynb)"
+      ]
+    },
+    {
+      "metadata": {
+        "id": "wPiZQub51D_g",
+        "colab_type": "code",
+        "colab": {}
+      },
+      "cell_type": "code",
+      "source": [
+        "import pandas as pd\n",
+        "import numpy as np"
+      ],
+      "execution_count": 0,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "id": "XQKSzGq93j2U",
+        "colab_type": "code",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 195
+        },
+        "outputId": "ba2e456b-f4b0-405e-ed69-fca282705226"
+      },
+      "cell_type": "code",
+      "source": [
+        "csv_url=\"https://archive.ics.uci.edu/ml/machine-learning-databases/wine/wine.data\"\n",
+        "wine_df=pd.read_csv(csv_url)\n",
+        "wine_df.head()\n",
+        "\n",
+        "\n",
+        "\n",
+        "\n"
+      ],
+      "execution_count": 3,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/html": [
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+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.16</td>\n",
+              "      <td>2.36</td>\n",
+              "      <td>2.67</td>\n",
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+              "      <td>3.17</td>\n",
+              "      <td>1185</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.37</td>\n",
+              "      <td>1.95</td>\n",
+              "      <td>2.50</td>\n",
+              "      <td>16.8</td>\n",
+              "      <td>113</td>\n",
+              "      <td>3.85</td>\n",
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+              "      <td>1480</td>\n",
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+              "      <td>2.93</td>\n",
+              "      <td>735</td>\n",
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+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.20</td>\n",
+              "      <td>1.76</td>\n",
+              "      <td>2.45</td>\n",
+              "      <td>15.2</td>\n",
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+              "      <td>1.05</td>\n",
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+              "   1  14.23  1.71  2.43  15.6  127   2.8  3.06   .28  2.29  5.64  1.04  3.92  \\\n",
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+              "\n",
+              "   1065  \n",
+              "0  1050  \n",
+              "1  1185  \n",
+              "2  1480  \n",
+              "3   735  \n",
+              "4  1450  "
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 3
+        }
+      ]
+    },
+    {
+      "metadata": {
+        "id": "FfclW8Ij3j_v",
+        "colab_type": "code",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 195
+        },
+        "outputId": "be913fee-2877-48b8-9d6e-1d51b8d937b9"
+      },
+      "cell_type": "code",
+      "source": [
+        "wine_df.head(n=5)"
+      ],
+      "execution_count": 3,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/html": [
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+              "    .dataframe tbody tr th:only-of-type {\n",
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+              "      <th>15.6</th>\n",
+              "      <th>127</th>\n",
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+              "      <th>3.92</th>\n",
+              "      <th>1065</th>\n",
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+              "      <td>14.37</td>\n",
+              "      <td>1.95</td>\n",
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+              "      <td>3.45</td>\n",
+              "      <td>1480</td>\n",
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+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.24</td>\n",
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+              "      <td>4.32</td>\n",
+              "      <td>1.04</td>\n",
+              "      <td>2.93</td>\n",
+              "      <td>735</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.20</td>\n",
+              "      <td>1.76</td>\n",
+              "      <td>2.45</td>\n",
+              "      <td>15.2</td>\n",
+              "      <td>112</td>\n",
+              "      <td>3.27</td>\n",
+              "      <td>3.39</td>\n",
+              "      <td>0.34</td>\n",
+              "      <td>1.97</td>\n",
+              "      <td>6.75</td>\n",
+              "      <td>1.05</td>\n",
+              "      <td>2.85</td>\n",
+              "      <td>1450</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "   1  14.23  1.71  2.43  15.6  127   2.8  3.06   .28  2.29  5.64  1.04  3.92  \\\n",
+              "0  1  13.20  1.78  2.14  11.2  100  2.65  2.76  0.26  1.28  4.38  1.05  3.40   \n",
+              "1  1  13.16  2.36  2.67  18.6  101  2.80  3.24  0.30  2.81  5.68  1.03  3.17   \n",
+              "2  1  14.37  1.95  2.50  16.8  113  3.85  3.49  0.24  2.18  7.80  0.86  3.45   \n",
+              "3  1  13.24  2.59  2.87  21.0  118  2.80  2.69  0.39  1.82  4.32  1.04  2.93   \n",
+              "4  1  14.20  1.76  2.45  15.2  112  3.27  3.39  0.34  1.97  6.75  1.05  2.85   \n",
+              "\n",
+              "   1065  \n",
+              "0  1050  \n",
+              "1  1185  \n",
+              "2  1480  \n",
+              "3   735  \n",
+              "4  1450  "
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 3
+        }
+      ]
+    },
+    {
+      "metadata": {
+        "id": "kU3mizLI3kF4",
+        "colab_type": "code",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 1882
+        },
+        "outputId": "620c6e2b-6a17-4ce2-b981-a22ee55c014d"
+      },
+      "cell_type": "code",
+      "source": [
+        "wine_df_copy=wine_df.copy(deep=True)\n",
+        "#wine_df_copy\n",
+        "\n",
+        "for i in range (1,100):\n",
+        "  if i%2 == 0:\n",
+        "    wine_df_copy.drop(wine_df_copy.index[i])\n",
+        "    \n",
+        "  i += 1\n",
+        "  \n",
+        "wine_df_copy\n"
+      ],
+      "execution_count": 11,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
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+              "      <th>15.6</th>\n",
+              "      <th>127</th>\n",
+              "      <th>2.8</th>\n",
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+              "      <th>2.29</th>\n",
+              "      <th>5.64</th>\n",
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+              "      <th>3.92</th>\n",
+              "      <th>1065</th>\n",
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+              "      <td>13.20</td>\n",
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+              "      <td>1050</td>\n",
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+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.16</td>\n",
+              "      <td>2.36</td>\n",
+              "      <td>2.67</td>\n",
+              "      <td>18.6</td>\n",
+              "      <td>101</td>\n",
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+              "      <td>5.680000</td>\n",
+              "      <td>1.03</td>\n",
+              "      <td>3.17</td>\n",
+              "      <td>1185</td>\n",
+              "    </tr>\n",
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+              "      <th>2</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.37</td>\n",
+              "      <td>1.95</td>\n",
+              "      <td>2.50</td>\n",
+              "      <td>16.8</td>\n",
+              "      <td>113</td>\n",
+              "      <td>3.85</td>\n",
+              "      <td>3.49</td>\n",
+              "      <td>0.24</td>\n",
+              "      <td>2.18</td>\n",
+              "      <td>7.800000</td>\n",
+              "      <td>0.86</td>\n",
+              "      <td>3.45</td>\n",
+              "      <td>1480</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.24</td>\n",
+              "      <td>2.59</td>\n",
+              "      <td>2.87</td>\n",
+              "      <td>21.0</td>\n",
+              "      <td>118</td>\n",
+              "      <td>2.80</td>\n",
+              "      <td>2.69</td>\n",
+              "      <td>0.39</td>\n",
+              "      <td>1.82</td>\n",
+              "      <td>4.320000</td>\n",
+              "      <td>1.04</td>\n",
+              "      <td>2.93</td>\n",
+              "      <td>735</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.20</td>\n",
+              "      <td>1.76</td>\n",
+              "      <td>2.45</td>\n",
+              "      <td>15.2</td>\n",
+              "      <td>112</td>\n",
+              "      <td>3.27</td>\n",
+              "      <td>3.39</td>\n",
+              "      <td>0.34</td>\n",
+              "      <td>1.97</td>\n",
+              "      <td>6.750000</td>\n",
+              "      <td>1.05</td>\n",
+              "      <td>2.85</td>\n",
+              "      <td>1450</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>5</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.39</td>\n",
+              "      <td>1.87</td>\n",
+              "      <td>2.45</td>\n",
+              "      <td>14.6</td>\n",
+              "      <td>96</td>\n",
+              "      <td>2.50</td>\n",
+              "      <td>2.52</td>\n",
+              "      <td>0.30</td>\n",
+              "      <td>1.98</td>\n",
+              "      <td>5.250000</td>\n",
+              "      <td>1.02</td>\n",
+              "      <td>3.58</td>\n",
+              "      <td>1290</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>6</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.06</td>\n",
+              "      <td>2.15</td>\n",
+              "      <td>2.61</td>\n",
+              "      <td>17.6</td>\n",
+              "      <td>121</td>\n",
+              "      <td>2.60</td>\n",
+              "      <td>2.51</td>\n",
+              "      <td>0.31</td>\n",
+              "      <td>1.25</td>\n",
+              "      <td>5.050000</td>\n",
+              "      <td>1.06</td>\n",
+              "      <td>3.58</td>\n",
+              "      <td>1295</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>7</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.83</td>\n",
+              "      <td>1.64</td>\n",
+              "      <td>2.17</td>\n",
+              "      <td>14.0</td>\n",
+              "      <td>97</td>\n",
+              "      <td>2.80</td>\n",
+              "      <td>2.98</td>\n",
+              "      <td>0.29</td>\n",
+              "      <td>1.98</td>\n",
+              "      <td>5.200000</td>\n",
+              "      <td>1.08</td>\n",
+              "      <td>2.85</td>\n",
+              "      <td>1045</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>8</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.86</td>\n",
+              "      <td>1.35</td>\n",
+              "      <td>2.27</td>\n",
+              "      <td>16.0</td>\n",
+              "      <td>98</td>\n",
+              "      <td>2.98</td>\n",
+              "      <td>3.15</td>\n",
+              "      <td>0.22</td>\n",
+              "      <td>1.85</td>\n",
+              "      <td>7.220000</td>\n",
+              "      <td>1.01</td>\n",
+              "      <td>3.55</td>\n",
+              "      <td>1045</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>9</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.10</td>\n",
+              "      <td>2.16</td>\n",
+              "      <td>2.30</td>\n",
+              "      <td>18.0</td>\n",
+              "      <td>105</td>\n",
+              "      <td>2.95</td>\n",
+              "      <td>3.32</td>\n",
+              "      <td>0.22</td>\n",
+              "      <td>2.38</td>\n",
+              "      <td>5.750000</td>\n",
+              "      <td>1.25</td>\n",
+              "      <td>3.17</td>\n",
+              "      <td>1510</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>10</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.12</td>\n",
+              "      <td>1.48</td>\n",
+              "      <td>2.32</td>\n",
+              "      <td>16.8</td>\n",
+              "      <td>95</td>\n",
+              "      <td>2.20</td>\n",
+              "      <td>2.43</td>\n",
+              "      <td>0.26</td>\n",
+              "      <td>1.57</td>\n",
+              "      <td>5.000000</td>\n",
+              "      <td>1.17</td>\n",
+              "      <td>2.82</td>\n",
+              "      <td>1280</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>11</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.75</td>\n",
+              "      <td>1.73</td>\n",
+              "      <td>2.41</td>\n",
+              "      <td>16.0</td>\n",
+              "      <td>89</td>\n",
+              "      <td>2.60</td>\n",
+              "      <td>2.76</td>\n",
+              "      <td>0.29</td>\n",
+              "      <td>1.81</td>\n",
+              "      <td>5.600000</td>\n",
+              "      <td>1.15</td>\n",
+              "      <td>2.90</td>\n",
+              "      <td>1320</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>12</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.75</td>\n",
+              "      <td>1.73</td>\n",
+              "      <td>2.39</td>\n",
+              "      <td>11.4</td>\n",
+              "      <td>91</td>\n",
+              "      <td>3.10</td>\n",
+              "      <td>3.69</td>\n",
+              "      <td>0.43</td>\n",
+              "      <td>2.81</td>\n",
+              "      <td>5.400000</td>\n",
+              "      <td>1.25</td>\n",
+              "      <td>2.73</td>\n",
+              "      <td>1150</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>13</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.38</td>\n",
+              "      <td>1.87</td>\n",
+              "      <td>2.38</td>\n",
+              "      <td>12.0</td>\n",
+              "      <td>102</td>\n",
+              "      <td>3.30</td>\n",
+              "      <td>3.64</td>\n",
+              "      <td>0.29</td>\n",
+              "      <td>2.96</td>\n",
+              "      <td>7.500000</td>\n",
+              "      <td>1.20</td>\n",
+              "      <td>3.00</td>\n",
+              "      <td>1547</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>14</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.63</td>\n",
+              "      <td>1.81</td>\n",
+              "      <td>2.70</td>\n",
+              "      <td>17.2</td>\n",
+              "      <td>112</td>\n",
+              "      <td>2.85</td>\n",
+              "      <td>2.91</td>\n",
+              "      <td>0.30</td>\n",
+              "      <td>1.46</td>\n",
+              "      <td>7.300000</td>\n",
+              "      <td>1.28</td>\n",
+              "      <td>2.88</td>\n",
+              "      <td>1310</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>15</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.30</td>\n",
+              "      <td>1.92</td>\n",
+              "      <td>2.72</td>\n",
+              "      <td>20.0</td>\n",
+              "      <td>120</td>\n",
+              "      <td>2.80</td>\n",
+              "      <td>3.14</td>\n",
+              "      <td>0.33</td>\n",
+              "      <td>1.97</td>\n",
+              "      <td>6.200000</td>\n",
+              "      <td>1.07</td>\n",
+              "      <td>2.65</td>\n",
+              "      <td>1280</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>16</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.83</td>\n",
+              "      <td>1.57</td>\n",
+              "      <td>2.62</td>\n",
+              "      <td>20.0</td>\n",
+              "      <td>115</td>\n",
+              "      <td>2.95</td>\n",
+              "      <td>3.40</td>\n",
+              "      <td>0.40</td>\n",
+              "      <td>1.72</td>\n",
+              "      <td>6.600000</td>\n",
+              "      <td>1.13</td>\n",
+              "      <td>2.57</td>\n",
+              "      <td>1130</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>17</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.19</td>\n",
+              "      <td>1.59</td>\n",
+              "      <td>2.48</td>\n",
+              "      <td>16.5</td>\n",
+              "      <td>108</td>\n",
+              "      <td>3.30</td>\n",
+              "      <td>3.93</td>\n",
+              "      <td>0.32</td>\n",
+              "      <td>1.86</td>\n",
+              "      <td>8.700000</td>\n",
+              "      <td>1.23</td>\n",
+              "      <td>2.82</td>\n",
+              "      <td>1680</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>18</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.64</td>\n",
+              "      <td>3.10</td>\n",
+              "      <td>2.56</td>\n",
+              "      <td>15.2</td>\n",
+              "      <td>116</td>\n",
+              "      <td>2.70</td>\n",
+              "      <td>3.03</td>\n",
+              "      <td>0.17</td>\n",
+              "      <td>1.66</td>\n",
+              "      <td>5.100000</td>\n",
+              "      <td>0.96</td>\n",
+              "      <td>3.36</td>\n",
+              "      <td>845</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>19</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.06</td>\n",
+              "      <td>1.63</td>\n",
+              "      <td>2.28</td>\n",
+              "      <td>16.0</td>\n",
+              "      <td>126</td>\n",
+              "      <td>3.00</td>\n",
+              "      <td>3.17</td>\n",
+              "      <td>0.24</td>\n",
+              "      <td>2.10</td>\n",
+              "      <td>5.650000</td>\n",
+              "      <td>1.09</td>\n",
+              "      <td>3.71</td>\n",
+              "      <td>780</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>20</th>\n",
+              "      <td>1</td>\n",
+              "      <td>12.93</td>\n",
+              "      <td>3.80</td>\n",
+              "      <td>2.65</td>\n",
+              "      <td>18.6</td>\n",
+              "      <td>102</td>\n",
+              "      <td>2.41</td>\n",
+              "      <td>2.41</td>\n",
+              "      <td>0.25</td>\n",
+              "      <td>1.98</td>\n",
+              "      <td>4.500000</td>\n",
+              "      <td>1.03</td>\n",
+              "      <td>3.52</td>\n",
+              "      <td>770</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>21</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.71</td>\n",
+              "      <td>1.86</td>\n",
+              "      <td>2.36</td>\n",
+              "      <td>16.6</td>\n",
+              "      <td>101</td>\n",
+              "      <td>2.61</td>\n",
+              "      <td>2.88</td>\n",
+              "      <td>0.27</td>\n",
+              "      <td>1.69</td>\n",
+              "      <td>3.800000</td>\n",
+              "      <td>1.11</td>\n",
+              "      <td>4.00</td>\n",
+              "      <td>1035</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>22</th>\n",
+              "      <td>1</td>\n",
+              "      <td>12.85</td>\n",
+              "      <td>1.60</td>\n",
+              "      <td>2.52</td>\n",
+              "      <td>17.8</td>\n",
+              "      <td>95</td>\n",
+              "      <td>2.48</td>\n",
+              "      <td>2.37</td>\n",
+              "      <td>0.26</td>\n",
+              "      <td>1.46</td>\n",
+              "      <td>3.930000</td>\n",
+              "      <td>1.09</td>\n",
+              "      <td>3.63</td>\n",
+              "      <td>1015</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>23</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.50</td>\n",
+              "      <td>1.81</td>\n",
+              "      <td>2.61</td>\n",
+              "      <td>20.0</td>\n",
+              "      <td>96</td>\n",
+              "      <td>2.53</td>\n",
+              "      <td>2.61</td>\n",
+              "      <td>0.28</td>\n",
+              "      <td>1.66</td>\n",
+              "      <td>3.520000</td>\n",
+              "      <td>1.12</td>\n",
+              "      <td>3.82</td>\n",
+              "      <td>845</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>24</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.05</td>\n",
+              "      <td>2.05</td>\n",
+              "      <td>3.22</td>\n",
+              "      <td>25.0</td>\n",
+              "      <td>124</td>\n",
+              "      <td>2.63</td>\n",
+              "      <td>2.68</td>\n",
+              "      <td>0.47</td>\n",
+              "      <td>1.92</td>\n",
+              "      <td>3.580000</td>\n",
+              "      <td>1.13</td>\n",
+              "      <td>3.20</td>\n",
+              "      <td>830</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>25</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.39</td>\n",
+              "      <td>1.77</td>\n",
+              "      <td>2.62</td>\n",
+              "      <td>16.1</td>\n",
+              "      <td>93</td>\n",
+              "      <td>2.85</td>\n",
+              "      <td>2.94</td>\n",
+              "      <td>0.34</td>\n",
+              "      <td>1.45</td>\n",
+              "      <td>4.800000</td>\n",
+              "      <td>0.92</td>\n",
+              "      <td>3.22</td>\n",
+              "      <td>1195</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>26</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.30</td>\n",
+              "      <td>1.72</td>\n",
+              "      <td>2.14</td>\n",
+              "      <td>17.0</td>\n",
+              "      <td>94</td>\n",
+              "      <td>2.40</td>\n",
+              "      <td>2.19</td>\n",
+              "      <td>0.27</td>\n",
+              "      <td>1.35</td>\n",
+              "      <td>3.950000</td>\n",
+              "      <td>1.02</td>\n",
+              "      <td>2.77</td>\n",
+              "      <td>1285</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>27</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.87</td>\n",
+              "      <td>1.90</td>\n",
+              "      <td>2.80</td>\n",
+              "      <td>19.4</td>\n",
+              "      <td>107</td>\n",
+              "      <td>2.95</td>\n",
+              "      <td>2.97</td>\n",
+              "      <td>0.37</td>\n",
+              "      <td>1.76</td>\n",
+              "      <td>4.500000</td>\n",
+              "      <td>1.25</td>\n",
+              "      <td>3.40</td>\n",
+              "      <td>915</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>28</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.02</td>\n",
+              "      <td>1.68</td>\n",
+              "      <td>2.21</td>\n",
+              "      <td>16.0</td>\n",
+              "      <td>96</td>\n",
+              "      <td>2.65</td>\n",
+              "      <td>2.33</td>\n",
+              "      <td>0.26</td>\n",
+              "      <td>1.98</td>\n",
+              "      <td>4.700000</td>\n",
+              "      <td>1.04</td>\n",
+              "      <td>3.59</td>\n",
+              "      <td>1035</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>29</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.73</td>\n",
+              "      <td>1.50</td>\n",
+              "      <td>2.70</td>\n",
+              "      <td>22.5</td>\n",
+              "      <td>101</td>\n",
+              "      <td>3.00</td>\n",
+              "      <td>3.25</td>\n",
+              "      <td>0.29</td>\n",
+              "      <td>2.38</td>\n",
+              "      <td>5.700000</td>\n",
+              "      <td>1.19</td>\n",
+              "      <td>2.71</td>\n",
+              "      <td>1285</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",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>147</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.32</td>\n",
+              "      <td>3.24</td>\n",
+              "      <td>2.38</td>\n",
+              "      <td>21.5</td>\n",
+              "      <td>92</td>\n",
+              "      <td>1.93</td>\n",
+              "      <td>0.76</td>\n",
+              "      <td>0.45</td>\n",
+              "      <td>1.25</td>\n",
+              "      <td>8.420000</td>\n",
+              "      <td>0.55</td>\n",
+              "      <td>1.62</td>\n",
+              "      <td>650</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>148</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.08</td>\n",
+              "      <td>3.90</td>\n",
+              "      <td>2.36</td>\n",
+              "      <td>21.5</td>\n",
+              "      <td>113</td>\n",
+              "      <td>1.41</td>\n",
+              "      <td>1.39</td>\n",
+              "      <td>0.34</td>\n",
+              "      <td>1.14</td>\n",
+              "      <td>9.400000</td>\n",
+              "      <td>0.57</td>\n",
+              "      <td>1.33</td>\n",
+              "      <td>550</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>149</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.50</td>\n",
+              "      <td>3.12</td>\n",
+              "      <td>2.62</td>\n",
+              "      <td>24.0</td>\n",
+              "      <td>123</td>\n",
+              "      <td>1.40</td>\n",
+              "      <td>1.57</td>\n",
+              "      <td>0.22</td>\n",
+              "      <td>1.25</td>\n",
+              "      <td>8.600000</td>\n",
+              "      <td>0.59</td>\n",
+              "      <td>1.30</td>\n",
+              "      <td>500</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>150</th>\n",
+              "      <td>3</td>\n",
+              "      <td>12.79</td>\n",
+              "      <td>2.67</td>\n",
+              "      <td>2.48</td>\n",
+              "      <td>22.0</td>\n",
+              "      <td>112</td>\n",
+              "      <td>1.48</td>\n",
+              "      <td>1.36</td>\n",
+              "      <td>0.24</td>\n",
+              "      <td>1.26</td>\n",
+              "      <td>10.800000</td>\n",
+              "      <td>0.48</td>\n",
+              "      <td>1.47</td>\n",
+              "      <td>480</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>151</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.11</td>\n",
+              "      <td>1.90</td>\n",
+              "      <td>2.75</td>\n",
+              "      <td>25.5</td>\n",
+              "      <td>116</td>\n",
+              "      <td>2.20</td>\n",
+              "      <td>1.28</td>\n",
+              "      <td>0.26</td>\n",
+              "      <td>1.56</td>\n",
+              "      <td>7.100000</td>\n",
+              "      <td>0.61</td>\n",
+              "      <td>1.33</td>\n",
+              "      <td>425</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>152</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.23</td>\n",
+              "      <td>3.30</td>\n",
+              "      <td>2.28</td>\n",
+              "      <td>18.5</td>\n",
+              "      <td>98</td>\n",
+              "      <td>1.80</td>\n",
+              "      <td>0.83</td>\n",
+              "      <td>0.61</td>\n",
+              "      <td>1.87</td>\n",
+              "      <td>10.520000</td>\n",
+              "      <td>0.56</td>\n",
+              "      <td>1.51</td>\n",
+              "      <td>675</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>153</th>\n",
+              "      <td>3</td>\n",
+              "      <td>12.58</td>\n",
+              "      <td>1.29</td>\n",
+              "      <td>2.10</td>\n",
+              "      <td>20.0</td>\n",
+              "      <td>103</td>\n",
+              "      <td>1.48</td>\n",
+              "      <td>0.58</td>\n",
+              "      <td>0.53</td>\n",
+              "      <td>1.40</td>\n",
+              "      <td>7.600000</td>\n",
+              "      <td>0.58</td>\n",
+              "      <td>1.55</td>\n",
+              "      <td>640</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>154</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.17</td>\n",
+              "      <td>5.19</td>\n",
+              "      <td>2.32</td>\n",
+              "      <td>22.0</td>\n",
+              "      <td>93</td>\n",
+              "      <td>1.74</td>\n",
+              "      <td>0.63</td>\n",
+              "      <td>0.61</td>\n",
+              "      <td>1.55</td>\n",
+              "      <td>7.900000</td>\n",
+              "      <td>0.60</td>\n",
+              "      <td>1.48</td>\n",
+              "      <td>725</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>155</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.84</td>\n",
+              "      <td>4.12</td>\n",
+              "      <td>2.38</td>\n",
+              "      <td>19.5</td>\n",
+              "      <td>89</td>\n",
+              "      <td>1.80</td>\n",
+              "      <td>0.83</td>\n",
+              "      <td>0.48</td>\n",
+              "      <td>1.56</td>\n",
+              "      <td>9.010000</td>\n",
+              "      <td>0.57</td>\n",
+              "      <td>1.64</td>\n",
+              "      <td>480</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>156</th>\n",
+              "      <td>3</td>\n",
+              "      <td>12.45</td>\n",
+              "      <td>3.03</td>\n",
+              "      <td>2.64</td>\n",
+              "      <td>27.0</td>\n",
+              "      <td>97</td>\n",
+              "      <td>1.90</td>\n",
+              "      <td>0.58</td>\n",
+              "      <td>0.63</td>\n",
+              "      <td>1.14</td>\n",
+              "      <td>7.500000</td>\n",
+              "      <td>0.67</td>\n",
+              "      <td>1.73</td>\n",
+              "      <td>880</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>157</th>\n",
+              "      <td>3</td>\n",
+              "      <td>14.34</td>\n",
+              "      <td>1.68</td>\n",
+              "      <td>2.70</td>\n",
+              "      <td>25.0</td>\n",
+              "      <td>98</td>\n",
+              "      <td>2.80</td>\n",
+              "      <td>1.31</td>\n",
+              "      <td>0.53</td>\n",
+              "      <td>2.70</td>\n",
+              "      <td>13.000000</td>\n",
+              "      <td>0.57</td>\n",
+              "      <td>1.96</td>\n",
+              "      <td>660</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>158</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.48</td>\n",
+              "      <td>1.67</td>\n",
+              "      <td>2.64</td>\n",
+              "      <td>22.5</td>\n",
+              "      <td>89</td>\n",
+              "      <td>2.60</td>\n",
+              "      <td>1.10</td>\n",
+              "      <td>0.52</td>\n",
+              "      <td>2.29</td>\n",
+              "      <td>11.750000</td>\n",
+              "      <td>0.57</td>\n",
+              "      <td>1.78</td>\n",
+              "      <td>620</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>159</th>\n",
+              "      <td>3</td>\n",
+              "      <td>12.36</td>\n",
+              "      <td>3.83</td>\n",
+              "      <td>2.38</td>\n",
+              "      <td>21.0</td>\n",
+              "      <td>88</td>\n",
+              "      <td>2.30</td>\n",
+              "      <td>0.92</td>\n",
+              "      <td>0.50</td>\n",
+              "      <td>1.04</td>\n",
+              "      <td>7.650000</td>\n",
+              "      <td>0.56</td>\n",
+              "      <td>1.58</td>\n",
+              "      <td>520</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>160</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.69</td>\n",
+              "      <td>3.26</td>\n",
+              "      <td>2.54</td>\n",
+              "      <td>20.0</td>\n",
+              "      <td>107</td>\n",
+              "      <td>1.83</td>\n",
+              "      <td>0.56</td>\n",
+              "      <td>0.50</td>\n",
+              "      <td>0.80</td>\n",
+              "      <td>5.880000</td>\n",
+              "      <td>0.96</td>\n",
+              "      <td>1.82</td>\n",
+              "      <td>680</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>161</th>\n",
+              "      <td>3</td>\n",
+              "      <td>12.85</td>\n",
+              "      <td>3.27</td>\n",
+              "      <td>2.58</td>\n",
+              "      <td>22.0</td>\n",
+              "      <td>106</td>\n",
+              "      <td>1.65</td>\n",
+              "      <td>0.60</td>\n",
+              "      <td>0.60</td>\n",
+              "      <td>0.96</td>\n",
+              "      <td>5.580000</td>\n",
+              "      <td>0.87</td>\n",
+              "      <td>2.11</td>\n",
+              "      <td>570</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>162</th>\n",
+              "      <td>3</td>\n",
+              "      <td>12.96</td>\n",
+              "      <td>3.45</td>\n",
+              "      <td>2.35</td>\n",
+              "      <td>18.5</td>\n",
+              "      <td>106</td>\n",
+              "      <td>1.39</td>\n",
+              "      <td>0.70</td>\n",
+              "      <td>0.40</td>\n",
+              "      <td>0.94</td>\n",
+              "      <td>5.280000</td>\n",
+              "      <td>0.68</td>\n",
+              "      <td>1.75</td>\n",
+              "      <td>675</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>163</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.78</td>\n",
+              "      <td>2.76</td>\n",
+              "      <td>2.30</td>\n",
+              "      <td>22.0</td>\n",
+              "      <td>90</td>\n",
+              "      <td>1.35</td>\n",
+              "      <td>0.68</td>\n",
+              "      <td>0.41</td>\n",
+              "      <td>1.03</td>\n",
+              "      <td>9.580000</td>\n",
+              "      <td>0.70</td>\n",
+              "      <td>1.68</td>\n",
+              "      <td>615</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>164</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.73</td>\n",
+              "      <td>4.36</td>\n",
+              "      <td>2.26</td>\n",
+              "      <td>22.5</td>\n",
+              "      <td>88</td>\n",
+              "      <td>1.28</td>\n",
+              "      <td>0.47</td>\n",
+              "      <td>0.52</td>\n",
+              "      <td>1.15</td>\n",
+              "      <td>6.620000</td>\n",
+              "      <td>0.78</td>\n",
+              "      <td>1.75</td>\n",
+              "      <td>520</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>165</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.45</td>\n",
+              "      <td>3.70</td>\n",
+              "      <td>2.60</td>\n",
+              "      <td>23.0</td>\n",
+              "      <td>111</td>\n",
+              "      <td>1.70</td>\n",
+              "      <td>0.92</td>\n",
+              "      <td>0.43</td>\n",
+              "      <td>1.46</td>\n",
+              "      <td>10.680000</td>\n",
+              "      <td>0.85</td>\n",
+              "      <td>1.56</td>\n",
+              "      <td>695</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>166</th>\n",
+              "      <td>3</td>\n",
+              "      <td>12.82</td>\n",
+              "      <td>3.37</td>\n",
+              "      <td>2.30</td>\n",
+              "      <td>19.5</td>\n",
+              "      <td>88</td>\n",
+              "      <td>1.48</td>\n",
+              "      <td>0.66</td>\n",
+              "      <td>0.40</td>\n",
+              "      <td>0.97</td>\n",
+              "      <td>10.260000</td>\n",
+              "      <td>0.72</td>\n",
+              "      <td>1.75</td>\n",
+              "      <td>685</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>167</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.58</td>\n",
+              "      <td>2.58</td>\n",
+              "      <td>2.69</td>\n",
+              "      <td>24.5</td>\n",
+              "      <td>105</td>\n",
+              "      <td>1.55</td>\n",
+              "      <td>0.84</td>\n",
+              "      <td>0.39</td>\n",
+              "      <td>1.54</td>\n",
+              "      <td>8.660000</td>\n",
+              "      <td>0.74</td>\n",
+              "      <td>1.80</td>\n",
+              "      <td>750</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>168</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.40</td>\n",
+              "      <td>4.60</td>\n",
+              "      <td>2.86</td>\n",
+              "      <td>25.0</td>\n",
+              "      <td>112</td>\n",
+              "      <td>1.98</td>\n",
+              "      <td>0.96</td>\n",
+              "      <td>0.27</td>\n",
+              "      <td>1.11</td>\n",
+              "      <td>8.500000</td>\n",
+              "      <td>0.67</td>\n",
+              "      <td>1.92</td>\n",
+              "      <td>630</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>169</th>\n",
+              "      <td>3</td>\n",
+              "      <td>12.20</td>\n",
+              "      <td>3.03</td>\n",
+              "      <td>2.32</td>\n",
+              "      <td>19.0</td>\n",
+              "      <td>96</td>\n",
+              "      <td>1.25</td>\n",
+              "      <td>0.49</td>\n",
+              "      <td>0.40</td>\n",
+              "      <td>0.73</td>\n",
+              "      <td>5.500000</td>\n",
+              "      <td>0.66</td>\n",
+              "      <td>1.83</td>\n",
+              "      <td>510</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>170</th>\n",
+              "      <td>3</td>\n",
+              "      <td>12.77</td>\n",
+              "      <td>2.39</td>\n",
+              "      <td>2.28</td>\n",
+              "      <td>19.5</td>\n",
+              "      <td>86</td>\n",
+              "      <td>1.39</td>\n",
+              "      <td>0.51</td>\n",
+              "      <td>0.48</td>\n",
+              "      <td>0.64</td>\n",
+              "      <td>9.899999</td>\n",
+              "      <td>0.57</td>\n",
+              "      <td>1.63</td>\n",
+              "      <td>470</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>171</th>\n",
+              "      <td>3</td>\n",
+              "      <td>14.16</td>\n",
+              "      <td>2.51</td>\n",
+              "      <td>2.48</td>\n",
+              "      <td>20.0</td>\n",
+              "      <td>91</td>\n",
+              "      <td>1.68</td>\n",
+              "      <td>0.70</td>\n",
+              "      <td>0.44</td>\n",
+              "      <td>1.24</td>\n",
+              "      <td>9.700000</td>\n",
+              "      <td>0.62</td>\n",
+              "      <td>1.71</td>\n",
+              "      <td>660</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>172</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.71</td>\n",
+              "      <td>5.65</td>\n",
+              "      <td>2.45</td>\n",
+              "      <td>20.5</td>\n",
+              "      <td>95</td>\n",
+              "      <td>1.68</td>\n",
+              "      <td>0.61</td>\n",
+              "      <td>0.52</td>\n",
+              "      <td>1.06</td>\n",
+              "      <td>7.700000</td>\n",
+              "      <td>0.64</td>\n",
+              "      <td>1.74</td>\n",
+              "      <td>740</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>173</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.40</td>\n",
+              "      <td>3.91</td>\n",
+              "      <td>2.48</td>\n",
+              "      <td>23.0</td>\n",
+              "      <td>102</td>\n",
+              "      <td>1.80</td>\n",
+              "      <td>0.75</td>\n",
+              "      <td>0.43</td>\n",
+              "      <td>1.41</td>\n",
+              "      <td>7.300000</td>\n",
+              "      <td>0.70</td>\n",
+              "      <td>1.56</td>\n",
+              "      <td>750</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>174</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.27</td>\n",
+              "      <td>4.28</td>\n",
+              "      <td>2.26</td>\n",
+              "      <td>20.0</td>\n",
+              "      <td>120</td>\n",
+              "      <td>1.59</td>\n",
+              "      <td>0.69</td>\n",
+              "      <td>0.43</td>\n",
+              "      <td>1.35</td>\n",
+              "      <td>10.200000</td>\n",
+              "      <td>0.59</td>\n",
+              "      <td>1.56</td>\n",
+              "      <td>835</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>175</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.17</td>\n",
+              "      <td>2.59</td>\n",
+              "      <td>2.37</td>\n",
+              "      <td>20.0</td>\n",
+              "      <td>120</td>\n",
+              "      <td>1.65</td>\n",
+              "      <td>0.68</td>\n",
+              "      <td>0.53</td>\n",
+              "      <td>1.46</td>\n",
+              "      <td>9.300000</td>\n",
+              "      <td>0.60</td>\n",
+              "      <td>1.62</td>\n",
+              "      <td>840</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>176</th>\n",
+              "      <td>3</td>\n",
+              "      <td>14.13</td>\n",
+              "      <td>4.10</td>\n",
+              "      <td>2.74</td>\n",
+              "      <td>24.5</td>\n",
+              "      <td>96</td>\n",
+              "      <td>2.05</td>\n",
+              "      <td>0.76</td>\n",
+              "      <td>0.56</td>\n",
+              "      <td>1.35</td>\n",
+              "      <td>9.200000</td>\n",
+              "      <td>0.61</td>\n",
+              "      <td>1.60</td>\n",
+              "      <td>560</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "<p>177 rows × 14 columns</p>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "     1  14.23  1.71  2.43  15.6  127   2.8  3.06   .28  2.29       5.64  1.04  \\\n",
+              "0    1  13.20  1.78  2.14  11.2  100  2.65  2.76  0.26  1.28   4.380000  1.05   \n",
+              "1    1  13.16  2.36  2.67  18.6  101  2.80  3.24  0.30  2.81   5.680000  1.03   \n",
+              "2    1  14.37  1.95  2.50  16.8  113  3.85  3.49  0.24  2.18   7.800000  0.86   \n",
+              "3    1  13.24  2.59  2.87  21.0  118  2.80  2.69  0.39  1.82   4.320000  1.04   \n",
+              "4    1  14.20  1.76  2.45  15.2  112  3.27  3.39  0.34  1.97   6.750000  1.05   \n",
+              "5    1  14.39  1.87  2.45  14.6   96  2.50  2.52  0.30  1.98   5.250000  1.02   \n",
+              "6    1  14.06  2.15  2.61  17.6  121  2.60  2.51  0.31  1.25   5.050000  1.06   \n",
+              "7    1  14.83  1.64  2.17  14.0   97  2.80  2.98  0.29  1.98   5.200000  1.08   \n",
+              "8    1  13.86  1.35  2.27  16.0   98  2.98  3.15  0.22  1.85   7.220000  1.01   \n",
+              "9    1  14.10  2.16  2.30  18.0  105  2.95  3.32  0.22  2.38   5.750000  1.25   \n",
+              "10   1  14.12  1.48  2.32  16.8   95  2.20  2.43  0.26  1.57   5.000000  1.17   \n",
+              "11   1  13.75  1.73  2.41  16.0   89  2.60  2.76  0.29  1.81   5.600000  1.15   \n",
+              "12   1  14.75  1.73  2.39  11.4   91  3.10  3.69  0.43  2.81   5.400000  1.25   \n",
+              "13   1  14.38  1.87  2.38  12.0  102  3.30  3.64  0.29  2.96   7.500000  1.20   \n",
+              "14   1  13.63  1.81  2.70  17.2  112  2.85  2.91  0.30  1.46   7.300000  1.28   \n",
+              "15   1  14.30  1.92  2.72  20.0  120  2.80  3.14  0.33  1.97   6.200000  1.07   \n",
+              "16   1  13.83  1.57  2.62  20.0  115  2.95  3.40  0.40  1.72   6.600000  1.13   \n",
+              "17   1  14.19  1.59  2.48  16.5  108  3.30  3.93  0.32  1.86   8.700000  1.23   \n",
+              "18   1  13.64  3.10  2.56  15.2  116  2.70  3.03  0.17  1.66   5.100000  0.96   \n",
+              "19   1  14.06  1.63  2.28  16.0  126  3.00  3.17  0.24  2.10   5.650000  1.09   \n",
+              "20   1  12.93  3.80  2.65  18.6  102  2.41  2.41  0.25  1.98   4.500000  1.03   \n",
+              "21   1  13.71  1.86  2.36  16.6  101  2.61  2.88  0.27  1.69   3.800000  1.11   \n",
+              "22   1  12.85  1.60  2.52  17.8   95  2.48  2.37  0.26  1.46   3.930000  1.09   \n",
+              "23   1  13.50  1.81  2.61  20.0   96  2.53  2.61  0.28  1.66   3.520000  1.12   \n",
+              "24   1  13.05  2.05  3.22  25.0  124  2.63  2.68  0.47  1.92   3.580000  1.13   \n",
+              "25   1  13.39  1.77  2.62  16.1   93  2.85  2.94  0.34  1.45   4.800000  0.92   \n",
+              "26   1  13.30  1.72  2.14  17.0   94  2.40  2.19  0.27  1.35   3.950000  1.02   \n",
+              "27   1  13.87  1.90  2.80  19.4  107  2.95  2.97  0.37  1.76   4.500000  1.25   \n",
+              "28   1  14.02  1.68  2.21  16.0   96  2.65  2.33  0.26  1.98   4.700000  1.04   \n",
+              "29   1  13.73  1.50  2.70  22.5  101  3.00  3.25  0.29  2.38   5.700000  1.19   \n",
+              "..  ..    ...   ...   ...   ...  ...   ...   ...   ...   ...        ...   ...   \n",
+              "147  3  13.32  3.24  2.38  21.5   92  1.93  0.76  0.45  1.25   8.420000  0.55   \n",
+              "148  3  13.08  3.90  2.36  21.5  113  1.41  1.39  0.34  1.14   9.400000  0.57   \n",
+              "149  3  13.50  3.12  2.62  24.0  123  1.40  1.57  0.22  1.25   8.600000  0.59   \n",
+              "150  3  12.79  2.67  2.48  22.0  112  1.48  1.36  0.24  1.26  10.800000  0.48   \n",
+              "151  3  13.11  1.90  2.75  25.5  116  2.20  1.28  0.26  1.56   7.100000  0.61   \n",
+              "152  3  13.23  3.30  2.28  18.5   98  1.80  0.83  0.61  1.87  10.520000  0.56   \n",
+              "153  3  12.58  1.29  2.10  20.0  103  1.48  0.58  0.53  1.40   7.600000  0.58   \n",
+              "154  3  13.17  5.19  2.32  22.0   93  1.74  0.63  0.61  1.55   7.900000  0.60   \n",
+              "155  3  13.84  4.12  2.38  19.5   89  1.80  0.83  0.48  1.56   9.010000  0.57   \n",
+              "156  3  12.45  3.03  2.64  27.0   97  1.90  0.58  0.63  1.14   7.500000  0.67   \n",
+              "157  3  14.34  1.68  2.70  25.0   98  2.80  1.31  0.53  2.70  13.000000  0.57   \n",
+              "158  3  13.48  1.67  2.64  22.5   89  2.60  1.10  0.52  2.29  11.750000  0.57   \n",
+              "159  3  12.36  3.83  2.38  21.0   88  2.30  0.92  0.50  1.04   7.650000  0.56   \n",
+              "160  3  13.69  3.26  2.54  20.0  107  1.83  0.56  0.50  0.80   5.880000  0.96   \n",
+              "161  3  12.85  3.27  2.58  22.0  106  1.65  0.60  0.60  0.96   5.580000  0.87   \n",
+              "162  3  12.96  3.45  2.35  18.5  106  1.39  0.70  0.40  0.94   5.280000  0.68   \n",
+              "163  3  13.78  2.76  2.30  22.0   90  1.35  0.68  0.41  1.03   9.580000  0.70   \n",
+              "164  3  13.73  4.36  2.26  22.5   88  1.28  0.47  0.52  1.15   6.620000  0.78   \n",
+              "165  3  13.45  3.70  2.60  23.0  111  1.70  0.92  0.43  1.46  10.680000  0.85   \n",
+              "166  3  12.82  3.37  2.30  19.5   88  1.48  0.66  0.40  0.97  10.260000  0.72   \n",
+              "167  3  13.58  2.58  2.69  24.5  105  1.55  0.84  0.39  1.54   8.660000  0.74   \n",
+              "168  3  13.40  4.60  2.86  25.0  112  1.98  0.96  0.27  1.11   8.500000  0.67   \n",
+              "169  3  12.20  3.03  2.32  19.0   96  1.25  0.49  0.40  0.73   5.500000  0.66   \n",
+              "170  3  12.77  2.39  2.28  19.5   86  1.39  0.51  0.48  0.64   9.899999  0.57   \n",
+              "171  3  14.16  2.51  2.48  20.0   91  1.68  0.70  0.44  1.24   9.700000  0.62   \n",
+              "172  3  13.71  5.65  2.45  20.5   95  1.68  0.61  0.52  1.06   7.700000  0.64   \n",
+              "173  3  13.40  3.91  2.48  23.0  102  1.80  0.75  0.43  1.41   7.300000  0.70   \n",
+              "174  3  13.27  4.28  2.26  20.0  120  1.59  0.69  0.43  1.35  10.200000  0.59   \n",
+              "175  3  13.17  2.59  2.37  20.0  120  1.65  0.68  0.53  1.46   9.300000  0.60   \n",
+              "176  3  14.13  4.10  2.74  24.5   96  2.05  0.76  0.56  1.35   9.200000  0.61   \n",
+              "\n",
+              "     3.92  1065  \n",
+              "0    3.40  1050  \n",
+              "1    3.17  1185  \n",
+              "2    3.45  1480  \n",
+              "3    2.93   735  \n",
+              "4    2.85  1450  \n",
+              "5    3.58  1290  \n",
+              "6    3.58  1295  \n",
+              "7    2.85  1045  \n",
+              "8    3.55  1045  \n",
+              "9    3.17  1510  \n",
+              "10   2.82  1280  \n",
+              "11   2.90  1320  \n",
+              "12   2.73  1150  \n",
+              "13   3.00  1547  \n",
+              "14   2.88  1310  \n",
+              "15   2.65  1280  \n",
+              "16   2.57  1130  \n",
+              "17   2.82  1680  \n",
+              "18   3.36   845  \n",
+              "19   3.71   780  \n",
+              "20   3.52   770  \n",
+              "21   4.00  1035  \n",
+              "22   3.63  1015  \n",
+              "23   3.82   845  \n",
+              "24   3.20   830  \n",
+              "25   3.22  1195  \n",
+              "26   2.77  1285  \n",
+              "27   3.40   915  \n",
+              "28   3.59  1035  \n",
+              "29   2.71  1285  \n",
+              "..    ...   ...  \n",
+              "147  1.62   650  \n",
+              "148  1.33   550  \n",
+              "149  1.30   500  \n",
+              "150  1.47   480  \n",
+              "151  1.33   425  \n",
+              "152  1.51   675  \n",
+              "153  1.55   640  \n",
+              "154  1.48   725  \n",
+              "155  1.64   480  \n",
+              "156  1.73   880  \n",
+              "157  1.96   660  \n",
+              "158  1.78   620  \n",
+              "159  1.58   520  \n",
+              "160  1.82   680  \n",
+              "161  2.11   570  \n",
+              "162  1.75   675  \n",
+              "163  1.68   615  \n",
+              "164  1.75   520  \n",
+              "165  1.56   695  \n",
+              "166  1.75   685  \n",
+              "167  1.80   750  \n",
+              "168  1.92   630  \n",
+              "169  1.83   510  \n",
+              "170  1.63   470  \n",
+              "171  1.71   660  \n",
+              "172  1.74   740  \n",
+              "173  1.56   750  \n",
+              "174  1.56   835  \n",
+              "175  1.62   840  \n",
+              "176  1.60   560  \n",
+              "\n",
+              "[177 rows x 14 columns]"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 11
+        }
+      ]
+    },
+    {
+      "metadata": {
+        "id": "Ws6pUxzA3kHb",
+        "colab_type": "code",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 1898
+        },
+        "outputId": "d9e15be6-2bb2-447f-98a5-84a9472c02d9"
+      },
+      "cell_type": "code",
+      "source": [
+        "wine_df=wine_df.rename(columns={'14.23':'Alcohol','1.71':'Malic acid','2.43':'Ash','15.6':'Alcanity of Ash','127':'Magnesium','2.8':'Total phenols','3.06':'Flavanoids','.28':'Nonflavanoid phenols','2.29':'Proanthynocyanins','5.64':'Color Intensity','1.04':'Hue','3.92':'OD280/OD315 of diluted wines','1065':'Proline'})\n",
+        "wine_df"
+      ],
+      "execution_count": 15,
+      "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>1</th>\n",
+              "      <th>Alcohol</th>\n",
+              "      <th>Malic acid</th>\n",
+              "      <th>Ash</th>\n",
+              "      <th>Alcanity of Ash</th>\n",
+              "      <th>Magnesium</th>\n",
+              "      <th>Total phenols</th>\n",
+              "      <th>Flavanoids</th>\n",
+              "      <th>Nonflavanoid phenols</th>\n",
+              "      <th>Proanthynocyanins</th>\n",
+              "      <th>Color Intensity</th>\n",
+              "      <th>Hue</th>\n",
+              "      <th>OD280/OD315 of diluted wines</th>\n",
+              "      <th>Proline</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.20</td>\n",
+              "      <td>1.78</td>\n",
+              "      <td>2.14</td>\n",
+              "      <td>11.2</td>\n",
+              "      <td>100</td>\n",
+              "      <td>2.65</td>\n",
+              "      <td>2.76</td>\n",
+              "      <td>0.26</td>\n",
+              "      <td>1.28</td>\n",
+              "      <td>4.380000</td>\n",
+              "      <td>1.05</td>\n",
+              "      <td>3.40</td>\n",
+              "      <td>1050</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.16</td>\n",
+              "      <td>2.36</td>\n",
+              "      <td>2.67</td>\n",
+              "      <td>18.6</td>\n",
+              "      <td>101</td>\n",
+              "      <td>2.80</td>\n",
+              "      <td>3.24</td>\n",
+              "      <td>0.30</td>\n",
+              "      <td>2.81</td>\n",
+              "      <td>5.680000</td>\n",
+              "      <td>1.03</td>\n",
+              "      <td>3.17</td>\n",
+              "      <td>1185</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.37</td>\n",
+              "      <td>1.95</td>\n",
+              "      <td>2.50</td>\n",
+              "      <td>16.8</td>\n",
+              "      <td>113</td>\n",
+              "      <td>3.85</td>\n",
+              "      <td>3.49</td>\n",
+              "      <td>0.24</td>\n",
+              "      <td>2.18</td>\n",
+              "      <td>7.800000</td>\n",
+              "      <td>0.86</td>\n",
+              "      <td>3.45</td>\n",
+              "      <td>1480</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.24</td>\n",
+              "      <td>2.59</td>\n",
+              "      <td>2.87</td>\n",
+              "      <td>21.0</td>\n",
+              "      <td>118</td>\n",
+              "      <td>2.80</td>\n",
+              "      <td>2.69</td>\n",
+              "      <td>0.39</td>\n",
+              "      <td>1.82</td>\n",
+              "      <td>4.320000</td>\n",
+              "      <td>1.04</td>\n",
+              "      <td>2.93</td>\n",
+              "      <td>735</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.20</td>\n",
+              "      <td>1.76</td>\n",
+              "      <td>2.45</td>\n",
+              "      <td>15.2</td>\n",
+              "      <td>112</td>\n",
+              "      <td>3.27</td>\n",
+              "      <td>3.39</td>\n",
+              "      <td>0.34</td>\n",
+              "      <td>1.97</td>\n",
+              "      <td>6.750000</td>\n",
+              "      <td>1.05</td>\n",
+              "      <td>2.85</td>\n",
+              "      <td>1450</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>5</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.39</td>\n",
+              "      <td>1.87</td>\n",
+              "      <td>2.45</td>\n",
+              "      <td>14.6</td>\n",
+              "      <td>96</td>\n",
+              "      <td>2.50</td>\n",
+              "      <td>2.52</td>\n",
+              "      <td>0.30</td>\n",
+              "      <td>1.98</td>\n",
+              "      <td>5.250000</td>\n",
+              "      <td>1.02</td>\n",
+              "      <td>3.58</td>\n",
+              "      <td>1290</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>6</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.06</td>\n",
+              "      <td>2.15</td>\n",
+              "      <td>2.61</td>\n",
+              "      <td>17.6</td>\n",
+              "      <td>121</td>\n",
+              "      <td>2.60</td>\n",
+              "      <td>2.51</td>\n",
+              "      <td>0.31</td>\n",
+              "      <td>1.25</td>\n",
+              "      <td>5.050000</td>\n",
+              "      <td>1.06</td>\n",
+              "      <td>3.58</td>\n",
+              "      <td>1295</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>7</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.83</td>\n",
+              "      <td>1.64</td>\n",
+              "      <td>2.17</td>\n",
+              "      <td>14.0</td>\n",
+              "      <td>97</td>\n",
+              "      <td>2.80</td>\n",
+              "      <td>2.98</td>\n",
+              "      <td>0.29</td>\n",
+              "      <td>1.98</td>\n",
+              "      <td>5.200000</td>\n",
+              "      <td>1.08</td>\n",
+              "      <td>2.85</td>\n",
+              "      <td>1045</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>8</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.86</td>\n",
+              "      <td>1.35</td>\n",
+              "      <td>2.27</td>\n",
+              "      <td>16.0</td>\n",
+              "      <td>98</td>\n",
+              "      <td>2.98</td>\n",
+              "      <td>3.15</td>\n",
+              "      <td>0.22</td>\n",
+              "      <td>1.85</td>\n",
+              "      <td>7.220000</td>\n",
+              "      <td>1.01</td>\n",
+              "      <td>3.55</td>\n",
+              "      <td>1045</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>9</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.10</td>\n",
+              "      <td>2.16</td>\n",
+              "      <td>2.30</td>\n",
+              "      <td>18.0</td>\n",
+              "      <td>105</td>\n",
+              "      <td>2.95</td>\n",
+              "      <td>3.32</td>\n",
+              "      <td>0.22</td>\n",
+              "      <td>2.38</td>\n",
+              "      <td>5.750000</td>\n",
+              "      <td>1.25</td>\n",
+              "      <td>3.17</td>\n",
+              "      <td>1510</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>10</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.12</td>\n",
+              "      <td>1.48</td>\n",
+              "      <td>2.32</td>\n",
+              "      <td>16.8</td>\n",
+              "      <td>95</td>\n",
+              "      <td>2.20</td>\n",
+              "      <td>2.43</td>\n",
+              "      <td>0.26</td>\n",
+              "      <td>1.57</td>\n",
+              "      <td>5.000000</td>\n",
+              "      <td>1.17</td>\n",
+              "      <td>2.82</td>\n",
+              "      <td>1280</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>11</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.75</td>\n",
+              "      <td>1.73</td>\n",
+              "      <td>2.41</td>\n",
+              "      <td>16.0</td>\n",
+              "      <td>89</td>\n",
+              "      <td>2.60</td>\n",
+              "      <td>2.76</td>\n",
+              "      <td>0.29</td>\n",
+              "      <td>1.81</td>\n",
+              "      <td>5.600000</td>\n",
+              "      <td>1.15</td>\n",
+              "      <td>2.90</td>\n",
+              "      <td>1320</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>12</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.75</td>\n",
+              "      <td>1.73</td>\n",
+              "      <td>2.39</td>\n",
+              "      <td>11.4</td>\n",
+              "      <td>91</td>\n",
+              "      <td>3.10</td>\n",
+              "      <td>3.69</td>\n",
+              "      <td>0.43</td>\n",
+              "      <td>2.81</td>\n",
+              "      <td>5.400000</td>\n",
+              "      <td>1.25</td>\n",
+              "      <td>2.73</td>\n",
+              "      <td>1150</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>13</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.38</td>\n",
+              "      <td>1.87</td>\n",
+              "      <td>2.38</td>\n",
+              "      <td>12.0</td>\n",
+              "      <td>102</td>\n",
+              "      <td>3.30</td>\n",
+              "      <td>3.64</td>\n",
+              "      <td>0.29</td>\n",
+              "      <td>2.96</td>\n",
+              "      <td>7.500000</td>\n",
+              "      <td>1.20</td>\n",
+              "      <td>3.00</td>\n",
+              "      <td>1547</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>14</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.63</td>\n",
+              "      <td>1.81</td>\n",
+              "      <td>2.70</td>\n",
+              "      <td>17.2</td>\n",
+              "      <td>112</td>\n",
+              "      <td>2.85</td>\n",
+              "      <td>2.91</td>\n",
+              "      <td>0.30</td>\n",
+              "      <td>1.46</td>\n",
+              "      <td>7.300000</td>\n",
+              "      <td>1.28</td>\n",
+              "      <td>2.88</td>\n",
+              "      <td>1310</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>15</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.30</td>\n",
+              "      <td>1.92</td>\n",
+              "      <td>2.72</td>\n",
+              "      <td>20.0</td>\n",
+              "      <td>120</td>\n",
+              "      <td>2.80</td>\n",
+              "      <td>3.14</td>\n",
+              "      <td>0.33</td>\n",
+              "      <td>1.97</td>\n",
+              "      <td>6.200000</td>\n",
+              "      <td>1.07</td>\n",
+              "      <td>2.65</td>\n",
+              "      <td>1280</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>16</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.83</td>\n",
+              "      <td>1.57</td>\n",
+              "      <td>2.62</td>\n",
+              "      <td>20.0</td>\n",
+              "      <td>115</td>\n",
+              "      <td>2.95</td>\n",
+              "      <td>3.40</td>\n",
+              "      <td>0.40</td>\n",
+              "      <td>1.72</td>\n",
+              "      <td>6.600000</td>\n",
+              "      <td>1.13</td>\n",
+              "      <td>2.57</td>\n",
+              "      <td>1130</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>17</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.19</td>\n",
+              "      <td>1.59</td>\n",
+              "      <td>2.48</td>\n",
+              "      <td>16.5</td>\n",
+              "      <td>108</td>\n",
+              "      <td>3.30</td>\n",
+              "      <td>3.93</td>\n",
+              "      <td>0.32</td>\n",
+              "      <td>1.86</td>\n",
+              "      <td>8.700000</td>\n",
+              "      <td>1.23</td>\n",
+              "      <td>2.82</td>\n",
+              "      <td>1680</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>18</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.64</td>\n",
+              "      <td>3.10</td>\n",
+              "      <td>2.56</td>\n",
+              "      <td>15.2</td>\n",
+              "      <td>116</td>\n",
+              "      <td>2.70</td>\n",
+              "      <td>3.03</td>\n",
+              "      <td>0.17</td>\n",
+              "      <td>1.66</td>\n",
+              "      <td>5.100000</td>\n",
+              "      <td>0.96</td>\n",
+              "      <td>3.36</td>\n",
+              "      <td>845</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>19</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.06</td>\n",
+              "      <td>1.63</td>\n",
+              "      <td>2.28</td>\n",
+              "      <td>16.0</td>\n",
+              "      <td>126</td>\n",
+              "      <td>3.00</td>\n",
+              "      <td>3.17</td>\n",
+              "      <td>0.24</td>\n",
+              "      <td>2.10</td>\n",
+              "      <td>5.650000</td>\n",
+              "      <td>1.09</td>\n",
+              "      <td>3.71</td>\n",
+              "      <td>780</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>20</th>\n",
+              "      <td>1</td>\n",
+              "      <td>12.93</td>\n",
+              "      <td>3.80</td>\n",
+              "      <td>2.65</td>\n",
+              "      <td>18.6</td>\n",
+              "      <td>102</td>\n",
+              "      <td>2.41</td>\n",
+              "      <td>2.41</td>\n",
+              "      <td>0.25</td>\n",
+              "      <td>1.98</td>\n",
+              "      <td>4.500000</td>\n",
+              "      <td>1.03</td>\n",
+              "      <td>3.52</td>\n",
+              "      <td>770</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>21</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.71</td>\n",
+              "      <td>1.86</td>\n",
+              "      <td>2.36</td>\n",
+              "      <td>16.6</td>\n",
+              "      <td>101</td>\n",
+              "      <td>2.61</td>\n",
+              "      <td>2.88</td>\n",
+              "      <td>0.27</td>\n",
+              "      <td>1.69</td>\n",
+              "      <td>3.800000</td>\n",
+              "      <td>1.11</td>\n",
+              "      <td>4.00</td>\n",
+              "      <td>1035</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>22</th>\n",
+              "      <td>1</td>\n",
+              "      <td>12.85</td>\n",
+              "      <td>1.60</td>\n",
+              "      <td>2.52</td>\n",
+              "      <td>17.8</td>\n",
+              "      <td>95</td>\n",
+              "      <td>2.48</td>\n",
+              "      <td>2.37</td>\n",
+              "      <td>0.26</td>\n",
+              "      <td>1.46</td>\n",
+              "      <td>3.930000</td>\n",
+              "      <td>1.09</td>\n",
+              "      <td>3.63</td>\n",
+              "      <td>1015</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>23</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.50</td>\n",
+              "      <td>1.81</td>\n",
+              "      <td>2.61</td>\n",
+              "      <td>20.0</td>\n",
+              "      <td>96</td>\n",
+              "      <td>2.53</td>\n",
+              "      <td>2.61</td>\n",
+              "      <td>0.28</td>\n",
+              "      <td>1.66</td>\n",
+              "      <td>3.520000</td>\n",
+              "      <td>1.12</td>\n",
+              "      <td>3.82</td>\n",
+              "      <td>845</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>24</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.05</td>\n",
+              "      <td>2.05</td>\n",
+              "      <td>3.22</td>\n",
+              "      <td>25.0</td>\n",
+              "      <td>124</td>\n",
+              "      <td>2.63</td>\n",
+              "      <td>2.68</td>\n",
+              "      <td>0.47</td>\n",
+              "      <td>1.92</td>\n",
+              "      <td>3.580000</td>\n",
+              "      <td>1.13</td>\n",
+              "      <td>3.20</td>\n",
+              "      <td>830</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>25</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.39</td>\n",
+              "      <td>1.77</td>\n",
+              "      <td>2.62</td>\n",
+              "      <td>16.1</td>\n",
+              "      <td>93</td>\n",
+              "      <td>2.85</td>\n",
+              "      <td>2.94</td>\n",
+              "      <td>0.34</td>\n",
+              "      <td>1.45</td>\n",
+              "      <td>4.800000</td>\n",
+              "      <td>0.92</td>\n",
+              "      <td>3.22</td>\n",
+              "      <td>1195</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>26</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.30</td>\n",
+              "      <td>1.72</td>\n",
+              "      <td>2.14</td>\n",
+              "      <td>17.0</td>\n",
+              "      <td>94</td>\n",
+              "      <td>2.40</td>\n",
+              "      <td>2.19</td>\n",
+              "      <td>0.27</td>\n",
+              "      <td>1.35</td>\n",
+              "      <td>3.950000</td>\n",
+              "      <td>1.02</td>\n",
+              "      <td>2.77</td>\n",
+              "      <td>1285</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>27</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.87</td>\n",
+              "      <td>1.90</td>\n",
+              "      <td>2.80</td>\n",
+              "      <td>19.4</td>\n",
+              "      <td>107</td>\n",
+              "      <td>2.95</td>\n",
+              "      <td>2.97</td>\n",
+              "      <td>0.37</td>\n",
+              "      <td>1.76</td>\n",
+              "      <td>4.500000</td>\n",
+              "      <td>1.25</td>\n",
+              "      <td>3.40</td>\n",
+              "      <td>915</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>28</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.02</td>\n",
+              "      <td>1.68</td>\n",
+              "      <td>2.21</td>\n",
+              "      <td>16.0</td>\n",
+              "      <td>96</td>\n",
+              "      <td>2.65</td>\n",
+              "      <td>2.33</td>\n",
+              "      <td>0.26</td>\n",
+              "      <td>1.98</td>\n",
+              "      <td>4.700000</td>\n",
+              "      <td>1.04</td>\n",
+              "      <td>3.59</td>\n",
+              "      <td>1035</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>29</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.73</td>\n",
+              "      <td>1.50</td>\n",
+              "      <td>2.70</td>\n",
+              "      <td>22.5</td>\n",
+              "      <td>101</td>\n",
+              "      <td>3.00</td>\n",
+              "      <td>3.25</td>\n",
+              "      <td>0.29</td>\n",
+              "      <td>2.38</td>\n",
+              "      <td>5.700000</td>\n",
+              "      <td>1.19</td>\n",
+              "      <td>2.71</td>\n",
+              "      <td>1285</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",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>147</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.32</td>\n",
+              "      <td>3.24</td>\n",
+              "      <td>2.38</td>\n",
+              "      <td>21.5</td>\n",
+              "      <td>92</td>\n",
+              "      <td>1.93</td>\n",
+              "      <td>0.76</td>\n",
+              "      <td>0.45</td>\n",
+              "      <td>1.25</td>\n",
+              "      <td>8.420000</td>\n",
+              "      <td>0.55</td>\n",
+              "      <td>1.62</td>\n",
+              "      <td>650</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>148</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.08</td>\n",
+              "      <td>3.90</td>\n",
+              "      <td>2.36</td>\n",
+              "      <td>21.5</td>\n",
+              "      <td>113</td>\n",
+              "      <td>1.41</td>\n",
+              "      <td>1.39</td>\n",
+              "      <td>0.34</td>\n",
+              "      <td>1.14</td>\n",
+              "      <td>9.400000</td>\n",
+              "      <td>0.57</td>\n",
+              "      <td>1.33</td>\n",
+              "      <td>550</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>149</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.50</td>\n",
+              "      <td>3.12</td>\n",
+              "      <td>2.62</td>\n",
+              "      <td>24.0</td>\n",
+              "      <td>123</td>\n",
+              "      <td>1.40</td>\n",
+              "      <td>1.57</td>\n",
+              "      <td>0.22</td>\n",
+              "      <td>1.25</td>\n",
+              "      <td>8.600000</td>\n",
+              "      <td>0.59</td>\n",
+              "      <td>1.30</td>\n",
+              "      <td>500</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>150</th>\n",
+              "      <td>3</td>\n",
+              "      <td>12.79</td>\n",
+              "      <td>2.67</td>\n",
+              "      <td>2.48</td>\n",
+              "      <td>22.0</td>\n",
+              "      <td>112</td>\n",
+              "      <td>1.48</td>\n",
+              "      <td>1.36</td>\n",
+              "      <td>0.24</td>\n",
+              "      <td>1.26</td>\n",
+              "      <td>10.800000</td>\n",
+              "      <td>0.48</td>\n",
+              "      <td>1.47</td>\n",
+              "      <td>480</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>151</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.11</td>\n",
+              "      <td>1.90</td>\n",
+              "      <td>2.75</td>\n",
+              "      <td>25.5</td>\n",
+              "      <td>116</td>\n",
+              "      <td>2.20</td>\n",
+              "      <td>1.28</td>\n",
+              "      <td>0.26</td>\n",
+              "      <td>1.56</td>\n",
+              "      <td>7.100000</td>\n",
+              "      <td>0.61</td>\n",
+              "      <td>1.33</td>\n",
+              "      <td>425</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>152</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.23</td>\n",
+              "      <td>3.30</td>\n",
+              "      <td>2.28</td>\n",
+              "      <td>18.5</td>\n",
+              "      <td>98</td>\n",
+              "      <td>1.80</td>\n",
+              "      <td>0.83</td>\n",
+              "      <td>0.61</td>\n",
+              "      <td>1.87</td>\n",
+              "      <td>10.520000</td>\n",
+              "      <td>0.56</td>\n",
+              "      <td>1.51</td>\n",
+              "      <td>675</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>153</th>\n",
+              "      <td>3</td>\n",
+              "      <td>12.58</td>\n",
+              "      <td>1.29</td>\n",
+              "      <td>2.10</td>\n",
+              "      <td>20.0</td>\n",
+              "      <td>103</td>\n",
+              "      <td>1.48</td>\n",
+              "      <td>0.58</td>\n",
+              "      <td>0.53</td>\n",
+              "      <td>1.40</td>\n",
+              "      <td>7.600000</td>\n",
+              "      <td>0.58</td>\n",
+              "      <td>1.55</td>\n",
+              "      <td>640</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>154</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.17</td>\n",
+              "      <td>5.19</td>\n",
+              "      <td>2.32</td>\n",
+              "      <td>22.0</td>\n",
+              "      <td>93</td>\n",
+              "      <td>1.74</td>\n",
+              "      <td>0.63</td>\n",
+              "      <td>0.61</td>\n",
+              "      <td>1.55</td>\n",
+              "      <td>7.900000</td>\n",
+              "      <td>0.60</td>\n",
+              "      <td>1.48</td>\n",
+              "      <td>725</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>155</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.84</td>\n",
+              "      <td>4.12</td>\n",
+              "      <td>2.38</td>\n",
+              "      <td>19.5</td>\n",
+              "      <td>89</td>\n",
+              "      <td>1.80</td>\n",
+              "      <td>0.83</td>\n",
+              "      <td>0.48</td>\n",
+              "      <td>1.56</td>\n",
+              "      <td>9.010000</td>\n",
+              "      <td>0.57</td>\n",
+              "      <td>1.64</td>\n",
+              "      <td>480</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>156</th>\n",
+              "      <td>3</td>\n",
+              "      <td>12.45</td>\n",
+              "      <td>3.03</td>\n",
+              "      <td>2.64</td>\n",
+              "      <td>27.0</td>\n",
+              "      <td>97</td>\n",
+              "      <td>1.90</td>\n",
+              "      <td>0.58</td>\n",
+              "      <td>0.63</td>\n",
+              "      <td>1.14</td>\n",
+              "      <td>7.500000</td>\n",
+              "      <td>0.67</td>\n",
+              "      <td>1.73</td>\n",
+              "      <td>880</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>157</th>\n",
+              "      <td>3</td>\n",
+              "      <td>14.34</td>\n",
+              "      <td>1.68</td>\n",
+              "      <td>2.70</td>\n",
+              "      <td>25.0</td>\n",
+              "      <td>98</td>\n",
+              "      <td>2.80</td>\n",
+              "      <td>1.31</td>\n",
+              "      <td>0.53</td>\n",
+              "      <td>2.70</td>\n",
+              "      <td>13.000000</td>\n",
+              "      <td>0.57</td>\n",
+              "      <td>1.96</td>\n",
+              "      <td>660</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>158</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.48</td>\n",
+              "      <td>1.67</td>\n",
+              "      <td>2.64</td>\n",
+              "      <td>22.5</td>\n",
+              "      <td>89</td>\n",
+              "      <td>2.60</td>\n",
+              "      <td>1.10</td>\n",
+              "      <td>0.52</td>\n",
+              "      <td>2.29</td>\n",
+              "      <td>11.750000</td>\n",
+              "      <td>0.57</td>\n",
+              "      <td>1.78</td>\n",
+              "      <td>620</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>159</th>\n",
+              "      <td>3</td>\n",
+              "      <td>12.36</td>\n",
+              "      <td>3.83</td>\n",
+              "      <td>2.38</td>\n",
+              "      <td>21.0</td>\n",
+              "      <td>88</td>\n",
+              "      <td>2.30</td>\n",
+              "      <td>0.92</td>\n",
+              "      <td>0.50</td>\n",
+              "      <td>1.04</td>\n",
+              "      <td>7.650000</td>\n",
+              "      <td>0.56</td>\n",
+              "      <td>1.58</td>\n",
+              "      <td>520</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>160</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.69</td>\n",
+              "      <td>3.26</td>\n",
+              "      <td>2.54</td>\n",
+              "      <td>20.0</td>\n",
+              "      <td>107</td>\n",
+              "      <td>1.83</td>\n",
+              "      <td>0.56</td>\n",
+              "      <td>0.50</td>\n",
+              "      <td>0.80</td>\n",
+              "      <td>5.880000</td>\n",
+              "      <td>0.96</td>\n",
+              "      <td>1.82</td>\n",
+              "      <td>680</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>161</th>\n",
+              "      <td>3</td>\n",
+              "      <td>12.85</td>\n",
+              "      <td>3.27</td>\n",
+              "      <td>2.58</td>\n",
+              "      <td>22.0</td>\n",
+              "      <td>106</td>\n",
+              "      <td>1.65</td>\n",
+              "      <td>0.60</td>\n",
+              "      <td>0.60</td>\n",
+              "      <td>0.96</td>\n",
+              "      <td>5.580000</td>\n",
+              "      <td>0.87</td>\n",
+              "      <td>2.11</td>\n",
+              "      <td>570</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>162</th>\n",
+              "      <td>3</td>\n",
+              "      <td>12.96</td>\n",
+              "      <td>3.45</td>\n",
+              "      <td>2.35</td>\n",
+              "      <td>18.5</td>\n",
+              "      <td>106</td>\n",
+              "      <td>1.39</td>\n",
+              "      <td>0.70</td>\n",
+              "      <td>0.40</td>\n",
+              "      <td>0.94</td>\n",
+              "      <td>5.280000</td>\n",
+              "      <td>0.68</td>\n",
+              "      <td>1.75</td>\n",
+              "      <td>675</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>163</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.78</td>\n",
+              "      <td>2.76</td>\n",
+              "      <td>2.30</td>\n",
+              "      <td>22.0</td>\n",
+              "      <td>90</td>\n",
+              "      <td>1.35</td>\n",
+              "      <td>0.68</td>\n",
+              "      <td>0.41</td>\n",
+              "      <td>1.03</td>\n",
+              "      <td>9.580000</td>\n",
+              "      <td>0.70</td>\n",
+              "      <td>1.68</td>\n",
+              "      <td>615</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>164</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.73</td>\n",
+              "      <td>4.36</td>\n",
+              "      <td>2.26</td>\n",
+              "      <td>22.5</td>\n",
+              "      <td>88</td>\n",
+              "      <td>1.28</td>\n",
+              "      <td>0.47</td>\n",
+              "      <td>0.52</td>\n",
+              "      <td>1.15</td>\n",
+              "      <td>6.620000</td>\n",
+              "      <td>0.78</td>\n",
+              "      <td>1.75</td>\n",
+              "      <td>520</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>165</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.45</td>\n",
+              "      <td>3.70</td>\n",
+              "      <td>2.60</td>\n",
+              "      <td>23.0</td>\n",
+              "      <td>111</td>\n",
+              "      <td>1.70</td>\n",
+              "      <td>0.92</td>\n",
+              "      <td>0.43</td>\n",
+              "      <td>1.46</td>\n",
+              "      <td>10.680000</td>\n",
+              "      <td>0.85</td>\n",
+              "      <td>1.56</td>\n",
+              "      <td>695</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>166</th>\n",
+              "      <td>3</td>\n",
+              "      <td>12.82</td>\n",
+              "      <td>3.37</td>\n",
+              "      <td>2.30</td>\n",
+              "      <td>19.5</td>\n",
+              "      <td>88</td>\n",
+              "      <td>1.48</td>\n",
+              "      <td>0.66</td>\n",
+              "      <td>0.40</td>\n",
+              "      <td>0.97</td>\n",
+              "      <td>10.260000</td>\n",
+              "      <td>0.72</td>\n",
+              "      <td>1.75</td>\n",
+              "      <td>685</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>167</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.58</td>\n",
+              "      <td>2.58</td>\n",
+              "      <td>2.69</td>\n",
+              "      <td>24.5</td>\n",
+              "      <td>105</td>\n",
+              "      <td>1.55</td>\n",
+              "      <td>0.84</td>\n",
+              "      <td>0.39</td>\n",
+              "      <td>1.54</td>\n",
+              "      <td>8.660000</td>\n",
+              "      <td>0.74</td>\n",
+              "      <td>1.80</td>\n",
+              "      <td>750</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>168</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.40</td>\n",
+              "      <td>4.60</td>\n",
+              "      <td>2.86</td>\n",
+              "      <td>25.0</td>\n",
+              "      <td>112</td>\n",
+              "      <td>1.98</td>\n",
+              "      <td>0.96</td>\n",
+              "      <td>0.27</td>\n",
+              "      <td>1.11</td>\n",
+              "      <td>8.500000</td>\n",
+              "      <td>0.67</td>\n",
+              "      <td>1.92</td>\n",
+              "      <td>630</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>169</th>\n",
+              "      <td>3</td>\n",
+              "      <td>12.20</td>\n",
+              "      <td>3.03</td>\n",
+              "      <td>2.32</td>\n",
+              "      <td>19.0</td>\n",
+              "      <td>96</td>\n",
+              "      <td>1.25</td>\n",
+              "      <td>0.49</td>\n",
+              "      <td>0.40</td>\n",
+              "      <td>0.73</td>\n",
+              "      <td>5.500000</td>\n",
+              "      <td>0.66</td>\n",
+              "      <td>1.83</td>\n",
+              "      <td>510</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>170</th>\n",
+              "      <td>3</td>\n",
+              "      <td>12.77</td>\n",
+              "      <td>2.39</td>\n",
+              "      <td>2.28</td>\n",
+              "      <td>19.5</td>\n",
+              "      <td>86</td>\n",
+              "      <td>1.39</td>\n",
+              "      <td>0.51</td>\n",
+              "      <td>0.48</td>\n",
+              "      <td>0.64</td>\n",
+              "      <td>9.899999</td>\n",
+              "      <td>0.57</td>\n",
+              "      <td>1.63</td>\n",
+              "      <td>470</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>171</th>\n",
+              "      <td>3</td>\n",
+              "      <td>14.16</td>\n",
+              "      <td>2.51</td>\n",
+              "      <td>2.48</td>\n",
+              "      <td>20.0</td>\n",
+              "      <td>91</td>\n",
+              "      <td>1.68</td>\n",
+              "      <td>0.70</td>\n",
+              "      <td>0.44</td>\n",
+              "      <td>1.24</td>\n",
+              "      <td>9.700000</td>\n",
+              "      <td>0.62</td>\n",
+              "      <td>1.71</td>\n",
+              "      <td>660</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>172</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.71</td>\n",
+              "      <td>5.65</td>\n",
+              "      <td>2.45</td>\n",
+              "      <td>20.5</td>\n",
+              "      <td>95</td>\n",
+              "      <td>1.68</td>\n",
+              "      <td>0.61</td>\n",
+              "      <td>0.52</td>\n",
+              "      <td>1.06</td>\n",
+              "      <td>7.700000</td>\n",
+              "      <td>0.64</td>\n",
+              "      <td>1.74</td>\n",
+              "      <td>740</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>173</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.40</td>\n",
+              "      <td>3.91</td>\n",
+              "      <td>2.48</td>\n",
+              "      <td>23.0</td>\n",
+              "      <td>102</td>\n",
+              "      <td>1.80</td>\n",
+              "      <td>0.75</td>\n",
+              "      <td>0.43</td>\n",
+              "      <td>1.41</td>\n",
+              "      <td>7.300000</td>\n",
+              "      <td>0.70</td>\n",
+              "      <td>1.56</td>\n",
+              "      <td>750</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>174</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.27</td>\n",
+              "      <td>4.28</td>\n",
+              "      <td>2.26</td>\n",
+              "      <td>20.0</td>\n",
+              "      <td>120</td>\n",
+              "      <td>1.59</td>\n",
+              "      <td>0.69</td>\n",
+              "      <td>0.43</td>\n",
+              "      <td>1.35</td>\n",
+              "      <td>10.200000</td>\n",
+              "      <td>0.59</td>\n",
+              "      <td>1.56</td>\n",
+              "      <td>835</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>175</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.17</td>\n",
+              "      <td>2.59</td>\n",
+              "      <td>2.37</td>\n",
+              "      <td>20.0</td>\n",
+              "      <td>120</td>\n",
+              "      <td>1.65</td>\n",
+              "      <td>0.68</td>\n",
+              "      <td>0.53</td>\n",
+              "      <td>1.46</td>\n",
+              "      <td>9.300000</td>\n",
+              "      <td>0.60</td>\n",
+              "      <td>1.62</td>\n",
+              "      <td>840</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>176</th>\n",
+              "      <td>3</td>\n",
+              "      <td>14.13</td>\n",
+              "      <td>4.10</td>\n",
+              "      <td>2.74</td>\n",
+              "      <td>24.5</td>\n",
+              "      <td>96</td>\n",
+              "      <td>2.05</td>\n",
+              "      <td>0.76</td>\n",
+              "      <td>0.56</td>\n",
+              "      <td>1.35</td>\n",
+              "      <td>9.200000</td>\n",
+              "      <td>0.61</td>\n",
+              "      <td>1.60</td>\n",
+              "      <td>560</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "<p>177 rows × 14 columns</p>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "     1  Alcohol  Malic acid   Ash  Alcanity of Ash  Magnesium  Total phenols  \\\n",
+              "0    1    13.20        1.78  2.14             11.2        100           2.65   \n",
+              "1    1    13.16        2.36  2.67             18.6        101           2.80   \n",
+              "2    1    14.37        1.95  2.50             16.8        113           3.85   \n",
+              "3    1    13.24        2.59  2.87             21.0        118           2.80   \n",
+              "4    1    14.20        1.76  2.45             15.2        112           3.27   \n",
+              "5    1    14.39        1.87  2.45             14.6         96           2.50   \n",
+              "6    1    14.06        2.15  2.61             17.6        121           2.60   \n",
+              "7    1    14.83        1.64  2.17             14.0         97           2.80   \n",
+              "8    1    13.86        1.35  2.27             16.0         98           2.98   \n",
+              "9    1    14.10        2.16  2.30             18.0        105           2.95   \n",
+              "10   1    14.12        1.48  2.32             16.8         95           2.20   \n",
+              "11   1    13.75        1.73  2.41             16.0         89           2.60   \n",
+              "12   1    14.75        1.73  2.39             11.4         91           3.10   \n",
+              "13   1    14.38        1.87  2.38             12.0        102           3.30   \n",
+              "14   1    13.63        1.81  2.70             17.2        112           2.85   \n",
+              "15   1    14.30        1.92  2.72             20.0        120           2.80   \n",
+              "16   1    13.83        1.57  2.62             20.0        115           2.95   \n",
+              "17   1    14.19        1.59  2.48             16.5        108           3.30   \n",
+              "18   1    13.64        3.10  2.56             15.2        116           2.70   \n",
+              "19   1    14.06        1.63  2.28             16.0        126           3.00   \n",
+              "20   1    12.93        3.80  2.65             18.6        102           2.41   \n",
+              "21   1    13.71        1.86  2.36             16.6        101           2.61   \n",
+              "22   1    12.85        1.60  2.52             17.8         95           2.48   \n",
+              "23   1    13.50        1.81  2.61             20.0         96           2.53   \n",
+              "24   1    13.05        2.05  3.22             25.0        124           2.63   \n",
+              "25   1    13.39        1.77  2.62             16.1         93           2.85   \n",
+              "26   1    13.30        1.72  2.14             17.0         94           2.40   \n",
+              "27   1    13.87        1.90  2.80             19.4        107           2.95   \n",
+              "28   1    14.02        1.68  2.21             16.0         96           2.65   \n",
+              "29   1    13.73        1.50  2.70             22.5        101           3.00   \n",
+              "..  ..      ...         ...   ...              ...        ...            ...   \n",
+              "147  3    13.32        3.24  2.38             21.5         92           1.93   \n",
+              "148  3    13.08        3.90  2.36             21.5        113           1.41   \n",
+              "149  3    13.50        3.12  2.62             24.0        123           1.40   \n",
+              "150  3    12.79        2.67  2.48             22.0        112           1.48   \n",
+              "151  3    13.11        1.90  2.75             25.5        116           2.20   \n",
+              "152  3    13.23        3.30  2.28             18.5         98           1.80   \n",
+              "153  3    12.58        1.29  2.10             20.0        103           1.48   \n",
+              "154  3    13.17        5.19  2.32             22.0         93           1.74   \n",
+              "155  3    13.84        4.12  2.38             19.5         89           1.80   \n",
+              "156  3    12.45        3.03  2.64             27.0         97           1.90   \n",
+              "157  3    14.34        1.68  2.70             25.0         98           2.80   \n",
+              "158  3    13.48        1.67  2.64             22.5         89           2.60   \n",
+              "159  3    12.36        3.83  2.38             21.0         88           2.30   \n",
+              "160  3    13.69        3.26  2.54             20.0        107           1.83   \n",
+              "161  3    12.85        3.27  2.58             22.0        106           1.65   \n",
+              "162  3    12.96        3.45  2.35             18.5        106           1.39   \n",
+              "163  3    13.78        2.76  2.30             22.0         90           1.35   \n",
+              "164  3    13.73        4.36  2.26             22.5         88           1.28   \n",
+              "165  3    13.45        3.70  2.60             23.0        111           1.70   \n",
+              "166  3    12.82        3.37  2.30             19.5         88           1.48   \n",
+              "167  3    13.58        2.58  2.69             24.5        105           1.55   \n",
+              "168  3    13.40        4.60  2.86             25.0        112           1.98   \n",
+              "169  3    12.20        3.03  2.32             19.0         96           1.25   \n",
+              "170  3    12.77        2.39  2.28             19.5         86           1.39   \n",
+              "171  3    14.16        2.51  2.48             20.0         91           1.68   \n",
+              "172  3    13.71        5.65  2.45             20.5         95           1.68   \n",
+              "173  3    13.40        3.91  2.48             23.0        102           1.80   \n",
+              "174  3    13.27        4.28  2.26             20.0        120           1.59   \n",
+              "175  3    13.17        2.59  2.37             20.0        120           1.65   \n",
+              "176  3    14.13        4.10  2.74             24.5         96           2.05   \n",
+              "\n",
+              "     Flavanoids  Nonflavanoid phenols  Proanthynocyanins  Color Intensity  \\\n",
+              "0          2.76                  0.26               1.28         4.380000   \n",
+              "1          3.24                  0.30               2.81         5.680000   \n",
+              "2          3.49                  0.24               2.18         7.800000   \n",
+              "3          2.69                  0.39               1.82         4.320000   \n",
+              "4          3.39                  0.34               1.97         6.750000   \n",
+              "5          2.52                  0.30               1.98         5.250000   \n",
+              "6          2.51                  0.31               1.25         5.050000   \n",
+              "7          2.98                  0.29               1.98         5.200000   \n",
+              "8          3.15                  0.22               1.85         7.220000   \n",
+              "9          3.32                  0.22               2.38         5.750000   \n",
+              "10         2.43                  0.26               1.57         5.000000   \n",
+              "11         2.76                  0.29               1.81         5.600000   \n",
+              "12         3.69                  0.43               2.81         5.400000   \n",
+              "13         3.64                  0.29               2.96         7.500000   \n",
+              "14         2.91                  0.30               1.46         7.300000   \n",
+              "15         3.14                  0.33               1.97         6.200000   \n",
+              "16         3.40                  0.40               1.72         6.600000   \n",
+              "17         3.93                  0.32               1.86         8.700000   \n",
+              "18         3.03                  0.17               1.66         5.100000   \n",
+              "19         3.17                  0.24               2.10         5.650000   \n",
+              "20         2.41                  0.25               1.98         4.500000   \n",
+              "21         2.88                  0.27               1.69         3.800000   \n",
+              "22         2.37                  0.26               1.46         3.930000   \n",
+              "23         2.61                  0.28               1.66         3.520000   \n",
+              "24         2.68                  0.47               1.92         3.580000   \n",
+              "25         2.94                  0.34               1.45         4.800000   \n",
+              "26         2.19                  0.27               1.35         3.950000   \n",
+              "27         2.97                  0.37               1.76         4.500000   \n",
+              "28         2.33                  0.26               1.98         4.700000   \n",
+              "29         3.25                  0.29               2.38         5.700000   \n",
+              "..          ...                   ...                ...              ...   \n",
+              "147        0.76                  0.45               1.25         8.420000   \n",
+              "148        1.39                  0.34               1.14         9.400000   \n",
+              "149        1.57                  0.22               1.25         8.600000   \n",
+              "150        1.36                  0.24               1.26        10.800000   \n",
+              "151        1.28                  0.26               1.56         7.100000   \n",
+              "152        0.83                  0.61               1.87        10.520000   \n",
+              "153        0.58                  0.53               1.40         7.600000   \n",
+              "154        0.63                  0.61               1.55         7.900000   \n",
+              "155        0.83                  0.48               1.56         9.010000   \n",
+              "156        0.58                  0.63               1.14         7.500000   \n",
+              "157        1.31                  0.53               2.70        13.000000   \n",
+              "158        1.10                  0.52               2.29        11.750000   \n",
+              "159        0.92                  0.50               1.04         7.650000   \n",
+              "160        0.56                  0.50               0.80         5.880000   \n",
+              "161        0.60                  0.60               0.96         5.580000   \n",
+              "162        0.70                  0.40               0.94         5.280000   \n",
+              "163        0.68                  0.41               1.03         9.580000   \n",
+              "164        0.47                  0.52               1.15         6.620000   \n",
+              "165        0.92                  0.43               1.46        10.680000   \n",
+              "166        0.66                  0.40               0.97        10.260000   \n",
+              "167        0.84                  0.39               1.54         8.660000   \n",
+              "168        0.96                  0.27               1.11         8.500000   \n",
+              "169        0.49                  0.40               0.73         5.500000   \n",
+              "170        0.51                  0.48               0.64         9.899999   \n",
+              "171        0.70                  0.44               1.24         9.700000   \n",
+              "172        0.61                  0.52               1.06         7.700000   \n",
+              "173        0.75                  0.43               1.41         7.300000   \n",
+              "174        0.69                  0.43               1.35        10.200000   \n",
+              "175        0.68                  0.53               1.46         9.300000   \n",
+              "176        0.76                  0.56               1.35         9.200000   \n",
+              "\n",
+              "      Hue  OD280/OD315 of diluted wines  Proline  \n",
+              "0    1.05                          3.40     1050  \n",
+              "1    1.03                          3.17     1185  \n",
+              "2    0.86                          3.45     1480  \n",
+              "3    1.04                          2.93      735  \n",
+              "4    1.05                          2.85     1450  \n",
+              "5    1.02                          3.58     1290  \n",
+              "6    1.06                          3.58     1295  \n",
+              "7    1.08                          2.85     1045  \n",
+              "8    1.01                          3.55     1045  \n",
+              "9    1.25                          3.17     1510  \n",
+              "10   1.17                          2.82     1280  \n",
+              "11   1.15                          2.90     1320  \n",
+              "12   1.25                          2.73     1150  \n",
+              "13   1.20                          3.00     1547  \n",
+              "14   1.28                          2.88     1310  \n",
+              "15   1.07                          2.65     1280  \n",
+              "16   1.13                          2.57     1130  \n",
+              "17   1.23                          2.82     1680  \n",
+              "18   0.96                          3.36      845  \n",
+              "19   1.09                          3.71      780  \n",
+              "20   1.03                          3.52      770  \n",
+              "21   1.11                          4.00     1035  \n",
+              "22   1.09                          3.63     1015  \n",
+              "23   1.12                          3.82      845  \n",
+              "24   1.13                          3.20      830  \n",
+              "25   0.92                          3.22     1195  \n",
+              "26   1.02                          2.77     1285  \n",
+              "27   1.25                          3.40      915  \n",
+              "28   1.04                          3.59     1035  \n",
+              "29   1.19                          2.71     1285  \n",
+              "..    ...                           ...      ...  \n",
+              "147  0.55                          1.62      650  \n",
+              "148  0.57                          1.33      550  \n",
+              "149  0.59                          1.30      500  \n",
+              "150  0.48                          1.47      480  \n",
+              "151  0.61                          1.33      425  \n",
+              "152  0.56                          1.51      675  \n",
+              "153  0.58                          1.55      640  \n",
+              "154  0.60                          1.48      725  \n",
+              "155  0.57                          1.64      480  \n",
+              "156  0.67                          1.73      880  \n",
+              "157  0.57                          1.96      660  \n",
+              "158  0.57                          1.78      620  \n",
+              "159  0.56                          1.58      520  \n",
+              "160  0.96                          1.82      680  \n",
+              "161  0.87                          2.11      570  \n",
+              "162  0.68                          1.75      675  \n",
+              "163  0.70                          1.68      615  \n",
+              "164  0.78                          1.75      520  \n",
+              "165  0.85                          1.56      695  \n",
+              "166  0.72                          1.75      685  \n",
+              "167  0.74                          1.80      750  \n",
+              "168  0.67                          1.92      630  \n",
+              "169  0.66                          1.83      510  \n",
+              "170  0.57                          1.63      470  \n",
+              "171  0.62                          1.71      660  \n",
+              "172  0.64                          1.74      740  \n",
+              "173  0.70                          1.56      750  \n",
+              "174  0.59                          1.56      835  \n",
+              "175  0.60                          1.62      840  \n",
+              "176  0.61                          1.60      560  \n",
+              "\n",
+              "[177 rows x 14 columns]"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 15
+        }
+      ]
+    },
+    {
+      "metadata": {
+        "id": "DEOamm6e3kMA",
+        "colab_type": "code",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 1898
+        },
+        "outputId": "0d33ecaf-c0c1-4a3c-f11b-9ed5b1bba490"
+      },
+      "cell_type": "code",
+      "source": [
+        "for i in range (0,4):\n",
+        "  wine_df.iloc[i, wine_df.columns.get_loc('Alcohol')] = np.NaN\n",
+        "wine_df"
+      ],
+      "execution_count": 30,
+      "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>1</th>\n",
+              "      <th>Alcohol</th>\n",
+              "      <th>Malic acid</th>\n",
+              "      <th>Ash</th>\n",
+              "      <th>Alcanity of Ash</th>\n",
+              "      <th>Magnesium</th>\n",
+              "      <th>Total phenols</th>\n",
+              "      <th>Flavanoids</th>\n",
+              "      <th>Nonflavanoid phenols</th>\n",
+              "      <th>Proanthynocyanins</th>\n",
+              "      <th>Color Intensity</th>\n",
+              "      <th>Hue</th>\n",
+              "      <th>OD280/OD315 of diluted wines</th>\n",
+              "      <th>Proline</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.78</td>\n",
+              "      <td>2.14</td>\n",
+              "      <td>11.2</td>\n",
+              "      <td>100</td>\n",
+              "      <td>2.65</td>\n",
+              "      <td>2.76</td>\n",
+              "      <td>0.26</td>\n",
+              "      <td>1.28</td>\n",
+              "      <td>4.380000</td>\n",
+              "      <td>1.05</td>\n",
+              "      <td>3.40</td>\n",
+              "      <td>1050</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>2.36</td>\n",
+              "      <td>2.67</td>\n",
+              "      <td>18.6</td>\n",
+              "      <td>101</td>\n",
+              "      <td>2.80</td>\n",
+              "      <td>3.24</td>\n",
+              "      <td>0.30</td>\n",
+              "      <td>2.81</td>\n",
+              "      <td>5.680000</td>\n",
+              "      <td>1.03</td>\n",
+              "      <td>3.17</td>\n",
+              "      <td>1185</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.95</td>\n",
+              "      <td>2.50</td>\n",
+              "      <td>16.8</td>\n",
+              "      <td>113</td>\n",
+              "      <td>3.85</td>\n",
+              "      <td>3.49</td>\n",
+              "      <td>0.24</td>\n",
+              "      <td>2.18</td>\n",
+              "      <td>7.800000</td>\n",
+              "      <td>0.86</td>\n",
+              "      <td>3.45</td>\n",
+              "      <td>1480</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>2.59</td>\n",
+              "      <td>2.87</td>\n",
+              "      <td>21.0</td>\n",
+              "      <td>118</td>\n",
+              "      <td>2.80</td>\n",
+              "      <td>2.69</td>\n",
+              "      <td>0.39</td>\n",
+              "      <td>1.82</td>\n",
+              "      <td>4.320000</td>\n",
+              "      <td>1.04</td>\n",
+              "      <td>2.93</td>\n",
+              "      <td>735</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.2</td>\n",
+              "      <td>1.76</td>\n",
+              "      <td>2.45</td>\n",
+              "      <td>15.2</td>\n",
+              "      <td>112</td>\n",
+              "      <td>3.27</td>\n",
+              "      <td>3.39</td>\n",
+              "      <td>0.34</td>\n",
+              "      <td>1.97</td>\n",
+              "      <td>6.750000</td>\n",
+              "      <td>1.05</td>\n",
+              "      <td>2.85</td>\n",
+              "      <td>1450</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>5</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.39</td>\n",
+              "      <td>1.87</td>\n",
+              "      <td>2.45</td>\n",
+              "      <td>14.6</td>\n",
+              "      <td>96</td>\n",
+              "      <td>2.50</td>\n",
+              "      <td>2.52</td>\n",
+              "      <td>0.30</td>\n",
+              "      <td>1.98</td>\n",
+              "      <td>5.250000</td>\n",
+              "      <td>1.02</td>\n",
+              "      <td>3.58</td>\n",
+              "      <td>1290</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>6</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.06</td>\n",
+              "      <td>2.15</td>\n",
+              "      <td>2.61</td>\n",
+              "      <td>17.6</td>\n",
+              "      <td>121</td>\n",
+              "      <td>2.60</td>\n",
+              "      <td>2.51</td>\n",
+              "      <td>0.31</td>\n",
+              "      <td>1.25</td>\n",
+              "      <td>5.050000</td>\n",
+              "      <td>1.06</td>\n",
+              "      <td>3.58</td>\n",
+              "      <td>1295</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>7</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.64</td>\n",
+              "      <td>2.17</td>\n",
+              "      <td>14.0</td>\n",
+              "      <td>97</td>\n",
+              "      <td>2.80</td>\n",
+              "      <td>2.98</td>\n",
+              "      <td>0.29</td>\n",
+              "      <td>1.98</td>\n",
+              "      <td>5.200000</td>\n",
+              "      <td>1.08</td>\n",
+              "      <td>2.85</td>\n",
+              "      <td>1045</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>8</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.35</td>\n",
+              "      <td>2.27</td>\n",
+              "      <td>16.0</td>\n",
+              "      <td>98</td>\n",
+              "      <td>2.98</td>\n",
+              "      <td>3.15</td>\n",
+              "      <td>0.22</td>\n",
+              "      <td>1.85</td>\n",
+              "      <td>7.220000</td>\n",
+              "      <td>1.01</td>\n",
+              "      <td>3.55</td>\n",
+              "      <td>1045</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>9</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.1</td>\n",
+              "      <td>2.16</td>\n",
+              "      <td>2.30</td>\n",
+              "      <td>18.0</td>\n",
+              "      <td>105</td>\n",
+              "      <td>2.95</td>\n",
+              "      <td>3.32</td>\n",
+              "      <td>0.22</td>\n",
+              "      <td>2.38</td>\n",
+              "      <td>5.750000</td>\n",
+              "      <td>1.25</td>\n",
+              "      <td>3.17</td>\n",
+              "      <td>1510</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>10</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.12</td>\n",
+              "      <td>1.48</td>\n",
+              "      <td>2.32</td>\n",
+              "      <td>16.8</td>\n",
+              "      <td>95</td>\n",
+              "      <td>2.20</td>\n",
+              "      <td>2.43</td>\n",
+              "      <td>0.26</td>\n",
+              "      <td>1.57</td>\n",
+              "      <td>5.000000</td>\n",
+              "      <td>1.17</td>\n",
+              "      <td>2.82</td>\n",
+              "      <td>1280</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>11</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.75</td>\n",
+              "      <td>1.73</td>\n",
+              "      <td>2.41</td>\n",
+              "      <td>16.0</td>\n",
+              "      <td>89</td>\n",
+              "      <td>2.60</td>\n",
+              "      <td>2.76</td>\n",
+              "      <td>0.29</td>\n",
+              "      <td>1.81</td>\n",
+              "      <td>5.600000</td>\n",
+              "      <td>1.15</td>\n",
+              "      <td>2.90</td>\n",
+              "      <td>1320</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>12</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.75</td>\n",
+              "      <td>1.73</td>\n",
+              "      <td>2.39</td>\n",
+              "      <td>11.4</td>\n",
+              "      <td>91</td>\n",
+              "      <td>3.10</td>\n",
+              "      <td>3.69</td>\n",
+              "      <td>0.43</td>\n",
+              "      <td>2.81</td>\n",
+              "      <td>5.400000</td>\n",
+              "      <td>1.25</td>\n",
+              "      <td>2.73</td>\n",
+              "      <td>1150</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>13</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.38</td>\n",
+              "      <td>1.87</td>\n",
+              "      <td>2.38</td>\n",
+              "      <td>12.0</td>\n",
+              "      <td>102</td>\n",
+              "      <td>3.30</td>\n",
+              "      <td>3.64</td>\n",
+              "      <td>0.29</td>\n",
+              "      <td>2.96</td>\n",
+              "      <td>7.500000</td>\n",
+              "      <td>1.20</td>\n",
+              "      <td>3.00</td>\n",
+              "      <td>1547</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>14</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.63</td>\n",
+              "      <td>1.81</td>\n",
+              "      <td>2.70</td>\n",
+              "      <td>17.2</td>\n",
+              "      <td>112</td>\n",
+              "      <td>2.85</td>\n",
+              "      <td>2.91</td>\n",
+              "      <td>0.30</td>\n",
+              "      <td>1.46</td>\n",
+              "      <td>7.300000</td>\n",
+              "      <td>1.28</td>\n",
+              "      <td>2.88</td>\n",
+              "      <td>1310</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>15</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.3</td>\n",
+              "      <td>1.92</td>\n",
+              "      <td>2.72</td>\n",
+              "      <td>20.0</td>\n",
+              "      <td>120</td>\n",
+              "      <td>2.80</td>\n",
+              "      <td>3.14</td>\n",
+              "      <td>0.33</td>\n",
+              "      <td>1.97</td>\n",
+              "      <td>6.200000</td>\n",
+              "      <td>1.07</td>\n",
+              "      <td>2.65</td>\n",
+              "      <td>1280</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>16</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.83</td>\n",
+              "      <td>1.57</td>\n",
+              "      <td>2.62</td>\n",
+              "      <td>20.0</td>\n",
+              "      <td>115</td>\n",
+              "      <td>2.95</td>\n",
+              "      <td>3.40</td>\n",
+              "      <td>0.40</td>\n",
+              "      <td>1.72</td>\n",
+              "      <td>6.600000</td>\n",
+              "      <td>1.13</td>\n",
+              "      <td>2.57</td>\n",
+              "      <td>1130</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>17</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.19</td>\n",
+              "      <td>1.59</td>\n",
+              "      <td>2.48</td>\n",
+              "      <td>16.5</td>\n",
+              "      <td>108</td>\n",
+              "      <td>3.30</td>\n",
+              "      <td>3.93</td>\n",
+              "      <td>0.32</td>\n",
+              "      <td>1.86</td>\n",
+              "      <td>8.700000</td>\n",
+              "      <td>1.23</td>\n",
+              "      <td>2.82</td>\n",
+              "      <td>1680</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>18</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.64</td>\n",
+              "      <td>3.10</td>\n",
+              "      <td>2.56</td>\n",
+              "      <td>15.2</td>\n",
+              "      <td>116</td>\n",
+              "      <td>2.70</td>\n",
+              "      <td>3.03</td>\n",
+              "      <td>0.17</td>\n",
+              "      <td>1.66</td>\n",
+              "      <td>5.100000</td>\n",
+              "      <td>0.96</td>\n",
+              "      <td>3.36</td>\n",
+              "      <td>845</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>19</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.06</td>\n",
+              "      <td>1.63</td>\n",
+              "      <td>2.28</td>\n",
+              "      <td>16.0</td>\n",
+              "      <td>126</td>\n",
+              "      <td>3.00</td>\n",
+              "      <td>3.17</td>\n",
+              "      <td>0.24</td>\n",
+              "      <td>2.10</td>\n",
+              "      <td>5.650000</td>\n",
+              "      <td>1.09</td>\n",
+              "      <td>3.71</td>\n",
+              "      <td>780</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>20</th>\n",
+              "      <td>1</td>\n",
+              "      <td>12.93</td>\n",
+              "      <td>3.80</td>\n",
+              "      <td>2.65</td>\n",
+              "      <td>18.6</td>\n",
+              "      <td>102</td>\n",
+              "      <td>2.41</td>\n",
+              "      <td>2.41</td>\n",
+              "      <td>0.25</td>\n",
+              "      <td>1.98</td>\n",
+              "      <td>4.500000</td>\n",
+              "      <td>1.03</td>\n",
+              "      <td>3.52</td>\n",
+              "      <td>770</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>21</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.71</td>\n",
+              "      <td>1.86</td>\n",
+              "      <td>2.36</td>\n",
+              "      <td>16.6</td>\n",
+              "      <td>101</td>\n",
+              "      <td>2.61</td>\n",
+              "      <td>2.88</td>\n",
+              "      <td>0.27</td>\n",
+              "      <td>1.69</td>\n",
+              "      <td>3.800000</td>\n",
+              "      <td>1.11</td>\n",
+              "      <td>4.00</td>\n",
+              "      <td>1035</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>22</th>\n",
+              "      <td>1</td>\n",
+              "      <td>12.85</td>\n",
+              "      <td>1.60</td>\n",
+              "      <td>2.52</td>\n",
+              "      <td>17.8</td>\n",
+              "      <td>95</td>\n",
+              "      <td>2.48</td>\n",
+              "      <td>2.37</td>\n",
+              "      <td>0.26</td>\n",
+              "      <td>1.46</td>\n",
+              "      <td>3.930000</td>\n",
+              "      <td>1.09</td>\n",
+              "      <td>3.63</td>\n",
+              "      <td>1015</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>23</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.5</td>\n",
+              "      <td>1.81</td>\n",
+              "      <td>2.61</td>\n",
+              "      <td>20.0</td>\n",
+              "      <td>96</td>\n",
+              "      <td>2.53</td>\n",
+              "      <td>2.61</td>\n",
+              "      <td>0.28</td>\n",
+              "      <td>1.66</td>\n",
+              "      <td>3.520000</td>\n",
+              "      <td>1.12</td>\n",
+              "      <td>3.82</td>\n",
+              "      <td>845</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>24</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.05</td>\n",
+              "      <td>2.05</td>\n",
+              "      <td>3.22</td>\n",
+              "      <td>25.0</td>\n",
+              "      <td>124</td>\n",
+              "      <td>2.63</td>\n",
+              "      <td>2.68</td>\n",
+              "      <td>0.47</td>\n",
+              "      <td>1.92</td>\n",
+              "      <td>3.580000</td>\n",
+              "      <td>1.13</td>\n",
+              "      <td>3.20</td>\n",
+              "      <td>830</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>25</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.39</td>\n",
+              "      <td>1.77</td>\n",
+              "      <td>2.62</td>\n",
+              "      <td>16.1</td>\n",
+              "      <td>93</td>\n",
+              "      <td>2.85</td>\n",
+              "      <td>2.94</td>\n",
+              "      <td>0.34</td>\n",
+              "      <td>1.45</td>\n",
+              "      <td>4.800000</td>\n",
+              "      <td>0.92</td>\n",
+              "      <td>3.22</td>\n",
+              "      <td>1195</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>26</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.3</td>\n",
+              "      <td>1.72</td>\n",
+              "      <td>2.14</td>\n",
+              "      <td>17.0</td>\n",
+              "      <td>94</td>\n",
+              "      <td>2.40</td>\n",
+              "      <td>2.19</td>\n",
+              "      <td>0.27</td>\n",
+              "      <td>1.35</td>\n",
+              "      <td>3.950000</td>\n",
+              "      <td>1.02</td>\n",
+              "      <td>2.77</td>\n",
+              "      <td>1285</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>27</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.87</td>\n",
+              "      <td>1.90</td>\n",
+              "      <td>2.80</td>\n",
+              "      <td>19.4</td>\n",
+              "      <td>107</td>\n",
+              "      <td>2.95</td>\n",
+              "      <td>2.97</td>\n",
+              "      <td>0.37</td>\n",
+              "      <td>1.76</td>\n",
+              "      <td>4.500000</td>\n",
+              "      <td>1.25</td>\n",
+              "      <td>3.40</td>\n",
+              "      <td>915</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>28</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.02</td>\n",
+              "      <td>1.68</td>\n",
+              "      <td>2.21</td>\n",
+              "      <td>16.0</td>\n",
+              "      <td>96</td>\n",
+              "      <td>2.65</td>\n",
+              "      <td>2.33</td>\n",
+              "      <td>0.26</td>\n",
+              "      <td>1.98</td>\n",
+              "      <td>4.700000</td>\n",
+              "      <td>1.04</td>\n",
+              "      <td>3.59</td>\n",
+              "      <td>1035</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>29</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.73</td>\n",
+              "      <td>1.50</td>\n",
+              "      <td>2.70</td>\n",
+              "      <td>22.5</td>\n",
+              "      <td>101</td>\n",
+              "      <td>3.00</td>\n",
+              "      <td>3.25</td>\n",
+              "      <td>0.29</td>\n",
+              "      <td>2.38</td>\n",
+              "      <td>5.700000</td>\n",
+              "      <td>1.19</td>\n",
+              "      <td>2.71</td>\n",
+              "      <td>1285</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",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>147</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.32</td>\n",
+              "      <td>3.24</td>\n",
+              "      <td>2.38</td>\n",
+              "      <td>21.5</td>\n",
+              "      <td>92</td>\n",
+              "      <td>1.93</td>\n",
+              "      <td>0.76</td>\n",
+              "      <td>0.45</td>\n",
+              "      <td>1.25</td>\n",
+              "      <td>8.420000</td>\n",
+              "      <td>0.55</td>\n",
+              "      <td>1.62</td>\n",
+              "      <td>650</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>148</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.08</td>\n",
+              "      <td>3.90</td>\n",
+              "      <td>2.36</td>\n",
+              "      <td>21.5</td>\n",
+              "      <td>113</td>\n",
+              "      <td>1.41</td>\n",
+              "      <td>1.39</td>\n",
+              "      <td>0.34</td>\n",
+              "      <td>1.14</td>\n",
+              "      <td>9.400000</td>\n",
+              "      <td>0.57</td>\n",
+              "      <td>1.33</td>\n",
+              "      <td>550</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>149</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.5</td>\n",
+              "      <td>3.12</td>\n",
+              "      <td>2.62</td>\n",
+              "      <td>24.0</td>\n",
+              "      <td>123</td>\n",
+              "      <td>1.40</td>\n",
+              "      <td>1.57</td>\n",
+              "      <td>0.22</td>\n",
+              "      <td>1.25</td>\n",
+              "      <td>8.600000</td>\n",
+              "      <td>0.59</td>\n",
+              "      <td>1.30</td>\n",
+              "      <td>500</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>150</th>\n",
+              "      <td>3</td>\n",
+              "      <td>12.79</td>\n",
+              "      <td>2.67</td>\n",
+              "      <td>2.48</td>\n",
+              "      <td>22.0</td>\n",
+              "      <td>112</td>\n",
+              "      <td>1.48</td>\n",
+              "      <td>1.36</td>\n",
+              "      <td>0.24</td>\n",
+              "      <td>1.26</td>\n",
+              "      <td>10.800000</td>\n",
+              "      <td>0.48</td>\n",
+              "      <td>1.47</td>\n",
+              "      <td>480</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>151</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.11</td>\n",
+              "      <td>1.90</td>\n",
+              "      <td>2.75</td>\n",
+              "      <td>25.5</td>\n",
+              "      <td>116</td>\n",
+              "      <td>2.20</td>\n",
+              "      <td>1.28</td>\n",
+              "      <td>0.26</td>\n",
+              "      <td>1.56</td>\n",
+              "      <td>7.100000</td>\n",
+              "      <td>0.61</td>\n",
+              "      <td>1.33</td>\n",
+              "      <td>425</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>152</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.23</td>\n",
+              "      <td>3.30</td>\n",
+              "      <td>2.28</td>\n",
+              "      <td>18.5</td>\n",
+              "      <td>98</td>\n",
+              "      <td>1.80</td>\n",
+              "      <td>0.83</td>\n",
+              "      <td>0.61</td>\n",
+              "      <td>1.87</td>\n",
+              "      <td>10.520000</td>\n",
+              "      <td>0.56</td>\n",
+              "      <td>1.51</td>\n",
+              "      <td>675</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>153</th>\n",
+              "      <td>3</td>\n",
+              "      <td>12.58</td>\n",
+              "      <td>1.29</td>\n",
+              "      <td>2.10</td>\n",
+              "      <td>20.0</td>\n",
+              "      <td>103</td>\n",
+              "      <td>1.48</td>\n",
+              "      <td>0.58</td>\n",
+              "      <td>0.53</td>\n",
+              "      <td>1.40</td>\n",
+              "      <td>7.600000</td>\n",
+              "      <td>0.58</td>\n",
+              "      <td>1.55</td>\n",
+              "      <td>640</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>154</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.17</td>\n",
+              "      <td>5.19</td>\n",
+              "      <td>2.32</td>\n",
+              "      <td>22.0</td>\n",
+              "      <td>93</td>\n",
+              "      <td>1.74</td>\n",
+              "      <td>0.63</td>\n",
+              "      <td>0.61</td>\n",
+              "      <td>1.55</td>\n",
+              "      <td>7.900000</td>\n",
+              "      <td>0.60</td>\n",
+              "      <td>1.48</td>\n",
+              "      <td>725</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>155</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.84</td>\n",
+              "      <td>4.12</td>\n",
+              "      <td>2.38</td>\n",
+              "      <td>19.5</td>\n",
+              "      <td>89</td>\n",
+              "      <td>1.80</td>\n",
+              "      <td>0.83</td>\n",
+              "      <td>0.48</td>\n",
+              "      <td>1.56</td>\n",
+              "      <td>9.010000</td>\n",
+              "      <td>0.57</td>\n",
+              "      <td>1.64</td>\n",
+              "      <td>480</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>156</th>\n",
+              "      <td>3</td>\n",
+              "      <td>12.45</td>\n",
+              "      <td>3.03</td>\n",
+              "      <td>2.64</td>\n",
+              "      <td>27.0</td>\n",
+              "      <td>97</td>\n",
+              "      <td>1.90</td>\n",
+              "      <td>0.58</td>\n",
+              "      <td>0.63</td>\n",
+              "      <td>1.14</td>\n",
+              "      <td>7.500000</td>\n",
+              "      <td>0.67</td>\n",
+              "      <td>1.73</td>\n",
+              "      <td>880</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>157</th>\n",
+              "      <td>3</td>\n",
+              "      <td>14.34</td>\n",
+              "      <td>1.68</td>\n",
+              "      <td>2.70</td>\n",
+              "      <td>25.0</td>\n",
+              "      <td>98</td>\n",
+              "      <td>2.80</td>\n",
+              "      <td>1.31</td>\n",
+              "      <td>0.53</td>\n",
+              "      <td>2.70</td>\n",
+              "      <td>13.000000</td>\n",
+              "      <td>0.57</td>\n",
+              "      <td>1.96</td>\n",
+              "      <td>660</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>158</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.48</td>\n",
+              "      <td>1.67</td>\n",
+              "      <td>2.64</td>\n",
+              "      <td>22.5</td>\n",
+              "      <td>89</td>\n",
+              "      <td>2.60</td>\n",
+              "      <td>1.10</td>\n",
+              "      <td>0.52</td>\n",
+              "      <td>2.29</td>\n",
+              "      <td>11.750000</td>\n",
+              "      <td>0.57</td>\n",
+              "      <td>1.78</td>\n",
+              "      <td>620</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>159</th>\n",
+              "      <td>3</td>\n",
+              "      <td>12.36</td>\n",
+              "      <td>3.83</td>\n",
+              "      <td>2.38</td>\n",
+              "      <td>21.0</td>\n",
+              "      <td>88</td>\n",
+              "      <td>2.30</td>\n",
+              "      <td>0.92</td>\n",
+              "      <td>0.50</td>\n",
+              "      <td>1.04</td>\n",
+              "      <td>7.650000</td>\n",
+              "      <td>0.56</td>\n",
+              "      <td>1.58</td>\n",
+              "      <td>520</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>160</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.69</td>\n",
+              "      <td>3.26</td>\n",
+              "      <td>2.54</td>\n",
+              "      <td>20.0</td>\n",
+              "      <td>107</td>\n",
+              "      <td>1.83</td>\n",
+              "      <td>0.56</td>\n",
+              "      <td>0.50</td>\n",
+              "      <td>0.80</td>\n",
+              "      <td>5.880000</td>\n",
+              "      <td>0.96</td>\n",
+              "      <td>1.82</td>\n",
+              "      <td>680</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>161</th>\n",
+              "      <td>3</td>\n",
+              "      <td>12.85</td>\n",
+              "      <td>3.27</td>\n",
+              "      <td>2.58</td>\n",
+              "      <td>22.0</td>\n",
+              "      <td>106</td>\n",
+              "      <td>1.65</td>\n",
+              "      <td>0.60</td>\n",
+              "      <td>0.60</td>\n",
+              "      <td>0.96</td>\n",
+              "      <td>5.580000</td>\n",
+              "      <td>0.87</td>\n",
+              "      <td>2.11</td>\n",
+              "      <td>570</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>162</th>\n",
+              "      <td>3</td>\n",
+              "      <td>12.96</td>\n",
+              "      <td>3.45</td>\n",
+              "      <td>2.35</td>\n",
+              "      <td>18.5</td>\n",
+              "      <td>106</td>\n",
+              "      <td>1.39</td>\n",
+              "      <td>0.70</td>\n",
+              "      <td>0.40</td>\n",
+              "      <td>0.94</td>\n",
+              "      <td>5.280000</td>\n",
+              "      <td>0.68</td>\n",
+              "      <td>1.75</td>\n",
+              "      <td>675</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>163</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.78</td>\n",
+              "      <td>2.76</td>\n",
+              "      <td>2.30</td>\n",
+              "      <td>22.0</td>\n",
+              "      <td>90</td>\n",
+              "      <td>1.35</td>\n",
+              "      <td>0.68</td>\n",
+              "      <td>0.41</td>\n",
+              "      <td>1.03</td>\n",
+              "      <td>9.580000</td>\n",
+              "      <td>0.70</td>\n",
+              "      <td>1.68</td>\n",
+              "      <td>615</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>164</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.73</td>\n",
+              "      <td>4.36</td>\n",
+              "      <td>2.26</td>\n",
+              "      <td>22.5</td>\n",
+              "      <td>88</td>\n",
+              "      <td>1.28</td>\n",
+              "      <td>0.47</td>\n",
+              "      <td>0.52</td>\n",
+              "      <td>1.15</td>\n",
+              "      <td>6.620000</td>\n",
+              "      <td>0.78</td>\n",
+              "      <td>1.75</td>\n",
+              "      <td>520</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>165</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.45</td>\n",
+              "      <td>3.70</td>\n",
+              "      <td>2.60</td>\n",
+              "      <td>23.0</td>\n",
+              "      <td>111</td>\n",
+              "      <td>1.70</td>\n",
+              "      <td>0.92</td>\n",
+              "      <td>0.43</td>\n",
+              "      <td>1.46</td>\n",
+              "      <td>10.680000</td>\n",
+              "      <td>0.85</td>\n",
+              "      <td>1.56</td>\n",
+              "      <td>695</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>166</th>\n",
+              "      <td>3</td>\n",
+              "      <td>12.82</td>\n",
+              "      <td>3.37</td>\n",
+              "      <td>2.30</td>\n",
+              "      <td>19.5</td>\n",
+              "      <td>88</td>\n",
+              "      <td>1.48</td>\n",
+              "      <td>0.66</td>\n",
+              "      <td>0.40</td>\n",
+              "      <td>0.97</td>\n",
+              "      <td>10.260000</td>\n",
+              "      <td>0.72</td>\n",
+              "      <td>1.75</td>\n",
+              "      <td>685</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>167</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.58</td>\n",
+              "      <td>2.58</td>\n",
+              "      <td>2.69</td>\n",
+              "      <td>24.5</td>\n",
+              "      <td>105</td>\n",
+              "      <td>1.55</td>\n",
+              "      <td>0.84</td>\n",
+              "      <td>0.39</td>\n",
+              "      <td>1.54</td>\n",
+              "      <td>8.660000</td>\n",
+              "      <td>0.74</td>\n",
+              "      <td>1.80</td>\n",
+              "      <td>750</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>168</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.4</td>\n",
+              "      <td>4.60</td>\n",
+              "      <td>2.86</td>\n",
+              "      <td>25.0</td>\n",
+              "      <td>112</td>\n",
+              "      <td>1.98</td>\n",
+              "      <td>0.96</td>\n",
+              "      <td>0.27</td>\n",
+              "      <td>1.11</td>\n",
+              "      <td>8.500000</td>\n",
+              "      <td>0.67</td>\n",
+              "      <td>1.92</td>\n",
+              "      <td>630</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>169</th>\n",
+              "      <td>3</td>\n",
+              "      <td>12.2</td>\n",
+              "      <td>3.03</td>\n",
+              "      <td>2.32</td>\n",
+              "      <td>19.0</td>\n",
+              "      <td>96</td>\n",
+              "      <td>1.25</td>\n",
+              "      <td>0.49</td>\n",
+              "      <td>0.40</td>\n",
+              "      <td>0.73</td>\n",
+              "      <td>5.500000</td>\n",
+              "      <td>0.66</td>\n",
+              "      <td>1.83</td>\n",
+              "      <td>510</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>170</th>\n",
+              "      <td>3</td>\n",
+              "      <td>12.77</td>\n",
+              "      <td>2.39</td>\n",
+              "      <td>2.28</td>\n",
+              "      <td>19.5</td>\n",
+              "      <td>86</td>\n",
+              "      <td>1.39</td>\n",
+              "      <td>0.51</td>\n",
+              "      <td>0.48</td>\n",
+              "      <td>0.64</td>\n",
+              "      <td>9.899999</td>\n",
+              "      <td>0.57</td>\n",
+              "      <td>1.63</td>\n",
+              "      <td>470</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>171</th>\n",
+              "      <td>3</td>\n",
+              "      <td>14.16</td>\n",
+              "      <td>2.51</td>\n",
+              "      <td>2.48</td>\n",
+              "      <td>20.0</td>\n",
+              "      <td>91</td>\n",
+              "      <td>1.68</td>\n",
+              "      <td>0.70</td>\n",
+              "      <td>0.44</td>\n",
+              "      <td>1.24</td>\n",
+              "      <td>9.700000</td>\n",
+              "      <td>0.62</td>\n",
+              "      <td>1.71</td>\n",
+              "      <td>660</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>172</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.71</td>\n",
+              "      <td>5.65</td>\n",
+              "      <td>2.45</td>\n",
+              "      <td>20.5</td>\n",
+              "      <td>95</td>\n",
+              "      <td>1.68</td>\n",
+              "      <td>0.61</td>\n",
+              "      <td>0.52</td>\n",
+              "      <td>1.06</td>\n",
+              "      <td>7.700000</td>\n",
+              "      <td>0.64</td>\n",
+              "      <td>1.74</td>\n",
+              "      <td>740</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>173</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.4</td>\n",
+              "      <td>3.91</td>\n",
+              "      <td>2.48</td>\n",
+              "      <td>23.0</td>\n",
+              "      <td>102</td>\n",
+              "      <td>1.80</td>\n",
+              "      <td>0.75</td>\n",
+              "      <td>0.43</td>\n",
+              "      <td>1.41</td>\n",
+              "      <td>7.300000</td>\n",
+              "      <td>0.70</td>\n",
+              "      <td>1.56</td>\n",
+              "      <td>750</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>174</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.27</td>\n",
+              "      <td>4.28</td>\n",
+              "      <td>2.26</td>\n",
+              "      <td>20.0</td>\n",
+              "      <td>120</td>\n",
+              "      <td>1.59</td>\n",
+              "      <td>0.69</td>\n",
+              "      <td>0.43</td>\n",
+              "      <td>1.35</td>\n",
+              "      <td>10.200000</td>\n",
+              "      <td>0.59</td>\n",
+              "      <td>1.56</td>\n",
+              "      <td>835</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>175</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.17</td>\n",
+              "      <td>2.59</td>\n",
+              "      <td>2.37</td>\n",
+              "      <td>20.0</td>\n",
+              "      <td>120</td>\n",
+              "      <td>1.65</td>\n",
+              "      <td>0.68</td>\n",
+              "      <td>0.53</td>\n",
+              "      <td>1.46</td>\n",
+              "      <td>9.300000</td>\n",
+              "      <td>0.60</td>\n",
+              "      <td>1.62</td>\n",
+              "      <td>840</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>176</th>\n",
+              "      <td>3</td>\n",
+              "      <td>14.13</td>\n",
+              "      <td>4.10</td>\n",
+              "      <td>2.74</td>\n",
+              "      <td>24.5</td>\n",
+              "      <td>96</td>\n",
+              "      <td>2.05</td>\n",
+              "      <td>0.76</td>\n",
+              "      <td>0.56</td>\n",
+              "      <td>1.35</td>\n",
+              "      <td>9.200000</td>\n",
+              "      <td>0.61</td>\n",
+              "      <td>1.60</td>\n",
+              "      <td>560</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "<p>177 rows × 14 columns</p>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "     1 Alcohol  Malic acid   Ash  Alcanity of Ash  Magnesium  Total phenols  \\\n",
+              "0    1     NaN        1.78  2.14             11.2        100           2.65   \n",
+              "1    1     NaN        2.36  2.67             18.6        101           2.80   \n",
+              "2    1     NaN        1.95  2.50             16.8        113           3.85   \n",
+              "3    1     NaN        2.59  2.87             21.0        118           2.80   \n",
+              "4    1    14.2        1.76  2.45             15.2        112           3.27   \n",
+              "5    1   14.39        1.87  2.45             14.6         96           2.50   \n",
+              "6    1   14.06        2.15  2.61             17.6        121           2.60   \n",
+              "7    1     NaN        1.64  2.17             14.0         97           2.80   \n",
+              "8    1     NaN        1.35  2.27             16.0         98           2.98   \n",
+              "9    1    14.1        2.16  2.30             18.0        105           2.95   \n",
+              "10   1   14.12        1.48  2.32             16.8         95           2.20   \n",
+              "11   1   13.75        1.73  2.41             16.0         89           2.60   \n",
+              "12   1   14.75        1.73  2.39             11.4         91           3.10   \n",
+              "13   1   14.38        1.87  2.38             12.0        102           3.30   \n",
+              "14   1   13.63        1.81  2.70             17.2        112           2.85   \n",
+              "15   1    14.3        1.92  2.72             20.0        120           2.80   \n",
+              "16   1   13.83        1.57  2.62             20.0        115           2.95   \n",
+              "17   1   14.19        1.59  2.48             16.5        108           3.30   \n",
+              "18   1   13.64        3.10  2.56             15.2        116           2.70   \n",
+              "19   1   14.06        1.63  2.28             16.0        126           3.00   \n",
+              "20   1   12.93        3.80  2.65             18.6        102           2.41   \n",
+              "21   1   13.71        1.86  2.36             16.6        101           2.61   \n",
+              "22   1   12.85        1.60  2.52             17.8         95           2.48   \n",
+              "23   1    13.5        1.81  2.61             20.0         96           2.53   \n",
+              "24   1   13.05        2.05  3.22             25.0        124           2.63   \n",
+              "25   1   13.39        1.77  2.62             16.1         93           2.85   \n",
+              "26   1    13.3        1.72  2.14             17.0         94           2.40   \n",
+              "27   1   13.87        1.90  2.80             19.4        107           2.95   \n",
+              "28   1   14.02        1.68  2.21             16.0         96           2.65   \n",
+              "29   1   13.73        1.50  2.70             22.5        101           3.00   \n",
+              "..  ..     ...         ...   ...              ...        ...            ...   \n",
+              "147  3   13.32        3.24  2.38             21.5         92           1.93   \n",
+              "148  3   13.08        3.90  2.36             21.5        113           1.41   \n",
+              "149  3    13.5        3.12  2.62             24.0        123           1.40   \n",
+              "150  3   12.79        2.67  2.48             22.0        112           1.48   \n",
+              "151  3   13.11        1.90  2.75             25.5        116           2.20   \n",
+              "152  3   13.23        3.30  2.28             18.5         98           1.80   \n",
+              "153  3   12.58        1.29  2.10             20.0        103           1.48   \n",
+              "154  3   13.17        5.19  2.32             22.0         93           1.74   \n",
+              "155  3   13.84        4.12  2.38             19.5         89           1.80   \n",
+              "156  3   12.45        3.03  2.64             27.0         97           1.90   \n",
+              "157  3   14.34        1.68  2.70             25.0         98           2.80   \n",
+              "158  3   13.48        1.67  2.64             22.5         89           2.60   \n",
+              "159  3   12.36        3.83  2.38             21.0         88           2.30   \n",
+              "160  3   13.69        3.26  2.54             20.0        107           1.83   \n",
+              "161  3   12.85        3.27  2.58             22.0        106           1.65   \n",
+              "162  3   12.96        3.45  2.35             18.5        106           1.39   \n",
+              "163  3   13.78        2.76  2.30             22.0         90           1.35   \n",
+              "164  3   13.73        4.36  2.26             22.5         88           1.28   \n",
+              "165  3   13.45        3.70  2.60             23.0        111           1.70   \n",
+              "166  3   12.82        3.37  2.30             19.5         88           1.48   \n",
+              "167  3   13.58        2.58  2.69             24.5        105           1.55   \n",
+              "168  3    13.4        4.60  2.86             25.0        112           1.98   \n",
+              "169  3    12.2        3.03  2.32             19.0         96           1.25   \n",
+              "170  3   12.77        2.39  2.28             19.5         86           1.39   \n",
+              "171  3   14.16        2.51  2.48             20.0         91           1.68   \n",
+              "172  3   13.71        5.65  2.45             20.5         95           1.68   \n",
+              "173  3    13.4        3.91  2.48             23.0        102           1.80   \n",
+              "174  3   13.27        4.28  2.26             20.0        120           1.59   \n",
+              "175  3   13.17        2.59  2.37             20.0        120           1.65   \n",
+              "176  3   14.13        4.10  2.74             24.5         96           2.05   \n",
+              "\n",
+              "     Flavanoids  Nonflavanoid phenols  Proanthynocyanins  Color Intensity  \\\n",
+              "0          2.76                  0.26               1.28         4.380000   \n",
+              "1          3.24                  0.30               2.81         5.680000   \n",
+              "2          3.49                  0.24               2.18         7.800000   \n",
+              "3          2.69                  0.39               1.82         4.320000   \n",
+              "4          3.39                  0.34               1.97         6.750000   \n",
+              "5          2.52                  0.30               1.98         5.250000   \n",
+              "6          2.51                  0.31               1.25         5.050000   \n",
+              "7          2.98                  0.29               1.98         5.200000   \n",
+              "8          3.15                  0.22               1.85         7.220000   \n",
+              "9          3.32                  0.22               2.38         5.750000   \n",
+              "10         2.43                  0.26               1.57         5.000000   \n",
+              "11         2.76                  0.29               1.81         5.600000   \n",
+              "12         3.69                  0.43               2.81         5.400000   \n",
+              "13         3.64                  0.29               2.96         7.500000   \n",
+              "14         2.91                  0.30               1.46         7.300000   \n",
+              "15         3.14                  0.33               1.97         6.200000   \n",
+              "16         3.40                  0.40               1.72         6.600000   \n",
+              "17         3.93                  0.32               1.86         8.700000   \n",
+              "18         3.03                  0.17               1.66         5.100000   \n",
+              "19         3.17                  0.24               2.10         5.650000   \n",
+              "20         2.41                  0.25               1.98         4.500000   \n",
+              "21         2.88                  0.27               1.69         3.800000   \n",
+              "22         2.37                  0.26               1.46         3.930000   \n",
+              "23         2.61                  0.28               1.66         3.520000   \n",
+              "24         2.68                  0.47               1.92         3.580000   \n",
+              "25         2.94                  0.34               1.45         4.800000   \n",
+              "26         2.19                  0.27               1.35         3.950000   \n",
+              "27         2.97                  0.37               1.76         4.500000   \n",
+              "28         2.33                  0.26               1.98         4.700000   \n",
+              "29         3.25                  0.29               2.38         5.700000   \n",
+              "..          ...                   ...                ...              ...   \n",
+              "147        0.76                  0.45               1.25         8.420000   \n",
+              "148        1.39                  0.34               1.14         9.400000   \n",
+              "149        1.57                  0.22               1.25         8.600000   \n",
+              "150        1.36                  0.24               1.26        10.800000   \n",
+              "151        1.28                  0.26               1.56         7.100000   \n",
+              "152        0.83                  0.61               1.87        10.520000   \n",
+              "153        0.58                  0.53               1.40         7.600000   \n",
+              "154        0.63                  0.61               1.55         7.900000   \n",
+              "155        0.83                  0.48               1.56         9.010000   \n",
+              "156        0.58                  0.63               1.14         7.500000   \n",
+              "157        1.31                  0.53               2.70        13.000000   \n",
+              "158        1.10                  0.52               2.29        11.750000   \n",
+              "159        0.92                  0.50               1.04         7.650000   \n",
+              "160        0.56                  0.50               0.80         5.880000   \n",
+              "161        0.60                  0.60               0.96         5.580000   \n",
+              "162        0.70                  0.40               0.94         5.280000   \n",
+              "163        0.68                  0.41               1.03         9.580000   \n",
+              "164        0.47                  0.52               1.15         6.620000   \n",
+              "165        0.92                  0.43               1.46        10.680000   \n",
+              "166        0.66                  0.40               0.97        10.260000   \n",
+              "167        0.84                  0.39               1.54         8.660000   \n",
+              "168        0.96                  0.27               1.11         8.500000   \n",
+              "169        0.49                  0.40               0.73         5.500000   \n",
+              "170        0.51                  0.48               0.64         9.899999   \n",
+              "171        0.70                  0.44               1.24         9.700000   \n",
+              "172        0.61                  0.52               1.06         7.700000   \n",
+              "173        0.75                  0.43               1.41         7.300000   \n",
+              "174        0.69                  0.43               1.35        10.200000   \n",
+              "175        0.68                  0.53               1.46         9.300000   \n",
+              "176        0.76                  0.56               1.35         9.200000   \n",
+              "\n",
+              "      Hue  OD280/OD315 of diluted wines  Proline  \n",
+              "0    1.05                          3.40     1050  \n",
+              "1    1.03                          3.17     1185  \n",
+              "2    0.86                          3.45     1480  \n",
+              "3    1.04                          2.93      735  \n",
+              "4    1.05                          2.85     1450  \n",
+              "5    1.02                          3.58     1290  \n",
+              "6    1.06                          3.58     1295  \n",
+              "7    1.08                          2.85     1045  \n",
+              "8    1.01                          3.55     1045  \n",
+              "9    1.25                          3.17     1510  \n",
+              "10   1.17                          2.82     1280  \n",
+              "11   1.15                          2.90     1320  \n",
+              "12   1.25                          2.73     1150  \n",
+              "13   1.20                          3.00     1547  \n",
+              "14   1.28                          2.88     1310  \n",
+              "15   1.07                          2.65     1280  \n",
+              "16   1.13                          2.57     1130  \n",
+              "17   1.23                          2.82     1680  \n",
+              "18   0.96                          3.36      845  \n",
+              "19   1.09                          3.71      780  \n",
+              "20   1.03                          3.52      770  \n",
+              "21   1.11                          4.00     1035  \n",
+              "22   1.09                          3.63     1015  \n",
+              "23   1.12                          3.82      845  \n",
+              "24   1.13                          3.20      830  \n",
+              "25   0.92                          3.22     1195  \n",
+              "26   1.02                          2.77     1285  \n",
+              "27   1.25                          3.40      915  \n",
+              "28   1.04                          3.59     1035  \n",
+              "29   1.19                          2.71     1285  \n",
+              "..    ...                           ...      ...  \n",
+              "147  0.55                          1.62      650  \n",
+              "148  0.57                          1.33      550  \n",
+              "149  0.59                          1.30      500  \n",
+              "150  0.48                          1.47      480  \n",
+              "151  0.61                          1.33      425  \n",
+              "152  0.56                          1.51      675  \n",
+              "153  0.58                          1.55      640  \n",
+              "154  0.60                          1.48      725  \n",
+              "155  0.57                          1.64      480  \n",
+              "156  0.67                          1.73      880  \n",
+              "157  0.57                          1.96      660  \n",
+              "158  0.57                          1.78      620  \n",
+              "159  0.56                          1.58      520  \n",
+              "160  0.96                          1.82      680  \n",
+              "161  0.87                          2.11      570  \n",
+              "162  0.68                          1.75      675  \n",
+              "163  0.70                          1.68      615  \n",
+              "164  0.78                          1.75      520  \n",
+              "165  0.85                          1.56      695  \n",
+              "166  0.72                          1.75      685  \n",
+              "167  0.74                          1.80      750  \n",
+              "168  0.67                          1.92      630  \n",
+              "169  0.66                          1.83      510  \n",
+              "170  0.57                          1.63      470  \n",
+              "171  0.62                          1.71      660  \n",
+              "172  0.64                          1.74      740  \n",
+              "173  0.70                          1.56      750  \n",
+              "174  0.59                          1.56      835  \n",
+              "175  0.60                          1.62      840  \n",
+              "176  0.61                          1.60      560  \n",
+              "\n",
+              "[177 rows x 14 columns]"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 30
+        }
+      ]
+    },
+    {
+      "metadata": {
+        "id": "QXS-gA7eKiY3",
+        "colab_type": "code",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 34
+        },
+        "outputId": "b291c69a-200b-4858-a299-af543ff40ee7"
+      },
+      "cell_type": "code",
+      "source": [
+        "random=np.random.randint(10, size=10)\n",
+        "random"
+      ],
+      "execution_count": 20,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "array([3, 3, 2, 0, 0, 0, 3, 7, 3, 8])"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 20
+        }
+      ]
+    },
+    {
+      "metadata": {
+        "id": "t8pMkI1xKiab",
+        "colab_type": "code",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 1898
+        },
+        "outputId": "b7b47050-01de-400d-8d5a-b57860274ad7"
+      },
+      "cell_type": "code",
+      "source": [
+        "for i in range (0,10):\n",
+        "  if i==3 or i==2 or i==0 or i==7 or i==8:\n",
+        "    wine_df.iloc[i, wine_df.columns.get_loc('Alcohol')] = np.NaN\n",
+        "wine_df"
+      ],
+      "execution_count": 29,
+      "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>1</th>\n",
+              "      <th>Alcohol</th>\n",
+              "      <th>Malic acid</th>\n",
+              "      <th>Ash</th>\n",
+              "      <th>Alcanity of Ash</th>\n",
+              "      <th>Magnesium</th>\n",
+              "      <th>Total phenols</th>\n",
+              "      <th>Flavanoids</th>\n",
+              "      <th>Nonflavanoid phenols</th>\n",
+              "      <th>Proanthynocyanins</th>\n",
+              "      <th>Color Intensity</th>\n",
+              "      <th>Hue</th>\n",
+              "      <th>OD280/OD315 of diluted wines</th>\n",
+              "      <th>Proline</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.78</td>\n",
+              "      <td>2.14</td>\n",
+              "      <td>11.2</td>\n",
+              "      <td>100</td>\n",
+              "      <td>2.65</td>\n",
+              "      <td>2.76</td>\n",
+              "      <td>0.26</td>\n",
+              "      <td>1.28</td>\n",
+              "      <td>4.380000</td>\n",
+              "      <td>1.05</td>\n",
+              "      <td>3.40</td>\n",
+              "      <td>1050</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>1</td>\n",
+              "      <td>Nan</td>\n",
+              "      <td>2.36</td>\n",
+              "      <td>2.67</td>\n",
+              "      <td>18.6</td>\n",
+              "      <td>101</td>\n",
+              "      <td>2.80</td>\n",
+              "      <td>3.24</td>\n",
+              "      <td>0.30</td>\n",
+              "      <td>2.81</td>\n",
+              "      <td>5.680000</td>\n",
+              "      <td>1.03</td>\n",
+              "      <td>3.17</td>\n",
+              "      <td>1185</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.95</td>\n",
+              "      <td>2.50</td>\n",
+              "      <td>16.8</td>\n",
+              "      <td>113</td>\n",
+              "      <td>3.85</td>\n",
+              "      <td>3.49</td>\n",
+              "      <td>0.24</td>\n",
+              "      <td>2.18</td>\n",
+              "      <td>7.800000</td>\n",
+              "      <td>0.86</td>\n",
+              "      <td>3.45</td>\n",
+              "      <td>1480</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>2.59</td>\n",
+              "      <td>2.87</td>\n",
+              "      <td>21.0</td>\n",
+              "      <td>118</td>\n",
+              "      <td>2.80</td>\n",
+              "      <td>2.69</td>\n",
+              "      <td>0.39</td>\n",
+              "      <td>1.82</td>\n",
+              "      <td>4.320000</td>\n",
+              "      <td>1.04</td>\n",
+              "      <td>2.93</td>\n",
+              "      <td>735</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.2</td>\n",
+              "      <td>1.76</td>\n",
+              "      <td>2.45</td>\n",
+              "      <td>15.2</td>\n",
+              "      <td>112</td>\n",
+              "      <td>3.27</td>\n",
+              "      <td>3.39</td>\n",
+              "      <td>0.34</td>\n",
+              "      <td>1.97</td>\n",
+              "      <td>6.750000</td>\n",
+              "      <td>1.05</td>\n",
+              "      <td>2.85</td>\n",
+              "      <td>1450</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>5</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.39</td>\n",
+              "      <td>1.87</td>\n",
+              "      <td>2.45</td>\n",
+              "      <td>14.6</td>\n",
+              "      <td>96</td>\n",
+              "      <td>2.50</td>\n",
+              "      <td>2.52</td>\n",
+              "      <td>0.30</td>\n",
+              "      <td>1.98</td>\n",
+              "      <td>5.250000</td>\n",
+              "      <td>1.02</td>\n",
+              "      <td>3.58</td>\n",
+              "      <td>1290</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>6</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.06</td>\n",
+              "      <td>2.15</td>\n",
+              "      <td>2.61</td>\n",
+              "      <td>17.6</td>\n",
+              "      <td>121</td>\n",
+              "      <td>2.60</td>\n",
+              "      <td>2.51</td>\n",
+              "      <td>0.31</td>\n",
+              "      <td>1.25</td>\n",
+              "      <td>5.050000</td>\n",
+              "      <td>1.06</td>\n",
+              "      <td>3.58</td>\n",
+              "      <td>1295</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>7</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.64</td>\n",
+              "      <td>2.17</td>\n",
+              "      <td>14.0</td>\n",
+              "      <td>97</td>\n",
+              "      <td>2.80</td>\n",
+              "      <td>2.98</td>\n",
+              "      <td>0.29</td>\n",
+              "      <td>1.98</td>\n",
+              "      <td>5.200000</td>\n",
+              "      <td>1.08</td>\n",
+              "      <td>2.85</td>\n",
+              "      <td>1045</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>8</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.35</td>\n",
+              "      <td>2.27</td>\n",
+              "      <td>16.0</td>\n",
+              "      <td>98</td>\n",
+              "      <td>2.98</td>\n",
+              "      <td>3.15</td>\n",
+              "      <td>0.22</td>\n",
+              "      <td>1.85</td>\n",
+              "      <td>7.220000</td>\n",
+              "      <td>1.01</td>\n",
+              "      <td>3.55</td>\n",
+              "      <td>1045</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>9</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.1</td>\n",
+              "      <td>2.16</td>\n",
+              "      <td>2.30</td>\n",
+              "      <td>18.0</td>\n",
+              "      <td>105</td>\n",
+              "      <td>2.95</td>\n",
+              "      <td>3.32</td>\n",
+              "      <td>0.22</td>\n",
+              "      <td>2.38</td>\n",
+              "      <td>5.750000</td>\n",
+              "      <td>1.25</td>\n",
+              "      <td>3.17</td>\n",
+              "      <td>1510</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>10</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.12</td>\n",
+              "      <td>1.48</td>\n",
+              "      <td>2.32</td>\n",
+              "      <td>16.8</td>\n",
+              "      <td>95</td>\n",
+              "      <td>2.20</td>\n",
+              "      <td>2.43</td>\n",
+              "      <td>0.26</td>\n",
+              "      <td>1.57</td>\n",
+              "      <td>5.000000</td>\n",
+              "      <td>1.17</td>\n",
+              "      <td>2.82</td>\n",
+              "      <td>1280</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>11</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.75</td>\n",
+              "      <td>1.73</td>\n",
+              "      <td>2.41</td>\n",
+              "      <td>16.0</td>\n",
+              "      <td>89</td>\n",
+              "      <td>2.60</td>\n",
+              "      <td>2.76</td>\n",
+              "      <td>0.29</td>\n",
+              "      <td>1.81</td>\n",
+              "      <td>5.600000</td>\n",
+              "      <td>1.15</td>\n",
+              "      <td>2.90</td>\n",
+              "      <td>1320</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>12</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.75</td>\n",
+              "      <td>1.73</td>\n",
+              "      <td>2.39</td>\n",
+              "      <td>11.4</td>\n",
+              "      <td>91</td>\n",
+              "      <td>3.10</td>\n",
+              "      <td>3.69</td>\n",
+              "      <td>0.43</td>\n",
+              "      <td>2.81</td>\n",
+              "      <td>5.400000</td>\n",
+              "      <td>1.25</td>\n",
+              "      <td>2.73</td>\n",
+              "      <td>1150</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>13</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.38</td>\n",
+              "      <td>1.87</td>\n",
+              "      <td>2.38</td>\n",
+              "      <td>12.0</td>\n",
+              "      <td>102</td>\n",
+              "      <td>3.30</td>\n",
+              "      <td>3.64</td>\n",
+              "      <td>0.29</td>\n",
+              "      <td>2.96</td>\n",
+              "      <td>7.500000</td>\n",
+              "      <td>1.20</td>\n",
+              "      <td>3.00</td>\n",
+              "      <td>1547</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>14</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.63</td>\n",
+              "      <td>1.81</td>\n",
+              "      <td>2.70</td>\n",
+              "      <td>17.2</td>\n",
+              "      <td>112</td>\n",
+              "      <td>2.85</td>\n",
+              "      <td>2.91</td>\n",
+              "      <td>0.30</td>\n",
+              "      <td>1.46</td>\n",
+              "      <td>7.300000</td>\n",
+              "      <td>1.28</td>\n",
+              "      <td>2.88</td>\n",
+              "      <td>1310</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>15</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.3</td>\n",
+              "      <td>1.92</td>\n",
+              "      <td>2.72</td>\n",
+              "      <td>20.0</td>\n",
+              "      <td>120</td>\n",
+              "      <td>2.80</td>\n",
+              "      <td>3.14</td>\n",
+              "      <td>0.33</td>\n",
+              "      <td>1.97</td>\n",
+              "      <td>6.200000</td>\n",
+              "      <td>1.07</td>\n",
+              "      <td>2.65</td>\n",
+              "      <td>1280</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>16</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.83</td>\n",
+              "      <td>1.57</td>\n",
+              "      <td>2.62</td>\n",
+              "      <td>20.0</td>\n",
+              "      <td>115</td>\n",
+              "      <td>2.95</td>\n",
+              "      <td>3.40</td>\n",
+              "      <td>0.40</td>\n",
+              "      <td>1.72</td>\n",
+              "      <td>6.600000</td>\n",
+              "      <td>1.13</td>\n",
+              "      <td>2.57</td>\n",
+              "      <td>1130</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>17</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.19</td>\n",
+              "      <td>1.59</td>\n",
+              "      <td>2.48</td>\n",
+              "      <td>16.5</td>\n",
+              "      <td>108</td>\n",
+              "      <td>3.30</td>\n",
+              "      <td>3.93</td>\n",
+              "      <td>0.32</td>\n",
+              "      <td>1.86</td>\n",
+              "      <td>8.700000</td>\n",
+              "      <td>1.23</td>\n",
+              "      <td>2.82</td>\n",
+              "      <td>1680</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>18</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.64</td>\n",
+              "      <td>3.10</td>\n",
+              "      <td>2.56</td>\n",
+              "      <td>15.2</td>\n",
+              "      <td>116</td>\n",
+              "      <td>2.70</td>\n",
+              "      <td>3.03</td>\n",
+              "      <td>0.17</td>\n",
+              "      <td>1.66</td>\n",
+              "      <td>5.100000</td>\n",
+              "      <td>0.96</td>\n",
+              "      <td>3.36</td>\n",
+              "      <td>845</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>19</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.06</td>\n",
+              "      <td>1.63</td>\n",
+              "      <td>2.28</td>\n",
+              "      <td>16.0</td>\n",
+              "      <td>126</td>\n",
+              "      <td>3.00</td>\n",
+              "      <td>3.17</td>\n",
+              "      <td>0.24</td>\n",
+              "      <td>2.10</td>\n",
+              "      <td>5.650000</td>\n",
+              "      <td>1.09</td>\n",
+              "      <td>3.71</td>\n",
+              "      <td>780</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>20</th>\n",
+              "      <td>1</td>\n",
+              "      <td>12.93</td>\n",
+              "      <td>3.80</td>\n",
+              "      <td>2.65</td>\n",
+              "      <td>18.6</td>\n",
+              "      <td>102</td>\n",
+              "      <td>2.41</td>\n",
+              "      <td>2.41</td>\n",
+              "      <td>0.25</td>\n",
+              "      <td>1.98</td>\n",
+              "      <td>4.500000</td>\n",
+              "      <td>1.03</td>\n",
+              "      <td>3.52</td>\n",
+              "      <td>770</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>21</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.71</td>\n",
+              "      <td>1.86</td>\n",
+              "      <td>2.36</td>\n",
+              "      <td>16.6</td>\n",
+              "      <td>101</td>\n",
+              "      <td>2.61</td>\n",
+              "      <td>2.88</td>\n",
+              "      <td>0.27</td>\n",
+              "      <td>1.69</td>\n",
+              "      <td>3.800000</td>\n",
+              "      <td>1.11</td>\n",
+              "      <td>4.00</td>\n",
+              "      <td>1035</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>22</th>\n",
+              "      <td>1</td>\n",
+              "      <td>12.85</td>\n",
+              "      <td>1.60</td>\n",
+              "      <td>2.52</td>\n",
+              "      <td>17.8</td>\n",
+              "      <td>95</td>\n",
+              "      <td>2.48</td>\n",
+              "      <td>2.37</td>\n",
+              "      <td>0.26</td>\n",
+              "      <td>1.46</td>\n",
+              "      <td>3.930000</td>\n",
+              "      <td>1.09</td>\n",
+              "      <td>3.63</td>\n",
+              "      <td>1015</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>23</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.5</td>\n",
+              "      <td>1.81</td>\n",
+              "      <td>2.61</td>\n",
+              "      <td>20.0</td>\n",
+              "      <td>96</td>\n",
+              "      <td>2.53</td>\n",
+              "      <td>2.61</td>\n",
+              "      <td>0.28</td>\n",
+              "      <td>1.66</td>\n",
+              "      <td>3.520000</td>\n",
+              "      <td>1.12</td>\n",
+              "      <td>3.82</td>\n",
+              "      <td>845</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>24</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.05</td>\n",
+              "      <td>2.05</td>\n",
+              "      <td>3.22</td>\n",
+              "      <td>25.0</td>\n",
+              "      <td>124</td>\n",
+              "      <td>2.63</td>\n",
+              "      <td>2.68</td>\n",
+              "      <td>0.47</td>\n",
+              "      <td>1.92</td>\n",
+              "      <td>3.580000</td>\n",
+              "      <td>1.13</td>\n",
+              "      <td>3.20</td>\n",
+              "      <td>830</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>25</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.39</td>\n",
+              "      <td>1.77</td>\n",
+              "      <td>2.62</td>\n",
+              "      <td>16.1</td>\n",
+              "      <td>93</td>\n",
+              "      <td>2.85</td>\n",
+              "      <td>2.94</td>\n",
+              "      <td>0.34</td>\n",
+              "      <td>1.45</td>\n",
+              "      <td>4.800000</td>\n",
+              "      <td>0.92</td>\n",
+              "      <td>3.22</td>\n",
+              "      <td>1195</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>26</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.3</td>\n",
+              "      <td>1.72</td>\n",
+              "      <td>2.14</td>\n",
+              "      <td>17.0</td>\n",
+              "      <td>94</td>\n",
+              "      <td>2.40</td>\n",
+              "      <td>2.19</td>\n",
+              "      <td>0.27</td>\n",
+              "      <td>1.35</td>\n",
+              "      <td>3.950000</td>\n",
+              "      <td>1.02</td>\n",
+              "      <td>2.77</td>\n",
+              "      <td>1285</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>27</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.87</td>\n",
+              "      <td>1.90</td>\n",
+              "      <td>2.80</td>\n",
+              "      <td>19.4</td>\n",
+              "      <td>107</td>\n",
+              "      <td>2.95</td>\n",
+              "      <td>2.97</td>\n",
+              "      <td>0.37</td>\n",
+              "      <td>1.76</td>\n",
+              "      <td>4.500000</td>\n",
+              "      <td>1.25</td>\n",
+              "      <td>3.40</td>\n",
+              "      <td>915</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>28</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.02</td>\n",
+              "      <td>1.68</td>\n",
+              "      <td>2.21</td>\n",
+              "      <td>16.0</td>\n",
+              "      <td>96</td>\n",
+              "      <td>2.65</td>\n",
+              "      <td>2.33</td>\n",
+              "      <td>0.26</td>\n",
+              "      <td>1.98</td>\n",
+              "      <td>4.700000</td>\n",
+              "      <td>1.04</td>\n",
+              "      <td>3.59</td>\n",
+              "      <td>1035</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>29</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.73</td>\n",
+              "      <td>1.50</td>\n",
+              "      <td>2.70</td>\n",
+              "      <td>22.5</td>\n",
+              "      <td>101</td>\n",
+              "      <td>3.00</td>\n",
+              "      <td>3.25</td>\n",
+              "      <td>0.29</td>\n",
+              "      <td>2.38</td>\n",
+              "      <td>5.700000</td>\n",
+              "      <td>1.19</td>\n",
+              "      <td>2.71</td>\n",
+              "      <td>1285</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",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>147</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.32</td>\n",
+              "      <td>3.24</td>\n",
+              "      <td>2.38</td>\n",
+              "      <td>21.5</td>\n",
+              "      <td>92</td>\n",
+              "      <td>1.93</td>\n",
+              "      <td>0.76</td>\n",
+              "      <td>0.45</td>\n",
+              "      <td>1.25</td>\n",
+              "      <td>8.420000</td>\n",
+              "      <td>0.55</td>\n",
+              "      <td>1.62</td>\n",
+              "      <td>650</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>148</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.08</td>\n",
+              "      <td>3.90</td>\n",
+              "      <td>2.36</td>\n",
+              "      <td>21.5</td>\n",
+              "      <td>113</td>\n",
+              "      <td>1.41</td>\n",
+              "      <td>1.39</td>\n",
+              "      <td>0.34</td>\n",
+              "      <td>1.14</td>\n",
+              "      <td>9.400000</td>\n",
+              "      <td>0.57</td>\n",
+              "      <td>1.33</td>\n",
+              "      <td>550</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>149</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.5</td>\n",
+              "      <td>3.12</td>\n",
+              "      <td>2.62</td>\n",
+              "      <td>24.0</td>\n",
+              "      <td>123</td>\n",
+              "      <td>1.40</td>\n",
+              "      <td>1.57</td>\n",
+              "      <td>0.22</td>\n",
+              "      <td>1.25</td>\n",
+              "      <td>8.600000</td>\n",
+              "      <td>0.59</td>\n",
+              "      <td>1.30</td>\n",
+              "      <td>500</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>150</th>\n",
+              "      <td>3</td>\n",
+              "      <td>12.79</td>\n",
+              "      <td>2.67</td>\n",
+              "      <td>2.48</td>\n",
+              "      <td>22.0</td>\n",
+              "      <td>112</td>\n",
+              "      <td>1.48</td>\n",
+              "      <td>1.36</td>\n",
+              "      <td>0.24</td>\n",
+              "      <td>1.26</td>\n",
+              "      <td>10.800000</td>\n",
+              "      <td>0.48</td>\n",
+              "      <td>1.47</td>\n",
+              "      <td>480</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>151</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.11</td>\n",
+              "      <td>1.90</td>\n",
+              "      <td>2.75</td>\n",
+              "      <td>25.5</td>\n",
+              "      <td>116</td>\n",
+              "      <td>2.20</td>\n",
+              "      <td>1.28</td>\n",
+              "      <td>0.26</td>\n",
+              "      <td>1.56</td>\n",
+              "      <td>7.100000</td>\n",
+              "      <td>0.61</td>\n",
+              "      <td>1.33</td>\n",
+              "      <td>425</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>152</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.23</td>\n",
+              "      <td>3.30</td>\n",
+              "      <td>2.28</td>\n",
+              "      <td>18.5</td>\n",
+              "      <td>98</td>\n",
+              "      <td>1.80</td>\n",
+              "      <td>0.83</td>\n",
+              "      <td>0.61</td>\n",
+              "      <td>1.87</td>\n",
+              "      <td>10.520000</td>\n",
+              "      <td>0.56</td>\n",
+              "      <td>1.51</td>\n",
+              "      <td>675</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>153</th>\n",
+              "      <td>3</td>\n",
+              "      <td>12.58</td>\n",
+              "      <td>1.29</td>\n",
+              "      <td>2.10</td>\n",
+              "      <td>20.0</td>\n",
+              "      <td>103</td>\n",
+              "      <td>1.48</td>\n",
+              "      <td>0.58</td>\n",
+              "      <td>0.53</td>\n",
+              "      <td>1.40</td>\n",
+              "      <td>7.600000</td>\n",
+              "      <td>0.58</td>\n",
+              "      <td>1.55</td>\n",
+              "      <td>640</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>154</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.17</td>\n",
+              "      <td>5.19</td>\n",
+              "      <td>2.32</td>\n",
+              "      <td>22.0</td>\n",
+              "      <td>93</td>\n",
+              "      <td>1.74</td>\n",
+              "      <td>0.63</td>\n",
+              "      <td>0.61</td>\n",
+              "      <td>1.55</td>\n",
+              "      <td>7.900000</td>\n",
+              "      <td>0.60</td>\n",
+              "      <td>1.48</td>\n",
+              "      <td>725</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>155</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.84</td>\n",
+              "      <td>4.12</td>\n",
+              "      <td>2.38</td>\n",
+              "      <td>19.5</td>\n",
+              "      <td>89</td>\n",
+              "      <td>1.80</td>\n",
+              "      <td>0.83</td>\n",
+              "      <td>0.48</td>\n",
+              "      <td>1.56</td>\n",
+              "      <td>9.010000</td>\n",
+              "      <td>0.57</td>\n",
+              "      <td>1.64</td>\n",
+              "      <td>480</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>156</th>\n",
+              "      <td>3</td>\n",
+              "      <td>12.45</td>\n",
+              "      <td>3.03</td>\n",
+              "      <td>2.64</td>\n",
+              "      <td>27.0</td>\n",
+              "      <td>97</td>\n",
+              "      <td>1.90</td>\n",
+              "      <td>0.58</td>\n",
+              "      <td>0.63</td>\n",
+              "      <td>1.14</td>\n",
+              "      <td>7.500000</td>\n",
+              "      <td>0.67</td>\n",
+              "      <td>1.73</td>\n",
+              "      <td>880</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>157</th>\n",
+              "      <td>3</td>\n",
+              "      <td>14.34</td>\n",
+              "      <td>1.68</td>\n",
+              "      <td>2.70</td>\n",
+              "      <td>25.0</td>\n",
+              "      <td>98</td>\n",
+              "      <td>2.80</td>\n",
+              "      <td>1.31</td>\n",
+              "      <td>0.53</td>\n",
+              "      <td>2.70</td>\n",
+              "      <td>13.000000</td>\n",
+              "      <td>0.57</td>\n",
+              "      <td>1.96</td>\n",
+              "      <td>660</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>158</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.48</td>\n",
+              "      <td>1.67</td>\n",
+              "      <td>2.64</td>\n",
+              "      <td>22.5</td>\n",
+              "      <td>89</td>\n",
+              "      <td>2.60</td>\n",
+              "      <td>1.10</td>\n",
+              "      <td>0.52</td>\n",
+              "      <td>2.29</td>\n",
+              "      <td>11.750000</td>\n",
+              "      <td>0.57</td>\n",
+              "      <td>1.78</td>\n",
+              "      <td>620</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>159</th>\n",
+              "      <td>3</td>\n",
+              "      <td>12.36</td>\n",
+              "      <td>3.83</td>\n",
+              "      <td>2.38</td>\n",
+              "      <td>21.0</td>\n",
+              "      <td>88</td>\n",
+              "      <td>2.30</td>\n",
+              "      <td>0.92</td>\n",
+              "      <td>0.50</td>\n",
+              "      <td>1.04</td>\n",
+              "      <td>7.650000</td>\n",
+              "      <td>0.56</td>\n",
+              "      <td>1.58</td>\n",
+              "      <td>520</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>160</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.69</td>\n",
+              "      <td>3.26</td>\n",
+              "      <td>2.54</td>\n",
+              "      <td>20.0</td>\n",
+              "      <td>107</td>\n",
+              "      <td>1.83</td>\n",
+              "      <td>0.56</td>\n",
+              "      <td>0.50</td>\n",
+              "      <td>0.80</td>\n",
+              "      <td>5.880000</td>\n",
+              "      <td>0.96</td>\n",
+              "      <td>1.82</td>\n",
+              "      <td>680</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>161</th>\n",
+              "      <td>3</td>\n",
+              "      <td>12.85</td>\n",
+              "      <td>3.27</td>\n",
+              "      <td>2.58</td>\n",
+              "      <td>22.0</td>\n",
+              "      <td>106</td>\n",
+              "      <td>1.65</td>\n",
+              "      <td>0.60</td>\n",
+              "      <td>0.60</td>\n",
+              "      <td>0.96</td>\n",
+              "      <td>5.580000</td>\n",
+              "      <td>0.87</td>\n",
+              "      <td>2.11</td>\n",
+              "      <td>570</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>162</th>\n",
+              "      <td>3</td>\n",
+              "      <td>12.96</td>\n",
+              "      <td>3.45</td>\n",
+              "      <td>2.35</td>\n",
+              "      <td>18.5</td>\n",
+              "      <td>106</td>\n",
+              "      <td>1.39</td>\n",
+              "      <td>0.70</td>\n",
+              "      <td>0.40</td>\n",
+              "      <td>0.94</td>\n",
+              "      <td>5.280000</td>\n",
+              "      <td>0.68</td>\n",
+              "      <td>1.75</td>\n",
+              "      <td>675</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>163</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.78</td>\n",
+              "      <td>2.76</td>\n",
+              "      <td>2.30</td>\n",
+              "      <td>22.0</td>\n",
+              "      <td>90</td>\n",
+              "      <td>1.35</td>\n",
+              "      <td>0.68</td>\n",
+              "      <td>0.41</td>\n",
+              "      <td>1.03</td>\n",
+              "      <td>9.580000</td>\n",
+              "      <td>0.70</td>\n",
+              "      <td>1.68</td>\n",
+              "      <td>615</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>164</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.73</td>\n",
+              "      <td>4.36</td>\n",
+              "      <td>2.26</td>\n",
+              "      <td>22.5</td>\n",
+              "      <td>88</td>\n",
+              "      <td>1.28</td>\n",
+              "      <td>0.47</td>\n",
+              "      <td>0.52</td>\n",
+              "      <td>1.15</td>\n",
+              "      <td>6.620000</td>\n",
+              "      <td>0.78</td>\n",
+              "      <td>1.75</td>\n",
+              "      <td>520</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>165</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.45</td>\n",
+              "      <td>3.70</td>\n",
+              "      <td>2.60</td>\n",
+              "      <td>23.0</td>\n",
+              "      <td>111</td>\n",
+              "      <td>1.70</td>\n",
+              "      <td>0.92</td>\n",
+              "      <td>0.43</td>\n",
+              "      <td>1.46</td>\n",
+              "      <td>10.680000</td>\n",
+              "      <td>0.85</td>\n",
+              "      <td>1.56</td>\n",
+              "      <td>695</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>166</th>\n",
+              "      <td>3</td>\n",
+              "      <td>12.82</td>\n",
+              "      <td>3.37</td>\n",
+              "      <td>2.30</td>\n",
+              "      <td>19.5</td>\n",
+              "      <td>88</td>\n",
+              "      <td>1.48</td>\n",
+              "      <td>0.66</td>\n",
+              "      <td>0.40</td>\n",
+              "      <td>0.97</td>\n",
+              "      <td>10.260000</td>\n",
+              "      <td>0.72</td>\n",
+              "      <td>1.75</td>\n",
+              "      <td>685</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>167</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.58</td>\n",
+              "      <td>2.58</td>\n",
+              "      <td>2.69</td>\n",
+              "      <td>24.5</td>\n",
+              "      <td>105</td>\n",
+              "      <td>1.55</td>\n",
+              "      <td>0.84</td>\n",
+              "      <td>0.39</td>\n",
+              "      <td>1.54</td>\n",
+              "      <td>8.660000</td>\n",
+              "      <td>0.74</td>\n",
+              "      <td>1.80</td>\n",
+              "      <td>750</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>168</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.4</td>\n",
+              "      <td>4.60</td>\n",
+              "      <td>2.86</td>\n",
+              "      <td>25.0</td>\n",
+              "      <td>112</td>\n",
+              "      <td>1.98</td>\n",
+              "      <td>0.96</td>\n",
+              "      <td>0.27</td>\n",
+              "      <td>1.11</td>\n",
+              "      <td>8.500000</td>\n",
+              "      <td>0.67</td>\n",
+              "      <td>1.92</td>\n",
+              "      <td>630</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>169</th>\n",
+              "      <td>3</td>\n",
+              "      <td>12.2</td>\n",
+              "      <td>3.03</td>\n",
+              "      <td>2.32</td>\n",
+              "      <td>19.0</td>\n",
+              "      <td>96</td>\n",
+              "      <td>1.25</td>\n",
+              "      <td>0.49</td>\n",
+              "      <td>0.40</td>\n",
+              "      <td>0.73</td>\n",
+              "      <td>5.500000</td>\n",
+              "      <td>0.66</td>\n",
+              "      <td>1.83</td>\n",
+              "      <td>510</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>170</th>\n",
+              "      <td>3</td>\n",
+              "      <td>12.77</td>\n",
+              "      <td>2.39</td>\n",
+              "      <td>2.28</td>\n",
+              "      <td>19.5</td>\n",
+              "      <td>86</td>\n",
+              "      <td>1.39</td>\n",
+              "      <td>0.51</td>\n",
+              "      <td>0.48</td>\n",
+              "      <td>0.64</td>\n",
+              "      <td>9.899999</td>\n",
+              "      <td>0.57</td>\n",
+              "      <td>1.63</td>\n",
+              "      <td>470</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>171</th>\n",
+              "      <td>3</td>\n",
+              "      <td>14.16</td>\n",
+              "      <td>2.51</td>\n",
+              "      <td>2.48</td>\n",
+              "      <td>20.0</td>\n",
+              "      <td>91</td>\n",
+              "      <td>1.68</td>\n",
+              "      <td>0.70</td>\n",
+              "      <td>0.44</td>\n",
+              "      <td>1.24</td>\n",
+              "      <td>9.700000</td>\n",
+              "      <td>0.62</td>\n",
+              "      <td>1.71</td>\n",
+              "      <td>660</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>172</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.71</td>\n",
+              "      <td>5.65</td>\n",
+              "      <td>2.45</td>\n",
+              "      <td>20.5</td>\n",
+              "      <td>95</td>\n",
+              "      <td>1.68</td>\n",
+              "      <td>0.61</td>\n",
+              "      <td>0.52</td>\n",
+              "      <td>1.06</td>\n",
+              "      <td>7.700000</td>\n",
+              "      <td>0.64</td>\n",
+              "      <td>1.74</td>\n",
+              "      <td>740</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>173</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.4</td>\n",
+              "      <td>3.91</td>\n",
+              "      <td>2.48</td>\n",
+              "      <td>23.0</td>\n",
+              "      <td>102</td>\n",
+              "      <td>1.80</td>\n",
+              "      <td>0.75</td>\n",
+              "      <td>0.43</td>\n",
+              "      <td>1.41</td>\n",
+              "      <td>7.300000</td>\n",
+              "      <td>0.70</td>\n",
+              "      <td>1.56</td>\n",
+              "      <td>750</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>174</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.27</td>\n",
+              "      <td>4.28</td>\n",
+              "      <td>2.26</td>\n",
+              "      <td>20.0</td>\n",
+              "      <td>120</td>\n",
+              "      <td>1.59</td>\n",
+              "      <td>0.69</td>\n",
+              "      <td>0.43</td>\n",
+              "      <td>1.35</td>\n",
+              "      <td>10.200000</td>\n",
+              "      <td>0.59</td>\n",
+              "      <td>1.56</td>\n",
+              "      <td>835</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>175</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.17</td>\n",
+              "      <td>2.59</td>\n",
+              "      <td>2.37</td>\n",
+              "      <td>20.0</td>\n",
+              "      <td>120</td>\n",
+              "      <td>1.65</td>\n",
+              "      <td>0.68</td>\n",
+              "      <td>0.53</td>\n",
+              "      <td>1.46</td>\n",
+              "      <td>9.300000</td>\n",
+              "      <td>0.60</td>\n",
+              "      <td>1.62</td>\n",
+              "      <td>840</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>176</th>\n",
+              "      <td>3</td>\n",
+              "      <td>14.13</td>\n",
+              "      <td>4.10</td>\n",
+              "      <td>2.74</td>\n",
+              "      <td>24.5</td>\n",
+              "      <td>96</td>\n",
+              "      <td>2.05</td>\n",
+              "      <td>0.76</td>\n",
+              "      <td>0.56</td>\n",
+              "      <td>1.35</td>\n",
+              "      <td>9.200000</td>\n",
+              "      <td>0.61</td>\n",
+              "      <td>1.60</td>\n",
+              "      <td>560</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "<p>177 rows × 14 columns</p>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "     1 Alcohol  Malic acid   Ash  Alcanity of Ash  Magnesium  Total phenols  \\\n",
+              "0    1     NaN        1.78  2.14             11.2        100           2.65   \n",
+              "1    1     Nan        2.36  2.67             18.6        101           2.80   \n",
+              "2    1     NaN        1.95  2.50             16.8        113           3.85   \n",
+              "3    1     NaN        2.59  2.87             21.0        118           2.80   \n",
+              "4    1    14.2        1.76  2.45             15.2        112           3.27   \n",
+              "5    1   14.39        1.87  2.45             14.6         96           2.50   \n",
+              "6    1   14.06        2.15  2.61             17.6        121           2.60   \n",
+              "7    1     NaN        1.64  2.17             14.0         97           2.80   \n",
+              "8    1     NaN        1.35  2.27             16.0         98           2.98   \n",
+              "9    1    14.1        2.16  2.30             18.0        105           2.95   \n",
+              "10   1   14.12        1.48  2.32             16.8         95           2.20   \n",
+              "11   1   13.75        1.73  2.41             16.0         89           2.60   \n",
+              "12   1   14.75        1.73  2.39             11.4         91           3.10   \n",
+              "13   1   14.38        1.87  2.38             12.0        102           3.30   \n",
+              "14   1   13.63        1.81  2.70             17.2        112           2.85   \n",
+              "15   1    14.3        1.92  2.72             20.0        120           2.80   \n",
+              "16   1   13.83        1.57  2.62             20.0        115           2.95   \n",
+              "17   1   14.19        1.59  2.48             16.5        108           3.30   \n",
+              "18   1   13.64        3.10  2.56             15.2        116           2.70   \n",
+              "19   1   14.06        1.63  2.28             16.0        126           3.00   \n",
+              "20   1   12.93        3.80  2.65             18.6        102           2.41   \n",
+              "21   1   13.71        1.86  2.36             16.6        101           2.61   \n",
+              "22   1   12.85        1.60  2.52             17.8         95           2.48   \n",
+              "23   1    13.5        1.81  2.61             20.0         96           2.53   \n",
+              "24   1   13.05        2.05  3.22             25.0        124           2.63   \n",
+              "25   1   13.39        1.77  2.62             16.1         93           2.85   \n",
+              "26   1    13.3        1.72  2.14             17.0         94           2.40   \n",
+              "27   1   13.87        1.90  2.80             19.4        107           2.95   \n",
+              "28   1   14.02        1.68  2.21             16.0         96           2.65   \n",
+              "29   1   13.73        1.50  2.70             22.5        101           3.00   \n",
+              "..  ..     ...         ...   ...              ...        ...            ...   \n",
+              "147  3   13.32        3.24  2.38             21.5         92           1.93   \n",
+              "148  3   13.08        3.90  2.36             21.5        113           1.41   \n",
+              "149  3    13.5        3.12  2.62             24.0        123           1.40   \n",
+              "150  3   12.79        2.67  2.48             22.0        112           1.48   \n",
+              "151  3   13.11        1.90  2.75             25.5        116           2.20   \n",
+              "152  3   13.23        3.30  2.28             18.5         98           1.80   \n",
+              "153  3   12.58        1.29  2.10             20.0        103           1.48   \n",
+              "154  3   13.17        5.19  2.32             22.0         93           1.74   \n",
+              "155  3   13.84        4.12  2.38             19.5         89           1.80   \n",
+              "156  3   12.45        3.03  2.64             27.0         97           1.90   \n",
+              "157  3   14.34        1.68  2.70             25.0         98           2.80   \n",
+              "158  3   13.48        1.67  2.64             22.5         89           2.60   \n",
+              "159  3   12.36        3.83  2.38             21.0         88           2.30   \n",
+              "160  3   13.69        3.26  2.54             20.0        107           1.83   \n",
+              "161  3   12.85        3.27  2.58             22.0        106           1.65   \n",
+              "162  3   12.96        3.45  2.35             18.5        106           1.39   \n",
+              "163  3   13.78        2.76  2.30             22.0         90           1.35   \n",
+              "164  3   13.73        4.36  2.26             22.5         88           1.28   \n",
+              "165  3   13.45        3.70  2.60             23.0        111           1.70   \n",
+              "166  3   12.82        3.37  2.30             19.5         88           1.48   \n",
+              "167  3   13.58        2.58  2.69             24.5        105           1.55   \n",
+              "168  3    13.4        4.60  2.86             25.0        112           1.98   \n",
+              "169  3    12.2        3.03  2.32             19.0         96           1.25   \n",
+              "170  3   12.77        2.39  2.28             19.5         86           1.39   \n",
+              "171  3   14.16        2.51  2.48             20.0         91           1.68   \n",
+              "172  3   13.71        5.65  2.45             20.5         95           1.68   \n",
+              "173  3    13.4        3.91  2.48             23.0        102           1.80   \n",
+              "174  3   13.27        4.28  2.26             20.0        120           1.59   \n",
+              "175  3   13.17        2.59  2.37             20.0        120           1.65   \n",
+              "176  3   14.13        4.10  2.74             24.5         96           2.05   \n",
+              "\n",
+              "     Flavanoids  Nonflavanoid phenols  Proanthynocyanins  Color Intensity  \\\n",
+              "0          2.76                  0.26               1.28         4.380000   \n",
+              "1          3.24                  0.30               2.81         5.680000   \n",
+              "2          3.49                  0.24               2.18         7.800000   \n",
+              "3          2.69                  0.39               1.82         4.320000   \n",
+              "4          3.39                  0.34               1.97         6.750000   \n",
+              "5          2.52                  0.30               1.98         5.250000   \n",
+              "6          2.51                  0.31               1.25         5.050000   \n",
+              "7          2.98                  0.29               1.98         5.200000   \n",
+              "8          3.15                  0.22               1.85         7.220000   \n",
+              "9          3.32                  0.22               2.38         5.750000   \n",
+              "10         2.43                  0.26               1.57         5.000000   \n",
+              "11         2.76                  0.29               1.81         5.600000   \n",
+              "12         3.69                  0.43               2.81         5.400000   \n",
+              "13         3.64                  0.29               2.96         7.500000   \n",
+              "14         2.91                  0.30               1.46         7.300000   \n",
+              "15         3.14                  0.33               1.97         6.200000   \n",
+              "16         3.40                  0.40               1.72         6.600000   \n",
+              "17         3.93                  0.32               1.86         8.700000   \n",
+              "18         3.03                  0.17               1.66         5.100000   \n",
+              "19         3.17                  0.24               2.10         5.650000   \n",
+              "20         2.41                  0.25               1.98         4.500000   \n",
+              "21         2.88                  0.27               1.69         3.800000   \n",
+              "22         2.37                  0.26               1.46         3.930000   \n",
+              "23         2.61                  0.28               1.66         3.520000   \n",
+              "24         2.68                  0.47               1.92         3.580000   \n",
+              "25         2.94                  0.34               1.45         4.800000   \n",
+              "26         2.19                  0.27               1.35         3.950000   \n",
+              "27         2.97                  0.37               1.76         4.500000   \n",
+              "28         2.33                  0.26               1.98         4.700000   \n",
+              "29         3.25                  0.29               2.38         5.700000   \n",
+              "..          ...                   ...                ...              ...   \n",
+              "147        0.76                  0.45               1.25         8.420000   \n",
+              "148        1.39                  0.34               1.14         9.400000   \n",
+              "149        1.57                  0.22               1.25         8.600000   \n",
+              "150        1.36                  0.24               1.26        10.800000   \n",
+              "151        1.28                  0.26               1.56         7.100000   \n",
+              "152        0.83                  0.61               1.87        10.520000   \n",
+              "153        0.58                  0.53               1.40         7.600000   \n",
+              "154        0.63                  0.61               1.55         7.900000   \n",
+              "155        0.83                  0.48               1.56         9.010000   \n",
+              "156        0.58                  0.63               1.14         7.500000   \n",
+              "157        1.31                  0.53               2.70        13.000000   \n",
+              "158        1.10                  0.52               2.29        11.750000   \n",
+              "159        0.92                  0.50               1.04         7.650000   \n",
+              "160        0.56                  0.50               0.80         5.880000   \n",
+              "161        0.60                  0.60               0.96         5.580000   \n",
+              "162        0.70                  0.40               0.94         5.280000   \n",
+              "163        0.68                  0.41               1.03         9.580000   \n",
+              "164        0.47                  0.52               1.15         6.620000   \n",
+              "165        0.92                  0.43               1.46        10.680000   \n",
+              "166        0.66                  0.40               0.97        10.260000   \n",
+              "167        0.84                  0.39               1.54         8.660000   \n",
+              "168        0.96                  0.27               1.11         8.500000   \n",
+              "169        0.49                  0.40               0.73         5.500000   \n",
+              "170        0.51                  0.48               0.64         9.899999   \n",
+              "171        0.70                  0.44               1.24         9.700000   \n",
+              "172        0.61                  0.52               1.06         7.700000   \n",
+              "173        0.75                  0.43               1.41         7.300000   \n",
+              "174        0.69                  0.43               1.35        10.200000   \n",
+              "175        0.68                  0.53               1.46         9.300000   \n",
+              "176        0.76                  0.56               1.35         9.200000   \n",
+              "\n",
+              "      Hue  OD280/OD315 of diluted wines  Proline  \n",
+              "0    1.05                          3.40     1050  \n",
+              "1    1.03                          3.17     1185  \n",
+              "2    0.86                          3.45     1480  \n",
+              "3    1.04                          2.93      735  \n",
+              "4    1.05                          2.85     1450  \n",
+              "5    1.02                          3.58     1290  \n",
+              "6    1.06                          3.58     1295  \n",
+              "7    1.08                          2.85     1045  \n",
+              "8    1.01                          3.55     1045  \n",
+              "9    1.25                          3.17     1510  \n",
+              "10   1.17                          2.82     1280  \n",
+              "11   1.15                          2.90     1320  \n",
+              "12   1.25                          2.73     1150  \n",
+              "13   1.20                          3.00     1547  \n",
+              "14   1.28                          2.88     1310  \n",
+              "15   1.07                          2.65     1280  \n",
+              "16   1.13                          2.57     1130  \n",
+              "17   1.23                          2.82     1680  \n",
+              "18   0.96                          3.36      845  \n",
+              "19   1.09                          3.71      780  \n",
+              "20   1.03                          3.52      770  \n",
+              "21   1.11                          4.00     1035  \n",
+              "22   1.09                          3.63     1015  \n",
+              "23   1.12                          3.82      845  \n",
+              "24   1.13                          3.20      830  \n",
+              "25   0.92                          3.22     1195  \n",
+              "26   1.02                          2.77     1285  \n",
+              "27   1.25                          3.40      915  \n",
+              "28   1.04                          3.59     1035  \n",
+              "29   1.19                          2.71     1285  \n",
+              "..    ...                           ...      ...  \n",
+              "147  0.55                          1.62      650  \n",
+              "148  0.57                          1.33      550  \n",
+              "149  0.59                          1.30      500  \n",
+              "150  0.48                          1.47      480  \n",
+              "151  0.61                          1.33      425  \n",
+              "152  0.56                          1.51      675  \n",
+              "153  0.58                          1.55      640  \n",
+              "154  0.60                          1.48      725  \n",
+              "155  0.57                          1.64      480  \n",
+              "156  0.67                          1.73      880  \n",
+              "157  0.57                          1.96      660  \n",
+              "158  0.57                          1.78      620  \n",
+              "159  0.56                          1.58      520  \n",
+              "160  0.96                          1.82      680  \n",
+              "161  0.87                          2.11      570  \n",
+              "162  0.68                          1.75      675  \n",
+              "163  0.70                          1.68      615  \n",
+              "164  0.78                          1.75      520  \n",
+              "165  0.85                          1.56      695  \n",
+              "166  0.72                          1.75      685  \n",
+              "167  0.74                          1.80      750  \n",
+              "168  0.67                          1.92      630  \n",
+              "169  0.66                          1.83      510  \n",
+              "170  0.57                          1.63      470  \n",
+              "171  0.62                          1.71      660  \n",
+              "172  0.64                          1.74      740  \n",
+              "173  0.70                          1.56      750  \n",
+              "174  0.59                          1.56      835  \n",
+              "175  0.60                          1.62      840  \n",
+              "176  0.61                          1.60      560  \n",
+              "\n",
+              "[177 rows x 14 columns]"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 29
+        }
+      ]
+    },
+    {
+      "metadata": {
+        "id": "hu247BA-KihY",
+        "colab_type": "code",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 269
+        },
+        "outputId": "41d1ebbb-838a-465d-959d-f424f7d8f430"
+      },
+      "cell_type": "code",
+      "source": [
+        " wine_df.isnull().sum(axis = 0)"
+      ],
+      "execution_count": 31,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "1                               0\n",
+              "Alcohol                         6\n",
+              "Malic acid                      0\n",
+              "Ash                             0\n",
+              "Alcanity of Ash                 0\n",
+              "Magnesium                       0\n",
+              "Total phenols                   0\n",
+              "Flavanoids                      0\n",
+              "Nonflavanoid phenols            0\n",
+              "Proanthynocyanins               0\n",
+              "Color Intensity                 0\n",
+              "Hue                             0\n",
+              "OD280/OD315 of diluted wines    0\n",
+              "Proline                         0\n",
+              "dtype: int64"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 31
+        }
+      ]
+    },
+    {
+      "metadata": {
+        "id": "I9RL4Fz8Kiix",
+        "colab_type": "code",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 1898
+        },
+        "outputId": "4e89795f-55fe-4a86-9ca4-aa5ac2c09530"
+      },
+      "cell_type": "code",
+      "source": [
+        "wine_df.dropna()\n"
+      ],
+      "execution_count": 34,
+      "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>1</th>\n",
+              "      <th>Alcohol</th>\n",
+              "      <th>Malic acid</th>\n",
+              "      <th>Ash</th>\n",
+              "      <th>Alcanity of Ash</th>\n",
+              "      <th>Magnesium</th>\n",
+              "      <th>Total phenols</th>\n",
+              "      <th>Flavanoids</th>\n",
+              "      <th>Nonflavanoid phenols</th>\n",
+              "      <th>Proanthynocyanins</th>\n",
+              "      <th>Color Intensity</th>\n",
+              "      <th>Hue</th>\n",
+              "      <th>OD280/OD315 of diluted wines</th>\n",
+              "      <th>Proline</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.2</td>\n",
+              "      <td>1.76</td>\n",
+              "      <td>2.45</td>\n",
+              "      <td>15.2</td>\n",
+              "      <td>112</td>\n",
+              "      <td>3.27</td>\n",
+              "      <td>3.39</td>\n",
+              "      <td>0.34</td>\n",
+              "      <td>1.97</td>\n",
+              "      <td>6.750000</td>\n",
+              "      <td>1.05</td>\n",
+              "      <td>2.85</td>\n",
+              "      <td>1450</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>5</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.39</td>\n",
+              "      <td>1.87</td>\n",
+              "      <td>2.45</td>\n",
+              "      <td>14.6</td>\n",
+              "      <td>96</td>\n",
+              "      <td>2.50</td>\n",
+              "      <td>2.52</td>\n",
+              "      <td>0.30</td>\n",
+              "      <td>1.98</td>\n",
+              "      <td>5.250000</td>\n",
+              "      <td>1.02</td>\n",
+              "      <td>3.58</td>\n",
+              "      <td>1290</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>6</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.06</td>\n",
+              "      <td>2.15</td>\n",
+              "      <td>2.61</td>\n",
+              "      <td>17.6</td>\n",
+              "      <td>121</td>\n",
+              "      <td>2.60</td>\n",
+              "      <td>2.51</td>\n",
+              "      <td>0.31</td>\n",
+              "      <td>1.25</td>\n",
+              "      <td>5.050000</td>\n",
+              "      <td>1.06</td>\n",
+              "      <td>3.58</td>\n",
+              "      <td>1295</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>9</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.1</td>\n",
+              "      <td>2.16</td>\n",
+              "      <td>2.30</td>\n",
+              "      <td>18.0</td>\n",
+              "      <td>105</td>\n",
+              "      <td>2.95</td>\n",
+              "      <td>3.32</td>\n",
+              "      <td>0.22</td>\n",
+              "      <td>2.38</td>\n",
+              "      <td>5.750000</td>\n",
+              "      <td>1.25</td>\n",
+              "      <td>3.17</td>\n",
+              "      <td>1510</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>10</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.12</td>\n",
+              "      <td>1.48</td>\n",
+              "      <td>2.32</td>\n",
+              "      <td>16.8</td>\n",
+              "      <td>95</td>\n",
+              "      <td>2.20</td>\n",
+              "      <td>2.43</td>\n",
+              "      <td>0.26</td>\n",
+              "      <td>1.57</td>\n",
+              "      <td>5.000000</td>\n",
+              "      <td>1.17</td>\n",
+              "      <td>2.82</td>\n",
+              "      <td>1280</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>11</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.75</td>\n",
+              "      <td>1.73</td>\n",
+              "      <td>2.41</td>\n",
+              "      <td>16.0</td>\n",
+              "      <td>89</td>\n",
+              "      <td>2.60</td>\n",
+              "      <td>2.76</td>\n",
+              "      <td>0.29</td>\n",
+              "      <td>1.81</td>\n",
+              "      <td>5.600000</td>\n",
+              "      <td>1.15</td>\n",
+              "      <td>2.90</td>\n",
+              "      <td>1320</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>12</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.75</td>\n",
+              "      <td>1.73</td>\n",
+              "      <td>2.39</td>\n",
+              "      <td>11.4</td>\n",
+              "      <td>91</td>\n",
+              "      <td>3.10</td>\n",
+              "      <td>3.69</td>\n",
+              "      <td>0.43</td>\n",
+              "      <td>2.81</td>\n",
+              "      <td>5.400000</td>\n",
+              "      <td>1.25</td>\n",
+              "      <td>2.73</td>\n",
+              "      <td>1150</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>13</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.38</td>\n",
+              "      <td>1.87</td>\n",
+              "      <td>2.38</td>\n",
+              "      <td>12.0</td>\n",
+              "      <td>102</td>\n",
+              "      <td>3.30</td>\n",
+              "      <td>3.64</td>\n",
+              "      <td>0.29</td>\n",
+              "      <td>2.96</td>\n",
+              "      <td>7.500000</td>\n",
+              "      <td>1.20</td>\n",
+              "      <td>3.00</td>\n",
+              "      <td>1547</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>14</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.63</td>\n",
+              "      <td>1.81</td>\n",
+              "      <td>2.70</td>\n",
+              "      <td>17.2</td>\n",
+              "      <td>112</td>\n",
+              "      <td>2.85</td>\n",
+              "      <td>2.91</td>\n",
+              "      <td>0.30</td>\n",
+              "      <td>1.46</td>\n",
+              "      <td>7.300000</td>\n",
+              "      <td>1.28</td>\n",
+              "      <td>2.88</td>\n",
+              "      <td>1310</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>15</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.3</td>\n",
+              "      <td>1.92</td>\n",
+              "      <td>2.72</td>\n",
+              "      <td>20.0</td>\n",
+              "      <td>120</td>\n",
+              "      <td>2.80</td>\n",
+              "      <td>3.14</td>\n",
+              "      <td>0.33</td>\n",
+              "      <td>1.97</td>\n",
+              "      <td>6.200000</td>\n",
+              "      <td>1.07</td>\n",
+              "      <td>2.65</td>\n",
+              "      <td>1280</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>16</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.83</td>\n",
+              "      <td>1.57</td>\n",
+              "      <td>2.62</td>\n",
+              "      <td>20.0</td>\n",
+              "      <td>115</td>\n",
+              "      <td>2.95</td>\n",
+              "      <td>3.40</td>\n",
+              "      <td>0.40</td>\n",
+              "      <td>1.72</td>\n",
+              "      <td>6.600000</td>\n",
+              "      <td>1.13</td>\n",
+              "      <td>2.57</td>\n",
+              "      <td>1130</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>17</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.19</td>\n",
+              "      <td>1.59</td>\n",
+              "      <td>2.48</td>\n",
+              "      <td>16.5</td>\n",
+              "      <td>108</td>\n",
+              "      <td>3.30</td>\n",
+              "      <td>3.93</td>\n",
+              "      <td>0.32</td>\n",
+              "      <td>1.86</td>\n",
+              "      <td>8.700000</td>\n",
+              "      <td>1.23</td>\n",
+              "      <td>2.82</td>\n",
+              "      <td>1680</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>18</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.64</td>\n",
+              "      <td>3.10</td>\n",
+              "      <td>2.56</td>\n",
+              "      <td>15.2</td>\n",
+              "      <td>116</td>\n",
+              "      <td>2.70</td>\n",
+              "      <td>3.03</td>\n",
+              "      <td>0.17</td>\n",
+              "      <td>1.66</td>\n",
+              "      <td>5.100000</td>\n",
+              "      <td>0.96</td>\n",
+              "      <td>3.36</td>\n",
+              "      <td>845</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>19</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.06</td>\n",
+              "      <td>1.63</td>\n",
+              "      <td>2.28</td>\n",
+              "      <td>16.0</td>\n",
+              "      <td>126</td>\n",
+              "      <td>3.00</td>\n",
+              "      <td>3.17</td>\n",
+              "      <td>0.24</td>\n",
+              "      <td>2.10</td>\n",
+              "      <td>5.650000</td>\n",
+              "      <td>1.09</td>\n",
+              "      <td>3.71</td>\n",
+              "      <td>780</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>20</th>\n",
+              "      <td>1</td>\n",
+              "      <td>12.93</td>\n",
+              "      <td>3.80</td>\n",
+              "      <td>2.65</td>\n",
+              "      <td>18.6</td>\n",
+              "      <td>102</td>\n",
+              "      <td>2.41</td>\n",
+              "      <td>2.41</td>\n",
+              "      <td>0.25</td>\n",
+              "      <td>1.98</td>\n",
+              "      <td>4.500000</td>\n",
+              "      <td>1.03</td>\n",
+              "      <td>3.52</td>\n",
+              "      <td>770</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>21</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.71</td>\n",
+              "      <td>1.86</td>\n",
+              "      <td>2.36</td>\n",
+              "      <td>16.6</td>\n",
+              "      <td>101</td>\n",
+              "      <td>2.61</td>\n",
+              "      <td>2.88</td>\n",
+              "      <td>0.27</td>\n",
+              "      <td>1.69</td>\n",
+              "      <td>3.800000</td>\n",
+              "      <td>1.11</td>\n",
+              "      <td>4.00</td>\n",
+              "      <td>1035</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>22</th>\n",
+              "      <td>1</td>\n",
+              "      <td>12.85</td>\n",
+              "      <td>1.60</td>\n",
+              "      <td>2.52</td>\n",
+              "      <td>17.8</td>\n",
+              "      <td>95</td>\n",
+              "      <td>2.48</td>\n",
+              "      <td>2.37</td>\n",
+              "      <td>0.26</td>\n",
+              "      <td>1.46</td>\n",
+              "      <td>3.930000</td>\n",
+              "      <td>1.09</td>\n",
+              "      <td>3.63</td>\n",
+              "      <td>1015</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>23</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.5</td>\n",
+              "      <td>1.81</td>\n",
+              "      <td>2.61</td>\n",
+              "      <td>20.0</td>\n",
+              "      <td>96</td>\n",
+              "      <td>2.53</td>\n",
+              "      <td>2.61</td>\n",
+              "      <td>0.28</td>\n",
+              "      <td>1.66</td>\n",
+              "      <td>3.520000</td>\n",
+              "      <td>1.12</td>\n",
+              "      <td>3.82</td>\n",
+              "      <td>845</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>24</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.05</td>\n",
+              "      <td>2.05</td>\n",
+              "      <td>3.22</td>\n",
+              "      <td>25.0</td>\n",
+              "      <td>124</td>\n",
+              "      <td>2.63</td>\n",
+              "      <td>2.68</td>\n",
+              "      <td>0.47</td>\n",
+              "      <td>1.92</td>\n",
+              "      <td>3.580000</td>\n",
+              "      <td>1.13</td>\n",
+              "      <td>3.20</td>\n",
+              "      <td>830</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>25</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.39</td>\n",
+              "      <td>1.77</td>\n",
+              "      <td>2.62</td>\n",
+              "      <td>16.1</td>\n",
+              "      <td>93</td>\n",
+              "      <td>2.85</td>\n",
+              "      <td>2.94</td>\n",
+              "      <td>0.34</td>\n",
+              "      <td>1.45</td>\n",
+              "      <td>4.800000</td>\n",
+              "      <td>0.92</td>\n",
+              "      <td>3.22</td>\n",
+              "      <td>1195</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>26</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.3</td>\n",
+              "      <td>1.72</td>\n",
+              "      <td>2.14</td>\n",
+              "      <td>17.0</td>\n",
+              "      <td>94</td>\n",
+              "      <td>2.40</td>\n",
+              "      <td>2.19</td>\n",
+              "      <td>0.27</td>\n",
+              "      <td>1.35</td>\n",
+              "      <td>3.950000</td>\n",
+              "      <td>1.02</td>\n",
+              "      <td>2.77</td>\n",
+              "      <td>1285</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>27</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.87</td>\n",
+              "      <td>1.90</td>\n",
+              "      <td>2.80</td>\n",
+              "      <td>19.4</td>\n",
+              "      <td>107</td>\n",
+              "      <td>2.95</td>\n",
+              "      <td>2.97</td>\n",
+              "      <td>0.37</td>\n",
+              "      <td>1.76</td>\n",
+              "      <td>4.500000</td>\n",
+              "      <td>1.25</td>\n",
+              "      <td>3.40</td>\n",
+              "      <td>915</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>28</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.02</td>\n",
+              "      <td>1.68</td>\n",
+              "      <td>2.21</td>\n",
+              "      <td>16.0</td>\n",
+              "      <td>96</td>\n",
+              "      <td>2.65</td>\n",
+              "      <td>2.33</td>\n",
+              "      <td>0.26</td>\n",
+              "      <td>1.98</td>\n",
+              "      <td>4.700000</td>\n",
+              "      <td>1.04</td>\n",
+              "      <td>3.59</td>\n",
+              "      <td>1035</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>29</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.73</td>\n",
+              "      <td>1.50</td>\n",
+              "      <td>2.70</td>\n",
+              "      <td>22.5</td>\n",
+              "      <td>101</td>\n",
+              "      <td>3.00</td>\n",
+              "      <td>3.25</td>\n",
+              "      <td>0.29</td>\n",
+              "      <td>2.38</td>\n",
+              "      <td>5.700000</td>\n",
+              "      <td>1.19</td>\n",
+              "      <td>2.71</td>\n",
+              "      <td>1285</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>30</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.58</td>\n",
+              "      <td>1.66</td>\n",
+              "      <td>2.36</td>\n",
+              "      <td>19.1</td>\n",
+              "      <td>106</td>\n",
+              "      <td>2.86</td>\n",
+              "      <td>3.19</td>\n",
+              "      <td>0.22</td>\n",
+              "      <td>1.95</td>\n",
+              "      <td>6.900000</td>\n",
+              "      <td>1.09</td>\n",
+              "      <td>2.88</td>\n",
+              "      <td>1515</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>31</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.68</td>\n",
+              "      <td>1.83</td>\n",
+              "      <td>2.36</td>\n",
+              "      <td>17.2</td>\n",
+              "      <td>104</td>\n",
+              "      <td>2.42</td>\n",
+              "      <td>2.69</td>\n",
+              "      <td>0.42</td>\n",
+              "      <td>1.97</td>\n",
+              "      <td>3.840000</td>\n",
+              "      <td>1.23</td>\n",
+              "      <td>2.87</td>\n",
+              "      <td>990</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>32</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.76</td>\n",
+              "      <td>1.53</td>\n",
+              "      <td>2.70</td>\n",
+              "      <td>19.5</td>\n",
+              "      <td>132</td>\n",
+              "      <td>2.95</td>\n",
+              "      <td>2.74</td>\n",
+              "      <td>0.50</td>\n",
+              "      <td>1.35</td>\n",
+              "      <td>5.400000</td>\n",
+              "      <td>1.25</td>\n",
+              "      <td>3.00</td>\n",
+              "      <td>1235</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>33</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.51</td>\n",
+              "      <td>1.80</td>\n",
+              "      <td>2.65</td>\n",
+              "      <td>19.0</td>\n",
+              "      <td>110</td>\n",
+              "      <td>2.35</td>\n",
+              "      <td>2.53</td>\n",
+              "      <td>0.29</td>\n",
+              "      <td>1.54</td>\n",
+              "      <td>4.200000</td>\n",
+              "      <td>1.10</td>\n",
+              "      <td>2.87</td>\n",
+              "      <td>1095</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>34</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.48</td>\n",
+              "      <td>1.81</td>\n",
+              "      <td>2.41</td>\n",
+              "      <td>20.5</td>\n",
+              "      <td>100</td>\n",
+              "      <td>2.70</td>\n",
+              "      <td>2.98</td>\n",
+              "      <td>0.26</td>\n",
+              "      <td>1.86</td>\n",
+              "      <td>5.100000</td>\n",
+              "      <td>1.04</td>\n",
+              "      <td>3.47</td>\n",
+              "      <td>920</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>35</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.28</td>\n",
+              "      <td>1.64</td>\n",
+              "      <td>2.84</td>\n",
+              "      <td>15.5</td>\n",
+              "      <td>110</td>\n",
+              "      <td>2.60</td>\n",
+              "      <td>2.68</td>\n",
+              "      <td>0.34</td>\n",
+              "      <td>1.36</td>\n",
+              "      <td>4.600000</td>\n",
+              "      <td>1.09</td>\n",
+              "      <td>2.78</td>\n",
+              "      <td>880</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",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>147</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.32</td>\n",
+              "      <td>3.24</td>\n",
+              "      <td>2.38</td>\n",
+              "      <td>21.5</td>\n",
+              "      <td>92</td>\n",
+              "      <td>1.93</td>\n",
+              "      <td>0.76</td>\n",
+              "      <td>0.45</td>\n",
+              "      <td>1.25</td>\n",
+              "      <td>8.420000</td>\n",
+              "      <td>0.55</td>\n",
+              "      <td>1.62</td>\n",
+              "      <td>650</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>148</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.08</td>\n",
+              "      <td>3.90</td>\n",
+              "      <td>2.36</td>\n",
+              "      <td>21.5</td>\n",
+              "      <td>113</td>\n",
+              "      <td>1.41</td>\n",
+              "      <td>1.39</td>\n",
+              "      <td>0.34</td>\n",
+              "      <td>1.14</td>\n",
+              "      <td>9.400000</td>\n",
+              "      <td>0.57</td>\n",
+              "      <td>1.33</td>\n",
+              "      <td>550</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>149</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.5</td>\n",
+              "      <td>3.12</td>\n",
+              "      <td>2.62</td>\n",
+              "      <td>24.0</td>\n",
+              "      <td>123</td>\n",
+              "      <td>1.40</td>\n",
+              "      <td>1.57</td>\n",
+              "      <td>0.22</td>\n",
+              "      <td>1.25</td>\n",
+              "      <td>8.600000</td>\n",
+              "      <td>0.59</td>\n",
+              "      <td>1.30</td>\n",
+              "      <td>500</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>150</th>\n",
+              "      <td>3</td>\n",
+              "      <td>12.79</td>\n",
+              "      <td>2.67</td>\n",
+              "      <td>2.48</td>\n",
+              "      <td>22.0</td>\n",
+              "      <td>112</td>\n",
+              "      <td>1.48</td>\n",
+              "      <td>1.36</td>\n",
+              "      <td>0.24</td>\n",
+              "      <td>1.26</td>\n",
+              "      <td>10.800000</td>\n",
+              "      <td>0.48</td>\n",
+              "      <td>1.47</td>\n",
+              "      <td>480</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>151</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.11</td>\n",
+              "      <td>1.90</td>\n",
+              "      <td>2.75</td>\n",
+              "      <td>25.5</td>\n",
+              "      <td>116</td>\n",
+              "      <td>2.20</td>\n",
+              "      <td>1.28</td>\n",
+              "      <td>0.26</td>\n",
+              "      <td>1.56</td>\n",
+              "      <td>7.100000</td>\n",
+              "      <td>0.61</td>\n",
+              "      <td>1.33</td>\n",
+              "      <td>425</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>152</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.23</td>\n",
+              "      <td>3.30</td>\n",
+              "      <td>2.28</td>\n",
+              "      <td>18.5</td>\n",
+              "      <td>98</td>\n",
+              "      <td>1.80</td>\n",
+              "      <td>0.83</td>\n",
+              "      <td>0.61</td>\n",
+              "      <td>1.87</td>\n",
+              "      <td>10.520000</td>\n",
+              "      <td>0.56</td>\n",
+              "      <td>1.51</td>\n",
+              "      <td>675</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>153</th>\n",
+              "      <td>3</td>\n",
+              "      <td>12.58</td>\n",
+              "      <td>1.29</td>\n",
+              "      <td>2.10</td>\n",
+              "      <td>20.0</td>\n",
+              "      <td>103</td>\n",
+              "      <td>1.48</td>\n",
+              "      <td>0.58</td>\n",
+              "      <td>0.53</td>\n",
+              "      <td>1.40</td>\n",
+              "      <td>7.600000</td>\n",
+              "      <td>0.58</td>\n",
+              "      <td>1.55</td>\n",
+              "      <td>640</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>154</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.17</td>\n",
+              "      <td>5.19</td>\n",
+              "      <td>2.32</td>\n",
+              "      <td>22.0</td>\n",
+              "      <td>93</td>\n",
+              "      <td>1.74</td>\n",
+              "      <td>0.63</td>\n",
+              "      <td>0.61</td>\n",
+              "      <td>1.55</td>\n",
+              "      <td>7.900000</td>\n",
+              "      <td>0.60</td>\n",
+              "      <td>1.48</td>\n",
+              "      <td>725</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>155</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.84</td>\n",
+              "      <td>4.12</td>\n",
+              "      <td>2.38</td>\n",
+              "      <td>19.5</td>\n",
+              "      <td>89</td>\n",
+              "      <td>1.80</td>\n",
+              "      <td>0.83</td>\n",
+              "      <td>0.48</td>\n",
+              "      <td>1.56</td>\n",
+              "      <td>9.010000</td>\n",
+              "      <td>0.57</td>\n",
+              "      <td>1.64</td>\n",
+              "      <td>480</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>156</th>\n",
+              "      <td>3</td>\n",
+              "      <td>12.45</td>\n",
+              "      <td>3.03</td>\n",
+              "      <td>2.64</td>\n",
+              "      <td>27.0</td>\n",
+              "      <td>97</td>\n",
+              "      <td>1.90</td>\n",
+              "      <td>0.58</td>\n",
+              "      <td>0.63</td>\n",
+              "      <td>1.14</td>\n",
+              "      <td>7.500000</td>\n",
+              "      <td>0.67</td>\n",
+              "      <td>1.73</td>\n",
+              "      <td>880</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>157</th>\n",
+              "      <td>3</td>\n",
+              "      <td>14.34</td>\n",
+              "      <td>1.68</td>\n",
+              "      <td>2.70</td>\n",
+              "      <td>25.0</td>\n",
+              "      <td>98</td>\n",
+              "      <td>2.80</td>\n",
+              "      <td>1.31</td>\n",
+              "      <td>0.53</td>\n",
+              "      <td>2.70</td>\n",
+              "      <td>13.000000</td>\n",
+              "      <td>0.57</td>\n",
+              "      <td>1.96</td>\n",
+              "      <td>660</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>158</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.48</td>\n",
+              "      <td>1.67</td>\n",
+              "      <td>2.64</td>\n",
+              "      <td>22.5</td>\n",
+              "      <td>89</td>\n",
+              "      <td>2.60</td>\n",
+              "      <td>1.10</td>\n",
+              "      <td>0.52</td>\n",
+              "      <td>2.29</td>\n",
+              "      <td>11.750000</td>\n",
+              "      <td>0.57</td>\n",
+              "      <td>1.78</td>\n",
+              "      <td>620</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>159</th>\n",
+              "      <td>3</td>\n",
+              "      <td>12.36</td>\n",
+              "      <td>3.83</td>\n",
+              "      <td>2.38</td>\n",
+              "      <td>21.0</td>\n",
+              "      <td>88</td>\n",
+              "      <td>2.30</td>\n",
+              "      <td>0.92</td>\n",
+              "      <td>0.50</td>\n",
+              "      <td>1.04</td>\n",
+              "      <td>7.650000</td>\n",
+              "      <td>0.56</td>\n",
+              "      <td>1.58</td>\n",
+              "      <td>520</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>160</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.69</td>\n",
+              "      <td>3.26</td>\n",
+              "      <td>2.54</td>\n",
+              "      <td>20.0</td>\n",
+              "      <td>107</td>\n",
+              "      <td>1.83</td>\n",
+              "      <td>0.56</td>\n",
+              "      <td>0.50</td>\n",
+              "      <td>0.80</td>\n",
+              "      <td>5.880000</td>\n",
+              "      <td>0.96</td>\n",
+              "      <td>1.82</td>\n",
+              "      <td>680</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>161</th>\n",
+              "      <td>3</td>\n",
+              "      <td>12.85</td>\n",
+              "      <td>3.27</td>\n",
+              "      <td>2.58</td>\n",
+              "      <td>22.0</td>\n",
+              "      <td>106</td>\n",
+              "      <td>1.65</td>\n",
+              "      <td>0.60</td>\n",
+              "      <td>0.60</td>\n",
+              "      <td>0.96</td>\n",
+              "      <td>5.580000</td>\n",
+              "      <td>0.87</td>\n",
+              "      <td>2.11</td>\n",
+              "      <td>570</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>162</th>\n",
+              "      <td>3</td>\n",
+              "      <td>12.96</td>\n",
+              "      <td>3.45</td>\n",
+              "      <td>2.35</td>\n",
+              "      <td>18.5</td>\n",
+              "      <td>106</td>\n",
+              "      <td>1.39</td>\n",
+              "      <td>0.70</td>\n",
+              "      <td>0.40</td>\n",
+              "      <td>0.94</td>\n",
+              "      <td>5.280000</td>\n",
+              "      <td>0.68</td>\n",
+              "      <td>1.75</td>\n",
+              "      <td>675</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>163</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.78</td>\n",
+              "      <td>2.76</td>\n",
+              "      <td>2.30</td>\n",
+              "      <td>22.0</td>\n",
+              "      <td>90</td>\n",
+              "      <td>1.35</td>\n",
+              "      <td>0.68</td>\n",
+              "      <td>0.41</td>\n",
+              "      <td>1.03</td>\n",
+              "      <td>9.580000</td>\n",
+              "      <td>0.70</td>\n",
+              "      <td>1.68</td>\n",
+              "      <td>615</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>164</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.73</td>\n",
+              "      <td>4.36</td>\n",
+              "      <td>2.26</td>\n",
+              "      <td>22.5</td>\n",
+              "      <td>88</td>\n",
+              "      <td>1.28</td>\n",
+              "      <td>0.47</td>\n",
+              "      <td>0.52</td>\n",
+              "      <td>1.15</td>\n",
+              "      <td>6.620000</td>\n",
+              "      <td>0.78</td>\n",
+              "      <td>1.75</td>\n",
+              "      <td>520</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>165</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.45</td>\n",
+              "      <td>3.70</td>\n",
+              "      <td>2.60</td>\n",
+              "      <td>23.0</td>\n",
+              "      <td>111</td>\n",
+              "      <td>1.70</td>\n",
+              "      <td>0.92</td>\n",
+              "      <td>0.43</td>\n",
+              "      <td>1.46</td>\n",
+              "      <td>10.680000</td>\n",
+              "      <td>0.85</td>\n",
+              "      <td>1.56</td>\n",
+              "      <td>695</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>166</th>\n",
+              "      <td>3</td>\n",
+              "      <td>12.82</td>\n",
+              "      <td>3.37</td>\n",
+              "      <td>2.30</td>\n",
+              "      <td>19.5</td>\n",
+              "      <td>88</td>\n",
+              "      <td>1.48</td>\n",
+              "      <td>0.66</td>\n",
+              "      <td>0.40</td>\n",
+              "      <td>0.97</td>\n",
+              "      <td>10.260000</td>\n",
+              "      <td>0.72</td>\n",
+              "      <td>1.75</td>\n",
+              "      <td>685</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>167</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.58</td>\n",
+              "      <td>2.58</td>\n",
+              "      <td>2.69</td>\n",
+              "      <td>24.5</td>\n",
+              "      <td>105</td>\n",
+              "      <td>1.55</td>\n",
+              "      <td>0.84</td>\n",
+              "      <td>0.39</td>\n",
+              "      <td>1.54</td>\n",
+              "      <td>8.660000</td>\n",
+              "      <td>0.74</td>\n",
+              "      <td>1.80</td>\n",
+              "      <td>750</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>168</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.4</td>\n",
+              "      <td>4.60</td>\n",
+              "      <td>2.86</td>\n",
+              "      <td>25.0</td>\n",
+              "      <td>112</td>\n",
+              "      <td>1.98</td>\n",
+              "      <td>0.96</td>\n",
+              "      <td>0.27</td>\n",
+              "      <td>1.11</td>\n",
+              "      <td>8.500000</td>\n",
+              "      <td>0.67</td>\n",
+              "      <td>1.92</td>\n",
+              "      <td>630</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>169</th>\n",
+              "      <td>3</td>\n",
+              "      <td>12.2</td>\n",
+              "      <td>3.03</td>\n",
+              "      <td>2.32</td>\n",
+              "      <td>19.0</td>\n",
+              "      <td>96</td>\n",
+              "      <td>1.25</td>\n",
+              "      <td>0.49</td>\n",
+              "      <td>0.40</td>\n",
+              "      <td>0.73</td>\n",
+              "      <td>5.500000</td>\n",
+              "      <td>0.66</td>\n",
+              "      <td>1.83</td>\n",
+              "      <td>510</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>170</th>\n",
+              "      <td>3</td>\n",
+              "      <td>12.77</td>\n",
+              "      <td>2.39</td>\n",
+              "      <td>2.28</td>\n",
+              "      <td>19.5</td>\n",
+              "      <td>86</td>\n",
+              "      <td>1.39</td>\n",
+              "      <td>0.51</td>\n",
+              "      <td>0.48</td>\n",
+              "      <td>0.64</td>\n",
+              "      <td>9.899999</td>\n",
+              "      <td>0.57</td>\n",
+              "      <td>1.63</td>\n",
+              "      <td>470</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>171</th>\n",
+              "      <td>3</td>\n",
+              "      <td>14.16</td>\n",
+              "      <td>2.51</td>\n",
+              "      <td>2.48</td>\n",
+              "      <td>20.0</td>\n",
+              "      <td>91</td>\n",
+              "      <td>1.68</td>\n",
+              "      <td>0.70</td>\n",
+              "      <td>0.44</td>\n",
+              "      <td>1.24</td>\n",
+              "      <td>9.700000</td>\n",
+              "      <td>0.62</td>\n",
+              "      <td>1.71</td>\n",
+              "      <td>660</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>172</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.71</td>\n",
+              "      <td>5.65</td>\n",
+              "      <td>2.45</td>\n",
+              "      <td>20.5</td>\n",
+              "      <td>95</td>\n",
+              "      <td>1.68</td>\n",
+              "      <td>0.61</td>\n",
+              "      <td>0.52</td>\n",
+              "      <td>1.06</td>\n",
+              "      <td>7.700000</td>\n",
+              "      <td>0.64</td>\n",
+              "      <td>1.74</td>\n",
+              "      <td>740</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>173</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.4</td>\n",
+              "      <td>3.91</td>\n",
+              "      <td>2.48</td>\n",
+              "      <td>23.0</td>\n",
+              "      <td>102</td>\n",
+              "      <td>1.80</td>\n",
+              "      <td>0.75</td>\n",
+              "      <td>0.43</td>\n",
+              "      <td>1.41</td>\n",
+              "      <td>7.300000</td>\n",
+              "      <td>0.70</td>\n",
+              "      <td>1.56</td>\n",
+              "      <td>750</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>174</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.27</td>\n",
+              "      <td>4.28</td>\n",
+              "      <td>2.26</td>\n",
+              "      <td>20.0</td>\n",
+              "      <td>120</td>\n",
+              "      <td>1.59</td>\n",
+              "      <td>0.69</td>\n",
+              "      <td>0.43</td>\n",
+              "      <td>1.35</td>\n",
+              "      <td>10.200000</td>\n",
+              "      <td>0.59</td>\n",
+              "      <td>1.56</td>\n",
+              "      <td>835</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>175</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.17</td>\n",
+              "      <td>2.59</td>\n",
+              "      <td>2.37</td>\n",
+              "      <td>20.0</td>\n",
+              "      <td>120</td>\n",
+              "      <td>1.65</td>\n",
+              "      <td>0.68</td>\n",
+              "      <td>0.53</td>\n",
+              "      <td>1.46</td>\n",
+              "      <td>9.300000</td>\n",
+              "      <td>0.60</td>\n",
+              "      <td>1.62</td>\n",
+              "      <td>840</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>176</th>\n",
+              "      <td>3</td>\n",
+              "      <td>14.13</td>\n",
+              "      <td>4.10</td>\n",
+              "      <td>2.74</td>\n",
+              "      <td>24.5</td>\n",
+              "      <td>96</td>\n",
+              "      <td>2.05</td>\n",
+              "      <td>0.76</td>\n",
+              "      <td>0.56</td>\n",
+              "      <td>1.35</td>\n",
+              "      <td>9.200000</td>\n",
+              "      <td>0.61</td>\n",
+              "      <td>1.60</td>\n",
+              "      <td>560</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "<p>171 rows × 14 columns</p>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "     1 Alcohol  Malic acid   Ash  Alcanity of Ash  Magnesium  Total phenols  \\\n",
+              "4    1    14.2        1.76  2.45             15.2        112           3.27   \n",
+              "5    1   14.39        1.87  2.45             14.6         96           2.50   \n",
+              "6    1   14.06        2.15  2.61             17.6        121           2.60   \n",
+              "9    1    14.1        2.16  2.30             18.0        105           2.95   \n",
+              "10   1   14.12        1.48  2.32             16.8         95           2.20   \n",
+              "11   1   13.75        1.73  2.41             16.0         89           2.60   \n",
+              "12   1   14.75        1.73  2.39             11.4         91           3.10   \n",
+              "13   1   14.38        1.87  2.38             12.0        102           3.30   \n",
+              "14   1   13.63        1.81  2.70             17.2        112           2.85   \n",
+              "15   1    14.3        1.92  2.72             20.0        120           2.80   \n",
+              "16   1   13.83        1.57  2.62             20.0        115           2.95   \n",
+              "17   1   14.19        1.59  2.48             16.5        108           3.30   \n",
+              "18   1   13.64        3.10  2.56             15.2        116           2.70   \n",
+              "19   1   14.06        1.63  2.28             16.0        126           3.00   \n",
+              "20   1   12.93        3.80  2.65             18.6        102           2.41   \n",
+              "21   1   13.71        1.86  2.36             16.6        101           2.61   \n",
+              "22   1   12.85        1.60  2.52             17.8         95           2.48   \n",
+              "23   1    13.5        1.81  2.61             20.0         96           2.53   \n",
+              "24   1   13.05        2.05  3.22             25.0        124           2.63   \n",
+              "25   1   13.39        1.77  2.62             16.1         93           2.85   \n",
+              "26   1    13.3        1.72  2.14             17.0         94           2.40   \n",
+              "27   1   13.87        1.90  2.80             19.4        107           2.95   \n",
+              "28   1   14.02        1.68  2.21             16.0         96           2.65   \n",
+              "29   1   13.73        1.50  2.70             22.5        101           3.00   \n",
+              "30   1   13.58        1.66  2.36             19.1        106           2.86   \n",
+              "31   1   13.68        1.83  2.36             17.2        104           2.42   \n",
+              "32   1   13.76        1.53  2.70             19.5        132           2.95   \n",
+              "33   1   13.51        1.80  2.65             19.0        110           2.35   \n",
+              "34   1   13.48        1.81  2.41             20.5        100           2.70   \n",
+              "35   1   13.28        1.64  2.84             15.5        110           2.60   \n",
+              "..  ..     ...         ...   ...              ...        ...            ...   \n",
+              "147  3   13.32        3.24  2.38             21.5         92           1.93   \n",
+              "148  3   13.08        3.90  2.36             21.5        113           1.41   \n",
+              "149  3    13.5        3.12  2.62             24.0        123           1.40   \n",
+              "150  3   12.79        2.67  2.48             22.0        112           1.48   \n",
+              "151  3   13.11        1.90  2.75             25.5        116           2.20   \n",
+              "152  3   13.23        3.30  2.28             18.5         98           1.80   \n",
+              "153  3   12.58        1.29  2.10             20.0        103           1.48   \n",
+              "154  3   13.17        5.19  2.32             22.0         93           1.74   \n",
+              "155  3   13.84        4.12  2.38             19.5         89           1.80   \n",
+              "156  3   12.45        3.03  2.64             27.0         97           1.90   \n",
+              "157  3   14.34        1.68  2.70             25.0         98           2.80   \n",
+              "158  3   13.48        1.67  2.64             22.5         89           2.60   \n",
+              "159  3   12.36        3.83  2.38             21.0         88           2.30   \n",
+              "160  3   13.69        3.26  2.54             20.0        107           1.83   \n",
+              "161  3   12.85        3.27  2.58             22.0        106           1.65   \n",
+              "162  3   12.96        3.45  2.35             18.5        106           1.39   \n",
+              "163  3   13.78        2.76  2.30             22.0         90           1.35   \n",
+              "164  3   13.73        4.36  2.26             22.5         88           1.28   \n",
+              "165  3   13.45        3.70  2.60             23.0        111           1.70   \n",
+              "166  3   12.82        3.37  2.30             19.5         88           1.48   \n",
+              "167  3   13.58        2.58  2.69             24.5        105           1.55   \n",
+              "168  3    13.4        4.60  2.86             25.0        112           1.98   \n",
+              "169  3    12.2        3.03  2.32             19.0         96           1.25   \n",
+              "170  3   12.77        2.39  2.28             19.5         86           1.39   \n",
+              "171  3   14.16        2.51  2.48             20.0         91           1.68   \n",
+              "172  3   13.71        5.65  2.45             20.5         95           1.68   \n",
+              "173  3    13.4        3.91  2.48             23.0        102           1.80   \n",
+              "174  3   13.27        4.28  2.26             20.0        120           1.59   \n",
+              "175  3   13.17        2.59  2.37             20.0        120           1.65   \n",
+              "176  3   14.13        4.10  2.74             24.5         96           2.05   \n",
+              "\n",
+              "     Flavanoids  Nonflavanoid phenols  Proanthynocyanins  Color Intensity  \\\n",
+              "4          3.39                  0.34               1.97         6.750000   \n",
+              "5          2.52                  0.30               1.98         5.250000   \n",
+              "6          2.51                  0.31               1.25         5.050000   \n",
+              "9          3.32                  0.22               2.38         5.750000   \n",
+              "10         2.43                  0.26               1.57         5.000000   \n",
+              "11         2.76                  0.29               1.81         5.600000   \n",
+              "12         3.69                  0.43               2.81         5.400000   \n",
+              "13         3.64                  0.29               2.96         7.500000   \n",
+              "14         2.91                  0.30               1.46         7.300000   \n",
+              "15         3.14                  0.33               1.97         6.200000   \n",
+              "16         3.40                  0.40               1.72         6.600000   \n",
+              "17         3.93                  0.32               1.86         8.700000   \n",
+              "18         3.03                  0.17               1.66         5.100000   \n",
+              "19         3.17                  0.24               2.10         5.650000   \n",
+              "20         2.41                  0.25               1.98         4.500000   \n",
+              "21         2.88                  0.27               1.69         3.800000   \n",
+              "22         2.37                  0.26               1.46         3.930000   \n",
+              "23         2.61                  0.28               1.66         3.520000   \n",
+              "24         2.68                  0.47               1.92         3.580000   \n",
+              "25         2.94                  0.34               1.45         4.800000   \n",
+              "26         2.19                  0.27               1.35         3.950000   \n",
+              "27         2.97                  0.37               1.76         4.500000   \n",
+              "28         2.33                  0.26               1.98         4.700000   \n",
+              "29         3.25                  0.29               2.38         5.700000   \n",
+              "30         3.19                  0.22               1.95         6.900000   \n",
+              "31         2.69                  0.42               1.97         3.840000   \n",
+              "32         2.74                  0.50               1.35         5.400000   \n",
+              "33         2.53                  0.29               1.54         4.200000   \n",
+              "34         2.98                  0.26               1.86         5.100000   \n",
+              "35         2.68                  0.34               1.36         4.600000   \n",
+              "..          ...                   ...                ...              ...   \n",
+              "147        0.76                  0.45               1.25         8.420000   \n",
+              "148        1.39                  0.34               1.14         9.400000   \n",
+              "149        1.57                  0.22               1.25         8.600000   \n",
+              "150        1.36                  0.24               1.26        10.800000   \n",
+              "151        1.28                  0.26               1.56         7.100000   \n",
+              "152        0.83                  0.61               1.87        10.520000   \n",
+              "153        0.58                  0.53               1.40         7.600000   \n",
+              "154        0.63                  0.61               1.55         7.900000   \n",
+              "155        0.83                  0.48               1.56         9.010000   \n",
+              "156        0.58                  0.63               1.14         7.500000   \n",
+              "157        1.31                  0.53               2.70        13.000000   \n",
+              "158        1.10                  0.52               2.29        11.750000   \n",
+              "159        0.92                  0.50               1.04         7.650000   \n",
+              "160        0.56                  0.50               0.80         5.880000   \n",
+              "161        0.60                  0.60               0.96         5.580000   \n",
+              "162        0.70                  0.40               0.94         5.280000   \n",
+              "163        0.68                  0.41               1.03         9.580000   \n",
+              "164        0.47                  0.52               1.15         6.620000   \n",
+              "165        0.92                  0.43               1.46        10.680000   \n",
+              "166        0.66                  0.40               0.97        10.260000   \n",
+              "167        0.84                  0.39               1.54         8.660000   \n",
+              "168        0.96                  0.27               1.11         8.500000   \n",
+              "169        0.49                  0.40               0.73         5.500000   \n",
+              "170        0.51                  0.48               0.64         9.899999   \n",
+              "171        0.70                  0.44               1.24         9.700000   \n",
+              "172        0.61                  0.52               1.06         7.700000   \n",
+              "173        0.75                  0.43               1.41         7.300000   \n",
+              "174        0.69                  0.43               1.35        10.200000   \n",
+              "175        0.68                  0.53               1.46         9.300000   \n",
+              "176        0.76                  0.56               1.35         9.200000   \n",
+              "\n",
+              "      Hue  OD280/OD315 of diluted wines  Proline  \n",
+              "4    1.05                          2.85     1450  \n",
+              "5    1.02                          3.58     1290  \n",
+              "6    1.06                          3.58     1295  \n",
+              "9    1.25                          3.17     1510  \n",
+              "10   1.17                          2.82     1280  \n",
+              "11   1.15                          2.90     1320  \n",
+              "12   1.25                          2.73     1150  \n",
+              "13   1.20                          3.00     1547  \n",
+              "14   1.28                          2.88     1310  \n",
+              "15   1.07                          2.65     1280  \n",
+              "16   1.13                          2.57     1130  \n",
+              "17   1.23                          2.82     1680  \n",
+              "18   0.96                          3.36      845  \n",
+              "19   1.09                          3.71      780  \n",
+              "20   1.03                          3.52      770  \n",
+              "21   1.11                          4.00     1035  \n",
+              "22   1.09                          3.63     1015  \n",
+              "23   1.12                          3.82      845  \n",
+              "24   1.13                          3.20      830  \n",
+              "25   0.92                          3.22     1195  \n",
+              "26   1.02                          2.77     1285  \n",
+              "27   1.25                          3.40      915  \n",
+              "28   1.04                          3.59     1035  \n",
+              "29   1.19                          2.71     1285  \n",
+              "30   1.09                          2.88     1515  \n",
+              "31   1.23                          2.87      990  \n",
+              "32   1.25                          3.00     1235  \n",
+              "33   1.10                          2.87     1095  \n",
+              "34   1.04                          3.47      920  \n",
+              "35   1.09                          2.78      880  \n",
+              "..    ...                           ...      ...  \n",
+              "147  0.55                          1.62      650  \n",
+              "148  0.57                          1.33      550  \n",
+              "149  0.59                          1.30      500  \n",
+              "150  0.48                          1.47      480  \n",
+              "151  0.61                          1.33      425  \n",
+              "152  0.56                          1.51      675  \n",
+              "153  0.58                          1.55      640  \n",
+              "154  0.60                          1.48      725  \n",
+              "155  0.57                          1.64      480  \n",
+              "156  0.67                          1.73      880  \n",
+              "157  0.57                          1.96      660  \n",
+              "158  0.57                          1.78      620  \n",
+              "159  0.56                          1.58      520  \n",
+              "160  0.96                          1.82      680  \n",
+              "161  0.87                          2.11      570  \n",
+              "162  0.68                          1.75      675  \n",
+              "163  0.70                          1.68      615  \n",
+              "164  0.78                          1.75      520  \n",
+              "165  0.85                          1.56      695  \n",
+              "166  0.72                          1.75      685  \n",
+              "167  0.74                          1.80      750  \n",
+              "168  0.67                          1.92      630  \n",
+              "169  0.66                          1.83      510  \n",
+              "170  0.57                          1.63      470  \n",
+              "171  0.62                          1.71      660  \n",
+              "172  0.64                          1.74      740  \n",
+              "173  0.70                          1.56      750  \n",
+              "174  0.59                          1.56      835  \n",
+              "175  0.60                          1.62      840  \n",
+              "176  0.61                          1.60      560  \n",
+              "\n",
+              "[171 rows x 14 columns]"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 34
+        }
+      ]
+    },
+    {
+      "metadata": {
+        "id": "s7AeFhNfKipR",
+        "colab_type": "code",
+        "colab": {}
+      },
+      "cell_type": "code",
+      "source": [
+        ""
+      ],
+      "execution_count": 0,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "id": "o6Cs6T1Rjz71",
+        "colab_type": "text"
+      },
+      "cell_type": "markdown",
+      "source": [
+        "#### Assign the columns as below:\n",
+        "\n",
+        "The attributes are (dontated by Riccardo Leardi, riclea '@' anchem.unige.it):  \n",
+        "1) Alcohol  \n",
+        "2) Malic acid  \n",
+        "3) Ash  \n",
+        "4) Alcalinity of ash  \n",
+        "5) Magnesium  \n",
+        "6) Total phenols  \n",
+        "7) Flavanoids  \n",
+        "8) Nonflavanoid phenols  \n",
+        "9) Proanthocyanins  \n",
+        "10)Color intensity  \n",
+        "11)Hue  \n",
+        "12)OD280/OD315 of diluted wines  \n",
+        "13)Proline "
+      ]
+    }
+  ]
+}
\ No newline at end of file