From 1347f5e0f7b8994bf775fe62dcef8f20e740c8c2 Mon Sep 17 00:00:00 2001
From: ANUJ DEEP <36504458+anujdeep@users.noreply.github.com>
Date: Tue, 16 Oct 2018 18:01:01 +0530
Subject: [PATCH 1/3] Solved by ANUJ DEEP

---
 anujdeep.ipynb | 355 ++++++++++++++++++++++++++++++++++++++++++++-----
 1 file changed, 325 insertions(+), 30 deletions(-)

diff --git a/anujdeep.ipynb b/anujdeep.ipynb
index 9e2543a..494ecf1 100644
--- a/anujdeep.ipynb
+++ b/anujdeep.ipynb
@@ -1,32 +1,327 @@
 {
- "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": "anujdeep.ipynb",
+      "version": "0.3.2",
+      "provenance": []
+    },
+    "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": [
+    {
+      "metadata": {
+        "id": "zgkuIpLypM1I",
+        "colab_type": "code",
+        "colab": {}
+      },
+      "cell_type": "code",
+      "source": [
+        "import numpy as np\n",
+        "import pandas as pd"
+      ],
+      "execution_count": 0,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "id": "0f2s2LKKpi3d",
+        "colab_type": "code",
+        "colab": {}
+      },
+      "cell_type": "code",
+      "source": [
+        "wine_df=pd.read_csv(\"https://archive.ics.uci.edu/ml/machine-learning-databases/wine/wine.data\")\n",
+        "wine_df"
+      ],
+      "execution_count": 0,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "id": "fqhKpYaDqE5i",
+        "colab_type": "code",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 198
+        },
+        "outputId": "f7d9550c-93a5-4b66-93ff-19b962c0d957"
+      },
+      "cell_type": "code",
+      "source": [
+        "wine_df.head()"
+      ],
+      "execution_count": 11,
+      "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>14.23</th>\n",
+              "      <th>1.71</th>\n",
+              "      <th>2.43</th>\n",
+              "      <th>15.6</th>\n",
+              "      <th>127</th>\n",
+              "      <th>2.8</th>\n",
+              "      <th>3.06</th>\n",
+              "      <th>.28</th>\n",
+              "      <th>2.29</th>\n",
+              "      <th>5.64</th>\n",
+              "      <th>1.04</th>\n",
+              "      <th>3.92</th>\n",
+              "      <th>1065</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>4.38</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>5.68</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>7.80</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>4.32</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": 11
+        }
+      ]
+    },
+    {
+      "metadata": {
+        "id": "OUdfGw0EqS8_",
+        "colab_type": "code",
+        "colab": {}
+      },
+      "cell_type": "code",
+      "source": [
+        "wine_df_copy=wine_df\n",
+        "wine_df_copy.iloc[0::2]"
+      ],
+      "execution_count": 0,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "id": "db-pit_z0XFy",
+        "colab_type": "code",
+        "colab": {}
+      },
+      "cell_type": "code",
+      "source": [
+        "wine_df=wine_df.rename({'1':'Alcohol','14.23':'Malic acid','1.71':'Ash','2.43':'Alcalinity of ash','15.6':'Magnesium','127':'Total phenols', '2.8':'Flavanoids','3.06':'Nonflavanoid phenols','.28':'Proanthocyanins','2.29':'Color intensity','5.64':'Hue','1.04':'OD280/OD315 of diluted wines','3.92':'Proline'},axis=1)\n",
+        "wine_df"
+      ],
+      "execution_count": 0,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "id": "0RYU-Qyxo3LP",
+        "colab_type": "code",
+        "colab": {}
+      },
+      "cell_type": "code",
+      "source": [
+        "wine_df.iloc[0:3,0]=np.nan\n",
+        "wine_df"
+      ],
+      "execution_count": 0,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "id": "LtHqEC5cql5G",
+        "colab_type": "code",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 34
+        },
+        "outputId": "d6b6750d-7146-45f0-a17f-2c4467b6febb"
+      },
+      "cell_type": "code",
+      "source": [
+        "random=np.random.randint(0,10,size=(10))\n",
+        "random"
+      ],
+      "execution_count": 81,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "array([3, 1, 0, 4, 1, 5, 4, 0, 2, 9])"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 81
+        }
+      ]
+    },
+    {
+      "metadata": {
+        "id": "wCZCTtvWs219",
+        "colab_type": "code",
+        "colab": {}
+      },
+      "cell_type": "code",
+      "source": [
+        "wine_df.loc[random,'Alcohol']=np.nan\n",
+        "wine_df"
+      ],
+      "execution_count": 0,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "id": "4zYeTdzYt6Hw",
+        "colab_type": "code",
+        "colab": {}
+      },
+      "cell_type": "code",
+      "source": [
+        "null=wine_df.isnull().sum()\n",
+        "print(null)"
+      ],
+      "execution_count": 0,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "id": "uLuF-7ZT0s8m",
+        "colab_type": "code",
+        "colab": {}
+      },
+      "cell_type": "code",
+      "source": [
+        "wine_df.dropna()"
+      ],
+      "execution_count": 0,
+      "outputs": []
+    }
+  ]
+}
\ No newline at end of file

From 587c0d15d799f7015f9083d4101e1b9a40f160d2 Mon Sep 17 00:00:00 2001
From: ANUJ DEEP <36504458+anujdeep@users.noreply.github.com>
Date: Tue, 16 Oct 2018 18:01:59 +0530
Subject: [PATCH 2/3] Delete anujdeep.ipynb

---
 anujdeep.ipynb | 327 -------------------------------------------------
 1 file changed, 327 deletions(-)
 delete mode 100644 anujdeep.ipynb

diff --git a/anujdeep.ipynb b/anujdeep.ipynb
deleted file mode 100644
index 494ecf1..0000000
--- a/anujdeep.ipynb
+++ /dev/null
@@ -1,327 +0,0 @@
-{
-  "nbformat": 4,
-  "nbformat_minor": 0,
-  "metadata": {
-    "colab": {
-      "name": "anujdeep.ipynb",
-      "version": "0.3.2",
-      "provenance": []
-    },
-    "kernelspec": {
-      "display_name": "Python 3",
-      "language": "python",
-      "name": "python3"
-    }
-  },
-  "cells": [
-    {
-      "metadata": {
-        "id": "zgkuIpLypM1I",
-        "colab_type": "code",
-        "colab": {}
-      },
-      "cell_type": "code",
-      "source": [
-        "import numpy as np\n",
-        "import pandas as pd"
-      ],
-      "execution_count": 0,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "id": "0f2s2LKKpi3d",
-        "colab_type": "code",
-        "colab": {}
-      },
-      "cell_type": "code",
-      "source": [
-        "wine_df=pd.read_csv(\"https://archive.ics.uci.edu/ml/machine-learning-databases/wine/wine.data\")\n",
-        "wine_df"
-      ],
-      "execution_count": 0,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "id": "fqhKpYaDqE5i",
-        "colab_type": "code",
-        "colab": {
-          "base_uri": "https://localhost:8080/",
-          "height": 198
-        },
-        "outputId": "f7d9550c-93a5-4b66-93ff-19b962c0d957"
-      },
-      "cell_type": "code",
-      "source": [
-        "wine_df.head()"
-      ],
-      "execution_count": 11,
-      "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>14.23</th>\n",
-              "      <th>1.71</th>\n",
-              "      <th>2.43</th>\n",
-              "      <th>15.6</th>\n",
-              "      <th>127</th>\n",
-              "      <th>2.8</th>\n",
-              "      <th>3.06</th>\n",
-              "      <th>.28</th>\n",
-              "      <th>2.29</th>\n",
-              "      <th>5.64</th>\n",
-              "      <th>1.04</th>\n",
-              "      <th>3.92</th>\n",
-              "      <th>1065</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>4.38</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>5.68</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>7.80</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>4.32</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": 11
-        }
-      ]
-    },
-    {
-      "metadata": {
-        "id": "OUdfGw0EqS8_",
-        "colab_type": "code",
-        "colab": {}
-      },
-      "cell_type": "code",
-      "source": [
-        "wine_df_copy=wine_df\n",
-        "wine_df_copy.iloc[0::2]"
-      ],
-      "execution_count": 0,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "id": "db-pit_z0XFy",
-        "colab_type": "code",
-        "colab": {}
-      },
-      "cell_type": "code",
-      "source": [
-        "wine_df=wine_df.rename({'1':'Alcohol','14.23':'Malic acid','1.71':'Ash','2.43':'Alcalinity of ash','15.6':'Magnesium','127':'Total phenols', '2.8':'Flavanoids','3.06':'Nonflavanoid phenols','.28':'Proanthocyanins','2.29':'Color intensity','5.64':'Hue','1.04':'OD280/OD315 of diluted wines','3.92':'Proline'},axis=1)\n",
-        "wine_df"
-      ],
-      "execution_count": 0,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "id": "0RYU-Qyxo3LP",
-        "colab_type": "code",
-        "colab": {}
-      },
-      "cell_type": "code",
-      "source": [
-        "wine_df.iloc[0:3,0]=np.nan\n",
-        "wine_df"
-      ],
-      "execution_count": 0,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "id": "LtHqEC5cql5G",
-        "colab_type": "code",
-        "colab": {
-          "base_uri": "https://localhost:8080/",
-          "height": 34
-        },
-        "outputId": "d6b6750d-7146-45f0-a17f-2c4467b6febb"
-      },
-      "cell_type": "code",
-      "source": [
-        "random=np.random.randint(0,10,size=(10))\n",
-        "random"
-      ],
-      "execution_count": 81,
-      "outputs": [
-        {
-          "output_type": "execute_result",
-          "data": {
-            "text/plain": [
-              "array([3, 1, 0, 4, 1, 5, 4, 0, 2, 9])"
-            ]
-          },
-          "metadata": {
-            "tags": []
-          },
-          "execution_count": 81
-        }
-      ]
-    },
-    {
-      "metadata": {
-        "id": "wCZCTtvWs219",
-        "colab_type": "code",
-        "colab": {}
-      },
-      "cell_type": "code",
-      "source": [
-        "wine_df.loc[random,'Alcohol']=np.nan\n",
-        "wine_df"
-      ],
-      "execution_count": 0,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "id": "4zYeTdzYt6Hw",
-        "colab_type": "code",
-        "colab": {}
-      },
-      "cell_type": "code",
-      "source": [
-        "null=wine_df.isnull().sum()\n",
-        "print(null)"
-      ],
-      "execution_count": 0,
-      "outputs": []
-    },
-    {
-      "metadata": {
-        "id": "uLuF-7ZT0s8m",
-        "colab_type": "code",
-        "colab": {}
-      },
-      "cell_type": "code",
-      "source": [
-        "wine_df.dropna()"
-      ],
-      "execution_count": 0,
-      "outputs": []
-    }
-  ]
-}
\ No newline at end of file

From ddfd2c8d20d922ae10f15713e57a57ea03ab7a19 Mon Sep 17 00:00:00 2001
From: ANUJ DEEP <36504458+anujdeep@users.noreply.github.com>
Date: Tue, 16 Oct 2018 18:05:39 +0530
Subject: [PATCH 3/3] Created using Colaboratory

---
 anujdeep.ipynb | 2832 ++++++++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 2832 insertions(+)
 create mode 100644 anujdeep.ipynb

diff --git a/anujdeep.ipynb b/anujdeep.ipynb
new file mode 100644
index 0000000..af57796
--- /dev/null
+++ b/anujdeep.ipynb
@@ -0,0 +1,2832 @@
+{
+  "nbformat": 4,
+  "nbformat_minor": 0,
+  "metadata": {
+    "colab": {
+      "name": "anujdeep.ipynb",
+      "version": "0.3.2",
+      "provenance": []
+    },
+    "kernelspec": {
+      "display_name": "Python 3",
+      "language": "python",
+      "name": "python3"
+    }
+  },
+  "cells": [
+    {
+      "metadata": {
+        "id": "zgkuIpLypM1I",
+        "colab_type": "code",
+        "colab": {}
+      },
+      "cell_type": "code",
+      "source": [
+        "import numpy as np\n",
+        "import pandas as pd"
+      ],
+      "execution_count": 0,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "id": "0f2s2LKKpi3d",
+        "colab_type": "code",
+        "colab": {}
+      },
+      "cell_type": "code",
+      "source": [
+        "wine_df=pd.read_csv(\"https://archive.ics.uci.edu/ml/machine-learning-databases/wine/wine.data\")\n",
+        "print(wine_df)"
+      ],
+      "execution_count": 0,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "id": "fqhKpYaDqE5i",
+        "colab_type": "code",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 198
+        },
+        "outputId": "30a3a130-0d60-491a-e9b2-aa2331fba8fc"
+      },
+      "cell_type": "code",
+      "source": [
+        "wine_df.head()"
+      ],
+      "execution_count": 116,
+      "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>14.23</th>\n",
+              "      <th>1.71</th>\n",
+              "      <th>2.43</th>\n",
+              "      <th>15.6</th>\n",
+              "      <th>127</th>\n",
+              "      <th>2.8</th>\n",
+              "      <th>3.06</th>\n",
+              "      <th>.28</th>\n",
+              "      <th>2.29</th>\n",
+              "      <th>5.64</th>\n",
+              "      <th>1.04</th>\n",
+              "      <th>3.92</th>\n",
+              "      <th>1065</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>4.38</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>5.68</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>7.80</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>4.32</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": 116
+        }
+      ]
+    },
+    {
+      "metadata": {
+        "id": "OUdfGw0EqS8_",
+        "colab_type": "code",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 1912
+        },
+        "outputId": "a6b0fc68-23be-4bc9-84fd-6cf9d2b28342"
+      },
+      "cell_type": "code",
+      "source": [
+        "wine_df_copy=wine_df\n",
+        "wine_df_copy.iloc[0::2]"
+      ],
+      "execution_count": 118,
+      "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>14.23</th>\n",
+              "      <th>1.71</th>\n",
+              "      <th>2.43</th>\n",
+              "      <th>15.6</th>\n",
+              "      <th>127</th>\n",
+              "      <th>2.8</th>\n",
+              "      <th>3.06</th>\n",
+              "      <th>.28</th>\n",
+              "      <th>2.29</th>\n",
+              "      <th>5.64</th>\n",
+              "      <th>1.04</th>\n",
+              "      <th>3.92</th>\n",
+              "      <th>1065</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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>36</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.05</td>\n",
+              "      <td>1.65</td>\n",
+              "      <td>2.55</td>\n",
+              "      <td>18.0</td>\n",
+              "      <td>98</td>\n",
+              "      <td>2.45</td>\n",
+              "      <td>2.43</td>\n",
+              "      <td>0.29</td>\n",
+              "      <td>1.44</td>\n",
+              "      <td>4.250000</td>\n",
+              "      <td>1.12</td>\n",
+              "      <td>2.51</td>\n",
+              "      <td>1105</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>38</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.22</td>\n",
+              "      <td>3.99</td>\n",
+              "      <td>2.51</td>\n",
+              "      <td>13.2</td>\n",
+              "      <td>128</td>\n",
+              "      <td>3.00</td>\n",
+              "      <td>3.04</td>\n",
+              "      <td>0.20</td>\n",
+              "      <td>2.08</td>\n",
+              "      <td>5.100000</td>\n",
+              "      <td>0.89</td>\n",
+              "      <td>3.53</td>\n",
+              "      <td>760</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>40</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.41</td>\n",
+              "      <td>3.84</td>\n",
+              "      <td>2.12</td>\n",
+              "      <td>18.8</td>\n",
+              "      <td>90</td>\n",
+              "      <td>2.45</td>\n",
+              "      <td>2.68</td>\n",
+              "      <td>0.27</td>\n",
+              "      <td>1.48</td>\n",
+              "      <td>4.280000</td>\n",
+              "      <td>0.91</td>\n",
+              "      <td>3.00</td>\n",
+              "      <td>1035</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>42</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.24</td>\n",
+              "      <td>3.98</td>\n",
+              "      <td>2.29</td>\n",
+              "      <td>17.5</td>\n",
+              "      <td>103</td>\n",
+              "      <td>2.64</td>\n",
+              "      <td>2.63</td>\n",
+              "      <td>0.32</td>\n",
+              "      <td>1.66</td>\n",
+              "      <td>4.360000</td>\n",
+              "      <td>0.82</td>\n",
+              "      <td>3.00</td>\n",
+              "      <td>680</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>44</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.21</td>\n",
+              "      <td>4.04</td>\n",
+              "      <td>2.44</td>\n",
+              "      <td>18.9</td>\n",
+              "      <td>111</td>\n",
+              "      <td>2.85</td>\n",
+              "      <td>2.65</td>\n",
+              "      <td>0.30</td>\n",
+              "      <td>1.25</td>\n",
+              "      <td>5.240000</td>\n",
+              "      <td>0.87</td>\n",
+              "      <td>3.33</td>\n",
+              "      <td>1080</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>46</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.90</td>\n",
+              "      <td>1.68</td>\n",
+              "      <td>2.12</td>\n",
+              "      <td>16.0</td>\n",
+              "      <td>101</td>\n",
+              "      <td>3.10</td>\n",
+              "      <td>3.39</td>\n",
+              "      <td>0.21</td>\n",
+              "      <td>2.14</td>\n",
+              "      <td>6.100000</td>\n",
+              "      <td>0.91</td>\n",
+              "      <td>3.33</td>\n",
+              "      <td>985</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>48</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.94</td>\n",
+              "      <td>1.73</td>\n",
+              "      <td>2.27</td>\n",
+              "      <td>17.4</td>\n",
+              "      <td>108</td>\n",
+              "      <td>2.88</td>\n",
+              "      <td>3.54</td>\n",
+              "      <td>0.32</td>\n",
+              "      <td>2.08</td>\n",
+              "      <td>8.900000</td>\n",
+              "      <td>1.12</td>\n",
+              "      <td>3.10</td>\n",
+              "      <td>1260</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>50</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.83</td>\n",
+              "      <td>1.65</td>\n",
+              "      <td>2.60</td>\n",
+              "      <td>17.2</td>\n",
+              "      <td>94</td>\n",
+              "      <td>2.45</td>\n",
+              "      <td>2.99</td>\n",
+              "      <td>0.22</td>\n",
+              "      <td>2.29</td>\n",
+              "      <td>5.600000</td>\n",
+              "      <td>1.24</td>\n",
+              "      <td>3.37</td>\n",
+              "      <td>1265</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>52</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.77</td>\n",
+              "      <td>1.90</td>\n",
+              "      <td>2.68</td>\n",
+              "      <td>17.1</td>\n",
+              "      <td>115</td>\n",
+              "      <td>3.00</td>\n",
+              "      <td>2.79</td>\n",
+              "      <td>0.39</td>\n",
+              "      <td>1.68</td>\n",
+              "      <td>6.300000</td>\n",
+              "      <td>1.13</td>\n",
+              "      <td>2.93</td>\n",
+              "      <td>1375</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>54</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.56</td>\n",
+              "      <td>1.73</td>\n",
+              "      <td>2.46</td>\n",
+              "      <td>20.5</td>\n",
+              "      <td>116</td>\n",
+              "      <td>2.96</td>\n",
+              "      <td>2.78</td>\n",
+              "      <td>0.20</td>\n",
+              "      <td>2.45</td>\n",
+              "      <td>6.250000</td>\n",
+              "      <td>0.98</td>\n",
+              "      <td>3.03</td>\n",
+              "      <td>1120</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>56</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.29</td>\n",
+              "      <td>1.97</td>\n",
+              "      <td>2.68</td>\n",
+              "      <td>16.8</td>\n",
+              "      <td>102</td>\n",
+              "      <td>3.00</td>\n",
+              "      <td>3.23</td>\n",
+              "      <td>0.31</td>\n",
+              "      <td>1.66</td>\n",
+              "      <td>6.000000</td>\n",
+              "      <td>1.07</td>\n",
+              "      <td>2.84</td>\n",
+              "      <td>1270</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>58</th>\n",
+              "      <td>2</td>\n",
+              "      <td>12.37</td>\n",
+              "      <td>0.94</td>\n",
+              "      <td>1.36</td>\n",
+              "      <td>10.6</td>\n",
+              "      <td>88</td>\n",
+              "      <td>1.98</td>\n",
+              "      <td>0.57</td>\n",
+              "      <td>0.28</td>\n",
+              "      <td>0.42</td>\n",
+              "      <td>1.950000</td>\n",
+              "      <td>1.05</td>\n",
+              "      <td>1.82</td>\n",
+              "      <td>520</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>118</th>\n",
+              "      <td>2</td>\n",
+              "      <td>12.00</td>\n",
+              "      <td>3.43</td>\n",
+              "      <td>2.00</td>\n",
+              "      <td>19.0</td>\n",
+              "      <td>87</td>\n",
+              "      <td>2.00</td>\n",
+              "      <td>1.64</td>\n",
+              "      <td>0.37</td>\n",
+              "      <td>1.87</td>\n",
+              "      <td>1.280000</td>\n",
+              "      <td>0.93</td>\n",
+              "      <td>3.05</td>\n",
+              "      <td>564</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>120</th>\n",
+              "      <td>2</td>\n",
+              "      <td>11.56</td>\n",
+              "      <td>2.05</td>\n",
+              "      <td>3.23</td>\n",
+              "      <td>28.5</td>\n",
+              "      <td>119</td>\n",
+              "      <td>3.18</td>\n",
+              "      <td>5.08</td>\n",
+              "      <td>0.47</td>\n",
+              "      <td>1.87</td>\n",
+              "      <td>6.000000</td>\n",
+              "      <td>0.93</td>\n",
+              "      <td>3.69</td>\n",
+              "      <td>465</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>122</th>\n",
+              "      <td>2</td>\n",
+              "      <td>13.05</td>\n",
+              "      <td>5.80</td>\n",
+              "      <td>2.13</td>\n",
+              "      <td>21.5</td>\n",
+              "      <td>86</td>\n",
+              "      <td>2.62</td>\n",
+              "      <td>2.65</td>\n",
+              "      <td>0.30</td>\n",
+              "      <td>2.01</td>\n",
+              "      <td>2.600000</td>\n",
+              "      <td>0.73</td>\n",
+              "      <td>3.10</td>\n",
+              "      <td>380</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>124</th>\n",
+              "      <td>2</td>\n",
+              "      <td>12.07</td>\n",
+              "      <td>2.16</td>\n",
+              "      <td>2.17</td>\n",
+              "      <td>21.0</td>\n",
+              "      <td>85</td>\n",
+              "      <td>2.60</td>\n",
+              "      <td>2.65</td>\n",
+              "      <td>0.37</td>\n",
+              "      <td>1.35</td>\n",
+              "      <td>2.760000</td>\n",
+              "      <td>0.86</td>\n",
+              "      <td>3.28</td>\n",
+              "      <td>378</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>126</th>\n",
+              "      <td>2</td>\n",
+              "      <td>11.79</td>\n",
+              "      <td>2.13</td>\n",
+              "      <td>2.78</td>\n",
+              "      <td>28.5</td>\n",
+              "      <td>92</td>\n",
+              "      <td>2.13</td>\n",
+              "      <td>2.24</td>\n",
+              "      <td>0.58</td>\n",
+              "      <td>1.76</td>\n",
+              "      <td>3.000000</td>\n",
+              "      <td>0.97</td>\n",
+              "      <td>2.44</td>\n",
+              "      <td>466</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>128</th>\n",
+              "      <td>2</td>\n",
+              "      <td>12.04</td>\n",
+              "      <td>4.30</td>\n",
+              "      <td>2.38</td>\n",
+              "      <td>22.0</td>\n",
+              "      <td>80</td>\n",
+              "      <td>2.10</td>\n",
+              "      <td>1.75</td>\n",
+              "      <td>0.42</td>\n",
+              "      <td>1.35</td>\n",
+              "      <td>2.600000</td>\n",
+              "      <td>0.79</td>\n",
+              "      <td>2.57</td>\n",
+              "      <td>580</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>130</th>\n",
+              "      <td>3</td>\n",
+              "      <td>12.88</td>\n",
+              "      <td>2.99</td>\n",
+              "      <td>2.40</td>\n",
+              "      <td>20.0</td>\n",
+              "      <td>104</td>\n",
+              "      <td>1.30</td>\n",
+              "      <td>1.22</td>\n",
+              "      <td>0.24</td>\n",
+              "      <td>0.83</td>\n",
+              "      <td>5.400000</td>\n",
+              "      <td>0.74</td>\n",
+              "      <td>1.42</td>\n",
+              "      <td>530</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>132</th>\n",
+              "      <td>3</td>\n",
+              "      <td>12.70</td>\n",
+              "      <td>3.55</td>\n",
+              "      <td>2.36</td>\n",
+              "      <td>21.5</td>\n",
+              "      <td>106</td>\n",
+              "      <td>1.70</td>\n",
+              "      <td>1.20</td>\n",
+              "      <td>0.17</td>\n",
+              "      <td>0.84</td>\n",
+              "      <td>5.000000</td>\n",
+              "      <td>0.78</td>\n",
+              "      <td>1.29</td>\n",
+              "      <td>600</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>134</th>\n",
+              "      <td>3</td>\n",
+              "      <td>12.60</td>\n",
+              "      <td>2.46</td>\n",
+              "      <td>2.20</td>\n",
+              "      <td>18.5</td>\n",
+              "      <td>94</td>\n",
+              "      <td>1.62</td>\n",
+              "      <td>0.66</td>\n",
+              "      <td>0.63</td>\n",
+              "      <td>0.94</td>\n",
+              "      <td>7.100000</td>\n",
+              "      <td>0.73</td>\n",
+              "      <td>1.58</td>\n",
+              "      <td>695</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>136</th>\n",
+              "      <td>3</td>\n",
+              "      <td>12.53</td>\n",
+              "      <td>5.51</td>\n",
+              "      <td>2.64</td>\n",
+              "      <td>25.0</td>\n",
+              "      <td>96</td>\n",
+              "      <td>1.79</td>\n",
+              "      <td>0.60</td>\n",
+              "      <td>0.63</td>\n",
+              "      <td>1.10</td>\n",
+              "      <td>5.000000</td>\n",
+              "      <td>0.82</td>\n",
+              "      <td>1.69</td>\n",
+              "      <td>515</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>138</th>\n",
+              "      <td>3</td>\n",
+              "      <td>12.84</td>\n",
+              "      <td>2.96</td>\n",
+              "      <td>2.61</td>\n",
+              "      <td>24.0</td>\n",
+              "      <td>101</td>\n",
+              "      <td>2.32</td>\n",
+              "      <td>0.60</td>\n",
+              "      <td>0.53</td>\n",
+              "      <td>0.81</td>\n",
+              "      <td>4.920000</td>\n",
+              "      <td>0.89</td>\n",
+              "      <td>2.15</td>\n",
+              "      <td>590</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>140</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.36</td>\n",
+              "      <td>2.56</td>\n",
+              "      <td>2.35</td>\n",
+              "      <td>20.0</td>\n",
+              "      <td>89</td>\n",
+              "      <td>1.40</td>\n",
+              "      <td>0.50</td>\n",
+              "      <td>0.37</td>\n",
+              "      <td>0.64</td>\n",
+              "      <td>5.600000</td>\n",
+              "      <td>0.70</td>\n",
+              "      <td>2.47</td>\n",
+              "      <td>780</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>142</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.62</td>\n",
+              "      <td>4.95</td>\n",
+              "      <td>2.35</td>\n",
+              "      <td>20.0</td>\n",
+              "      <td>92</td>\n",
+              "      <td>2.00</td>\n",
+              "      <td>0.80</td>\n",
+              "      <td>0.47</td>\n",
+              "      <td>1.02</td>\n",
+              "      <td>4.400000</td>\n",
+              "      <td>0.91</td>\n",
+              "      <td>2.05</td>\n",
+              "      <td>550</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>144</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.16</td>\n",
+              "      <td>3.57</td>\n",
+              "      <td>2.15</td>\n",
+              "      <td>21.0</td>\n",
+              "      <td>102</td>\n",
+              "      <td>1.50</td>\n",
+              "      <td>0.55</td>\n",
+              "      <td>0.43</td>\n",
+              "      <td>1.30</td>\n",
+              "      <td>4.000000</td>\n",
+              "      <td>0.60</td>\n",
+              "      <td>1.68</td>\n",
+              "      <td>830</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>146</th>\n",
+              "      <td>3</td>\n",
+              "      <td>12.87</td>\n",
+              "      <td>4.61</td>\n",
+              "      <td>2.48</td>\n",
+              "      <td>21.5</td>\n",
+              "      <td>86</td>\n",
+              "      <td>1.70</td>\n",
+              "      <td>0.65</td>\n",
+              "      <td>0.47</td>\n",
+              "      <td>0.86</td>\n",
+              "      <td>7.650000</td>\n",
+              "      <td>0.54</td>\n",
+              "      <td>1.86</td>\n",
+              "      <td>625</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>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>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>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>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>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>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>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>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>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>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>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>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>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>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>89 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",
+              "2    1  14.37  1.95  2.50  16.8  113  3.85  3.49  0.24  2.18   7.800000  0.86   \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",
+              "6    1  14.06  2.15  2.61  17.6  121  2.60  2.51  0.31  1.25   5.050000  1.06   \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",
+              "10   1  14.12  1.48  2.32  16.8   95  2.20  2.43  0.26  1.57   5.000000  1.17   \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",
+              "14   1  13.63  1.81  2.70  17.2  112  2.85  2.91  0.30  1.46   7.300000  1.28   \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",
+              "18   1  13.64  3.10  2.56  15.2  116  2.70  3.03  0.17  1.66   5.100000  0.96   \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",
+              "22   1  12.85  1.60  2.52  17.8   95  2.48  2.37  0.26  1.46   3.930000  1.09   \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",
+              "26   1  13.30  1.72  2.14  17.0   94  2.40  2.19  0.27  1.35   3.950000  1.02   \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",
+              "30   1  13.58  1.66  2.36  19.1  106  2.86  3.19  0.22  1.95   6.900000  1.09   \n",
+              "32   1  13.76  1.53  2.70  19.5  132  2.95  2.74  0.50  1.35   5.400000  1.25   \n",
+              "34   1  13.48  1.81  2.41  20.5  100  2.70  2.98  0.26  1.86   5.100000  1.04   \n",
+              "36   1  13.05  1.65  2.55  18.0   98  2.45  2.43  0.29  1.44   4.250000  1.12   \n",
+              "38   1  14.22  3.99  2.51  13.2  128  3.00  3.04  0.20  2.08   5.100000  0.89   \n",
+              "40   1  13.41  3.84  2.12  18.8   90  2.45  2.68  0.27  1.48   4.280000  0.91   \n",
+              "42   1  13.24  3.98  2.29  17.5  103  2.64  2.63  0.32  1.66   4.360000  0.82   \n",
+              "44   1  14.21  4.04  2.44  18.9  111  2.85  2.65  0.30  1.25   5.240000  0.87   \n",
+              "46   1  13.90  1.68  2.12  16.0  101  3.10  3.39  0.21  2.14   6.100000  0.91   \n",
+              "48   1  13.94  1.73  2.27  17.4  108  2.88  3.54  0.32  2.08   8.900000  1.12   \n",
+              "50   1  13.83  1.65  2.60  17.2   94  2.45  2.99  0.22  2.29   5.600000  1.24   \n",
+              "52   1  13.77  1.90  2.68  17.1  115  3.00  2.79  0.39  1.68   6.300000  1.13   \n",
+              "54   1  13.56  1.73  2.46  20.5  116  2.96  2.78  0.20  2.45   6.250000  0.98   \n",
+              "56   1  13.29  1.97  2.68  16.8  102  3.00  3.23  0.31  1.66   6.000000  1.07   \n",
+              "58   2  12.37  0.94  1.36  10.6   88  1.98  0.57  0.28  0.42   1.950000  1.05   \n",
+              "..  ..    ...   ...   ...   ...  ...   ...   ...   ...   ...        ...   ...   \n",
+              "118  2  12.00  3.43  2.00  19.0   87  2.00  1.64  0.37  1.87   1.280000  0.93   \n",
+              "120  2  11.56  2.05  3.23  28.5  119  3.18  5.08  0.47  1.87   6.000000  0.93   \n",
+              "122  2  13.05  5.80  2.13  21.5   86  2.62  2.65  0.30  2.01   2.600000  0.73   \n",
+              "124  2  12.07  2.16  2.17  21.0   85  2.60  2.65  0.37  1.35   2.760000  0.86   \n",
+              "126  2  11.79  2.13  2.78  28.5   92  2.13  2.24  0.58  1.76   3.000000  0.97   \n",
+              "128  2  12.04  4.30  2.38  22.0   80  2.10  1.75  0.42  1.35   2.600000  0.79   \n",
+              "130  3  12.88  2.99  2.40  20.0  104  1.30  1.22  0.24  0.83   5.400000  0.74   \n",
+              "132  3  12.70  3.55  2.36  21.5  106  1.70  1.20  0.17  0.84   5.000000  0.78   \n",
+              "134  3  12.60  2.46  2.20  18.5   94  1.62  0.66  0.63  0.94   7.100000  0.73   \n",
+              "136  3  12.53  5.51  2.64  25.0   96  1.79  0.60  0.63  1.10   5.000000  0.82   \n",
+              "138  3  12.84  2.96  2.61  24.0  101  2.32  0.60  0.53  0.81   4.920000  0.89   \n",
+              "140  3  13.36  2.56  2.35  20.0   89  1.40  0.50  0.37  0.64   5.600000  0.70   \n",
+              "142  3  13.62  4.95  2.35  20.0   92  2.00  0.80  0.47  1.02   4.400000  0.91   \n",
+              "144  3  13.16  3.57  2.15  21.0  102  1.50  0.55  0.43  1.30   4.000000  0.60   \n",
+              "146  3  12.87  4.61  2.48  21.5   86  1.70  0.65  0.47  0.86   7.650000  0.54   \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",
+              "150  3  12.79  2.67  2.48  22.0  112  1.48  1.36  0.24  1.26  10.800000  0.48   \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",
+              "154  3  13.17  5.19  2.32  22.0   93  1.74  0.63  0.61  1.55   7.900000  0.60   \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",
+              "158  3  13.48  1.67  2.64  22.5   89  2.60  1.10  0.52  2.29  11.750000  0.57   \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",
+              "162  3  12.96  3.45  2.35  18.5  106  1.39  0.70  0.40  0.94   5.280000  0.68   \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",
+              "166  3  12.82  3.37  2.30  19.5   88  1.48  0.66  0.40  0.97  10.260000  0.72   \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",
+              "170  3  12.77  2.39  2.28  19.5   86  1.39  0.51  0.48  0.64   9.899999  0.57   \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",
+              "174  3  13.27  4.28  2.26  20.0  120  1.59  0.69  0.43  1.35  10.200000  0.59   \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",
+              "2    3.45  1480  \n",
+              "4    2.85  1450  \n",
+              "6    3.58  1295  \n",
+              "8    3.55  1045  \n",
+              "10   2.82  1280  \n",
+              "12   2.73  1150  \n",
+              "14   2.88  1310  \n",
+              "16   2.57  1130  \n",
+              "18   3.36   845  \n",
+              "20   3.52   770  \n",
+              "22   3.63  1015  \n",
+              "24   3.20   830  \n",
+              "26   2.77  1285  \n",
+              "28   3.59  1035  \n",
+              "30   2.88  1515  \n",
+              "32   3.00  1235  \n",
+              "34   3.47   920  \n",
+              "36   2.51  1105  \n",
+              "38   3.53   760  \n",
+              "40   3.00  1035  \n",
+              "42   3.00   680  \n",
+              "44   3.33  1080  \n",
+              "46   3.33   985  \n",
+              "48   3.10  1260  \n",
+              "50   3.37  1265  \n",
+              "52   2.93  1375  \n",
+              "54   3.03  1120  \n",
+              "56   2.84  1270  \n",
+              "58   1.82   520  \n",
+              "..    ...   ...  \n",
+              "118  3.05   564  \n",
+              "120  3.69   465  \n",
+              "122  3.10   380  \n",
+              "124  3.28   378  \n",
+              "126  2.44   466  \n",
+              "128  2.57   580  \n",
+              "130  1.42   530  \n",
+              "132  1.29   600  \n",
+              "134  1.58   695  \n",
+              "136  1.69   515  \n",
+              "138  2.15   590  \n",
+              "140  2.47   780  \n",
+              "142  2.05   550  \n",
+              "144  1.68   830  \n",
+              "146  1.86   625  \n",
+              "148  1.33   550  \n",
+              "150  1.47   480  \n",
+              "152  1.51   675  \n",
+              "154  1.48   725  \n",
+              "156  1.73   880  \n",
+              "158  1.78   620  \n",
+              "160  1.82   680  \n",
+              "162  1.75   675  \n",
+              "164  1.75   520  \n",
+              "166  1.75   685  \n",
+              "168  1.92   630  \n",
+              "170  1.63   470  \n",
+              "172  1.74   740  \n",
+              "174  1.56   835  \n",
+              "176  1.60   560  \n",
+              "\n",
+              "[89 rows x 14 columns]"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 118
+        }
+      ]
+    },
+    {
+      "metadata": {
+        "id": "db-pit_z0XFy",
+        "colab_type": "code",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 1966
+        },
+        "outputId": "753d42d7-cae7-48fc-a0ba-ff47579e4026"
+      },
+      "cell_type": "code",
+      "source": [
+        "wine_df=wine_df.rename({'1':'Alcohol','14.23':'Malic acid','1.71':'Ash','2.43':'Alcalinity of ash','15.6':'Magnesium','127':'Total phenols', '2.8':'Flavanoids','3.06':'Nonflavanoid phenols','.28':'Proanthocyanins','2.29':'Color intensity','5.64':'Hue','1.04':'OD280/OD315 of diluted wines','3.92':'Proline'},axis=1)\n",
+        "wine_df"
+      ],
+      "execution_count": 120,
+      "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>Alcohol</th>\n",
+              "      <th>Malic acid</th>\n",
+              "      <th>Ash</th>\n",
+              "      <th>Alcalinity of ash</th>\n",
+              "      <th>Magnesium</th>\n",
+              "      <th>Total phenols</th>\n",
+              "      <th>Flavanoids</th>\n",
+              "      <th>Nonflavanoid phenols</th>\n",
+              "      <th>Proanthocyanins</th>\n",
+              "      <th>Color intensity</th>\n",
+              "      <th>Hue</th>\n",
+              "      <th>OD280/OD315 of diluted wines</th>\n",
+              "      <th>Proline</th>\n",
+              "      <th>1065</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": [
+              "     Alcohol  Malic acid   Ash  Alcalinity of ash  Magnesium  Total phenols  \\\n",
+              "0          1       13.20  1.78               2.14       11.2            100   \n",
+              "1          1       13.16  2.36               2.67       18.6            101   \n",
+              "2          1       14.37  1.95               2.50       16.8            113   \n",
+              "3          1       13.24  2.59               2.87       21.0            118   \n",
+              "4          1       14.20  1.76               2.45       15.2            112   \n",
+              "5          1       14.39  1.87               2.45       14.6             96   \n",
+              "6          1       14.06  2.15               2.61       17.6            121   \n",
+              "7          1       14.83  1.64               2.17       14.0             97   \n",
+              "8          1       13.86  1.35               2.27       16.0             98   \n",
+              "9          1       14.10  2.16               2.30       18.0            105   \n",
+              "10         1       14.12  1.48               2.32       16.8             95   \n",
+              "11         1       13.75  1.73               2.41       16.0             89   \n",
+              "12         1       14.75  1.73               2.39       11.4             91   \n",
+              "13         1       14.38  1.87               2.38       12.0            102   \n",
+              "14         1       13.63  1.81               2.70       17.2            112   \n",
+              "15         1       14.30  1.92               2.72       20.0            120   \n",
+              "16         1       13.83  1.57               2.62       20.0            115   \n",
+              "17         1       14.19  1.59               2.48       16.5            108   \n",
+              "18         1       13.64  3.10               2.56       15.2            116   \n",
+              "19         1       14.06  1.63               2.28       16.0            126   \n",
+              "20         1       12.93  3.80               2.65       18.6            102   \n",
+              "21         1       13.71  1.86               2.36       16.6            101   \n",
+              "22         1       12.85  1.60               2.52       17.8             95   \n",
+              "23         1       13.50  1.81               2.61       20.0             96   \n",
+              "24         1       13.05  2.05               3.22       25.0            124   \n",
+              "25         1       13.39  1.77               2.62       16.1             93   \n",
+              "26         1       13.30  1.72               2.14       17.0             94   \n",
+              "27         1       13.87  1.90               2.80       19.4            107   \n",
+              "28         1       14.02  1.68               2.21       16.0             96   \n",
+              "29         1       13.73  1.50               2.70       22.5            101   \n",
+              "..       ...         ...   ...                ...        ...            ...   \n",
+              "147        3       13.32  3.24               2.38       21.5             92   \n",
+              "148        3       13.08  3.90               2.36       21.5            113   \n",
+              "149        3       13.50  3.12               2.62       24.0            123   \n",
+              "150        3       12.79  2.67               2.48       22.0            112   \n",
+              "151        3       13.11  1.90               2.75       25.5            116   \n",
+              "152        3       13.23  3.30               2.28       18.5             98   \n",
+              "153        3       12.58  1.29               2.10       20.0            103   \n",
+              "154        3       13.17  5.19               2.32       22.0             93   \n",
+              "155        3       13.84  4.12               2.38       19.5             89   \n",
+              "156        3       12.45  3.03               2.64       27.0             97   \n",
+              "157        3       14.34  1.68               2.70       25.0             98   \n",
+              "158        3       13.48  1.67               2.64       22.5             89   \n",
+              "159        3       12.36  3.83               2.38       21.0             88   \n",
+              "160        3       13.69  3.26               2.54       20.0            107   \n",
+              "161        3       12.85  3.27               2.58       22.0            106   \n",
+              "162        3       12.96  3.45               2.35       18.5            106   \n",
+              "163        3       13.78  2.76               2.30       22.0             90   \n",
+              "164        3       13.73  4.36               2.26       22.5             88   \n",
+              "165        3       13.45  3.70               2.60       23.0            111   \n",
+              "166        3       12.82  3.37               2.30       19.5             88   \n",
+              "167        3       13.58  2.58               2.69       24.5            105   \n",
+              "168        3       13.40  4.60               2.86       25.0            112   \n",
+              "169        3       12.20  3.03               2.32       19.0             96   \n",
+              "170        3       12.77  2.39               2.28       19.5             86   \n",
+              "171        3       14.16  2.51               2.48       20.0             91   \n",
+              "172        3       13.71  5.65               2.45       20.5             95   \n",
+              "173        3       13.40  3.91               2.48       23.0            102   \n",
+              "174        3       13.27  4.28               2.26       20.0            120   \n",
+              "175        3       13.17  2.59               2.37       20.0            120   \n",
+              "176        3       14.13  4.10               2.74       24.5             96   \n",
+              "\n",
+              "     Flavanoids  Nonflavanoid phenols  Proanthocyanins  Color intensity  \\\n",
+              "0          2.65                  2.76             0.26             1.28   \n",
+              "1          2.80                  3.24             0.30             2.81   \n",
+              "2          3.85                  3.49             0.24             2.18   \n",
+              "3          2.80                  2.69             0.39             1.82   \n",
+              "4          3.27                  3.39             0.34             1.97   \n",
+              "5          2.50                  2.52             0.30             1.98   \n",
+              "6          2.60                  2.51             0.31             1.25   \n",
+              "7          2.80                  2.98             0.29             1.98   \n",
+              "8          2.98                  3.15             0.22             1.85   \n",
+              "9          2.95                  3.32             0.22             2.38   \n",
+              "10         2.20                  2.43             0.26             1.57   \n",
+              "11         2.60                  2.76             0.29             1.81   \n",
+              "12         3.10                  3.69             0.43             2.81   \n",
+              "13         3.30                  3.64             0.29             2.96   \n",
+              "14         2.85                  2.91             0.30             1.46   \n",
+              "15         2.80                  3.14             0.33             1.97   \n",
+              "16         2.95                  3.40             0.40             1.72   \n",
+              "17         3.30                  3.93             0.32             1.86   \n",
+              "18         2.70                  3.03             0.17             1.66   \n",
+              "19         3.00                  3.17             0.24             2.10   \n",
+              "20         2.41                  2.41             0.25             1.98   \n",
+              "21         2.61                  2.88             0.27             1.69   \n",
+              "22         2.48                  2.37             0.26             1.46   \n",
+              "23         2.53                  2.61             0.28             1.66   \n",
+              "24         2.63                  2.68             0.47             1.92   \n",
+              "25         2.85                  2.94             0.34             1.45   \n",
+              "26         2.40                  2.19             0.27             1.35   \n",
+              "27         2.95                  2.97             0.37             1.76   \n",
+              "28         2.65                  2.33             0.26             1.98   \n",
+              "29         3.00                  3.25             0.29             2.38   \n",
+              "..          ...                   ...              ...              ...   \n",
+              "147        1.93                  0.76             0.45             1.25   \n",
+              "148        1.41                  1.39             0.34             1.14   \n",
+              "149        1.40                  1.57             0.22             1.25   \n",
+              "150        1.48                  1.36             0.24             1.26   \n",
+              "151        2.20                  1.28             0.26             1.56   \n",
+              "152        1.80                  0.83             0.61             1.87   \n",
+              "153        1.48                  0.58             0.53             1.40   \n",
+              "154        1.74                  0.63             0.61             1.55   \n",
+              "155        1.80                  0.83             0.48             1.56   \n",
+              "156        1.90                  0.58             0.63             1.14   \n",
+              "157        2.80                  1.31             0.53             2.70   \n",
+              "158        2.60                  1.10             0.52             2.29   \n",
+              "159        2.30                  0.92             0.50             1.04   \n",
+              "160        1.83                  0.56             0.50             0.80   \n",
+              "161        1.65                  0.60             0.60             0.96   \n",
+              "162        1.39                  0.70             0.40             0.94   \n",
+              "163        1.35                  0.68             0.41             1.03   \n",
+              "164        1.28                  0.47             0.52             1.15   \n",
+              "165        1.70                  0.92             0.43             1.46   \n",
+              "166        1.48                  0.66             0.40             0.97   \n",
+              "167        1.55                  0.84             0.39             1.54   \n",
+              "168        1.98                  0.96             0.27             1.11   \n",
+              "169        1.25                  0.49             0.40             0.73   \n",
+              "170        1.39                  0.51             0.48             0.64   \n",
+              "171        1.68                  0.70             0.44             1.24   \n",
+              "172        1.68                  0.61             0.52             1.06   \n",
+              "173        1.80                  0.75             0.43             1.41   \n",
+              "174        1.59                  0.69             0.43             1.35   \n",
+              "175        1.65                  0.68             0.53             1.46   \n",
+              "176        2.05                  0.76             0.56             1.35   \n",
+              "\n",
+              "           Hue  OD280/OD315 of diluted wines  Proline  1065  \n",
+              "0     4.380000                          1.05     3.40  1050  \n",
+              "1     5.680000                          1.03     3.17  1185  \n",
+              "2     7.800000                          0.86     3.45  1480  \n",
+              "3     4.320000                          1.04     2.93   735  \n",
+              "4     6.750000                          1.05     2.85  1450  \n",
+              "5     5.250000                          1.02     3.58  1290  \n",
+              "6     5.050000                          1.06     3.58  1295  \n",
+              "7     5.200000                          1.08     2.85  1045  \n",
+              "8     7.220000                          1.01     3.55  1045  \n",
+              "9     5.750000                          1.25     3.17  1510  \n",
+              "10    5.000000                          1.17     2.82  1280  \n",
+              "11    5.600000                          1.15     2.90  1320  \n",
+              "12    5.400000                          1.25     2.73  1150  \n",
+              "13    7.500000                          1.20     3.00  1547  \n",
+              "14    7.300000                          1.28     2.88  1310  \n",
+              "15    6.200000                          1.07     2.65  1280  \n",
+              "16    6.600000                          1.13     2.57  1130  \n",
+              "17    8.700000                          1.23     2.82  1680  \n",
+              "18    5.100000                          0.96     3.36   845  \n",
+              "19    5.650000                          1.09     3.71   780  \n",
+              "20    4.500000                          1.03     3.52   770  \n",
+              "21    3.800000                          1.11     4.00  1035  \n",
+              "22    3.930000                          1.09     3.63  1015  \n",
+              "23    3.520000                          1.12     3.82   845  \n",
+              "24    3.580000                          1.13     3.20   830  \n",
+              "25    4.800000                          0.92     3.22  1195  \n",
+              "26    3.950000                          1.02     2.77  1285  \n",
+              "27    4.500000                          1.25     3.40   915  \n",
+              "28    4.700000                          1.04     3.59  1035  \n",
+              "29    5.700000                          1.19     2.71  1285  \n",
+              "..         ...                           ...      ...   ...  \n",
+              "147   8.420000                          0.55     1.62   650  \n",
+              "148   9.400000                          0.57     1.33   550  \n",
+              "149   8.600000                          0.59     1.30   500  \n",
+              "150  10.800000                          0.48     1.47   480  \n",
+              "151   7.100000                          0.61     1.33   425  \n",
+              "152  10.520000                          0.56     1.51   675  \n",
+              "153   7.600000                          0.58     1.55   640  \n",
+              "154   7.900000                          0.60     1.48   725  \n",
+              "155   9.010000                          0.57     1.64   480  \n",
+              "156   7.500000                          0.67     1.73   880  \n",
+              "157  13.000000                          0.57     1.96   660  \n",
+              "158  11.750000                          0.57     1.78   620  \n",
+              "159   7.650000                          0.56     1.58   520  \n",
+              "160   5.880000                          0.96     1.82   680  \n",
+              "161   5.580000                          0.87     2.11   570  \n",
+              "162   5.280000                          0.68     1.75   675  \n",
+              "163   9.580000                          0.70     1.68   615  \n",
+              "164   6.620000                          0.78     1.75   520  \n",
+              "165  10.680000                          0.85     1.56   695  \n",
+              "166  10.260000                          0.72     1.75   685  \n",
+              "167   8.660000                          0.74     1.80   750  \n",
+              "168   8.500000                          0.67     1.92   630  \n",
+              "169   5.500000                          0.66     1.83   510  \n",
+              "170   9.899999                          0.57     1.63   470  \n",
+              "171   9.700000                          0.62     1.71   660  \n",
+              "172   7.700000                          0.64     1.74   740  \n",
+              "173   7.300000                          0.70     1.56   750  \n",
+              "174  10.200000                          0.59     1.56   835  \n",
+              "175   9.300000                          0.60     1.62   840  \n",
+              "176   9.200000                          0.61     1.60   560  \n",
+              "\n",
+              "[177 rows x 14 columns]"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 120
+        }
+      ]
+    },
+    {
+      "metadata": {
+        "id": "0RYU-Qyxo3LP",
+        "colab_type": "code",
+        "colab": {}
+      },
+      "cell_type": "code",
+      "source": [
+        "wine_df.iloc[0:3,0]=np.nan\n",
+        "wine_df"
+      ],
+      "execution_count": 0,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "id": "LtHqEC5cql5G",
+        "colab_type": "code",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 34
+        },
+        "outputId": "d6b6750d-7146-45f0-a17f-2c4467b6febb"
+      },
+      "cell_type": "code",
+      "source": [
+        "random=np.random.randint(0,10,size=(10))\n",
+        "random"
+      ],
+      "execution_count": 81,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "array([3, 1, 0, 4, 1, 5, 4, 0, 2, 9])"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 81
+        }
+      ]
+    },
+    {
+      "metadata": {
+        "id": "wCZCTtvWs219",
+        "colab_type": "code",
+        "colab": {}
+      },
+      "cell_type": "code",
+      "source": [
+        "wine_df.loc[random,'Alcohol']=np.nan\n",
+        "wine_df"
+      ],
+      "execution_count": 0,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "id": "4zYeTdzYt6Hw",
+        "colab_type": "code",
+        "colab": {}
+      },
+      "cell_type": "code",
+      "source": [
+        "null=wine_df.isnull().sum()\n",
+        "print(null)"
+      ],
+      "execution_count": 0,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "id": "uLuF-7ZT0s8m",
+        "colab_type": "code",
+        "colab": {}
+      },
+      "cell_type": "code",
+      "source": [
+        "wine_df.dropna()"
+      ],
+      "execution_count": 0,
+      "outputs": []
+    }
+  ]
+}
\ No newline at end of file