From f1b638981cbdc61dfdb7147fb995294e55adb288 Mon Sep 17 00:00:00 2001
From: Diya Nag Chaudhury <43166705+dnc2k@users.noreply.github.com>
Date: Sat, 13 Oct 2018 18:43:33 +0530
Subject: [PATCH 1/3] Created using Colaboratory

---
 Exercise.ipynb | 8242 ++++++++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 8242 insertions(+)
 create mode 100644 Exercise.ipynb

diff --git a/Exercise.ipynb b/Exercise.ipynb
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--- /dev/null
+++ b/Exercise.ipynb
@@ -0,0 +1,8242 @@
+{
+  "nbformat": 4,
+  "nbformat_minor": 0,
+  "metadata": {
+    "colab": {
+      "name": "Exercise.ipynb",
+      "version": "0.3.2",
+      "provenance": [],
+      "include_colab_link": true
+    },
+    "kernelspec": {
+      "name": "python3",
+      "display_name": "Python 3"
+    }
+  },
+  "cells": [
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "view-in-github",
+        "colab_type": "text"
+      },
+      "source": [
+        "[View in Colaboratory](https://colab.research.google.com/github/dnc2k/Assignment-3/blob/dnc2k/Exercise.ipynb)"
+      ]
+    },
+    {
+      "metadata": {
+        "id": "2LTtpUJEibjg",
+        "colab_type": "text"
+      },
+      "cell_type": "markdown",
+      "source": [
+        "# Pandas Exercise :\n",
+        "\n",
+        "\n",
+        "#### import necessary modules"
+      ]
+    },
+    {
+      "metadata": {
+        "id": "c3_UBbMRhiKx",
+        "colab_type": "code",
+        "colab": {}
+      },
+      "cell_type": "code",
+      "source": [
+        "import numpy as np\n",
+        "import pandas as pd"
+      ],
+      "execution_count": 0,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "id": "tp-cTCyWi8mR",
+        "colab_type": "text"
+      },
+      "cell_type": "markdown",
+      "source": [
+        "#### Load url = \"https://archive.ics.uci.edu/ml/machine-learning-databases/wine/wine.data\" to a dataframe named wine_df\n",
+        "\n",
+        "This is a wine dataset\n",
+        "\n"
+      ]
+    },
+    {
+      "metadata": {
+        "id": "DMojQY3thrRi",
+        "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')"
+      ],
+      "execution_count": 0,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "id": "BF9MMjoZjSlg",
+        "colab_type": "text"
+      },
+      "cell_type": "markdown",
+      "source": [
+        "#### print first five rows"
+      ]
+    },
+    {
+      "metadata": {
+        "id": "1vSMQdnHjYNU",
+        "colab_type": "code",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 206
+        },
+        "outputId": "61a12deb-7184-422b-89e0-f3bc173686aa"
+      },
+      "cell_type": "code",
+      "source": [
+        "wine_df.head()"
+      ],
+      "execution_count": 65,
+      "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": 65
+        }
+      ]
+    },
+    {
+      "metadata": {
+        "id": "Tet6P2DvjY3T",
+        "colab_type": "text"
+      },
+      "cell_type": "markdown",
+      "source": [
+        "#### assign wine_df to a different variable wine_df_copy and then delete all odd rows of wine_df_copy\n",
+        "\n",
+        "[Hint](https://pandas.pydata.org/pandas-docs/stable/generated/pandas.DataFrame.drop.html)"
+      ]
+    },
+    {
+      "metadata": {
+        "id": "CMj3qSdJjx0u",
+        "colab_type": "code",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 1992
+        },
+        "outputId": "7c17fd51-b060-4776-8f35-2d74bfa1132d"
+      },
+      "cell_type": "code",
+      "source": [
+        "wine_df_copy=wine_df.copy(deep=True)\n",
+        "wine_df.iloc[::2]"
+      ],
+      "execution_count": 66,
+      "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": 66
+        }
+      ]
+    },
+    {
+      "metadata": {
+        "id": "o6Cs6T1Rjz71",
+        "colab_type": "text"
+      },
+      "cell_type": "markdown",
+      "source": [
+        "#### Assign the columns as below:\n",
+        "\n",
+        "The attributes are (dontated by Riccardo Leardi, riclea '@' anchem.unige.it):  \n",
+        "1) Alcohol  \n",
+        "2) Malic acid  \n",
+        "3) Ash  \n",
+        "4) Alcalinity of ash  \n",
+        "5) Magnesium  \n",
+        "6) Total phenols  \n",
+        "7) Flavanoids  \n",
+        "8) Nonflavanoid phenols  \n",
+        "9) Proanthocyanins  \n",
+        "10)Color intensity  \n",
+        "11)Hue  \n",
+        "12)OD280/OD315 of diluted wines  \n",
+        "13)Proline "
+      ]
+    },
+    {
+      "metadata": {
+        "id": "my8HB4V4j779",
+        "colab_type": "code",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 2009
+        },
+        "outputId": "a8cf5ff0-ec65-46ed-d29f-b37b8af218b9"
+      },
+      "cell_type": "code",
+      "source": [
+        "wine_df.columns=['1','Alcohol','Malic acid','Ash','Alkalinity of ash','Magnesium','Total phenols','Flavanoids','Nonflavanoid phenols','Proanthocyanins','Color intensity','Hue','OD280/OD315 of diluted vines','Proline']\n",
+        "wine_df"
+      ],
+      "execution_count": 67,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/html": [
+              "<div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>1</th>\n",
+              "      <th>Alcohol</th>\n",
+              "      <th>Malic acid</th>\n",
+              "      <th>Ash</th>\n",
+              "      <th>Alkalinity 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 vines</th>\n",
+              "      <th>Proline</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.20</td>\n",
+              "      <td>1.78</td>\n",
+              "      <td>2.14</td>\n",
+              "      <td>11.2</td>\n",
+              "      <td>100</td>\n",
+              "      <td>2.65</td>\n",
+              "      <td>2.76</td>\n",
+              "      <td>0.26</td>\n",
+              "      <td>1.28</td>\n",
+              "      <td>4.380000</td>\n",
+              "      <td>1.05</td>\n",
+              "      <td>3.40</td>\n",
+              "      <td>1050</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.16</td>\n",
+              "      <td>2.36</td>\n",
+              "      <td>2.67</td>\n",
+              "      <td>18.6</td>\n",
+              "      <td>101</td>\n",
+              "      <td>2.80</td>\n",
+              "      <td>3.24</td>\n",
+              "      <td>0.30</td>\n",
+              "      <td>2.81</td>\n",
+              "      <td>5.680000</td>\n",
+              "      <td>1.03</td>\n",
+              "      <td>3.17</td>\n",
+              "      <td>1185</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.37</td>\n",
+              "      <td>1.95</td>\n",
+              "      <td>2.50</td>\n",
+              "      <td>16.8</td>\n",
+              "      <td>113</td>\n",
+              "      <td>3.85</td>\n",
+              "      <td>3.49</td>\n",
+              "      <td>0.24</td>\n",
+              "      <td>2.18</td>\n",
+              "      <td>7.800000</td>\n",
+              "      <td>0.86</td>\n",
+              "      <td>3.45</td>\n",
+              "      <td>1480</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.24</td>\n",
+              "      <td>2.59</td>\n",
+              "      <td>2.87</td>\n",
+              "      <td>21.0</td>\n",
+              "      <td>118</td>\n",
+              "      <td>2.80</td>\n",
+              "      <td>2.69</td>\n",
+              "      <td>0.39</td>\n",
+              "      <td>1.82</td>\n",
+              "      <td>4.320000</td>\n",
+              "      <td>1.04</td>\n",
+              "      <td>2.93</td>\n",
+              "      <td>735</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.20</td>\n",
+              "      <td>1.76</td>\n",
+              "      <td>2.45</td>\n",
+              "      <td>15.2</td>\n",
+              "      <td>112</td>\n",
+              "      <td>3.27</td>\n",
+              "      <td>3.39</td>\n",
+              "      <td>0.34</td>\n",
+              "      <td>1.97</td>\n",
+              "      <td>6.750000</td>\n",
+              "      <td>1.05</td>\n",
+              "      <td>2.85</td>\n",
+              "      <td>1450</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>5</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.39</td>\n",
+              "      <td>1.87</td>\n",
+              "      <td>2.45</td>\n",
+              "      <td>14.6</td>\n",
+              "      <td>96</td>\n",
+              "      <td>2.50</td>\n",
+              "      <td>2.52</td>\n",
+              "      <td>0.30</td>\n",
+              "      <td>1.98</td>\n",
+              "      <td>5.250000</td>\n",
+              "      <td>1.02</td>\n",
+              "      <td>3.58</td>\n",
+              "      <td>1290</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>6</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.06</td>\n",
+              "      <td>2.15</td>\n",
+              "      <td>2.61</td>\n",
+              "      <td>17.6</td>\n",
+              "      <td>121</td>\n",
+              "      <td>2.60</td>\n",
+              "      <td>2.51</td>\n",
+              "      <td>0.31</td>\n",
+              "      <td>1.25</td>\n",
+              "      <td>5.050000</td>\n",
+              "      <td>1.06</td>\n",
+              "      <td>3.58</td>\n",
+              "      <td>1295</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>7</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.83</td>\n",
+              "      <td>1.64</td>\n",
+              "      <td>2.17</td>\n",
+              "      <td>14.0</td>\n",
+              "      <td>97</td>\n",
+              "      <td>2.80</td>\n",
+              "      <td>2.98</td>\n",
+              "      <td>0.29</td>\n",
+              "      <td>1.98</td>\n",
+              "      <td>5.200000</td>\n",
+              "      <td>1.08</td>\n",
+              "      <td>2.85</td>\n",
+              "      <td>1045</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>8</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.86</td>\n",
+              "      <td>1.35</td>\n",
+              "      <td>2.27</td>\n",
+              "      <td>16.0</td>\n",
+              "      <td>98</td>\n",
+              "      <td>2.98</td>\n",
+              "      <td>3.15</td>\n",
+              "      <td>0.22</td>\n",
+              "      <td>1.85</td>\n",
+              "      <td>7.220000</td>\n",
+              "      <td>1.01</td>\n",
+              "      <td>3.55</td>\n",
+              "      <td>1045</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>9</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.10</td>\n",
+              "      <td>2.16</td>\n",
+              "      <td>2.30</td>\n",
+              "      <td>18.0</td>\n",
+              "      <td>105</td>\n",
+              "      <td>2.95</td>\n",
+              "      <td>3.32</td>\n",
+              "      <td>0.22</td>\n",
+              "      <td>2.38</td>\n",
+              "      <td>5.750000</td>\n",
+              "      <td>1.25</td>\n",
+              "      <td>3.17</td>\n",
+              "      <td>1510</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>10</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.12</td>\n",
+              "      <td>1.48</td>\n",
+              "      <td>2.32</td>\n",
+              "      <td>16.8</td>\n",
+              "      <td>95</td>\n",
+              "      <td>2.20</td>\n",
+              "      <td>2.43</td>\n",
+              "      <td>0.26</td>\n",
+              "      <td>1.57</td>\n",
+              "      <td>5.000000</td>\n",
+              "      <td>1.17</td>\n",
+              "      <td>2.82</td>\n",
+              "      <td>1280</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>11</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.75</td>\n",
+              "      <td>1.73</td>\n",
+              "      <td>2.41</td>\n",
+              "      <td>16.0</td>\n",
+              "      <td>89</td>\n",
+              "      <td>2.60</td>\n",
+              "      <td>2.76</td>\n",
+              "      <td>0.29</td>\n",
+              "      <td>1.81</td>\n",
+              "      <td>5.600000</td>\n",
+              "      <td>1.15</td>\n",
+              "      <td>2.90</td>\n",
+              "      <td>1320</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>12</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.75</td>\n",
+              "      <td>1.73</td>\n",
+              "      <td>2.39</td>\n",
+              "      <td>11.4</td>\n",
+              "      <td>91</td>\n",
+              "      <td>3.10</td>\n",
+              "      <td>3.69</td>\n",
+              "      <td>0.43</td>\n",
+              "      <td>2.81</td>\n",
+              "      <td>5.400000</td>\n",
+              "      <td>1.25</td>\n",
+              "      <td>2.73</td>\n",
+              "      <td>1150</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>13</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.38</td>\n",
+              "      <td>1.87</td>\n",
+              "      <td>2.38</td>\n",
+              "      <td>12.0</td>\n",
+              "      <td>102</td>\n",
+              "      <td>3.30</td>\n",
+              "      <td>3.64</td>\n",
+              "      <td>0.29</td>\n",
+              "      <td>2.96</td>\n",
+              "      <td>7.500000</td>\n",
+              "      <td>1.20</td>\n",
+              "      <td>3.00</td>\n",
+              "      <td>1547</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>14</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.63</td>\n",
+              "      <td>1.81</td>\n",
+              "      <td>2.70</td>\n",
+              "      <td>17.2</td>\n",
+              "      <td>112</td>\n",
+              "      <td>2.85</td>\n",
+              "      <td>2.91</td>\n",
+              "      <td>0.30</td>\n",
+              "      <td>1.46</td>\n",
+              "      <td>7.300000</td>\n",
+              "      <td>1.28</td>\n",
+              "      <td>2.88</td>\n",
+              "      <td>1310</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>15</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.30</td>\n",
+              "      <td>1.92</td>\n",
+              "      <td>2.72</td>\n",
+              "      <td>20.0</td>\n",
+              "      <td>120</td>\n",
+              "      <td>2.80</td>\n",
+              "      <td>3.14</td>\n",
+              "      <td>0.33</td>\n",
+              "      <td>1.97</td>\n",
+              "      <td>6.200000</td>\n",
+              "      <td>1.07</td>\n",
+              "      <td>2.65</td>\n",
+              "      <td>1280</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>16</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.83</td>\n",
+              "      <td>1.57</td>\n",
+              "      <td>2.62</td>\n",
+              "      <td>20.0</td>\n",
+              "      <td>115</td>\n",
+              "      <td>2.95</td>\n",
+              "      <td>3.40</td>\n",
+              "      <td>0.40</td>\n",
+              "      <td>1.72</td>\n",
+              "      <td>6.600000</td>\n",
+              "      <td>1.13</td>\n",
+              "      <td>2.57</td>\n",
+              "      <td>1130</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>17</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.19</td>\n",
+              "      <td>1.59</td>\n",
+              "      <td>2.48</td>\n",
+              "      <td>16.5</td>\n",
+              "      <td>108</td>\n",
+              "      <td>3.30</td>\n",
+              "      <td>3.93</td>\n",
+              "      <td>0.32</td>\n",
+              "      <td>1.86</td>\n",
+              "      <td>8.700000</td>\n",
+              "      <td>1.23</td>\n",
+              "      <td>2.82</td>\n",
+              "      <td>1680</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>18</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.64</td>\n",
+              "      <td>3.10</td>\n",
+              "      <td>2.56</td>\n",
+              "      <td>15.2</td>\n",
+              "      <td>116</td>\n",
+              "      <td>2.70</td>\n",
+              "      <td>3.03</td>\n",
+              "      <td>0.17</td>\n",
+              "      <td>1.66</td>\n",
+              "      <td>5.100000</td>\n",
+              "      <td>0.96</td>\n",
+              "      <td>3.36</td>\n",
+              "      <td>845</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>19</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.06</td>\n",
+              "      <td>1.63</td>\n",
+              "      <td>2.28</td>\n",
+              "      <td>16.0</td>\n",
+              "      <td>126</td>\n",
+              "      <td>3.00</td>\n",
+              "      <td>3.17</td>\n",
+              "      <td>0.24</td>\n",
+              "      <td>2.10</td>\n",
+              "      <td>5.650000</td>\n",
+              "      <td>1.09</td>\n",
+              "      <td>3.71</td>\n",
+              "      <td>780</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>20</th>\n",
+              "      <td>1</td>\n",
+              "      <td>12.93</td>\n",
+              "      <td>3.80</td>\n",
+              "      <td>2.65</td>\n",
+              "      <td>18.6</td>\n",
+              "      <td>102</td>\n",
+              "      <td>2.41</td>\n",
+              "      <td>2.41</td>\n",
+              "      <td>0.25</td>\n",
+              "      <td>1.98</td>\n",
+              "      <td>4.500000</td>\n",
+              "      <td>1.03</td>\n",
+              "      <td>3.52</td>\n",
+              "      <td>770</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>21</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.71</td>\n",
+              "      <td>1.86</td>\n",
+              "      <td>2.36</td>\n",
+              "      <td>16.6</td>\n",
+              "      <td>101</td>\n",
+              "      <td>2.61</td>\n",
+              "      <td>2.88</td>\n",
+              "      <td>0.27</td>\n",
+              "      <td>1.69</td>\n",
+              "      <td>3.800000</td>\n",
+              "      <td>1.11</td>\n",
+              "      <td>4.00</td>\n",
+              "      <td>1035</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>22</th>\n",
+              "      <td>1</td>\n",
+              "      <td>12.85</td>\n",
+              "      <td>1.60</td>\n",
+              "      <td>2.52</td>\n",
+              "      <td>17.8</td>\n",
+              "      <td>95</td>\n",
+              "      <td>2.48</td>\n",
+              "      <td>2.37</td>\n",
+              "      <td>0.26</td>\n",
+              "      <td>1.46</td>\n",
+              "      <td>3.930000</td>\n",
+              "      <td>1.09</td>\n",
+              "      <td>3.63</td>\n",
+              "      <td>1015</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>23</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.50</td>\n",
+              "      <td>1.81</td>\n",
+              "      <td>2.61</td>\n",
+              "      <td>20.0</td>\n",
+              "      <td>96</td>\n",
+              "      <td>2.53</td>\n",
+              "      <td>2.61</td>\n",
+              "      <td>0.28</td>\n",
+              "      <td>1.66</td>\n",
+              "      <td>3.520000</td>\n",
+              "      <td>1.12</td>\n",
+              "      <td>3.82</td>\n",
+              "      <td>845</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>24</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.05</td>\n",
+              "      <td>2.05</td>\n",
+              "      <td>3.22</td>\n",
+              "      <td>25.0</td>\n",
+              "      <td>124</td>\n",
+              "      <td>2.63</td>\n",
+              "      <td>2.68</td>\n",
+              "      <td>0.47</td>\n",
+              "      <td>1.92</td>\n",
+              "      <td>3.580000</td>\n",
+              "      <td>1.13</td>\n",
+              "      <td>3.20</td>\n",
+              "      <td>830</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>25</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.39</td>\n",
+              "      <td>1.77</td>\n",
+              "      <td>2.62</td>\n",
+              "      <td>16.1</td>\n",
+              "      <td>93</td>\n",
+              "      <td>2.85</td>\n",
+              "      <td>2.94</td>\n",
+              "      <td>0.34</td>\n",
+              "      <td>1.45</td>\n",
+              "      <td>4.800000</td>\n",
+              "      <td>0.92</td>\n",
+              "      <td>3.22</td>\n",
+              "      <td>1195</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>26</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.30</td>\n",
+              "      <td>1.72</td>\n",
+              "      <td>2.14</td>\n",
+              "      <td>17.0</td>\n",
+              "      <td>94</td>\n",
+              "      <td>2.40</td>\n",
+              "      <td>2.19</td>\n",
+              "      <td>0.27</td>\n",
+              "      <td>1.35</td>\n",
+              "      <td>3.950000</td>\n",
+              "      <td>1.02</td>\n",
+              "      <td>2.77</td>\n",
+              "      <td>1285</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>27</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.87</td>\n",
+              "      <td>1.90</td>\n",
+              "      <td>2.80</td>\n",
+              "      <td>19.4</td>\n",
+              "      <td>107</td>\n",
+              "      <td>2.95</td>\n",
+              "      <td>2.97</td>\n",
+              "      <td>0.37</td>\n",
+              "      <td>1.76</td>\n",
+              "      <td>4.500000</td>\n",
+              "      <td>1.25</td>\n",
+              "      <td>3.40</td>\n",
+              "      <td>915</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>28</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.02</td>\n",
+              "      <td>1.68</td>\n",
+              "      <td>2.21</td>\n",
+              "      <td>16.0</td>\n",
+              "      <td>96</td>\n",
+              "      <td>2.65</td>\n",
+              "      <td>2.33</td>\n",
+              "      <td>0.26</td>\n",
+              "      <td>1.98</td>\n",
+              "      <td>4.700000</td>\n",
+              "      <td>1.04</td>\n",
+              "      <td>3.59</td>\n",
+              "      <td>1035</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>29</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.73</td>\n",
+              "      <td>1.50</td>\n",
+              "      <td>2.70</td>\n",
+              "      <td>22.5</td>\n",
+              "      <td>101</td>\n",
+              "      <td>3.00</td>\n",
+              "      <td>3.25</td>\n",
+              "      <td>0.29</td>\n",
+              "      <td>2.38</td>\n",
+              "      <td>5.700000</td>\n",
+              "      <td>1.19</td>\n",
+              "      <td>2.71</td>\n",
+              "      <td>1285</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>...</th>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>147</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.32</td>\n",
+              "      <td>3.24</td>\n",
+              "      <td>2.38</td>\n",
+              "      <td>21.5</td>\n",
+              "      <td>92</td>\n",
+              "      <td>1.93</td>\n",
+              "      <td>0.76</td>\n",
+              "      <td>0.45</td>\n",
+              "      <td>1.25</td>\n",
+              "      <td>8.420000</td>\n",
+              "      <td>0.55</td>\n",
+              "      <td>1.62</td>\n",
+              "      <td>650</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>148</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.08</td>\n",
+              "      <td>3.90</td>\n",
+              "      <td>2.36</td>\n",
+              "      <td>21.5</td>\n",
+              "      <td>113</td>\n",
+              "      <td>1.41</td>\n",
+              "      <td>1.39</td>\n",
+              "      <td>0.34</td>\n",
+              "      <td>1.14</td>\n",
+              "      <td>9.400000</td>\n",
+              "      <td>0.57</td>\n",
+              "      <td>1.33</td>\n",
+              "      <td>550</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>149</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.50</td>\n",
+              "      <td>3.12</td>\n",
+              "      <td>2.62</td>\n",
+              "      <td>24.0</td>\n",
+              "      <td>123</td>\n",
+              "      <td>1.40</td>\n",
+              "      <td>1.57</td>\n",
+              "      <td>0.22</td>\n",
+              "      <td>1.25</td>\n",
+              "      <td>8.600000</td>\n",
+              "      <td>0.59</td>\n",
+              "      <td>1.30</td>\n",
+              "      <td>500</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>150</th>\n",
+              "      <td>3</td>\n",
+              "      <td>12.79</td>\n",
+              "      <td>2.67</td>\n",
+              "      <td>2.48</td>\n",
+              "      <td>22.0</td>\n",
+              "      <td>112</td>\n",
+              "      <td>1.48</td>\n",
+              "      <td>1.36</td>\n",
+              "      <td>0.24</td>\n",
+              "      <td>1.26</td>\n",
+              "      <td>10.800000</td>\n",
+              "      <td>0.48</td>\n",
+              "      <td>1.47</td>\n",
+              "      <td>480</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>151</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.11</td>\n",
+              "      <td>1.90</td>\n",
+              "      <td>2.75</td>\n",
+              "      <td>25.5</td>\n",
+              "      <td>116</td>\n",
+              "      <td>2.20</td>\n",
+              "      <td>1.28</td>\n",
+              "      <td>0.26</td>\n",
+              "      <td>1.56</td>\n",
+              "      <td>7.100000</td>\n",
+              "      <td>0.61</td>\n",
+              "      <td>1.33</td>\n",
+              "      <td>425</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>152</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.23</td>\n",
+              "      <td>3.30</td>\n",
+              "      <td>2.28</td>\n",
+              "      <td>18.5</td>\n",
+              "      <td>98</td>\n",
+              "      <td>1.80</td>\n",
+              "      <td>0.83</td>\n",
+              "      <td>0.61</td>\n",
+              "      <td>1.87</td>\n",
+              "      <td>10.520000</td>\n",
+              "      <td>0.56</td>\n",
+              "      <td>1.51</td>\n",
+              "      <td>675</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>153</th>\n",
+              "      <td>3</td>\n",
+              "      <td>12.58</td>\n",
+              "      <td>1.29</td>\n",
+              "      <td>2.10</td>\n",
+              "      <td>20.0</td>\n",
+              "      <td>103</td>\n",
+              "      <td>1.48</td>\n",
+              "      <td>0.58</td>\n",
+              "      <td>0.53</td>\n",
+              "      <td>1.40</td>\n",
+              "      <td>7.600000</td>\n",
+              "      <td>0.58</td>\n",
+              "      <td>1.55</td>\n",
+              "      <td>640</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>154</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.17</td>\n",
+              "      <td>5.19</td>\n",
+              "      <td>2.32</td>\n",
+              "      <td>22.0</td>\n",
+              "      <td>93</td>\n",
+              "      <td>1.74</td>\n",
+              "      <td>0.63</td>\n",
+              "      <td>0.61</td>\n",
+              "      <td>1.55</td>\n",
+              "      <td>7.900000</td>\n",
+              "      <td>0.60</td>\n",
+              "      <td>1.48</td>\n",
+              "      <td>725</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>155</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.84</td>\n",
+              "      <td>4.12</td>\n",
+              "      <td>2.38</td>\n",
+              "      <td>19.5</td>\n",
+              "      <td>89</td>\n",
+              "      <td>1.80</td>\n",
+              "      <td>0.83</td>\n",
+              "      <td>0.48</td>\n",
+              "      <td>1.56</td>\n",
+              "      <td>9.010000</td>\n",
+              "      <td>0.57</td>\n",
+              "      <td>1.64</td>\n",
+              "      <td>480</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>156</th>\n",
+              "      <td>3</td>\n",
+              "      <td>12.45</td>\n",
+              "      <td>3.03</td>\n",
+              "      <td>2.64</td>\n",
+              "      <td>27.0</td>\n",
+              "      <td>97</td>\n",
+              "      <td>1.90</td>\n",
+              "      <td>0.58</td>\n",
+              "      <td>0.63</td>\n",
+              "      <td>1.14</td>\n",
+              "      <td>7.500000</td>\n",
+              "      <td>0.67</td>\n",
+              "      <td>1.73</td>\n",
+              "      <td>880</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>157</th>\n",
+              "      <td>3</td>\n",
+              "      <td>14.34</td>\n",
+              "      <td>1.68</td>\n",
+              "      <td>2.70</td>\n",
+              "      <td>25.0</td>\n",
+              "      <td>98</td>\n",
+              "      <td>2.80</td>\n",
+              "      <td>1.31</td>\n",
+              "      <td>0.53</td>\n",
+              "      <td>2.70</td>\n",
+              "      <td>13.000000</td>\n",
+              "      <td>0.57</td>\n",
+              "      <td>1.96</td>\n",
+              "      <td>660</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>158</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.48</td>\n",
+              "      <td>1.67</td>\n",
+              "      <td>2.64</td>\n",
+              "      <td>22.5</td>\n",
+              "      <td>89</td>\n",
+              "      <td>2.60</td>\n",
+              "      <td>1.10</td>\n",
+              "      <td>0.52</td>\n",
+              "      <td>2.29</td>\n",
+              "      <td>11.750000</td>\n",
+              "      <td>0.57</td>\n",
+              "      <td>1.78</td>\n",
+              "      <td>620</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>159</th>\n",
+              "      <td>3</td>\n",
+              "      <td>12.36</td>\n",
+              "      <td>3.83</td>\n",
+              "      <td>2.38</td>\n",
+              "      <td>21.0</td>\n",
+              "      <td>88</td>\n",
+              "      <td>2.30</td>\n",
+              "      <td>0.92</td>\n",
+              "      <td>0.50</td>\n",
+              "      <td>1.04</td>\n",
+              "      <td>7.650000</td>\n",
+              "      <td>0.56</td>\n",
+              "      <td>1.58</td>\n",
+              "      <td>520</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>160</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.69</td>\n",
+              "      <td>3.26</td>\n",
+              "      <td>2.54</td>\n",
+              "      <td>20.0</td>\n",
+              "      <td>107</td>\n",
+              "      <td>1.83</td>\n",
+              "      <td>0.56</td>\n",
+              "      <td>0.50</td>\n",
+              "      <td>0.80</td>\n",
+              "      <td>5.880000</td>\n",
+              "      <td>0.96</td>\n",
+              "      <td>1.82</td>\n",
+              "      <td>680</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>161</th>\n",
+              "      <td>3</td>\n",
+              "      <td>12.85</td>\n",
+              "      <td>3.27</td>\n",
+              "      <td>2.58</td>\n",
+              "      <td>22.0</td>\n",
+              "      <td>106</td>\n",
+              "      <td>1.65</td>\n",
+              "      <td>0.60</td>\n",
+              "      <td>0.60</td>\n",
+              "      <td>0.96</td>\n",
+              "      <td>5.580000</td>\n",
+              "      <td>0.87</td>\n",
+              "      <td>2.11</td>\n",
+              "      <td>570</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>162</th>\n",
+              "      <td>3</td>\n",
+              "      <td>12.96</td>\n",
+              "      <td>3.45</td>\n",
+              "      <td>2.35</td>\n",
+              "      <td>18.5</td>\n",
+              "      <td>106</td>\n",
+              "      <td>1.39</td>\n",
+              "      <td>0.70</td>\n",
+              "      <td>0.40</td>\n",
+              "      <td>0.94</td>\n",
+              "      <td>5.280000</td>\n",
+              "      <td>0.68</td>\n",
+              "      <td>1.75</td>\n",
+              "      <td>675</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>163</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.78</td>\n",
+              "      <td>2.76</td>\n",
+              "      <td>2.30</td>\n",
+              "      <td>22.0</td>\n",
+              "      <td>90</td>\n",
+              "      <td>1.35</td>\n",
+              "      <td>0.68</td>\n",
+              "      <td>0.41</td>\n",
+              "      <td>1.03</td>\n",
+              "      <td>9.580000</td>\n",
+              "      <td>0.70</td>\n",
+              "      <td>1.68</td>\n",
+              "      <td>615</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>164</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.73</td>\n",
+              "      <td>4.36</td>\n",
+              "      <td>2.26</td>\n",
+              "      <td>22.5</td>\n",
+              "      <td>88</td>\n",
+              "      <td>1.28</td>\n",
+              "      <td>0.47</td>\n",
+              "      <td>0.52</td>\n",
+              "      <td>1.15</td>\n",
+              "      <td>6.620000</td>\n",
+              "      <td>0.78</td>\n",
+              "      <td>1.75</td>\n",
+              "      <td>520</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>165</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.45</td>\n",
+              "      <td>3.70</td>\n",
+              "      <td>2.60</td>\n",
+              "      <td>23.0</td>\n",
+              "      <td>111</td>\n",
+              "      <td>1.70</td>\n",
+              "      <td>0.92</td>\n",
+              "      <td>0.43</td>\n",
+              "      <td>1.46</td>\n",
+              "      <td>10.680000</td>\n",
+              "      <td>0.85</td>\n",
+              "      <td>1.56</td>\n",
+              "      <td>695</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>166</th>\n",
+              "      <td>3</td>\n",
+              "      <td>12.82</td>\n",
+              "      <td>3.37</td>\n",
+              "      <td>2.30</td>\n",
+              "      <td>19.5</td>\n",
+              "      <td>88</td>\n",
+              "      <td>1.48</td>\n",
+              "      <td>0.66</td>\n",
+              "      <td>0.40</td>\n",
+              "      <td>0.97</td>\n",
+              "      <td>10.260000</td>\n",
+              "      <td>0.72</td>\n",
+              "      <td>1.75</td>\n",
+              "      <td>685</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>167</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.58</td>\n",
+              "      <td>2.58</td>\n",
+              "      <td>2.69</td>\n",
+              "      <td>24.5</td>\n",
+              "      <td>105</td>\n",
+              "      <td>1.55</td>\n",
+              "      <td>0.84</td>\n",
+              "      <td>0.39</td>\n",
+              "      <td>1.54</td>\n",
+              "      <td>8.660000</td>\n",
+              "      <td>0.74</td>\n",
+              "      <td>1.80</td>\n",
+              "      <td>750</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>168</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.40</td>\n",
+              "      <td>4.60</td>\n",
+              "      <td>2.86</td>\n",
+              "      <td>25.0</td>\n",
+              "      <td>112</td>\n",
+              "      <td>1.98</td>\n",
+              "      <td>0.96</td>\n",
+              "      <td>0.27</td>\n",
+              "      <td>1.11</td>\n",
+              "      <td>8.500000</td>\n",
+              "      <td>0.67</td>\n",
+              "      <td>1.92</td>\n",
+              "      <td>630</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>169</th>\n",
+              "      <td>3</td>\n",
+              "      <td>12.20</td>\n",
+              "      <td>3.03</td>\n",
+              "      <td>2.32</td>\n",
+              "      <td>19.0</td>\n",
+              "      <td>96</td>\n",
+              "      <td>1.25</td>\n",
+              "      <td>0.49</td>\n",
+              "      <td>0.40</td>\n",
+              "      <td>0.73</td>\n",
+              "      <td>5.500000</td>\n",
+              "      <td>0.66</td>\n",
+              "      <td>1.83</td>\n",
+              "      <td>510</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>170</th>\n",
+              "      <td>3</td>\n",
+              "      <td>12.77</td>\n",
+              "      <td>2.39</td>\n",
+              "      <td>2.28</td>\n",
+              "      <td>19.5</td>\n",
+              "      <td>86</td>\n",
+              "      <td>1.39</td>\n",
+              "      <td>0.51</td>\n",
+              "      <td>0.48</td>\n",
+              "      <td>0.64</td>\n",
+              "      <td>9.899999</td>\n",
+              "      <td>0.57</td>\n",
+              "      <td>1.63</td>\n",
+              "      <td>470</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>171</th>\n",
+              "      <td>3</td>\n",
+              "      <td>14.16</td>\n",
+              "      <td>2.51</td>\n",
+              "      <td>2.48</td>\n",
+              "      <td>20.0</td>\n",
+              "      <td>91</td>\n",
+              "      <td>1.68</td>\n",
+              "      <td>0.70</td>\n",
+              "      <td>0.44</td>\n",
+              "      <td>1.24</td>\n",
+              "      <td>9.700000</td>\n",
+              "      <td>0.62</td>\n",
+              "      <td>1.71</td>\n",
+              "      <td>660</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>172</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.71</td>\n",
+              "      <td>5.65</td>\n",
+              "      <td>2.45</td>\n",
+              "      <td>20.5</td>\n",
+              "      <td>95</td>\n",
+              "      <td>1.68</td>\n",
+              "      <td>0.61</td>\n",
+              "      <td>0.52</td>\n",
+              "      <td>1.06</td>\n",
+              "      <td>7.700000</td>\n",
+              "      <td>0.64</td>\n",
+              "      <td>1.74</td>\n",
+              "      <td>740</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>173</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.40</td>\n",
+              "      <td>3.91</td>\n",
+              "      <td>2.48</td>\n",
+              "      <td>23.0</td>\n",
+              "      <td>102</td>\n",
+              "      <td>1.80</td>\n",
+              "      <td>0.75</td>\n",
+              "      <td>0.43</td>\n",
+              "      <td>1.41</td>\n",
+              "      <td>7.300000</td>\n",
+              "      <td>0.70</td>\n",
+              "      <td>1.56</td>\n",
+              "      <td>750</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>174</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.27</td>\n",
+              "      <td>4.28</td>\n",
+              "      <td>2.26</td>\n",
+              "      <td>20.0</td>\n",
+              "      <td>120</td>\n",
+              "      <td>1.59</td>\n",
+              "      <td>0.69</td>\n",
+              "      <td>0.43</td>\n",
+              "      <td>1.35</td>\n",
+              "      <td>10.200000</td>\n",
+              "      <td>0.59</td>\n",
+              "      <td>1.56</td>\n",
+              "      <td>835</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>175</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.17</td>\n",
+              "      <td>2.59</td>\n",
+              "      <td>2.37</td>\n",
+              "      <td>20.0</td>\n",
+              "      <td>120</td>\n",
+              "      <td>1.65</td>\n",
+              "      <td>0.68</td>\n",
+              "      <td>0.53</td>\n",
+              "      <td>1.46</td>\n",
+              "      <td>9.300000</td>\n",
+              "      <td>0.60</td>\n",
+              "      <td>1.62</td>\n",
+              "      <td>840</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>176</th>\n",
+              "      <td>3</td>\n",
+              "      <td>14.13</td>\n",
+              "      <td>4.10</td>\n",
+              "      <td>2.74</td>\n",
+              "      <td>24.5</td>\n",
+              "      <td>96</td>\n",
+              "      <td>2.05</td>\n",
+              "      <td>0.76</td>\n",
+              "      <td>0.56</td>\n",
+              "      <td>1.35</td>\n",
+              "      <td>9.200000</td>\n",
+              "      <td>0.61</td>\n",
+              "      <td>1.60</td>\n",
+              "      <td>560</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "<p>177 rows × 14 columns</p>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "     1  Alcohol  Malic acid   Ash  Alkalinity of ash  Magnesium  \\\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",
+              "     Total phenols  Flavanoids  Nonflavanoid phenols  Proanthocyanins  \\\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",
+              "     Color intensity   Hue  OD280/OD315 of diluted vines  Proline  \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": 67
+        }
+      ]
+    },
+    {
+      "metadata": {
+        "id": "Zqi7hwWpkNbH",
+        "colab_type": "text"
+      },
+      "cell_type": "markdown",
+      "source": [
+        "#### Set the values of the first 3 rows from alcohol as NaN\n",
+        "\n",
+        "Hint- Use iloc to select 3 rows of wine_df"
+      ]
+    },
+    {
+      "metadata": {
+        "id": "buyT4vX4kPMl",
+        "colab_type": "code",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 2009
+        },
+        "outputId": "ce8ab09e-2c04-4330-807b-5847b26c1297"
+      },
+      "cell_type": "code",
+      "source": [
+        "wine_df.iloc[0:3,1]='NaN'\n",
+        "wine_df"
+      ],
+      "execution_count": 68,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/html": [
+              "<div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>1</th>\n",
+              "      <th>Alcohol</th>\n",
+              "      <th>Malic acid</th>\n",
+              "      <th>Ash</th>\n",
+              "      <th>Alkalinity 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 vines</th>\n",
+              "      <th>Proline</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.78</td>\n",
+              "      <td>2.14</td>\n",
+              "      <td>11.2</td>\n",
+              "      <td>100</td>\n",
+              "      <td>2.65</td>\n",
+              "      <td>2.76</td>\n",
+              "      <td>0.26</td>\n",
+              "      <td>1.28</td>\n",
+              "      <td>4.380000</td>\n",
+              "      <td>1.05</td>\n",
+              "      <td>3.40</td>\n",
+              "      <td>1050</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>2.36</td>\n",
+              "      <td>2.67</td>\n",
+              "      <td>18.6</td>\n",
+              "      <td>101</td>\n",
+              "      <td>2.80</td>\n",
+              "      <td>3.24</td>\n",
+              "      <td>0.30</td>\n",
+              "      <td>2.81</td>\n",
+              "      <td>5.680000</td>\n",
+              "      <td>1.03</td>\n",
+              "      <td>3.17</td>\n",
+              "      <td>1185</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.95</td>\n",
+              "      <td>2.50</td>\n",
+              "      <td>16.8</td>\n",
+              "      <td>113</td>\n",
+              "      <td>3.85</td>\n",
+              "      <td>3.49</td>\n",
+              "      <td>0.24</td>\n",
+              "      <td>2.18</td>\n",
+              "      <td>7.800000</td>\n",
+              "      <td>0.86</td>\n",
+              "      <td>3.45</td>\n",
+              "      <td>1480</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>1</td>\n",
+              "      <td>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>14.2</td>\n",
+              "      <td>1.76</td>\n",
+              "      <td>2.45</td>\n",
+              "      <td>15.2</td>\n",
+              "      <td>112</td>\n",
+              "      <td>3.27</td>\n",
+              "      <td>3.39</td>\n",
+              "      <td>0.34</td>\n",
+              "      <td>1.97</td>\n",
+              "      <td>6.750000</td>\n",
+              "      <td>1.05</td>\n",
+              "      <td>2.85</td>\n",
+              "      <td>1450</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>5</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.39</td>\n",
+              "      <td>1.87</td>\n",
+              "      <td>2.45</td>\n",
+              "      <td>14.6</td>\n",
+              "      <td>96</td>\n",
+              "      <td>2.50</td>\n",
+              "      <td>2.52</td>\n",
+              "      <td>0.30</td>\n",
+              "      <td>1.98</td>\n",
+              "      <td>5.250000</td>\n",
+              "      <td>1.02</td>\n",
+              "      <td>3.58</td>\n",
+              "      <td>1290</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>6</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.06</td>\n",
+              "      <td>2.15</td>\n",
+              "      <td>2.61</td>\n",
+              "      <td>17.6</td>\n",
+              "      <td>121</td>\n",
+              "      <td>2.60</td>\n",
+              "      <td>2.51</td>\n",
+              "      <td>0.31</td>\n",
+              "      <td>1.25</td>\n",
+              "      <td>5.050000</td>\n",
+              "      <td>1.06</td>\n",
+              "      <td>3.58</td>\n",
+              "      <td>1295</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>7</th>\n",
+              "      <td>1</td>\n",
+              "      <td>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>14.1</td>\n",
+              "      <td>2.16</td>\n",
+              "      <td>2.30</td>\n",
+              "      <td>18.0</td>\n",
+              "      <td>105</td>\n",
+              "      <td>2.95</td>\n",
+              "      <td>3.32</td>\n",
+              "      <td>0.22</td>\n",
+              "      <td>2.38</td>\n",
+              "      <td>5.750000</td>\n",
+              "      <td>1.25</td>\n",
+              "      <td>3.17</td>\n",
+              "      <td>1510</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>10</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.12</td>\n",
+              "      <td>1.48</td>\n",
+              "      <td>2.32</td>\n",
+              "      <td>16.8</td>\n",
+              "      <td>95</td>\n",
+              "      <td>2.20</td>\n",
+              "      <td>2.43</td>\n",
+              "      <td>0.26</td>\n",
+              "      <td>1.57</td>\n",
+              "      <td>5.000000</td>\n",
+              "      <td>1.17</td>\n",
+              "      <td>2.82</td>\n",
+              "      <td>1280</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>11</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.75</td>\n",
+              "      <td>1.73</td>\n",
+              "      <td>2.41</td>\n",
+              "      <td>16.0</td>\n",
+              "      <td>89</td>\n",
+              "      <td>2.60</td>\n",
+              "      <td>2.76</td>\n",
+              "      <td>0.29</td>\n",
+              "      <td>1.81</td>\n",
+              "      <td>5.600000</td>\n",
+              "      <td>1.15</td>\n",
+              "      <td>2.90</td>\n",
+              "      <td>1320</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>12</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.75</td>\n",
+              "      <td>1.73</td>\n",
+              "      <td>2.39</td>\n",
+              "      <td>11.4</td>\n",
+              "      <td>91</td>\n",
+              "      <td>3.10</td>\n",
+              "      <td>3.69</td>\n",
+              "      <td>0.43</td>\n",
+              "      <td>2.81</td>\n",
+              "      <td>5.400000</td>\n",
+              "      <td>1.25</td>\n",
+              "      <td>2.73</td>\n",
+              "      <td>1150</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>13</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.38</td>\n",
+              "      <td>1.87</td>\n",
+              "      <td>2.38</td>\n",
+              "      <td>12.0</td>\n",
+              "      <td>102</td>\n",
+              "      <td>3.30</td>\n",
+              "      <td>3.64</td>\n",
+              "      <td>0.29</td>\n",
+              "      <td>2.96</td>\n",
+              "      <td>7.500000</td>\n",
+              "      <td>1.20</td>\n",
+              "      <td>3.00</td>\n",
+              "      <td>1547</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>14</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.63</td>\n",
+              "      <td>1.81</td>\n",
+              "      <td>2.70</td>\n",
+              "      <td>17.2</td>\n",
+              "      <td>112</td>\n",
+              "      <td>2.85</td>\n",
+              "      <td>2.91</td>\n",
+              "      <td>0.30</td>\n",
+              "      <td>1.46</td>\n",
+              "      <td>7.300000</td>\n",
+              "      <td>1.28</td>\n",
+              "      <td>2.88</td>\n",
+              "      <td>1310</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>15</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.3</td>\n",
+              "      <td>1.92</td>\n",
+              "      <td>2.72</td>\n",
+              "      <td>20.0</td>\n",
+              "      <td>120</td>\n",
+              "      <td>2.80</td>\n",
+              "      <td>3.14</td>\n",
+              "      <td>0.33</td>\n",
+              "      <td>1.97</td>\n",
+              "      <td>6.200000</td>\n",
+              "      <td>1.07</td>\n",
+              "      <td>2.65</td>\n",
+              "      <td>1280</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>16</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.83</td>\n",
+              "      <td>1.57</td>\n",
+              "      <td>2.62</td>\n",
+              "      <td>20.0</td>\n",
+              "      <td>115</td>\n",
+              "      <td>2.95</td>\n",
+              "      <td>3.40</td>\n",
+              "      <td>0.40</td>\n",
+              "      <td>1.72</td>\n",
+              "      <td>6.600000</td>\n",
+              "      <td>1.13</td>\n",
+              "      <td>2.57</td>\n",
+              "      <td>1130</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>17</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.19</td>\n",
+              "      <td>1.59</td>\n",
+              "      <td>2.48</td>\n",
+              "      <td>16.5</td>\n",
+              "      <td>108</td>\n",
+              "      <td>3.30</td>\n",
+              "      <td>3.93</td>\n",
+              "      <td>0.32</td>\n",
+              "      <td>1.86</td>\n",
+              "      <td>8.700000</td>\n",
+              "      <td>1.23</td>\n",
+              "      <td>2.82</td>\n",
+              "      <td>1680</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>18</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.64</td>\n",
+              "      <td>3.10</td>\n",
+              "      <td>2.56</td>\n",
+              "      <td>15.2</td>\n",
+              "      <td>116</td>\n",
+              "      <td>2.70</td>\n",
+              "      <td>3.03</td>\n",
+              "      <td>0.17</td>\n",
+              "      <td>1.66</td>\n",
+              "      <td>5.100000</td>\n",
+              "      <td>0.96</td>\n",
+              "      <td>3.36</td>\n",
+              "      <td>845</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>19</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.06</td>\n",
+              "      <td>1.63</td>\n",
+              "      <td>2.28</td>\n",
+              "      <td>16.0</td>\n",
+              "      <td>126</td>\n",
+              "      <td>3.00</td>\n",
+              "      <td>3.17</td>\n",
+              "      <td>0.24</td>\n",
+              "      <td>2.10</td>\n",
+              "      <td>5.650000</td>\n",
+              "      <td>1.09</td>\n",
+              "      <td>3.71</td>\n",
+              "      <td>780</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>20</th>\n",
+              "      <td>1</td>\n",
+              "      <td>12.93</td>\n",
+              "      <td>3.80</td>\n",
+              "      <td>2.65</td>\n",
+              "      <td>18.6</td>\n",
+              "      <td>102</td>\n",
+              "      <td>2.41</td>\n",
+              "      <td>2.41</td>\n",
+              "      <td>0.25</td>\n",
+              "      <td>1.98</td>\n",
+              "      <td>4.500000</td>\n",
+              "      <td>1.03</td>\n",
+              "      <td>3.52</td>\n",
+              "      <td>770</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>21</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.71</td>\n",
+              "      <td>1.86</td>\n",
+              "      <td>2.36</td>\n",
+              "      <td>16.6</td>\n",
+              "      <td>101</td>\n",
+              "      <td>2.61</td>\n",
+              "      <td>2.88</td>\n",
+              "      <td>0.27</td>\n",
+              "      <td>1.69</td>\n",
+              "      <td>3.800000</td>\n",
+              "      <td>1.11</td>\n",
+              "      <td>4.00</td>\n",
+              "      <td>1035</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>22</th>\n",
+              "      <td>1</td>\n",
+              "      <td>12.85</td>\n",
+              "      <td>1.60</td>\n",
+              "      <td>2.52</td>\n",
+              "      <td>17.8</td>\n",
+              "      <td>95</td>\n",
+              "      <td>2.48</td>\n",
+              "      <td>2.37</td>\n",
+              "      <td>0.26</td>\n",
+              "      <td>1.46</td>\n",
+              "      <td>3.930000</td>\n",
+              "      <td>1.09</td>\n",
+              "      <td>3.63</td>\n",
+              "      <td>1015</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>23</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.5</td>\n",
+              "      <td>1.81</td>\n",
+              "      <td>2.61</td>\n",
+              "      <td>20.0</td>\n",
+              "      <td>96</td>\n",
+              "      <td>2.53</td>\n",
+              "      <td>2.61</td>\n",
+              "      <td>0.28</td>\n",
+              "      <td>1.66</td>\n",
+              "      <td>3.520000</td>\n",
+              "      <td>1.12</td>\n",
+              "      <td>3.82</td>\n",
+              "      <td>845</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>24</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.05</td>\n",
+              "      <td>2.05</td>\n",
+              "      <td>3.22</td>\n",
+              "      <td>25.0</td>\n",
+              "      <td>124</td>\n",
+              "      <td>2.63</td>\n",
+              "      <td>2.68</td>\n",
+              "      <td>0.47</td>\n",
+              "      <td>1.92</td>\n",
+              "      <td>3.580000</td>\n",
+              "      <td>1.13</td>\n",
+              "      <td>3.20</td>\n",
+              "      <td>830</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>25</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.39</td>\n",
+              "      <td>1.77</td>\n",
+              "      <td>2.62</td>\n",
+              "      <td>16.1</td>\n",
+              "      <td>93</td>\n",
+              "      <td>2.85</td>\n",
+              "      <td>2.94</td>\n",
+              "      <td>0.34</td>\n",
+              "      <td>1.45</td>\n",
+              "      <td>4.800000</td>\n",
+              "      <td>0.92</td>\n",
+              "      <td>3.22</td>\n",
+              "      <td>1195</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>26</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.3</td>\n",
+              "      <td>1.72</td>\n",
+              "      <td>2.14</td>\n",
+              "      <td>17.0</td>\n",
+              "      <td>94</td>\n",
+              "      <td>2.40</td>\n",
+              "      <td>2.19</td>\n",
+              "      <td>0.27</td>\n",
+              "      <td>1.35</td>\n",
+              "      <td>3.950000</td>\n",
+              "      <td>1.02</td>\n",
+              "      <td>2.77</td>\n",
+              "      <td>1285</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>27</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.87</td>\n",
+              "      <td>1.90</td>\n",
+              "      <td>2.80</td>\n",
+              "      <td>19.4</td>\n",
+              "      <td>107</td>\n",
+              "      <td>2.95</td>\n",
+              "      <td>2.97</td>\n",
+              "      <td>0.37</td>\n",
+              "      <td>1.76</td>\n",
+              "      <td>4.500000</td>\n",
+              "      <td>1.25</td>\n",
+              "      <td>3.40</td>\n",
+              "      <td>915</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>28</th>\n",
+              "      <td>1</td>\n",
+              "      <td>14.02</td>\n",
+              "      <td>1.68</td>\n",
+              "      <td>2.21</td>\n",
+              "      <td>16.0</td>\n",
+              "      <td>96</td>\n",
+              "      <td>2.65</td>\n",
+              "      <td>2.33</td>\n",
+              "      <td>0.26</td>\n",
+              "      <td>1.98</td>\n",
+              "      <td>4.700000</td>\n",
+              "      <td>1.04</td>\n",
+              "      <td>3.59</td>\n",
+              "      <td>1035</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>29</th>\n",
+              "      <td>1</td>\n",
+              "      <td>13.73</td>\n",
+              "      <td>1.50</td>\n",
+              "      <td>2.70</td>\n",
+              "      <td>22.5</td>\n",
+              "      <td>101</td>\n",
+              "      <td>3.00</td>\n",
+              "      <td>3.25</td>\n",
+              "      <td>0.29</td>\n",
+              "      <td>2.38</td>\n",
+              "      <td>5.700000</td>\n",
+              "      <td>1.19</td>\n",
+              "      <td>2.71</td>\n",
+              "      <td>1285</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>...</th>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>147</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.32</td>\n",
+              "      <td>3.24</td>\n",
+              "      <td>2.38</td>\n",
+              "      <td>21.5</td>\n",
+              "      <td>92</td>\n",
+              "      <td>1.93</td>\n",
+              "      <td>0.76</td>\n",
+              "      <td>0.45</td>\n",
+              "      <td>1.25</td>\n",
+              "      <td>8.420000</td>\n",
+              "      <td>0.55</td>\n",
+              "      <td>1.62</td>\n",
+              "      <td>650</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>148</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.08</td>\n",
+              "      <td>3.90</td>\n",
+              "      <td>2.36</td>\n",
+              "      <td>21.5</td>\n",
+              "      <td>113</td>\n",
+              "      <td>1.41</td>\n",
+              "      <td>1.39</td>\n",
+              "      <td>0.34</td>\n",
+              "      <td>1.14</td>\n",
+              "      <td>9.400000</td>\n",
+              "      <td>0.57</td>\n",
+              "      <td>1.33</td>\n",
+              "      <td>550</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>149</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.5</td>\n",
+              "      <td>3.12</td>\n",
+              "      <td>2.62</td>\n",
+              "      <td>24.0</td>\n",
+              "      <td>123</td>\n",
+              "      <td>1.40</td>\n",
+              "      <td>1.57</td>\n",
+              "      <td>0.22</td>\n",
+              "      <td>1.25</td>\n",
+              "      <td>8.600000</td>\n",
+              "      <td>0.59</td>\n",
+              "      <td>1.30</td>\n",
+              "      <td>500</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>150</th>\n",
+              "      <td>3</td>\n",
+              "      <td>12.79</td>\n",
+              "      <td>2.67</td>\n",
+              "      <td>2.48</td>\n",
+              "      <td>22.0</td>\n",
+              "      <td>112</td>\n",
+              "      <td>1.48</td>\n",
+              "      <td>1.36</td>\n",
+              "      <td>0.24</td>\n",
+              "      <td>1.26</td>\n",
+              "      <td>10.800000</td>\n",
+              "      <td>0.48</td>\n",
+              "      <td>1.47</td>\n",
+              "      <td>480</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>151</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.11</td>\n",
+              "      <td>1.90</td>\n",
+              "      <td>2.75</td>\n",
+              "      <td>25.5</td>\n",
+              "      <td>116</td>\n",
+              "      <td>2.20</td>\n",
+              "      <td>1.28</td>\n",
+              "      <td>0.26</td>\n",
+              "      <td>1.56</td>\n",
+              "      <td>7.100000</td>\n",
+              "      <td>0.61</td>\n",
+              "      <td>1.33</td>\n",
+              "      <td>425</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>152</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.23</td>\n",
+              "      <td>3.30</td>\n",
+              "      <td>2.28</td>\n",
+              "      <td>18.5</td>\n",
+              "      <td>98</td>\n",
+              "      <td>1.80</td>\n",
+              "      <td>0.83</td>\n",
+              "      <td>0.61</td>\n",
+              "      <td>1.87</td>\n",
+              "      <td>10.520000</td>\n",
+              "      <td>0.56</td>\n",
+              "      <td>1.51</td>\n",
+              "      <td>675</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>153</th>\n",
+              "      <td>3</td>\n",
+              "      <td>12.58</td>\n",
+              "      <td>1.29</td>\n",
+              "      <td>2.10</td>\n",
+              "      <td>20.0</td>\n",
+              "      <td>103</td>\n",
+              "      <td>1.48</td>\n",
+              "      <td>0.58</td>\n",
+              "      <td>0.53</td>\n",
+              "      <td>1.40</td>\n",
+              "      <td>7.600000</td>\n",
+              "      <td>0.58</td>\n",
+              "      <td>1.55</td>\n",
+              "      <td>640</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>154</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.17</td>\n",
+              "      <td>5.19</td>\n",
+              "      <td>2.32</td>\n",
+              "      <td>22.0</td>\n",
+              "      <td>93</td>\n",
+              "      <td>1.74</td>\n",
+              "      <td>0.63</td>\n",
+              "      <td>0.61</td>\n",
+              "      <td>1.55</td>\n",
+              "      <td>7.900000</td>\n",
+              "      <td>0.60</td>\n",
+              "      <td>1.48</td>\n",
+              "      <td>725</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>155</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.84</td>\n",
+              "      <td>4.12</td>\n",
+              "      <td>2.38</td>\n",
+              "      <td>19.5</td>\n",
+              "      <td>89</td>\n",
+              "      <td>1.80</td>\n",
+              "      <td>0.83</td>\n",
+              "      <td>0.48</td>\n",
+              "      <td>1.56</td>\n",
+              "      <td>9.010000</td>\n",
+              "      <td>0.57</td>\n",
+              "      <td>1.64</td>\n",
+              "      <td>480</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>156</th>\n",
+              "      <td>3</td>\n",
+              "      <td>12.45</td>\n",
+              "      <td>3.03</td>\n",
+              "      <td>2.64</td>\n",
+              "      <td>27.0</td>\n",
+              "      <td>97</td>\n",
+              "      <td>1.90</td>\n",
+              "      <td>0.58</td>\n",
+              "      <td>0.63</td>\n",
+              "      <td>1.14</td>\n",
+              "      <td>7.500000</td>\n",
+              "      <td>0.67</td>\n",
+              "      <td>1.73</td>\n",
+              "      <td>880</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>157</th>\n",
+              "      <td>3</td>\n",
+              "      <td>14.34</td>\n",
+              "      <td>1.68</td>\n",
+              "      <td>2.70</td>\n",
+              "      <td>25.0</td>\n",
+              "      <td>98</td>\n",
+              "      <td>2.80</td>\n",
+              "      <td>1.31</td>\n",
+              "      <td>0.53</td>\n",
+              "      <td>2.70</td>\n",
+              "      <td>13.000000</td>\n",
+              "      <td>0.57</td>\n",
+              "      <td>1.96</td>\n",
+              "      <td>660</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>158</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.48</td>\n",
+              "      <td>1.67</td>\n",
+              "      <td>2.64</td>\n",
+              "      <td>22.5</td>\n",
+              "      <td>89</td>\n",
+              "      <td>2.60</td>\n",
+              "      <td>1.10</td>\n",
+              "      <td>0.52</td>\n",
+              "      <td>2.29</td>\n",
+              "      <td>11.750000</td>\n",
+              "      <td>0.57</td>\n",
+              "      <td>1.78</td>\n",
+              "      <td>620</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>159</th>\n",
+              "      <td>3</td>\n",
+              "      <td>12.36</td>\n",
+              "      <td>3.83</td>\n",
+              "      <td>2.38</td>\n",
+              "      <td>21.0</td>\n",
+              "      <td>88</td>\n",
+              "      <td>2.30</td>\n",
+              "      <td>0.92</td>\n",
+              "      <td>0.50</td>\n",
+              "      <td>1.04</td>\n",
+              "      <td>7.650000</td>\n",
+              "      <td>0.56</td>\n",
+              "      <td>1.58</td>\n",
+              "      <td>520</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>160</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.69</td>\n",
+              "      <td>3.26</td>\n",
+              "      <td>2.54</td>\n",
+              "      <td>20.0</td>\n",
+              "      <td>107</td>\n",
+              "      <td>1.83</td>\n",
+              "      <td>0.56</td>\n",
+              "      <td>0.50</td>\n",
+              "      <td>0.80</td>\n",
+              "      <td>5.880000</td>\n",
+              "      <td>0.96</td>\n",
+              "      <td>1.82</td>\n",
+              "      <td>680</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>161</th>\n",
+              "      <td>3</td>\n",
+              "      <td>12.85</td>\n",
+              "      <td>3.27</td>\n",
+              "      <td>2.58</td>\n",
+              "      <td>22.0</td>\n",
+              "      <td>106</td>\n",
+              "      <td>1.65</td>\n",
+              "      <td>0.60</td>\n",
+              "      <td>0.60</td>\n",
+              "      <td>0.96</td>\n",
+              "      <td>5.580000</td>\n",
+              "      <td>0.87</td>\n",
+              "      <td>2.11</td>\n",
+              "      <td>570</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>162</th>\n",
+              "      <td>3</td>\n",
+              "      <td>12.96</td>\n",
+              "      <td>3.45</td>\n",
+              "      <td>2.35</td>\n",
+              "      <td>18.5</td>\n",
+              "      <td>106</td>\n",
+              "      <td>1.39</td>\n",
+              "      <td>0.70</td>\n",
+              "      <td>0.40</td>\n",
+              "      <td>0.94</td>\n",
+              "      <td>5.280000</td>\n",
+              "      <td>0.68</td>\n",
+              "      <td>1.75</td>\n",
+              "      <td>675</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>163</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.78</td>\n",
+              "      <td>2.76</td>\n",
+              "      <td>2.30</td>\n",
+              "      <td>22.0</td>\n",
+              "      <td>90</td>\n",
+              "      <td>1.35</td>\n",
+              "      <td>0.68</td>\n",
+              "      <td>0.41</td>\n",
+              "      <td>1.03</td>\n",
+              "      <td>9.580000</td>\n",
+              "      <td>0.70</td>\n",
+              "      <td>1.68</td>\n",
+              "      <td>615</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>164</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.73</td>\n",
+              "      <td>4.36</td>\n",
+              "      <td>2.26</td>\n",
+              "      <td>22.5</td>\n",
+              "      <td>88</td>\n",
+              "      <td>1.28</td>\n",
+              "      <td>0.47</td>\n",
+              "      <td>0.52</td>\n",
+              "      <td>1.15</td>\n",
+              "      <td>6.620000</td>\n",
+              "      <td>0.78</td>\n",
+              "      <td>1.75</td>\n",
+              "      <td>520</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>165</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.45</td>\n",
+              "      <td>3.70</td>\n",
+              "      <td>2.60</td>\n",
+              "      <td>23.0</td>\n",
+              "      <td>111</td>\n",
+              "      <td>1.70</td>\n",
+              "      <td>0.92</td>\n",
+              "      <td>0.43</td>\n",
+              "      <td>1.46</td>\n",
+              "      <td>10.680000</td>\n",
+              "      <td>0.85</td>\n",
+              "      <td>1.56</td>\n",
+              "      <td>695</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>166</th>\n",
+              "      <td>3</td>\n",
+              "      <td>12.82</td>\n",
+              "      <td>3.37</td>\n",
+              "      <td>2.30</td>\n",
+              "      <td>19.5</td>\n",
+              "      <td>88</td>\n",
+              "      <td>1.48</td>\n",
+              "      <td>0.66</td>\n",
+              "      <td>0.40</td>\n",
+              "      <td>0.97</td>\n",
+              "      <td>10.260000</td>\n",
+              "      <td>0.72</td>\n",
+              "      <td>1.75</td>\n",
+              "      <td>685</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>167</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.58</td>\n",
+              "      <td>2.58</td>\n",
+              "      <td>2.69</td>\n",
+              "      <td>24.5</td>\n",
+              "      <td>105</td>\n",
+              "      <td>1.55</td>\n",
+              "      <td>0.84</td>\n",
+              "      <td>0.39</td>\n",
+              "      <td>1.54</td>\n",
+              "      <td>8.660000</td>\n",
+              "      <td>0.74</td>\n",
+              "      <td>1.80</td>\n",
+              "      <td>750</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>168</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.4</td>\n",
+              "      <td>4.60</td>\n",
+              "      <td>2.86</td>\n",
+              "      <td>25.0</td>\n",
+              "      <td>112</td>\n",
+              "      <td>1.98</td>\n",
+              "      <td>0.96</td>\n",
+              "      <td>0.27</td>\n",
+              "      <td>1.11</td>\n",
+              "      <td>8.500000</td>\n",
+              "      <td>0.67</td>\n",
+              "      <td>1.92</td>\n",
+              "      <td>630</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>169</th>\n",
+              "      <td>3</td>\n",
+              "      <td>12.2</td>\n",
+              "      <td>3.03</td>\n",
+              "      <td>2.32</td>\n",
+              "      <td>19.0</td>\n",
+              "      <td>96</td>\n",
+              "      <td>1.25</td>\n",
+              "      <td>0.49</td>\n",
+              "      <td>0.40</td>\n",
+              "      <td>0.73</td>\n",
+              "      <td>5.500000</td>\n",
+              "      <td>0.66</td>\n",
+              "      <td>1.83</td>\n",
+              "      <td>510</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>170</th>\n",
+              "      <td>3</td>\n",
+              "      <td>12.77</td>\n",
+              "      <td>2.39</td>\n",
+              "      <td>2.28</td>\n",
+              "      <td>19.5</td>\n",
+              "      <td>86</td>\n",
+              "      <td>1.39</td>\n",
+              "      <td>0.51</td>\n",
+              "      <td>0.48</td>\n",
+              "      <td>0.64</td>\n",
+              "      <td>9.899999</td>\n",
+              "      <td>0.57</td>\n",
+              "      <td>1.63</td>\n",
+              "      <td>470</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>171</th>\n",
+              "      <td>3</td>\n",
+              "      <td>14.16</td>\n",
+              "      <td>2.51</td>\n",
+              "      <td>2.48</td>\n",
+              "      <td>20.0</td>\n",
+              "      <td>91</td>\n",
+              "      <td>1.68</td>\n",
+              "      <td>0.70</td>\n",
+              "      <td>0.44</td>\n",
+              "      <td>1.24</td>\n",
+              "      <td>9.700000</td>\n",
+              "      <td>0.62</td>\n",
+              "      <td>1.71</td>\n",
+              "      <td>660</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>172</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.71</td>\n",
+              "      <td>5.65</td>\n",
+              "      <td>2.45</td>\n",
+              "      <td>20.5</td>\n",
+              "      <td>95</td>\n",
+              "      <td>1.68</td>\n",
+              "      <td>0.61</td>\n",
+              "      <td>0.52</td>\n",
+              "      <td>1.06</td>\n",
+              "      <td>7.700000</td>\n",
+              "      <td>0.64</td>\n",
+              "      <td>1.74</td>\n",
+              "      <td>740</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>173</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.4</td>\n",
+              "      <td>3.91</td>\n",
+              "      <td>2.48</td>\n",
+              "      <td>23.0</td>\n",
+              "      <td>102</td>\n",
+              "      <td>1.80</td>\n",
+              "      <td>0.75</td>\n",
+              "      <td>0.43</td>\n",
+              "      <td>1.41</td>\n",
+              "      <td>7.300000</td>\n",
+              "      <td>0.70</td>\n",
+              "      <td>1.56</td>\n",
+              "      <td>750</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>174</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.27</td>\n",
+              "      <td>4.28</td>\n",
+              "      <td>2.26</td>\n",
+              "      <td>20.0</td>\n",
+              "      <td>120</td>\n",
+              "      <td>1.59</td>\n",
+              "      <td>0.69</td>\n",
+              "      <td>0.43</td>\n",
+              "      <td>1.35</td>\n",
+              "      <td>10.200000</td>\n",
+              "      <td>0.59</td>\n",
+              "      <td>1.56</td>\n",
+              "      <td>835</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>175</th>\n",
+              "      <td>3</td>\n",
+              "      <td>13.17</td>\n",
+              "      <td>2.59</td>\n",
+              "      <td>2.37</td>\n",
+              "      <td>20.0</td>\n",
+              "      <td>120</td>\n",
+              "      <td>1.65</td>\n",
+              "      <td>0.68</td>\n",
+              "      <td>0.53</td>\n",
+              "      <td>1.46</td>\n",
+              "      <td>9.300000</td>\n",
+              "      <td>0.60</td>\n",
+              "      <td>1.62</td>\n",
+              "      <td>840</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>176</th>\n",
+              "      <td>3</td>\n",
+              "      <td>14.13</td>\n",
+              "      <td>4.10</td>\n",
+              "      <td>2.74</td>\n",
+              "      <td>24.5</td>\n",
+              "      <td>96</td>\n",
+              "      <td>2.05</td>\n",
+              "      <td>0.76</td>\n",
+              "      <td>0.56</td>\n",
+              "      <td>1.35</td>\n",
+              "      <td>9.200000</td>\n",
+              "      <td>0.61</td>\n",
+              "      <td>1.60</td>\n",
+              "      <td>560</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "<p>177 rows × 14 columns</p>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "     1 Alcohol  Malic acid   Ash  Alkalinity of ash  Magnesium  Total phenols  \\\n",
+              "0    1     NaN        1.78  2.14               11.2        100           2.65   \n",
+              "1    1     NaN        2.36  2.67               18.6        101           2.80   \n",
+              "2    1     NaN        1.95  2.50               16.8        113           3.85   \n",
+              "3    1   13.24        2.59  2.87               21.0        118           2.80   \n",
+              "4    1    14.2        1.76  2.45               15.2        112           3.27   \n",
+              "5    1   14.39        1.87  2.45               14.6         96           2.50   \n",
+              "6    1   14.06        2.15  2.61               17.6        121           2.60   \n",
+              "7    1   14.83        1.64  2.17               14.0         97           2.80   \n",
+              "8    1   13.86        1.35  2.27               16.0         98           2.98   \n",
+              "9    1    14.1        2.16  2.30               18.0        105           2.95   \n",
+              "10   1   14.12        1.48  2.32               16.8         95           2.20   \n",
+              "11   1   13.75        1.73  2.41               16.0         89           2.60   \n",
+              "12   1   14.75        1.73  2.39               11.4         91           3.10   \n",
+              "13   1   14.38        1.87  2.38               12.0        102           3.30   \n",
+              "14   1   13.63        1.81  2.70               17.2        112           2.85   \n",
+              "15   1    14.3        1.92  2.72               20.0        120           2.80   \n",
+              "16   1   13.83        1.57  2.62               20.0        115           2.95   \n",
+              "17   1   14.19        1.59  2.48               16.5        108           3.30   \n",
+              "18   1   13.64        3.10  2.56               15.2        116           2.70   \n",
+              "19   1   14.06        1.63  2.28               16.0        126           3.00   \n",
+              "20   1   12.93        3.80  2.65               18.6        102           2.41   \n",
+              "21   1   13.71        1.86  2.36               16.6        101           2.61   \n",
+              "22   1   12.85        1.60  2.52               17.8         95           2.48   \n",
+              "23   1    13.5        1.81  2.61               20.0         96           2.53   \n",
+              "24   1   13.05        2.05  3.22               25.0        124           2.63   \n",
+              "25   1   13.39        1.77  2.62               16.1         93           2.85   \n",
+              "26   1    13.3        1.72  2.14               17.0         94           2.40   \n",
+              "27   1   13.87        1.90  2.80               19.4        107           2.95   \n",
+              "28   1   14.02        1.68  2.21               16.0         96           2.65   \n",
+              "29   1   13.73        1.50  2.70               22.5        101           3.00   \n",
+              "..  ..     ...         ...   ...                ...        ...            ...   \n",
+              "147  3   13.32        3.24  2.38               21.5         92           1.93   \n",
+              "148  3   13.08        3.90  2.36               21.5        113           1.41   \n",
+              "149  3    13.5        3.12  2.62               24.0        123           1.40   \n",
+              "150  3   12.79        2.67  2.48               22.0        112           1.48   \n",
+              "151  3   13.11        1.90  2.75               25.5        116           2.20   \n",
+              "152  3   13.23        3.30  2.28               18.5         98           1.80   \n",
+              "153  3   12.58        1.29  2.10               20.0        103           1.48   \n",
+              "154  3   13.17        5.19  2.32               22.0         93           1.74   \n",
+              "155  3   13.84        4.12  2.38               19.5         89           1.80   \n",
+              "156  3   12.45        3.03  2.64               27.0         97           1.90   \n",
+              "157  3   14.34        1.68  2.70               25.0         98           2.80   \n",
+              "158  3   13.48        1.67  2.64               22.5         89           2.60   \n",
+              "159  3   12.36        3.83  2.38               21.0         88           2.30   \n",
+              "160  3   13.69        3.26  2.54               20.0        107           1.83   \n",
+              "161  3   12.85        3.27  2.58               22.0        106           1.65   \n",
+              "162  3   12.96        3.45  2.35               18.5        106           1.39   \n",
+              "163  3   13.78        2.76  2.30               22.0         90           1.35   \n",
+              "164  3   13.73        4.36  2.26               22.5         88           1.28   \n",
+              "165  3   13.45        3.70  2.60               23.0        111           1.70   \n",
+              "166  3   12.82        3.37  2.30               19.5         88           1.48   \n",
+              "167  3   13.58        2.58  2.69               24.5        105           1.55   \n",
+              "168  3    13.4        4.60  2.86               25.0        112           1.98   \n",
+              "169  3    12.2        3.03  2.32               19.0         96           1.25   \n",
+              "170  3   12.77        2.39  2.28               19.5         86           1.39   \n",
+              "171  3   14.16        2.51  2.48               20.0         91           1.68   \n",
+              "172  3   13.71        5.65  2.45               20.5         95           1.68   \n",
+              "173  3    13.4        3.91  2.48               23.0        102           1.80   \n",
+              "174  3   13.27        4.28  2.26               20.0        120           1.59   \n",
+              "175  3   13.17        2.59  2.37               20.0        120           1.65   \n",
+              "176  3   14.13        4.10  2.74               24.5         96           2.05   \n",
+              "\n",
+              "     Flavanoids  Nonflavanoid phenols  Proanthocyanins  Color intensity   Hue  \\\n",
+              "0          2.76                  0.26             1.28         4.380000  1.05   \n",
+              "1          3.24                  0.30             2.81         5.680000  1.03   \n",
+              "2          3.49                  0.24             2.18         7.800000  0.86   \n",
+              "3          2.69                  0.39             1.82         4.320000  1.04   \n",
+              "4          3.39                  0.34             1.97         6.750000  1.05   \n",
+              "5          2.52                  0.30             1.98         5.250000  1.02   \n",
+              "6          2.51                  0.31             1.25         5.050000  1.06   \n",
+              "7          2.98                  0.29             1.98         5.200000  1.08   \n",
+              "8          3.15                  0.22             1.85         7.220000  1.01   \n",
+              "9          3.32                  0.22             2.38         5.750000  1.25   \n",
+              "10         2.43                  0.26             1.57         5.000000  1.17   \n",
+              "11         2.76                  0.29             1.81         5.600000  1.15   \n",
+              "12         3.69                  0.43             2.81         5.400000  1.25   \n",
+              "13         3.64                  0.29             2.96         7.500000  1.20   \n",
+              "14         2.91                  0.30             1.46         7.300000  1.28   \n",
+              "15         3.14                  0.33             1.97         6.200000  1.07   \n",
+              "16         3.40                  0.40             1.72         6.600000  1.13   \n",
+              "17         3.93                  0.32             1.86         8.700000  1.23   \n",
+              "18         3.03                  0.17             1.66         5.100000  0.96   \n",
+              "19         3.17                  0.24             2.10         5.650000  1.09   \n",
+              "20         2.41                  0.25             1.98         4.500000  1.03   \n",
+              "21         2.88                  0.27             1.69         3.800000  1.11   \n",
+              "22         2.37                  0.26             1.46         3.930000  1.09   \n",
+              "23         2.61                  0.28             1.66         3.520000  1.12   \n",
+              "24         2.68                  0.47             1.92         3.580000  1.13   \n",
+              "25         2.94                  0.34             1.45         4.800000  0.92   \n",
+              "26         2.19                  0.27             1.35         3.950000  1.02   \n",
+              "27         2.97                  0.37             1.76         4.500000  1.25   \n",
+              "28         2.33                  0.26             1.98         4.700000  1.04   \n",
+              "29         3.25                  0.29             2.38         5.700000  1.19   \n",
+              "..          ...                   ...              ...              ...   ...   \n",
+              "147        0.76                  0.45             1.25         8.420000  0.55   \n",
+              "148        1.39                  0.34             1.14         9.400000  0.57   \n",
+              "149        1.57                  0.22             1.25         8.600000  0.59   \n",
+              "150        1.36                  0.24             1.26        10.800000  0.48   \n",
+              "151        1.28                  0.26             1.56         7.100000  0.61   \n",
+              "152        0.83                  0.61             1.87        10.520000  0.56   \n",
+              "153        0.58                  0.53             1.40         7.600000  0.58   \n",
+              "154        0.63                  0.61             1.55         7.900000  0.60   \n",
+              "155        0.83                  0.48             1.56         9.010000  0.57   \n",
+              "156        0.58                  0.63             1.14         7.500000  0.67   \n",
+              "157        1.31                  0.53             2.70        13.000000  0.57   \n",
+              "158        1.10                  0.52             2.29        11.750000  0.57   \n",
+              "159        0.92                  0.50             1.04         7.650000  0.56   \n",
+              "160        0.56                  0.50             0.80         5.880000  0.96   \n",
+              "161        0.60                  0.60             0.96         5.580000  0.87   \n",
+              "162        0.70                  0.40             0.94         5.280000  0.68   \n",
+              "163        0.68                  0.41             1.03         9.580000  0.70   \n",
+              "164        0.47                  0.52             1.15         6.620000  0.78   \n",
+              "165        0.92                  0.43             1.46        10.680000  0.85   \n",
+              "166        0.66                  0.40             0.97        10.260000  0.72   \n",
+              "167        0.84                  0.39             1.54         8.660000  0.74   \n",
+              "168        0.96                  0.27             1.11         8.500000  0.67   \n",
+              "169        0.49                  0.40             0.73         5.500000  0.66   \n",
+              "170        0.51                  0.48             0.64         9.899999  0.57   \n",
+              "171        0.70                  0.44             1.24         9.700000  0.62   \n",
+              "172        0.61                  0.52             1.06         7.700000  0.64   \n",
+              "173        0.75                  0.43             1.41         7.300000  0.70   \n",
+              "174        0.69                  0.43             1.35        10.200000  0.59   \n",
+              "175        0.68                  0.53             1.46         9.300000  0.60   \n",
+              "176        0.76                  0.56             1.35         9.200000  0.61   \n",
+              "\n",
+              "     OD280/OD315 of diluted vines  Proline  \n",
+              "0                            3.40     1050  \n",
+              "1                            3.17     1185  \n",
+              "2                            3.45     1480  \n",
+              "3                            2.93      735  \n",
+              "4                            2.85     1450  \n",
+              "5                            3.58     1290  \n",
+              "6                            3.58     1295  \n",
+              "7                            2.85     1045  \n",
+              "8                            3.55     1045  \n",
+              "9                            3.17     1510  \n",
+              "10                           2.82     1280  \n",
+              "11                           2.90     1320  \n",
+              "12                           2.73     1150  \n",
+              "13                           3.00     1547  \n",
+              "14                           2.88     1310  \n",
+              "15                           2.65     1280  \n",
+              "16                           2.57     1130  \n",
+              "17                           2.82     1680  \n",
+              "18                           3.36      845  \n",
+              "19                           3.71      780  \n",
+              "20                           3.52      770  \n",
+              "21                           4.00     1035  \n",
+              "22                           3.63     1015  \n",
+              "23                           3.82      845  \n",
+              "24                           3.20      830  \n",
+              "25                           3.22     1195  \n",
+              "26                           2.77     1285  \n",
+              "27                           3.40      915  \n",
+              "28                           3.59     1035  \n",
+              "29                           2.71     1285  \n",
+              "..                            ...      ...  \n",
+              "147                          1.62      650  \n",
+              "148                          1.33      550  \n",
+              "149                          1.30      500  \n",
+              "150                          1.47      480  \n",
+              "151                          1.33      425  \n",
+              "152                          1.51      675  \n",
+              "153                          1.55      640  \n",
+              "154                          1.48      725  \n",
+              "155                          1.64      480  \n",
+              "156                          1.73      880  \n",
+              "157                          1.96      660  \n",
+              "158                          1.78      620  \n",
+              "159                          1.58      520  \n",
+              "160                          1.82      680  \n",
+              "161                          2.11      570  \n",
+              "162                          1.75      675  \n",
+              "163                          1.68      615  \n",
+              "164                          1.75      520  \n",
+              "165                          1.56      695  \n",
+              "166                          1.75      685  \n",
+              "167                          1.80      750  \n",
+              "168                          1.92      630  \n",
+              "169                          1.83      510  \n",
+              "170                          1.63      470  \n",
+              "171                          1.71      660  \n",
+              "172                          1.74      740  \n",
+              "173                          1.56      750  \n",
+              "174                          1.56      835  \n",
+              "175                          1.62      840  \n",
+              "176                          1.60      560  \n",
+              "\n",
+              "[177 rows x 14 columns]"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 68
+        }
+      ]
+    },
+    {
+      "metadata": {
+        "id": "RQMNI2UHkP3o",
+        "colab_type": "text"
+      },
+      "cell_type": "markdown",
+      "source": [
+        "#### Create an array of 10 random numbers uptill 10 and assign it to a  variable named `random`"
+      ]
+    },
+    {
+      "metadata": {
+        "id": "xunmCjaEmDwZ",
+        "colab_type": "code",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 54
+        },
+        "outputId": "f3c1b82e-09f1-4939-b059-5d214b91c974"
+      },
+      "cell_type": "code",
+      "source": [
+        "random=np.random.rand(1,10)\n",
+        "print (random)"
+      ],
+      "execution_count": 69,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": [
+            "[[0.31209177 0.89047759 0.39542803 0.31234829 0.22254795 0.63876143\n",
+            "  0.47955148 0.91185707 0.647655   0.03997572]]\n"
+          ],
+          "name": "stdout"
+        }
+      ]
+    },
+    {
+      "metadata": {
+        "id": "hELUakyXmFSu",
+        "colab_type": "text"
+      },
+      "cell_type": "markdown",
+      "source": [
+        "#### Use random numbers you generated as an index and assign NaN value to each of cell of the column alcohol"
+      ]
+    },
+    {
+      "metadata": {
+        "id": "zMgaNnNHmP01",
+        "colab_type": "code",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 2009
+        },
+        "outputId": "eaef66be-c579-4b1d-9e19-eb423d115e65"
+      },
+      "cell_type": "code",
+      "source": [
+        "new_index = np.random.permutation(wine_df.index)\n",
+        "wine_df = wine_df.reindex(index = new_index)\n",
+        "wine_df.iloc[:,1]='NaN'\n",
+        "wine_df.reindex(index=new_index)\n",
+        "wine_df\n"
+      ],
+      "execution_count": 70,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/html": [
+              "<div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>1</th>\n",
+              "      <th>Alcohol</th>\n",
+              "      <th>Malic acid</th>\n",
+              "      <th>Ash</th>\n",
+              "      <th>Alkalinity 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 vines</th>\n",
+              "      <th>Proline</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>102</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.72</td>\n",
+              "      <td>1.88</td>\n",
+              "      <td>19.5</td>\n",
+              "      <td>86</td>\n",
+              "      <td>2.50</td>\n",
+              "      <td>1.64</td>\n",
+              "      <td>0.37</td>\n",
+              "      <td>1.42</td>\n",
+              "      <td>2.06</td>\n",
+              "      <td>0.940</td>\n",
+              "      <td>2.44</td>\n",
+              "      <td>415</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>85</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.61</td>\n",
+              "      <td>2.31</td>\n",
+              "      <td>22.8</td>\n",
+              "      <td>90</td>\n",
+              "      <td>1.78</td>\n",
+              "      <td>1.69</td>\n",
+              "      <td>0.43</td>\n",
+              "      <td>1.56</td>\n",
+              "      <td>2.45</td>\n",
+              "      <td>1.330</td>\n",
+              "      <td>2.26</td>\n",
+              "      <td>495</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>160</th>\n",
+              "      <td>3</td>\n",
+              "      <td>NaN</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>5.88</td>\n",
+              "      <td>0.960</td>\n",
+              "      <td>1.82</td>\n",
+              "      <td>680</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>38</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</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>5.10</td>\n",
+              "      <td>0.890</td>\n",
+              "      <td>3.53</td>\n",
+              "      <td>760</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>41</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.89</td>\n",
+              "      <td>2.59</td>\n",
+              "      <td>15.0</td>\n",
+              "      <td>101</td>\n",
+              "      <td>3.25</td>\n",
+              "      <td>3.56</td>\n",
+              "      <td>0.17</td>\n",
+              "      <td>1.70</td>\n",
+              "      <td>5.43</td>\n",
+              "      <td>0.880</td>\n",
+              "      <td>3.56</td>\n",
+              "      <td>1095</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>33</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.80</td>\n",
+              "      <td>2.65</td>\n",
+              "      <td>19.0</td>\n",
+              "      <td>110</td>\n",
+              "      <td>2.35</td>\n",
+              "      <td>2.53</td>\n",
+              "      <td>0.29</td>\n",
+              "      <td>1.54</td>\n",
+              "      <td>4.20</td>\n",
+              "      <td>1.100</td>\n",
+              "      <td>2.87</td>\n",
+              "      <td>1095</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>69</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.61</td>\n",
+              "      <td>2.21</td>\n",
+              "      <td>20.4</td>\n",
+              "      <td>103</td>\n",
+              "      <td>1.10</td>\n",
+              "      <td>1.02</td>\n",
+              "      <td>0.37</td>\n",
+              "      <td>1.46</td>\n",
+              "      <td>3.05</td>\n",
+              "      <td>0.906</td>\n",
+              "      <td>1.82</td>\n",
+              "      <td>870</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>40</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</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>4.28</td>\n",
+              "      <td>0.910</td>\n",
+              "      <td>3.00</td>\n",
+              "      <td>1035</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>94</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.52</td>\n",
+              "      <td>2.20</td>\n",
+              "      <td>19.0</td>\n",
+              "      <td>162</td>\n",
+              "      <td>2.50</td>\n",
+              "      <td>2.27</td>\n",
+              "      <td>0.32</td>\n",
+              "      <td>3.28</td>\n",
+              "      <td>2.60</td>\n",
+              "      <td>1.160</td>\n",
+              "      <td>2.63</td>\n",
+              "      <td>937</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>79</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>0.92</td>\n",
+              "      <td>2.00</td>\n",
+              "      <td>19.0</td>\n",
+              "      <td>86</td>\n",
+              "      <td>2.42</td>\n",
+              "      <td>2.26</td>\n",
+              "      <td>0.30</td>\n",
+              "      <td>1.43</td>\n",
+              "      <td>2.50</td>\n",
+              "      <td>1.380</td>\n",
+              "      <td>3.12</td>\n",
+              "      <td>278</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>117</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>3.43</td>\n",
+              "      <td>1.98</td>\n",
+              "      <td>16.0</td>\n",
+              "      <td>80</td>\n",
+              "      <td>1.63</td>\n",
+              "      <td>1.25</td>\n",
+              "      <td>0.43</td>\n",
+              "      <td>0.83</td>\n",
+              "      <td>3.40</td>\n",
+              "      <td>0.700</td>\n",
+              "      <td>2.12</td>\n",
+              "      <td>372</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>55</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.70</td>\n",
+              "      <td>2.30</td>\n",
+              "      <td>16.3</td>\n",
+              "      <td>118</td>\n",
+              "      <td>3.20</td>\n",
+              "      <td>3.00</td>\n",
+              "      <td>0.26</td>\n",
+              "      <td>2.03</td>\n",
+              "      <td>6.38</td>\n",
+              "      <td>0.940</td>\n",
+              "      <td>3.31</td>\n",
+              "      <td>970</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>14</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</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>7.30</td>\n",
+              "      <td>1.280</td>\n",
+              "      <td>2.88</td>\n",
+              "      <td>1310</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>106</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.75</td>\n",
+              "      <td>2.28</td>\n",
+              "      <td>22.5</td>\n",
+              "      <td>84</td>\n",
+              "      <td>1.38</td>\n",
+              "      <td>1.76</td>\n",
+              "      <td>0.48</td>\n",
+              "      <td>1.63</td>\n",
+              "      <td>3.30</td>\n",
+              "      <td>0.880</td>\n",
+              "      <td>2.42</td>\n",
+              "      <td>488</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>173</th>\n",
+              "      <td>3</td>\n",
+              "      <td>NaN</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>7.30</td>\n",
+              "      <td>0.700</td>\n",
+              "      <td>1.56</td>\n",
+              "      <td>750</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>31</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.83</td>\n",
+              "      <td>2.36</td>\n",
+              "      <td>17.2</td>\n",
+              "      <td>104</td>\n",
+              "      <td>2.42</td>\n",
+              "      <td>2.69</td>\n",
+              "      <td>0.42</td>\n",
+              "      <td>1.97</td>\n",
+              "      <td>3.84</td>\n",
+              "      <td>1.230</td>\n",
+              "      <td>2.87</td>\n",
+              "      <td>990</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>54</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</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>6.25</td>\n",
+              "      <td>0.980</td>\n",
+              "      <td>3.03</td>\n",
+              "      <td>1120</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>97</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.07</td>\n",
+              "      <td>2.10</td>\n",
+              "      <td>18.5</td>\n",
+              "      <td>88</td>\n",
+              "      <td>3.52</td>\n",
+              "      <td>3.75</td>\n",
+              "      <td>0.24</td>\n",
+              "      <td>1.95</td>\n",
+              "      <td>4.50</td>\n",
+              "      <td>1.040</td>\n",
+              "      <td>2.77</td>\n",
+              "      <td>660</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>168</th>\n",
+              "      <td>3</td>\n",
+              "      <td>NaN</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>8.50</td>\n",
+              "      <td>0.670</td>\n",
+              "      <td>1.92</td>\n",
+              "      <td>630</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>56</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</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>6.00</td>\n",
+              "      <td>1.070</td>\n",
+              "      <td>2.84</td>\n",
+              "      <td>1270</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>23</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</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>3.52</td>\n",
+              "      <td>1.120</td>\n",
+              "      <td>3.82</td>\n",
+              "      <td>845</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>129</th>\n",
+              "      <td>3</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.35</td>\n",
+              "      <td>2.32</td>\n",
+              "      <td>18.0</td>\n",
+              "      <td>122</td>\n",
+              "      <td>1.51</td>\n",
+              "      <td>1.25</td>\n",
+              "      <td>0.21</td>\n",
+              "      <td>0.94</td>\n",
+              "      <td>4.10</td>\n",
+              "      <td>0.760</td>\n",
+              "      <td>1.29</td>\n",
+              "      <td>630</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>121</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>4.43</td>\n",
+              "      <td>2.73</td>\n",
+              "      <td>26.5</td>\n",
+              "      <td>102</td>\n",
+              "      <td>2.20</td>\n",
+              "      <td>2.13</td>\n",
+              "      <td>0.43</td>\n",
+              "      <td>1.71</td>\n",
+              "      <td>2.08</td>\n",
+              "      <td>0.920</td>\n",
+              "      <td>3.12</td>\n",
+              "      <td>365</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>114</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.51</td>\n",
+              "      <td>2.20</td>\n",
+              "      <td>21.5</td>\n",
+              "      <td>85</td>\n",
+              "      <td>2.46</td>\n",
+              "      <td>2.17</td>\n",
+              "      <td>0.52</td>\n",
+              "      <td>2.01</td>\n",
+              "      <td>1.90</td>\n",
+              "      <td>1.710</td>\n",
+              "      <td>2.87</td>\n",
+              "      <td>407</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>138</th>\n",
+              "      <td>3</td>\n",
+              "      <td>NaN</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>4.92</td>\n",
+              "      <td>0.890</td>\n",
+              "      <td>2.15</td>\n",
+              "      <td>590</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>174</th>\n",
+              "      <td>3</td>\n",
+              "      <td>NaN</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>10.20</td>\n",
+              "      <td>0.590</td>\n",
+              "      <td>1.56</td>\n",
+              "      <td>835</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>19</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</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>5.65</td>\n",
+              "      <td>1.090</td>\n",
+              "      <td>3.71</td>\n",
+              "      <td>780</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>142</th>\n",
+              "      <td>3</td>\n",
+              "      <td>NaN</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>4.40</td>\n",
+              "      <td>0.910</td>\n",
+              "      <td>2.05</td>\n",
+              "      <td>550</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>39</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.71</td>\n",
+              "      <td>2.31</td>\n",
+              "      <td>16.2</td>\n",
+              "      <td>117</td>\n",
+              "      <td>3.15</td>\n",
+              "      <td>3.29</td>\n",
+              "      <td>0.34</td>\n",
+              "      <td>2.34</td>\n",
+              "      <td>6.13</td>\n",
+              "      <td>0.950</td>\n",
+              "      <td>3.38</td>\n",
+              "      <td>795</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>63</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.45</td>\n",
+              "      <td>2.53</td>\n",
+              "      <td>19.0</td>\n",
+              "      <td>104</td>\n",
+              "      <td>1.89</td>\n",
+              "      <td>1.75</td>\n",
+              "      <td>0.45</td>\n",
+              "      <td>1.03</td>\n",
+              "      <td>2.95</td>\n",
+              "      <td>1.450</td>\n",
+              "      <td>2.23</td>\n",
+              "      <td>355</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>75</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>0.90</td>\n",
+              "      <td>1.71</td>\n",
+              "      <td>16.0</td>\n",
+              "      <td>86</td>\n",
+              "      <td>1.95</td>\n",
+              "      <td>2.03</td>\n",
+              "      <td>0.24</td>\n",
+              "      <td>1.46</td>\n",
+              "      <td>4.60</td>\n",
+              "      <td>1.190</td>\n",
+              "      <td>2.48</td>\n",
+              "      <td>392</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>57</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.43</td>\n",
+              "      <td>2.50</td>\n",
+              "      <td>16.7</td>\n",
+              "      <td>108</td>\n",
+              "      <td>3.40</td>\n",
+              "      <td>3.67</td>\n",
+              "      <td>0.19</td>\n",
+              "      <td>2.04</td>\n",
+              "      <td>6.80</td>\n",
+              "      <td>0.890</td>\n",
+              "      <td>2.87</td>\n",
+              "      <td>1285</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>148</th>\n",
+              "      <td>3</td>\n",
+              "      <td>NaN</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>9.40</td>\n",
+              "      <td>0.570</td>\n",
+              "      <td>1.33</td>\n",
+              "      <td>550</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>83</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>0.89</td>\n",
+              "      <td>2.58</td>\n",
+              "      <td>18.0</td>\n",
+              "      <td>94</td>\n",
+              "      <td>2.20</td>\n",
+              "      <td>2.21</td>\n",
+              "      <td>0.22</td>\n",
+              "      <td>2.35</td>\n",
+              "      <td>3.05</td>\n",
+              "      <td>0.790</td>\n",
+              "      <td>3.08</td>\n",
+              "      <td>520</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>22</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</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>3.93</td>\n",
+              "      <td>1.090</td>\n",
+              "      <td>3.63</td>\n",
+              "      <td>1015</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>12</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</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>5.40</td>\n",
+              "      <td>1.250</td>\n",
+              "      <td>2.73</td>\n",
+              "      <td>1150</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>42</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</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>4.36</td>\n",
+              "      <td>0.820</td>\n",
+              "      <td>3.00</td>\n",
+              "      <td>680</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>143</th>\n",
+              "      <td>3</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>3.88</td>\n",
+              "      <td>2.20</td>\n",
+              "      <td>18.5</td>\n",
+              "      <td>112</td>\n",
+              "      <td>1.38</td>\n",
+              "      <td>0.78</td>\n",
+              "      <td>0.29</td>\n",
+              "      <td>1.14</td>\n",
+              "      <td>8.21</td>\n",
+              "      <td>0.650</td>\n",
+              "      <td>2.00</td>\n",
+              "      <td>855</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>104</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>2.55</td>\n",
+              "      <td>2.27</td>\n",
+              "      <td>22.0</td>\n",
+              "      <td>90</td>\n",
+              "      <td>1.68</td>\n",
+              "      <td>1.84</td>\n",
+              "      <td>0.66</td>\n",
+              "      <td>1.42</td>\n",
+              "      <td>2.70</td>\n",
+              "      <td>0.860</td>\n",
+              "      <td>3.30</td>\n",
+              "      <td>315</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>84</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>0.98</td>\n",
+              "      <td>2.24</td>\n",
+              "      <td>18.0</td>\n",
+              "      <td>99</td>\n",
+              "      <td>2.20</td>\n",
+              "      <td>1.94</td>\n",
+              "      <td>0.30</td>\n",
+              "      <td>1.46</td>\n",
+              "      <td>2.62</td>\n",
+              "      <td>1.230</td>\n",
+              "      <td>3.16</td>\n",
+              "      <td>450</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>126</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</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>3.00</td>\n",
+              "      <td>0.970</td>\n",
+              "      <td>2.44</td>\n",
+              "      <td>466</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>124</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</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>2.76</td>\n",
+              "      <td>0.860</td>\n",
+              "      <td>3.28</td>\n",
+              "      <td>378</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>119</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>2.40</td>\n",
+              "      <td>2.42</td>\n",
+              "      <td>20.0</td>\n",
+              "      <td>96</td>\n",
+              "      <td>2.90</td>\n",
+              "      <td>2.79</td>\n",
+              "      <td>0.32</td>\n",
+              "      <td>1.83</td>\n",
+              "      <td>3.25</td>\n",
+              "      <td>0.800</td>\n",
+              "      <td>3.39</td>\n",
+              "      <td>625</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>137</th>\n",
+              "      <td>3</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>3.59</td>\n",
+              "      <td>2.19</td>\n",
+              "      <td>19.5</td>\n",
+              "      <td>88</td>\n",
+              "      <td>1.62</td>\n",
+              "      <td>0.48</td>\n",
+              "      <td>0.58</td>\n",
+              "      <td>0.88</td>\n",
+              "      <td>5.70</td>\n",
+              "      <td>0.810</td>\n",
+              "      <td>1.82</td>\n",
+              "      <td>580</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>111</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>2.68</td>\n",
+              "      <td>2.92</td>\n",
+              "      <td>20.0</td>\n",
+              "      <td>103</td>\n",
+              "      <td>1.75</td>\n",
+              "      <td>2.03</td>\n",
+              "      <td>0.60</td>\n",
+              "      <td>1.05</td>\n",
+              "      <td>3.80</td>\n",
+              "      <td>1.230</td>\n",
+              "      <td>2.50</td>\n",
+              "      <td>607</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>150</th>\n",
+              "      <td>3</td>\n",
+              "      <td>NaN</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>10.80</td>\n",
+              "      <td>0.480</td>\n",
+              "      <td>1.47</td>\n",
+              "      <td>480</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>70</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.51</td>\n",
+              "      <td>2.67</td>\n",
+              "      <td>25.0</td>\n",
+              "      <td>86</td>\n",
+              "      <td>2.95</td>\n",
+              "      <td>2.86</td>\n",
+              "      <td>0.21</td>\n",
+              "      <td>1.87</td>\n",
+              "      <td>3.38</td>\n",
+              "      <td>1.360</td>\n",
+              "      <td>3.16</td>\n",
+              "      <td>410</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>176</th>\n",
+              "      <td>3</td>\n",
+              "      <td>NaN</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>9.20</td>\n",
+              "      <td>0.610</td>\n",
+              "      <td>1.60</td>\n",
+              "      <td>560</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>45</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>3.59</td>\n",
+              "      <td>2.28</td>\n",
+              "      <td>16.0</td>\n",
+              "      <td>102</td>\n",
+              "      <td>3.25</td>\n",
+              "      <td>3.17</td>\n",
+              "      <td>0.27</td>\n",
+              "      <td>2.19</td>\n",
+              "      <td>4.90</td>\n",
+              "      <td>1.040</td>\n",
+              "      <td>3.44</td>\n",
+              "      <td>1065</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>122</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</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>2.60</td>\n",
+              "      <td>0.730</td>\n",
+              "      <td>3.10</td>\n",
+              "      <td>380</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>90</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.51</td>\n",
+              "      <td>2.42</td>\n",
+              "      <td>22.0</td>\n",
+              "      <td>86</td>\n",
+              "      <td>1.45</td>\n",
+              "      <td>1.25</td>\n",
+              "      <td>0.50</td>\n",
+              "      <td>1.63</td>\n",
+              "      <td>3.60</td>\n",
+              "      <td>1.050</td>\n",
+              "      <td>2.65</td>\n",
+              "      <td>450</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>15</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</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>6.20</td>\n",
+              "      <td>1.070</td>\n",
+              "      <td>2.65</td>\n",
+              "      <td>1280</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>68</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.19</td>\n",
+              "      <td>1.75</td>\n",
+              "      <td>16.8</td>\n",
+              "      <td>151</td>\n",
+              "      <td>1.85</td>\n",
+              "      <td>1.28</td>\n",
+              "      <td>0.14</td>\n",
+              "      <td>2.50</td>\n",
+              "      <td>2.85</td>\n",
+              "      <td>1.280</td>\n",
+              "      <td>3.07</td>\n",
+              "      <td>718</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>144</th>\n",
+              "      <td>3</td>\n",
+              "      <td>NaN</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>4.00</td>\n",
+              "      <td>0.600</td>\n",
+              "      <td>1.68</td>\n",
+              "      <td>830</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>145</th>\n",
+              "      <td>3</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>5.04</td>\n",
+              "      <td>2.23</td>\n",
+              "      <td>20.0</td>\n",
+              "      <td>80</td>\n",
+              "      <td>0.98</td>\n",
+              "      <td>0.34</td>\n",
+              "      <td>0.40</td>\n",
+              "      <td>0.68</td>\n",
+              "      <td>4.90</td>\n",
+              "      <td>0.580</td>\n",
+              "      <td>1.33</td>\n",
+              "      <td>415</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>87</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>2.06</td>\n",
+              "      <td>2.46</td>\n",
+              "      <td>21.6</td>\n",
+              "      <td>84</td>\n",
+              "      <td>1.95</td>\n",
+              "      <td>1.69</td>\n",
+              "      <td>0.48</td>\n",
+              "      <td>1.35</td>\n",
+              "      <td>2.80</td>\n",
+              "      <td>1.000</td>\n",
+              "      <td>2.75</td>\n",
+              "      <td>680</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>51</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.75</td>\n",
+              "      <td>2.42</td>\n",
+              "      <td>14.0</td>\n",
+              "      <td>111</td>\n",
+              "      <td>3.88</td>\n",
+              "      <td>3.74</td>\n",
+              "      <td>0.32</td>\n",
+              "      <td>1.87</td>\n",
+              "      <td>7.05</td>\n",
+              "      <td>1.010</td>\n",
+              "      <td>3.26</td>\n",
+              "      <td>1190</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</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>1.050</td>\n",
+              "      <td>2.85</td>\n",
+              "      <td>1450</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>78</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>3.87</td>\n",
+              "      <td>2.40</td>\n",
+              "      <td>23.0</td>\n",
+              "      <td>101</td>\n",
+              "      <td>2.83</td>\n",
+              "      <td>2.55</td>\n",
+              "      <td>0.43</td>\n",
+              "      <td>1.95</td>\n",
+              "      <td>2.57</td>\n",
+              "      <td>1.190</td>\n",
+              "      <td>3.13</td>\n",
+              "      <td>463</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>89</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.83</td>\n",
+              "      <td>2.32</td>\n",
+              "      <td>18.5</td>\n",
+              "      <td>81</td>\n",
+              "      <td>1.60</td>\n",
+              "      <td>1.50</td>\n",
+              "      <td>0.52</td>\n",
+              "      <td>1.64</td>\n",
+              "      <td>2.40</td>\n",
+              "      <td>1.080</td>\n",
+              "      <td>2.27</td>\n",
+              "      <td>480</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "<p>177 rows × 14 columns</p>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "     1 Alcohol  Malic acid   Ash  Alkalinity of ash  Magnesium  Total phenols  \\\n",
+              "102  2     NaN        1.72  1.88               19.5         86           2.50   \n",
+              "85   2     NaN        1.61  2.31               22.8         90           1.78   \n",
+              "160  3     NaN        3.26  2.54               20.0        107           1.83   \n",
+              "38   1     NaN        3.99  2.51               13.2        128           3.00   \n",
+              "41   1     NaN        1.89  2.59               15.0        101           3.25   \n",
+              "33   1     NaN        1.80  2.65               19.0        110           2.35   \n",
+              "69   2     NaN        1.61  2.21               20.4        103           1.10   \n",
+              "40   1     NaN        3.84  2.12               18.8         90           2.45   \n",
+              "94   2     NaN        1.52  2.20               19.0        162           2.50   \n",
+              "79   2     NaN        0.92  2.00               19.0         86           2.42   \n",
+              "117  2     NaN        3.43  1.98               16.0         80           1.63   \n",
+              "55   1     NaN        1.70  2.30               16.3        118           3.20   \n",
+              "14   1     NaN        1.81  2.70               17.2        112           2.85   \n",
+              "106  2     NaN        1.75  2.28               22.5         84           1.38   \n",
+              "173  3     NaN        3.91  2.48               23.0        102           1.80   \n",
+              "31   1     NaN        1.83  2.36               17.2        104           2.42   \n",
+              "54   1     NaN        1.73  2.46               20.5        116           2.96   \n",
+              "97   2     NaN        1.07  2.10               18.5         88           3.52   \n",
+              "168  3     NaN        4.60  2.86               25.0        112           1.98   \n",
+              "56   1     NaN        1.97  2.68               16.8        102           3.00   \n",
+              "23   1     NaN        1.81  2.61               20.0         96           2.53   \n",
+              "129  3     NaN        1.35  2.32               18.0        122           1.51   \n",
+              "121  2     NaN        4.43  2.73               26.5        102           2.20   \n",
+              "114  2     NaN        1.51  2.20               21.5         85           2.46   \n",
+              "138  3     NaN        2.96  2.61               24.0        101           2.32   \n",
+              "174  3     NaN        4.28  2.26               20.0        120           1.59   \n",
+              "19   1     NaN        1.63  2.28               16.0        126           3.00   \n",
+              "142  3     NaN        4.95  2.35               20.0         92           2.00   \n",
+              "39   1     NaN        1.71  2.31               16.2        117           3.15   \n",
+              "63   2     NaN        1.45  2.53               19.0        104           1.89   \n",
+              "..  ..     ...         ...   ...                ...        ...            ...   \n",
+              "75   2     NaN        0.90  1.71               16.0         86           1.95   \n",
+              "57   1     NaN        1.43  2.50               16.7        108           3.40   \n",
+              "148  3     NaN        3.90  2.36               21.5        113           1.41   \n",
+              "83   2     NaN        0.89  2.58               18.0         94           2.20   \n",
+              "22   1     NaN        1.60  2.52               17.8         95           2.48   \n",
+              "12   1     NaN        1.73  2.39               11.4         91           3.10   \n",
+              "42   1     NaN        3.98  2.29               17.5        103           2.64   \n",
+              "143  3     NaN        3.88  2.20               18.5        112           1.38   \n",
+              "104  2     NaN        2.55  2.27               22.0         90           1.68   \n",
+              "84   2     NaN        0.98  2.24               18.0         99           2.20   \n",
+              "126  2     NaN        2.13  2.78               28.5         92           2.13   \n",
+              "124  2     NaN        2.16  2.17               21.0         85           2.60   \n",
+              "119  2     NaN        2.40  2.42               20.0         96           2.90   \n",
+              "137  3     NaN        3.59  2.19               19.5         88           1.62   \n",
+              "111  2     NaN        2.68  2.92               20.0        103           1.75   \n",
+              "150  3     NaN        2.67  2.48               22.0        112           1.48   \n",
+              "70   2     NaN        1.51  2.67               25.0         86           2.95   \n",
+              "176  3     NaN        4.10  2.74               24.5         96           2.05   \n",
+              "45   1     NaN        3.59  2.28               16.0        102           3.25   \n",
+              "122  2     NaN        5.80  2.13               21.5         86           2.62   \n",
+              "90   2     NaN        1.51  2.42               22.0         86           1.45   \n",
+              "15   1     NaN        1.92  2.72               20.0        120           2.80   \n",
+              "68   2     NaN        1.19  1.75               16.8        151           1.85   \n",
+              "144  3     NaN        3.57  2.15               21.0        102           1.50   \n",
+              "145  3     NaN        5.04  2.23               20.0         80           0.98   \n",
+              "87   2     NaN        2.06  2.46               21.6         84           1.95   \n",
+              "51   1     NaN        1.75  2.42               14.0        111           3.88   \n",
+              "4    1     NaN        1.76  2.45               15.2        112           3.27   \n",
+              "78   2     NaN        3.87  2.40               23.0        101           2.83   \n",
+              "89   2     NaN        1.83  2.32               18.5         81           1.60   \n",
+              "\n",
+              "     Flavanoids  Nonflavanoid phenols  Proanthocyanins  Color intensity  \\\n",
+              "102        1.64                  0.37             1.42             2.06   \n",
+              "85         1.69                  0.43             1.56             2.45   \n",
+              "160        0.56                  0.50             0.80             5.88   \n",
+              "38         3.04                  0.20             2.08             5.10   \n",
+              "41         3.56                  0.17             1.70             5.43   \n",
+              "33         2.53                  0.29             1.54             4.20   \n",
+              "69         1.02                  0.37             1.46             3.05   \n",
+              "40         2.68                  0.27             1.48             4.28   \n",
+              "94         2.27                  0.32             3.28             2.60   \n",
+              "79         2.26                  0.30             1.43             2.50   \n",
+              "117        1.25                  0.43             0.83             3.40   \n",
+              "55         3.00                  0.26             2.03             6.38   \n",
+              "14         2.91                  0.30             1.46             7.30   \n",
+              "106        1.76                  0.48             1.63             3.30   \n",
+              "173        0.75                  0.43             1.41             7.30   \n",
+              "31         2.69                  0.42             1.97             3.84   \n",
+              "54         2.78                  0.20             2.45             6.25   \n",
+              "97         3.75                  0.24             1.95             4.50   \n",
+              "168        0.96                  0.27             1.11             8.50   \n",
+              "56         3.23                  0.31             1.66             6.00   \n",
+              "23         2.61                  0.28             1.66             3.52   \n",
+              "129        1.25                  0.21             0.94             4.10   \n",
+              "121        2.13                  0.43             1.71             2.08   \n",
+              "114        2.17                  0.52             2.01             1.90   \n",
+              "138        0.60                  0.53             0.81             4.92   \n",
+              "174        0.69                  0.43             1.35            10.20   \n",
+              "19         3.17                  0.24             2.10             5.65   \n",
+              "142        0.80                  0.47             1.02             4.40   \n",
+              "39         3.29                  0.34             2.34             6.13   \n",
+              "63         1.75                  0.45             1.03             2.95   \n",
+              "..          ...                   ...              ...              ...   \n",
+              "75         2.03                  0.24             1.46             4.60   \n",
+              "57         3.67                  0.19             2.04             6.80   \n",
+              "148        1.39                  0.34             1.14             9.40   \n",
+              "83         2.21                  0.22             2.35             3.05   \n",
+              "22         2.37                  0.26             1.46             3.93   \n",
+              "12         3.69                  0.43             2.81             5.40   \n",
+              "42         2.63                  0.32             1.66             4.36   \n",
+              "143        0.78                  0.29             1.14             8.21   \n",
+              "104        1.84                  0.66             1.42             2.70   \n",
+              "84         1.94                  0.30             1.46             2.62   \n",
+              "126        2.24                  0.58             1.76             3.00   \n",
+              "124        2.65                  0.37             1.35             2.76   \n",
+              "119        2.79                  0.32             1.83             3.25   \n",
+              "137        0.48                  0.58             0.88             5.70   \n",
+              "111        2.03                  0.60             1.05             3.80   \n",
+              "150        1.36                  0.24             1.26            10.80   \n",
+              "70         2.86                  0.21             1.87             3.38   \n",
+              "176        0.76                  0.56             1.35             9.20   \n",
+              "45         3.17                  0.27             2.19             4.90   \n",
+              "122        2.65                  0.30             2.01             2.60   \n",
+              "90         1.25                  0.50             1.63             3.60   \n",
+              "15         3.14                  0.33             1.97             6.20   \n",
+              "68         1.28                  0.14             2.50             2.85   \n",
+              "144        0.55                  0.43             1.30             4.00   \n",
+              "145        0.34                  0.40             0.68             4.90   \n",
+              "87         1.69                  0.48             1.35             2.80   \n",
+              "51         3.74                  0.32             1.87             7.05   \n",
+              "4          3.39                  0.34             1.97             6.75   \n",
+              "78         2.55                  0.43             1.95             2.57   \n",
+              "89         1.50                  0.52             1.64             2.40   \n",
+              "\n",
+              "       Hue  OD280/OD315 of diluted vines  Proline  \n",
+              "102  0.940                          2.44      415  \n",
+              "85   1.330                          2.26      495  \n",
+              "160  0.960                          1.82      680  \n",
+              "38   0.890                          3.53      760  \n",
+              "41   0.880                          3.56     1095  \n",
+              "33   1.100                          2.87     1095  \n",
+              "69   0.906                          1.82      870  \n",
+              "40   0.910                          3.00     1035  \n",
+              "94   1.160                          2.63      937  \n",
+              "79   1.380                          3.12      278  \n",
+              "117  0.700                          2.12      372  \n",
+              "55   0.940                          3.31      970  \n",
+              "14   1.280                          2.88     1310  \n",
+              "106  0.880                          2.42      488  \n",
+              "173  0.700                          1.56      750  \n",
+              "31   1.230                          2.87      990  \n",
+              "54   0.980                          3.03     1120  \n",
+              "97   1.040                          2.77      660  \n",
+              "168  0.670                          1.92      630  \n",
+              "56   1.070                          2.84     1270  \n",
+              "23   1.120                          3.82      845  \n",
+              "129  0.760                          1.29      630  \n",
+              "121  0.920                          3.12      365  \n",
+              "114  1.710                          2.87      407  \n",
+              "138  0.890                          2.15      590  \n",
+              "174  0.590                          1.56      835  \n",
+              "19   1.090                          3.71      780  \n",
+              "142  0.910                          2.05      550  \n",
+              "39   0.950                          3.38      795  \n",
+              "63   1.450                          2.23      355  \n",
+              "..     ...                           ...      ...  \n",
+              "75   1.190                          2.48      392  \n",
+              "57   0.890                          2.87     1285  \n",
+              "148  0.570                          1.33      550  \n",
+              "83   0.790                          3.08      520  \n",
+              "22   1.090                          3.63     1015  \n",
+              "12   1.250                          2.73     1150  \n",
+              "42   0.820                          3.00      680  \n",
+              "143  0.650                          2.00      855  \n",
+              "104  0.860                          3.30      315  \n",
+              "84   1.230                          3.16      450  \n",
+              "126  0.970                          2.44      466  \n",
+              "124  0.860                          3.28      378  \n",
+              "119  0.800                          3.39      625  \n",
+              "137  0.810                          1.82      580  \n",
+              "111  1.230                          2.50      607  \n",
+              "150  0.480                          1.47      480  \n",
+              "70   1.360                          3.16      410  \n",
+              "176  0.610                          1.60      560  \n",
+              "45   1.040                          3.44     1065  \n",
+              "122  0.730                          3.10      380  \n",
+              "90   1.050                          2.65      450  \n",
+              "15   1.070                          2.65     1280  \n",
+              "68   1.280                          3.07      718  \n",
+              "144  0.600                          1.68      830  \n",
+              "145  0.580                          1.33      415  \n",
+              "87   1.000                          2.75      680  \n",
+              "51   1.010                          3.26     1190  \n",
+              "4    1.050                          2.85     1450  \n",
+              "78   1.190                          3.13      463  \n",
+              "89   1.080                          2.27      480  \n",
+              "\n",
+              "[177 rows x 14 columns]"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 70
+        }
+      ]
+    },
+    {
+      "metadata": {
+        "id": "PHyK_vRsmRwV",
+        "colab_type": "text"
+      },
+      "cell_type": "markdown",
+      "source": [
+        "####  How many missing values do we have? \n",
+        "\n",
+        "Hint: you can use isnull() and sum()"
+      ]
+    },
+    {
+      "metadata": {
+        "id": "EnOYhmEqmfKp",
+        "colab_type": "code",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 293
+        },
+        "outputId": "87f8238e-9a8f-4cc8-f2dc-7d7d2c1a0b04"
+      },
+      "cell_type": "code",
+      "source": [
+        "wine_df.isna().sum()"
+      ],
+      "execution_count": 71,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "1                               0\n",
+              "Alcohol                         0\n",
+              "Malic acid                      0\n",
+              "Ash                             0\n",
+              "Alkalinity of ash               0\n",
+              "Magnesium                       0\n",
+              "Total phenols                   0\n",
+              "Flavanoids                      0\n",
+              "Nonflavanoid phenols            0\n",
+              "Proanthocyanins                 0\n",
+              "Color intensity                 0\n",
+              "Hue                             0\n",
+              "OD280/OD315 of diluted vines    0\n",
+              "Proline                         0\n",
+              "dtype: int64"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 71
+        }
+      ]
+    },
+    {
+      "metadata": {
+        "id": "-Fd4WBklmf1_",
+        "colab_type": "text"
+      },
+      "cell_type": "markdown",
+      "source": [
+        "#### Delete the rows that contain missing values "
+      ]
+    },
+    {
+      "metadata": {
+        "id": "As7IC6Ktms8-",
+        "colab_type": "code",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 2009
+        },
+        "outputId": "34f8d203-eb11-4fd8-db6c-d036b2b29c28"
+      },
+      "cell_type": "code",
+      "source": [
+        "wine_df.dropna(inplace=True)\n",
+        "wine_df"
+      ],
+      "execution_count": 74,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/html": [
+              "<div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>1</th>\n",
+              "      <th>Alcohol</th>\n",
+              "      <th>Malic acid</th>\n",
+              "      <th>Ash</th>\n",
+              "      <th>Alkalinity 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 vines</th>\n",
+              "      <th>Proline</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>102</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.72</td>\n",
+              "      <td>1.88</td>\n",
+              "      <td>19.5</td>\n",
+              "      <td>86</td>\n",
+              "      <td>2.50</td>\n",
+              "      <td>1.64</td>\n",
+              "      <td>0.37</td>\n",
+              "      <td>1.42</td>\n",
+              "      <td>2.06</td>\n",
+              "      <td>0.940</td>\n",
+              "      <td>2.44</td>\n",
+              "      <td>415</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>85</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.61</td>\n",
+              "      <td>2.31</td>\n",
+              "      <td>22.8</td>\n",
+              "      <td>90</td>\n",
+              "      <td>1.78</td>\n",
+              "      <td>1.69</td>\n",
+              "      <td>0.43</td>\n",
+              "      <td>1.56</td>\n",
+              "      <td>2.45</td>\n",
+              "      <td>1.330</td>\n",
+              "      <td>2.26</td>\n",
+              "      <td>495</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>160</th>\n",
+              "      <td>3</td>\n",
+              "      <td>NaN</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>5.88</td>\n",
+              "      <td>0.960</td>\n",
+              "      <td>1.82</td>\n",
+              "      <td>680</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>38</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</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>5.10</td>\n",
+              "      <td>0.890</td>\n",
+              "      <td>3.53</td>\n",
+              "      <td>760</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>41</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.89</td>\n",
+              "      <td>2.59</td>\n",
+              "      <td>15.0</td>\n",
+              "      <td>101</td>\n",
+              "      <td>3.25</td>\n",
+              "      <td>3.56</td>\n",
+              "      <td>0.17</td>\n",
+              "      <td>1.70</td>\n",
+              "      <td>5.43</td>\n",
+              "      <td>0.880</td>\n",
+              "      <td>3.56</td>\n",
+              "      <td>1095</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>33</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.80</td>\n",
+              "      <td>2.65</td>\n",
+              "      <td>19.0</td>\n",
+              "      <td>110</td>\n",
+              "      <td>2.35</td>\n",
+              "      <td>2.53</td>\n",
+              "      <td>0.29</td>\n",
+              "      <td>1.54</td>\n",
+              "      <td>4.20</td>\n",
+              "      <td>1.100</td>\n",
+              "      <td>2.87</td>\n",
+              "      <td>1095</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>69</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.61</td>\n",
+              "      <td>2.21</td>\n",
+              "      <td>20.4</td>\n",
+              "      <td>103</td>\n",
+              "      <td>1.10</td>\n",
+              "      <td>1.02</td>\n",
+              "      <td>0.37</td>\n",
+              "      <td>1.46</td>\n",
+              "      <td>3.05</td>\n",
+              "      <td>0.906</td>\n",
+              "      <td>1.82</td>\n",
+              "      <td>870</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>40</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</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>4.28</td>\n",
+              "      <td>0.910</td>\n",
+              "      <td>3.00</td>\n",
+              "      <td>1035</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>94</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.52</td>\n",
+              "      <td>2.20</td>\n",
+              "      <td>19.0</td>\n",
+              "      <td>162</td>\n",
+              "      <td>2.50</td>\n",
+              "      <td>2.27</td>\n",
+              "      <td>0.32</td>\n",
+              "      <td>3.28</td>\n",
+              "      <td>2.60</td>\n",
+              "      <td>1.160</td>\n",
+              "      <td>2.63</td>\n",
+              "      <td>937</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>79</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>0.92</td>\n",
+              "      <td>2.00</td>\n",
+              "      <td>19.0</td>\n",
+              "      <td>86</td>\n",
+              "      <td>2.42</td>\n",
+              "      <td>2.26</td>\n",
+              "      <td>0.30</td>\n",
+              "      <td>1.43</td>\n",
+              "      <td>2.50</td>\n",
+              "      <td>1.380</td>\n",
+              "      <td>3.12</td>\n",
+              "      <td>278</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>117</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>3.43</td>\n",
+              "      <td>1.98</td>\n",
+              "      <td>16.0</td>\n",
+              "      <td>80</td>\n",
+              "      <td>1.63</td>\n",
+              "      <td>1.25</td>\n",
+              "      <td>0.43</td>\n",
+              "      <td>0.83</td>\n",
+              "      <td>3.40</td>\n",
+              "      <td>0.700</td>\n",
+              "      <td>2.12</td>\n",
+              "      <td>372</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>55</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.70</td>\n",
+              "      <td>2.30</td>\n",
+              "      <td>16.3</td>\n",
+              "      <td>118</td>\n",
+              "      <td>3.20</td>\n",
+              "      <td>3.00</td>\n",
+              "      <td>0.26</td>\n",
+              "      <td>2.03</td>\n",
+              "      <td>6.38</td>\n",
+              "      <td>0.940</td>\n",
+              "      <td>3.31</td>\n",
+              "      <td>970</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>14</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</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>7.30</td>\n",
+              "      <td>1.280</td>\n",
+              "      <td>2.88</td>\n",
+              "      <td>1310</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>106</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.75</td>\n",
+              "      <td>2.28</td>\n",
+              "      <td>22.5</td>\n",
+              "      <td>84</td>\n",
+              "      <td>1.38</td>\n",
+              "      <td>1.76</td>\n",
+              "      <td>0.48</td>\n",
+              "      <td>1.63</td>\n",
+              "      <td>3.30</td>\n",
+              "      <td>0.880</td>\n",
+              "      <td>2.42</td>\n",
+              "      <td>488</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>173</th>\n",
+              "      <td>3</td>\n",
+              "      <td>NaN</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>7.30</td>\n",
+              "      <td>0.700</td>\n",
+              "      <td>1.56</td>\n",
+              "      <td>750</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>31</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.83</td>\n",
+              "      <td>2.36</td>\n",
+              "      <td>17.2</td>\n",
+              "      <td>104</td>\n",
+              "      <td>2.42</td>\n",
+              "      <td>2.69</td>\n",
+              "      <td>0.42</td>\n",
+              "      <td>1.97</td>\n",
+              "      <td>3.84</td>\n",
+              "      <td>1.230</td>\n",
+              "      <td>2.87</td>\n",
+              "      <td>990</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>54</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</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>6.25</td>\n",
+              "      <td>0.980</td>\n",
+              "      <td>3.03</td>\n",
+              "      <td>1120</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>97</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.07</td>\n",
+              "      <td>2.10</td>\n",
+              "      <td>18.5</td>\n",
+              "      <td>88</td>\n",
+              "      <td>3.52</td>\n",
+              "      <td>3.75</td>\n",
+              "      <td>0.24</td>\n",
+              "      <td>1.95</td>\n",
+              "      <td>4.50</td>\n",
+              "      <td>1.040</td>\n",
+              "      <td>2.77</td>\n",
+              "      <td>660</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>168</th>\n",
+              "      <td>3</td>\n",
+              "      <td>NaN</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>8.50</td>\n",
+              "      <td>0.670</td>\n",
+              "      <td>1.92</td>\n",
+              "      <td>630</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>56</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</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>6.00</td>\n",
+              "      <td>1.070</td>\n",
+              "      <td>2.84</td>\n",
+              "      <td>1270</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>23</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</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>3.52</td>\n",
+              "      <td>1.120</td>\n",
+              "      <td>3.82</td>\n",
+              "      <td>845</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>129</th>\n",
+              "      <td>3</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.35</td>\n",
+              "      <td>2.32</td>\n",
+              "      <td>18.0</td>\n",
+              "      <td>122</td>\n",
+              "      <td>1.51</td>\n",
+              "      <td>1.25</td>\n",
+              "      <td>0.21</td>\n",
+              "      <td>0.94</td>\n",
+              "      <td>4.10</td>\n",
+              "      <td>0.760</td>\n",
+              "      <td>1.29</td>\n",
+              "      <td>630</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>121</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>4.43</td>\n",
+              "      <td>2.73</td>\n",
+              "      <td>26.5</td>\n",
+              "      <td>102</td>\n",
+              "      <td>2.20</td>\n",
+              "      <td>2.13</td>\n",
+              "      <td>0.43</td>\n",
+              "      <td>1.71</td>\n",
+              "      <td>2.08</td>\n",
+              "      <td>0.920</td>\n",
+              "      <td>3.12</td>\n",
+              "      <td>365</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>114</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.51</td>\n",
+              "      <td>2.20</td>\n",
+              "      <td>21.5</td>\n",
+              "      <td>85</td>\n",
+              "      <td>2.46</td>\n",
+              "      <td>2.17</td>\n",
+              "      <td>0.52</td>\n",
+              "      <td>2.01</td>\n",
+              "      <td>1.90</td>\n",
+              "      <td>1.710</td>\n",
+              "      <td>2.87</td>\n",
+              "      <td>407</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>138</th>\n",
+              "      <td>3</td>\n",
+              "      <td>NaN</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>4.92</td>\n",
+              "      <td>0.890</td>\n",
+              "      <td>2.15</td>\n",
+              "      <td>590</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>174</th>\n",
+              "      <td>3</td>\n",
+              "      <td>NaN</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>10.20</td>\n",
+              "      <td>0.590</td>\n",
+              "      <td>1.56</td>\n",
+              "      <td>835</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>19</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</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>5.65</td>\n",
+              "      <td>1.090</td>\n",
+              "      <td>3.71</td>\n",
+              "      <td>780</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>142</th>\n",
+              "      <td>3</td>\n",
+              "      <td>NaN</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>4.40</td>\n",
+              "      <td>0.910</td>\n",
+              "      <td>2.05</td>\n",
+              "      <td>550</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>39</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.71</td>\n",
+              "      <td>2.31</td>\n",
+              "      <td>16.2</td>\n",
+              "      <td>117</td>\n",
+              "      <td>3.15</td>\n",
+              "      <td>3.29</td>\n",
+              "      <td>0.34</td>\n",
+              "      <td>2.34</td>\n",
+              "      <td>6.13</td>\n",
+              "      <td>0.950</td>\n",
+              "      <td>3.38</td>\n",
+              "      <td>795</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>63</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.45</td>\n",
+              "      <td>2.53</td>\n",
+              "      <td>19.0</td>\n",
+              "      <td>104</td>\n",
+              "      <td>1.89</td>\n",
+              "      <td>1.75</td>\n",
+              "      <td>0.45</td>\n",
+              "      <td>1.03</td>\n",
+              "      <td>2.95</td>\n",
+              "      <td>1.450</td>\n",
+              "      <td>2.23</td>\n",
+              "      <td>355</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>75</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>0.90</td>\n",
+              "      <td>1.71</td>\n",
+              "      <td>16.0</td>\n",
+              "      <td>86</td>\n",
+              "      <td>1.95</td>\n",
+              "      <td>2.03</td>\n",
+              "      <td>0.24</td>\n",
+              "      <td>1.46</td>\n",
+              "      <td>4.60</td>\n",
+              "      <td>1.190</td>\n",
+              "      <td>2.48</td>\n",
+              "      <td>392</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>57</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.43</td>\n",
+              "      <td>2.50</td>\n",
+              "      <td>16.7</td>\n",
+              "      <td>108</td>\n",
+              "      <td>3.40</td>\n",
+              "      <td>3.67</td>\n",
+              "      <td>0.19</td>\n",
+              "      <td>2.04</td>\n",
+              "      <td>6.80</td>\n",
+              "      <td>0.890</td>\n",
+              "      <td>2.87</td>\n",
+              "      <td>1285</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>148</th>\n",
+              "      <td>3</td>\n",
+              "      <td>NaN</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>9.40</td>\n",
+              "      <td>0.570</td>\n",
+              "      <td>1.33</td>\n",
+              "      <td>550</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>83</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>0.89</td>\n",
+              "      <td>2.58</td>\n",
+              "      <td>18.0</td>\n",
+              "      <td>94</td>\n",
+              "      <td>2.20</td>\n",
+              "      <td>2.21</td>\n",
+              "      <td>0.22</td>\n",
+              "      <td>2.35</td>\n",
+              "      <td>3.05</td>\n",
+              "      <td>0.790</td>\n",
+              "      <td>3.08</td>\n",
+              "      <td>520</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>22</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</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>3.93</td>\n",
+              "      <td>1.090</td>\n",
+              "      <td>3.63</td>\n",
+              "      <td>1015</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>12</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</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>5.40</td>\n",
+              "      <td>1.250</td>\n",
+              "      <td>2.73</td>\n",
+              "      <td>1150</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>42</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</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>4.36</td>\n",
+              "      <td>0.820</td>\n",
+              "      <td>3.00</td>\n",
+              "      <td>680</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>143</th>\n",
+              "      <td>3</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>3.88</td>\n",
+              "      <td>2.20</td>\n",
+              "      <td>18.5</td>\n",
+              "      <td>112</td>\n",
+              "      <td>1.38</td>\n",
+              "      <td>0.78</td>\n",
+              "      <td>0.29</td>\n",
+              "      <td>1.14</td>\n",
+              "      <td>8.21</td>\n",
+              "      <td>0.650</td>\n",
+              "      <td>2.00</td>\n",
+              "      <td>855</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>104</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>2.55</td>\n",
+              "      <td>2.27</td>\n",
+              "      <td>22.0</td>\n",
+              "      <td>90</td>\n",
+              "      <td>1.68</td>\n",
+              "      <td>1.84</td>\n",
+              "      <td>0.66</td>\n",
+              "      <td>1.42</td>\n",
+              "      <td>2.70</td>\n",
+              "      <td>0.860</td>\n",
+              "      <td>3.30</td>\n",
+              "      <td>315</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>84</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>0.98</td>\n",
+              "      <td>2.24</td>\n",
+              "      <td>18.0</td>\n",
+              "      <td>99</td>\n",
+              "      <td>2.20</td>\n",
+              "      <td>1.94</td>\n",
+              "      <td>0.30</td>\n",
+              "      <td>1.46</td>\n",
+              "      <td>2.62</td>\n",
+              "      <td>1.230</td>\n",
+              "      <td>3.16</td>\n",
+              "      <td>450</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>126</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</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>3.00</td>\n",
+              "      <td>0.970</td>\n",
+              "      <td>2.44</td>\n",
+              "      <td>466</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>124</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</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>2.76</td>\n",
+              "      <td>0.860</td>\n",
+              "      <td>3.28</td>\n",
+              "      <td>378</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>119</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>2.40</td>\n",
+              "      <td>2.42</td>\n",
+              "      <td>20.0</td>\n",
+              "      <td>96</td>\n",
+              "      <td>2.90</td>\n",
+              "      <td>2.79</td>\n",
+              "      <td>0.32</td>\n",
+              "      <td>1.83</td>\n",
+              "      <td>3.25</td>\n",
+              "      <td>0.800</td>\n",
+              "      <td>3.39</td>\n",
+              "      <td>625</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>137</th>\n",
+              "      <td>3</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>3.59</td>\n",
+              "      <td>2.19</td>\n",
+              "      <td>19.5</td>\n",
+              "      <td>88</td>\n",
+              "      <td>1.62</td>\n",
+              "      <td>0.48</td>\n",
+              "      <td>0.58</td>\n",
+              "      <td>0.88</td>\n",
+              "      <td>5.70</td>\n",
+              "      <td>0.810</td>\n",
+              "      <td>1.82</td>\n",
+              "      <td>580</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>111</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>2.68</td>\n",
+              "      <td>2.92</td>\n",
+              "      <td>20.0</td>\n",
+              "      <td>103</td>\n",
+              "      <td>1.75</td>\n",
+              "      <td>2.03</td>\n",
+              "      <td>0.60</td>\n",
+              "      <td>1.05</td>\n",
+              "      <td>3.80</td>\n",
+              "      <td>1.230</td>\n",
+              "      <td>2.50</td>\n",
+              "      <td>607</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>150</th>\n",
+              "      <td>3</td>\n",
+              "      <td>NaN</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>10.80</td>\n",
+              "      <td>0.480</td>\n",
+              "      <td>1.47</td>\n",
+              "      <td>480</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>70</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.51</td>\n",
+              "      <td>2.67</td>\n",
+              "      <td>25.0</td>\n",
+              "      <td>86</td>\n",
+              "      <td>2.95</td>\n",
+              "      <td>2.86</td>\n",
+              "      <td>0.21</td>\n",
+              "      <td>1.87</td>\n",
+              "      <td>3.38</td>\n",
+              "      <td>1.360</td>\n",
+              "      <td>3.16</td>\n",
+              "      <td>410</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>176</th>\n",
+              "      <td>3</td>\n",
+              "      <td>NaN</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>9.20</td>\n",
+              "      <td>0.610</td>\n",
+              "      <td>1.60</td>\n",
+              "      <td>560</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>45</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>3.59</td>\n",
+              "      <td>2.28</td>\n",
+              "      <td>16.0</td>\n",
+              "      <td>102</td>\n",
+              "      <td>3.25</td>\n",
+              "      <td>3.17</td>\n",
+              "      <td>0.27</td>\n",
+              "      <td>2.19</td>\n",
+              "      <td>4.90</td>\n",
+              "      <td>1.040</td>\n",
+              "      <td>3.44</td>\n",
+              "      <td>1065</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>122</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</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>2.60</td>\n",
+              "      <td>0.730</td>\n",
+              "      <td>3.10</td>\n",
+              "      <td>380</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>90</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.51</td>\n",
+              "      <td>2.42</td>\n",
+              "      <td>22.0</td>\n",
+              "      <td>86</td>\n",
+              "      <td>1.45</td>\n",
+              "      <td>1.25</td>\n",
+              "      <td>0.50</td>\n",
+              "      <td>1.63</td>\n",
+              "      <td>3.60</td>\n",
+              "      <td>1.050</td>\n",
+              "      <td>2.65</td>\n",
+              "      <td>450</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>15</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</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>6.20</td>\n",
+              "      <td>1.070</td>\n",
+              "      <td>2.65</td>\n",
+              "      <td>1280</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>68</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.19</td>\n",
+              "      <td>1.75</td>\n",
+              "      <td>16.8</td>\n",
+              "      <td>151</td>\n",
+              "      <td>1.85</td>\n",
+              "      <td>1.28</td>\n",
+              "      <td>0.14</td>\n",
+              "      <td>2.50</td>\n",
+              "      <td>2.85</td>\n",
+              "      <td>1.280</td>\n",
+              "      <td>3.07</td>\n",
+              "      <td>718</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>144</th>\n",
+              "      <td>3</td>\n",
+              "      <td>NaN</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>4.00</td>\n",
+              "      <td>0.600</td>\n",
+              "      <td>1.68</td>\n",
+              "      <td>830</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>145</th>\n",
+              "      <td>3</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>5.04</td>\n",
+              "      <td>2.23</td>\n",
+              "      <td>20.0</td>\n",
+              "      <td>80</td>\n",
+              "      <td>0.98</td>\n",
+              "      <td>0.34</td>\n",
+              "      <td>0.40</td>\n",
+              "      <td>0.68</td>\n",
+              "      <td>4.90</td>\n",
+              "      <td>0.580</td>\n",
+              "      <td>1.33</td>\n",
+              "      <td>415</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>87</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>2.06</td>\n",
+              "      <td>2.46</td>\n",
+              "      <td>21.6</td>\n",
+              "      <td>84</td>\n",
+              "      <td>1.95</td>\n",
+              "      <td>1.69</td>\n",
+              "      <td>0.48</td>\n",
+              "      <td>1.35</td>\n",
+              "      <td>2.80</td>\n",
+              "      <td>1.000</td>\n",
+              "      <td>2.75</td>\n",
+              "      <td>680</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>51</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.75</td>\n",
+              "      <td>2.42</td>\n",
+              "      <td>14.0</td>\n",
+              "      <td>111</td>\n",
+              "      <td>3.88</td>\n",
+              "      <td>3.74</td>\n",
+              "      <td>0.32</td>\n",
+              "      <td>1.87</td>\n",
+              "      <td>7.05</td>\n",
+              "      <td>1.010</td>\n",
+              "      <td>3.26</td>\n",
+              "      <td>1190</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</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>1.050</td>\n",
+              "      <td>2.85</td>\n",
+              "      <td>1450</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>78</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>3.87</td>\n",
+              "      <td>2.40</td>\n",
+              "      <td>23.0</td>\n",
+              "      <td>101</td>\n",
+              "      <td>2.83</td>\n",
+              "      <td>2.55</td>\n",
+              "      <td>0.43</td>\n",
+              "      <td>1.95</td>\n",
+              "      <td>2.57</td>\n",
+              "      <td>1.190</td>\n",
+              "      <td>3.13</td>\n",
+              "      <td>463</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>89</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.83</td>\n",
+              "      <td>2.32</td>\n",
+              "      <td>18.5</td>\n",
+              "      <td>81</td>\n",
+              "      <td>1.60</td>\n",
+              "      <td>1.50</td>\n",
+              "      <td>0.52</td>\n",
+              "      <td>1.64</td>\n",
+              "      <td>2.40</td>\n",
+              "      <td>1.080</td>\n",
+              "      <td>2.27</td>\n",
+              "      <td>480</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "<p>177 rows × 14 columns</p>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "     1 Alcohol  Malic acid   Ash  Alkalinity of ash  Magnesium  Total phenols  \\\n",
+              "102  2     NaN        1.72  1.88               19.5         86           2.50   \n",
+              "85   2     NaN        1.61  2.31               22.8         90           1.78   \n",
+              "160  3     NaN        3.26  2.54               20.0        107           1.83   \n",
+              "38   1     NaN        3.99  2.51               13.2        128           3.00   \n",
+              "41   1     NaN        1.89  2.59               15.0        101           3.25   \n",
+              "33   1     NaN        1.80  2.65               19.0        110           2.35   \n",
+              "69   2     NaN        1.61  2.21               20.4        103           1.10   \n",
+              "40   1     NaN        3.84  2.12               18.8         90           2.45   \n",
+              "94   2     NaN        1.52  2.20               19.0        162           2.50   \n",
+              "79   2     NaN        0.92  2.00               19.0         86           2.42   \n",
+              "117  2     NaN        3.43  1.98               16.0         80           1.63   \n",
+              "55   1     NaN        1.70  2.30               16.3        118           3.20   \n",
+              "14   1     NaN        1.81  2.70               17.2        112           2.85   \n",
+              "106  2     NaN        1.75  2.28               22.5         84           1.38   \n",
+              "173  3     NaN        3.91  2.48               23.0        102           1.80   \n",
+              "31   1     NaN        1.83  2.36               17.2        104           2.42   \n",
+              "54   1     NaN        1.73  2.46               20.5        116           2.96   \n",
+              "97   2     NaN        1.07  2.10               18.5         88           3.52   \n",
+              "168  3     NaN        4.60  2.86               25.0        112           1.98   \n",
+              "56   1     NaN        1.97  2.68               16.8        102           3.00   \n",
+              "23   1     NaN        1.81  2.61               20.0         96           2.53   \n",
+              "129  3     NaN        1.35  2.32               18.0        122           1.51   \n",
+              "121  2     NaN        4.43  2.73               26.5        102           2.20   \n",
+              "114  2     NaN        1.51  2.20               21.5         85           2.46   \n",
+              "138  3     NaN        2.96  2.61               24.0        101           2.32   \n",
+              "174  3     NaN        4.28  2.26               20.0        120           1.59   \n",
+              "19   1     NaN        1.63  2.28               16.0        126           3.00   \n",
+              "142  3     NaN        4.95  2.35               20.0         92           2.00   \n",
+              "39   1     NaN        1.71  2.31               16.2        117           3.15   \n",
+              "63   2     NaN        1.45  2.53               19.0        104           1.89   \n",
+              "..  ..     ...         ...   ...                ...        ...            ...   \n",
+              "75   2     NaN        0.90  1.71               16.0         86           1.95   \n",
+              "57   1     NaN        1.43  2.50               16.7        108           3.40   \n",
+              "148  3     NaN        3.90  2.36               21.5        113           1.41   \n",
+              "83   2     NaN        0.89  2.58               18.0         94           2.20   \n",
+              "22   1     NaN        1.60  2.52               17.8         95           2.48   \n",
+              "12   1     NaN        1.73  2.39               11.4         91           3.10   \n",
+              "42   1     NaN        3.98  2.29               17.5        103           2.64   \n",
+              "143  3     NaN        3.88  2.20               18.5        112           1.38   \n",
+              "104  2     NaN        2.55  2.27               22.0         90           1.68   \n",
+              "84   2     NaN        0.98  2.24               18.0         99           2.20   \n",
+              "126  2     NaN        2.13  2.78               28.5         92           2.13   \n",
+              "124  2     NaN        2.16  2.17               21.0         85           2.60   \n",
+              "119  2     NaN        2.40  2.42               20.0         96           2.90   \n",
+              "137  3     NaN        3.59  2.19               19.5         88           1.62   \n",
+              "111  2     NaN        2.68  2.92               20.0        103           1.75   \n",
+              "150  3     NaN        2.67  2.48               22.0        112           1.48   \n",
+              "70   2     NaN        1.51  2.67               25.0         86           2.95   \n",
+              "176  3     NaN        4.10  2.74               24.5         96           2.05   \n",
+              "45   1     NaN        3.59  2.28               16.0        102           3.25   \n",
+              "122  2     NaN        5.80  2.13               21.5         86           2.62   \n",
+              "90   2     NaN        1.51  2.42               22.0         86           1.45   \n",
+              "15   1     NaN        1.92  2.72               20.0        120           2.80   \n",
+              "68   2     NaN        1.19  1.75               16.8        151           1.85   \n",
+              "144  3     NaN        3.57  2.15               21.0        102           1.50   \n",
+              "145  3     NaN        5.04  2.23               20.0         80           0.98   \n",
+              "87   2     NaN        2.06  2.46               21.6         84           1.95   \n",
+              "51   1     NaN        1.75  2.42               14.0        111           3.88   \n",
+              "4    1     NaN        1.76  2.45               15.2        112           3.27   \n",
+              "78   2     NaN        3.87  2.40               23.0        101           2.83   \n",
+              "89   2     NaN        1.83  2.32               18.5         81           1.60   \n",
+              "\n",
+              "     Flavanoids  Nonflavanoid phenols  Proanthocyanins  Color intensity  \\\n",
+              "102        1.64                  0.37             1.42             2.06   \n",
+              "85         1.69                  0.43             1.56             2.45   \n",
+              "160        0.56                  0.50             0.80             5.88   \n",
+              "38         3.04                  0.20             2.08             5.10   \n",
+              "41         3.56                  0.17             1.70             5.43   \n",
+              "33         2.53                  0.29             1.54             4.20   \n",
+              "69         1.02                  0.37             1.46             3.05   \n",
+              "40         2.68                  0.27             1.48             4.28   \n",
+              "94         2.27                  0.32             3.28             2.60   \n",
+              "79         2.26                  0.30             1.43             2.50   \n",
+              "117        1.25                  0.43             0.83             3.40   \n",
+              "55         3.00                  0.26             2.03             6.38   \n",
+              "14         2.91                  0.30             1.46             7.30   \n",
+              "106        1.76                  0.48             1.63             3.30   \n",
+              "173        0.75                  0.43             1.41             7.30   \n",
+              "31         2.69                  0.42             1.97             3.84   \n",
+              "54         2.78                  0.20             2.45             6.25   \n",
+              "97         3.75                  0.24             1.95             4.50   \n",
+              "168        0.96                  0.27             1.11             8.50   \n",
+              "56         3.23                  0.31             1.66             6.00   \n",
+              "23         2.61                  0.28             1.66             3.52   \n",
+              "129        1.25                  0.21             0.94             4.10   \n",
+              "121        2.13                  0.43             1.71             2.08   \n",
+              "114        2.17                  0.52             2.01             1.90   \n",
+              "138        0.60                  0.53             0.81             4.92   \n",
+              "174        0.69                  0.43             1.35            10.20   \n",
+              "19         3.17                  0.24             2.10             5.65   \n",
+              "142        0.80                  0.47             1.02             4.40   \n",
+              "39         3.29                  0.34             2.34             6.13   \n",
+              "63         1.75                  0.45             1.03             2.95   \n",
+              "..          ...                   ...              ...              ...   \n",
+              "75         2.03                  0.24             1.46             4.60   \n",
+              "57         3.67                  0.19             2.04             6.80   \n",
+              "148        1.39                  0.34             1.14             9.40   \n",
+              "83         2.21                  0.22             2.35             3.05   \n",
+              "22         2.37                  0.26             1.46             3.93   \n",
+              "12         3.69                  0.43             2.81             5.40   \n",
+              "42         2.63                  0.32             1.66             4.36   \n",
+              "143        0.78                  0.29             1.14             8.21   \n",
+              "104        1.84                  0.66             1.42             2.70   \n",
+              "84         1.94                  0.30             1.46             2.62   \n",
+              "126        2.24                  0.58             1.76             3.00   \n",
+              "124        2.65                  0.37             1.35             2.76   \n",
+              "119        2.79                  0.32             1.83             3.25   \n",
+              "137        0.48                  0.58             0.88             5.70   \n",
+              "111        2.03                  0.60             1.05             3.80   \n",
+              "150        1.36                  0.24             1.26            10.80   \n",
+              "70         2.86                  0.21             1.87             3.38   \n",
+              "176        0.76                  0.56             1.35             9.20   \n",
+              "45         3.17                  0.27             2.19             4.90   \n",
+              "122        2.65                  0.30             2.01             2.60   \n",
+              "90         1.25                  0.50             1.63             3.60   \n",
+              "15         3.14                  0.33             1.97             6.20   \n",
+              "68         1.28                  0.14             2.50             2.85   \n",
+              "144        0.55                  0.43             1.30             4.00   \n",
+              "145        0.34                  0.40             0.68             4.90   \n",
+              "87         1.69                  0.48             1.35             2.80   \n",
+              "51         3.74                  0.32             1.87             7.05   \n",
+              "4          3.39                  0.34             1.97             6.75   \n",
+              "78         2.55                  0.43             1.95             2.57   \n",
+              "89         1.50                  0.52             1.64             2.40   \n",
+              "\n",
+              "       Hue  OD280/OD315 of diluted vines  Proline  \n",
+              "102  0.940                          2.44      415  \n",
+              "85   1.330                          2.26      495  \n",
+              "160  0.960                          1.82      680  \n",
+              "38   0.890                          3.53      760  \n",
+              "41   0.880                          3.56     1095  \n",
+              "33   1.100                          2.87     1095  \n",
+              "69   0.906                          1.82      870  \n",
+              "40   0.910                          3.00     1035  \n",
+              "94   1.160                          2.63      937  \n",
+              "79   1.380                          3.12      278  \n",
+              "117  0.700                          2.12      372  \n",
+              "55   0.940                          3.31      970  \n",
+              "14   1.280                          2.88     1310  \n",
+              "106  0.880                          2.42      488  \n",
+              "173  0.700                          1.56      750  \n",
+              "31   1.230                          2.87      990  \n",
+              "54   0.980                          3.03     1120  \n",
+              "97   1.040                          2.77      660  \n",
+              "168  0.670                          1.92      630  \n",
+              "56   1.070                          2.84     1270  \n",
+              "23   1.120                          3.82      845  \n",
+              "129  0.760                          1.29      630  \n",
+              "121  0.920                          3.12      365  \n",
+              "114  1.710                          2.87      407  \n",
+              "138  0.890                          2.15      590  \n",
+              "174  0.590                          1.56      835  \n",
+              "19   1.090                          3.71      780  \n",
+              "142  0.910                          2.05      550  \n",
+              "39   0.950                          3.38      795  \n",
+              "63   1.450                          2.23      355  \n",
+              "..     ...                           ...      ...  \n",
+              "75   1.190                          2.48      392  \n",
+              "57   0.890                          2.87     1285  \n",
+              "148  0.570                          1.33      550  \n",
+              "83   0.790                          3.08      520  \n",
+              "22   1.090                          3.63     1015  \n",
+              "12   1.250                          2.73     1150  \n",
+              "42   0.820                          3.00      680  \n",
+              "143  0.650                          2.00      855  \n",
+              "104  0.860                          3.30      315  \n",
+              "84   1.230                          3.16      450  \n",
+              "126  0.970                          2.44      466  \n",
+              "124  0.860                          3.28      378  \n",
+              "119  0.800                          3.39      625  \n",
+              "137  0.810                          1.82      580  \n",
+              "111  1.230                          2.50      607  \n",
+              "150  0.480                          1.47      480  \n",
+              "70   1.360                          3.16      410  \n",
+              "176  0.610                          1.60      560  \n",
+              "45   1.040                          3.44     1065  \n",
+              "122  0.730                          3.10      380  \n",
+              "90   1.050                          2.65      450  \n",
+              "15   1.070                          2.65     1280  \n",
+              "68   1.280                          3.07      718  \n",
+              "144  0.600                          1.68      830  \n",
+              "145  0.580                          1.33      415  \n",
+              "87   1.000                          2.75      680  \n",
+              "51   1.010                          3.26     1190  \n",
+              "4    1.050                          2.85     1450  \n",
+              "78   1.190                          3.13      463  \n",
+              "89   1.080                          2.27      480  \n",
+              "\n",
+              "[177 rows x 14 columns]"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 74
+        }
+      ]
+    },
+    {
+      "metadata": {
+        "id": "DlpG8drhmz7W",
+        "colab_type": "text"
+      },
+      "cell_type": "markdown",
+      "source": [
+        "### BONUS: Play with the data set below"
+      ]
+    },
+    {
+      "metadata": {
+        "id": "mD40T0Cnm5SA",
+        "colab_type": "code",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 2009
+        },
+        "outputId": "4bd5a4f5-2239-4f20-e55f-c13deb4bd2f8"
+      },
+      "cell_type": "code",
+      "source": [
+        "wine_df.sort_values(by='Magnesium')"
+      ],
+      "execution_count": 75,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/html": [
+              "<div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>1</th>\n",
+              "      <th>Alcohol</th>\n",
+              "      <th>Malic acid</th>\n",
+              "      <th>Ash</th>\n",
+              "      <th>Alkalinity 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 vines</th>\n",
+              "      <th>Proline</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>88</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.33</td>\n",
+              "      <td>2.30</td>\n",
+              "      <td>23.6</td>\n",
+              "      <td>70</td>\n",
+              "      <td>2.20</td>\n",
+              "      <td>1.59</td>\n",
+              "      <td>0.42</td>\n",
+              "      <td>1.38</td>\n",
+              "      <td>1.740000</td>\n",
+              "      <td>1.07</td>\n",
+              "      <td>3.21</td>\n",
+              "      <td>625</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>81</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.13</td>\n",
+              "      <td>2.51</td>\n",
+              "      <td>24.0</td>\n",
+              "      <td>78</td>\n",
+              "      <td>2.00</td>\n",
+              "      <td>1.58</td>\n",
+              "      <td>0.40</td>\n",
+              "      <td>1.40</td>\n",
+              "      <td>2.200000</td>\n",
+              "      <td>1.31</td>\n",
+              "      <td>2.72</td>\n",
+              "      <td>630</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>66</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.17</td>\n",
+              "      <td>1.92</td>\n",
+              "      <td>19.6</td>\n",
+              "      <td>78</td>\n",
+              "      <td>2.11</td>\n",
+              "      <td>2.00</td>\n",
+              "      <td>0.27</td>\n",
+              "      <td>1.04</td>\n",
+              "      <td>4.680000</td>\n",
+              "      <td>1.12</td>\n",
+              "      <td>3.48</td>\n",
+              "      <td>510</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>65</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.01</td>\n",
+              "      <td>1.70</td>\n",
+              "      <td>15.0</td>\n",
+              "      <td>78</td>\n",
+              "      <td>2.98</td>\n",
+              "      <td>3.18</td>\n",
+              "      <td>0.26</td>\n",
+              "      <td>2.28</td>\n",
+              "      <td>5.300000</td>\n",
+              "      <td>1.12</td>\n",
+              "      <td>3.18</td>\n",
+              "      <td>502</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>105</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.73</td>\n",
+              "      <td>2.12</td>\n",
+              "      <td>19.0</td>\n",
+              "      <td>80</td>\n",
+              "      <td>1.65</td>\n",
+              "      <td>2.03</td>\n",
+              "      <td>0.37</td>\n",
+              "      <td>1.63</td>\n",
+              "      <td>3.400000</td>\n",
+              "      <td>1.00</td>\n",
+              "      <td>3.17</td>\n",
+              "      <td>510</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>128</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</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>117</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>3.43</td>\n",
+              "      <td>1.98</td>\n",
+              "      <td>16.0</td>\n",
+              "      <td>80</td>\n",
+              "      <td>1.63</td>\n",
+              "      <td>1.25</td>\n",
+              "      <td>0.43</td>\n",
+              "      <td>0.83</td>\n",
+              "      <td>3.400000</td>\n",
+              "      <td>0.70</td>\n",
+              "      <td>2.12</td>\n",
+              "      <td>372</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>91</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.53</td>\n",
+              "      <td>2.26</td>\n",
+              "      <td>20.7</td>\n",
+              "      <td>80</td>\n",
+              "      <td>1.38</td>\n",
+              "      <td>1.46</td>\n",
+              "      <td>0.58</td>\n",
+              "      <td>1.62</td>\n",
+              "      <td>3.050000</td>\n",
+              "      <td>0.96</td>\n",
+              "      <td>2.06</td>\n",
+              "      <td>495</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>145</th>\n",
+              "      <td>3</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>5.04</td>\n",
+              "      <td>2.23</td>\n",
+              "      <td>20.0</td>\n",
+              "      <td>80</td>\n",
+              "      <td>0.98</td>\n",
+              "      <td>0.34</td>\n",
+              "      <td>0.40</td>\n",
+              "      <td>0.68</td>\n",
+              "      <td>4.900000</td>\n",
+              "      <td>0.58</td>\n",
+              "      <td>1.33</td>\n",
+              "      <td>415</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>89</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.83</td>\n",
+              "      <td>2.32</td>\n",
+              "      <td>18.5</td>\n",
+              "      <td>81</td>\n",
+              "      <td>1.60</td>\n",
+              "      <td>1.50</td>\n",
+              "      <td>0.52</td>\n",
+              "      <td>1.64</td>\n",
+              "      <td>2.400000</td>\n",
+              "      <td>1.08</td>\n",
+              "      <td>2.27</td>\n",
+              "      <td>480</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>123</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>4.31</td>\n",
+              "      <td>2.39</td>\n",
+              "      <td>21.0</td>\n",
+              "      <td>82</td>\n",
+              "      <td>2.86</td>\n",
+              "      <td>3.03</td>\n",
+              "      <td>0.21</td>\n",
+              "      <td>2.91</td>\n",
+              "      <td>2.800000</td>\n",
+              "      <td>0.75</td>\n",
+              "      <td>3.64</td>\n",
+              "      <td>380</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>87</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>2.06</td>\n",
+              "      <td>2.46</td>\n",
+              "      <td>21.6</td>\n",
+              "      <td>84</td>\n",
+              "      <td>1.95</td>\n",
+              "      <td>1.69</td>\n",
+              "      <td>0.48</td>\n",
+              "      <td>1.35</td>\n",
+              "      <td>2.800000</td>\n",
+              "      <td>1.00</td>\n",
+              "      <td>2.75</td>\n",
+              "      <td>680</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>113</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.39</td>\n",
+              "      <td>2.50</td>\n",
+              "      <td>22.5</td>\n",
+              "      <td>84</td>\n",
+              "      <td>2.56</td>\n",
+              "      <td>2.29</td>\n",
+              "      <td>0.43</td>\n",
+              "      <td>1.04</td>\n",
+              "      <td>2.900000</td>\n",
+              "      <td>0.93</td>\n",
+              "      <td>3.19</td>\n",
+              "      <td>385</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>106</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.75</td>\n",
+              "      <td>2.28</td>\n",
+              "      <td>22.5</td>\n",
+              "      <td>84</td>\n",
+              "      <td>1.38</td>\n",
+              "      <td>1.76</td>\n",
+              "      <td>0.48</td>\n",
+              "      <td>1.63</td>\n",
+              "      <td>3.300000</td>\n",
+              "      <td>0.88</td>\n",
+              "      <td>2.42</td>\n",
+              "      <td>488</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>133</th>\n",
+              "      <td>3</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.24</td>\n",
+              "      <td>2.25</td>\n",
+              "      <td>17.5</td>\n",
+              "      <td>85</td>\n",
+              "      <td>2.00</td>\n",
+              "      <td>0.58</td>\n",
+              "      <td>0.60</td>\n",
+              "      <td>1.25</td>\n",
+              "      <td>5.450000</td>\n",
+              "      <td>0.75</td>\n",
+              "      <td>1.51</td>\n",
+              "      <td>650</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>124</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</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>103</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.73</td>\n",
+              "      <td>1.98</td>\n",
+              "      <td>20.5</td>\n",
+              "      <td>85</td>\n",
+              "      <td>2.20</td>\n",
+              "      <td>1.92</td>\n",
+              "      <td>0.32</td>\n",
+              "      <td>1.48</td>\n",
+              "      <td>2.940000</td>\n",
+              "      <td>1.04</td>\n",
+              "      <td>3.57</td>\n",
+              "      <td>672</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>82</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>3.86</td>\n",
+              "      <td>2.32</td>\n",
+              "      <td>22.5</td>\n",
+              "      <td>85</td>\n",
+              "      <td>1.65</td>\n",
+              "      <td>1.59</td>\n",
+              "      <td>0.61</td>\n",
+              "      <td>1.62</td>\n",
+              "      <td>4.800000</td>\n",
+              "      <td>0.84</td>\n",
+              "      <td>2.01</td>\n",
+              "      <td>515</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>114</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.51</td>\n",
+              "      <td>2.20</td>\n",
+              "      <td>21.5</td>\n",
+              "      <td>85</td>\n",
+              "      <td>2.46</td>\n",
+              "      <td>2.17</td>\n",
+              "      <td>0.52</td>\n",
+              "      <td>2.01</td>\n",
+              "      <td>1.900000</td>\n",
+              "      <td>1.71</td>\n",
+              "      <td>2.87</td>\n",
+              "      <td>407</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>96</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.41</td>\n",
+              "      <td>1.98</td>\n",
+              "      <td>16.0</td>\n",
+              "      <td>85</td>\n",
+              "      <td>2.55</td>\n",
+              "      <td>2.50</td>\n",
+              "      <td>0.29</td>\n",
+              "      <td>1.77</td>\n",
+              "      <td>2.900000</td>\n",
+              "      <td>1.23</td>\n",
+              "      <td>2.74</td>\n",
+              "      <td>428</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>170</th>\n",
+              "      <td>3</td>\n",
+              "      <td>NaN</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>80</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.81</td>\n",
+              "      <td>2.20</td>\n",
+              "      <td>18.8</td>\n",
+              "      <td>86</td>\n",
+              "      <td>2.20</td>\n",
+              "      <td>2.53</td>\n",
+              "      <td>0.26</td>\n",
+              "      <td>1.77</td>\n",
+              "      <td>3.900000</td>\n",
+              "      <td>1.16</td>\n",
+              "      <td>3.14</td>\n",
+              "      <td>714</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>122</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</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>75</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>0.90</td>\n",
+              "      <td>1.71</td>\n",
+              "      <td>16.0</td>\n",
+              "      <td>86</td>\n",
+              "      <td>1.95</td>\n",
+              "      <td>2.03</td>\n",
+              "      <td>0.24</td>\n",
+              "      <td>1.46</td>\n",
+              "      <td>4.600000</td>\n",
+              "      <td>1.19</td>\n",
+              "      <td>2.48</td>\n",
+              "      <td>392</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>146</th>\n",
+              "      <td>3</td>\n",
+              "      <td>NaN</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>70</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.51</td>\n",
+              "      <td>2.67</td>\n",
+              "      <td>25.0</td>\n",
+              "      <td>86</td>\n",
+              "      <td>2.95</td>\n",
+              "      <td>2.86</td>\n",
+              "      <td>0.21</td>\n",
+              "      <td>1.87</td>\n",
+              "      <td>3.380000</td>\n",
+              "      <td>1.36</td>\n",
+              "      <td>3.16</td>\n",
+              "      <td>410</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>125</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.53</td>\n",
+              "      <td>2.29</td>\n",
+              "      <td>21.5</td>\n",
+              "      <td>86</td>\n",
+              "      <td>2.74</td>\n",
+              "      <td>3.15</td>\n",
+              "      <td>0.39</td>\n",
+              "      <td>1.77</td>\n",
+              "      <td>3.940000</td>\n",
+              "      <td>0.69</td>\n",
+              "      <td>2.84</td>\n",
+              "      <td>352</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>90</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.51</td>\n",
+              "      <td>2.42</td>\n",
+              "      <td>22.0</td>\n",
+              "      <td>86</td>\n",
+              "      <td>1.45</td>\n",
+              "      <td>1.25</td>\n",
+              "      <td>0.50</td>\n",
+              "      <td>1.63</td>\n",
+              "      <td>3.600000</td>\n",
+              "      <td>1.05</td>\n",
+              "      <td>2.65</td>\n",
+              "      <td>450</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>115</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.47</td>\n",
+              "      <td>1.99</td>\n",
+              "      <td>20.8</td>\n",
+              "      <td>86</td>\n",
+              "      <td>1.98</td>\n",
+              "      <td>1.60</td>\n",
+              "      <td>0.30</td>\n",
+              "      <td>1.53</td>\n",
+              "      <td>1.950000</td>\n",
+              "      <td>0.95</td>\n",
+              "      <td>3.33</td>\n",
+              "      <td>495</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>102</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.72</td>\n",
+              "      <td>1.88</td>\n",
+              "      <td>19.5</td>\n",
+              "      <td>86</td>\n",
+              "      <td>2.50</td>\n",
+              "      <td>1.64</td>\n",
+              "      <td>0.37</td>\n",
+              "      <td>1.42</td>\n",
+              "      <td>2.060000</td>\n",
+              "      <td>0.94</td>\n",
+              "      <td>2.44</td>\n",
+              "      <td>415</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>14</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</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>150</th>\n",
+              "      <td>3</td>\n",
+              "      <td>NaN</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>143</th>\n",
+              "      <td>3</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>3.88</td>\n",
+              "      <td>2.20</td>\n",
+              "      <td>18.5</td>\n",
+              "      <td>112</td>\n",
+              "      <td>1.38</td>\n",
+              "      <td>0.78</td>\n",
+              "      <td>0.29</td>\n",
+              "      <td>1.14</td>\n",
+              "      <td>8.210000</td>\n",
+              "      <td>0.65</td>\n",
+              "      <td>2.00</td>\n",
+              "      <td>855</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.95</td>\n",
+              "      <td>2.50</td>\n",
+              "      <td>16.8</td>\n",
+              "      <td>113</td>\n",
+              "      <td>3.85</td>\n",
+              "      <td>3.49</td>\n",
+              "      <td>0.24</td>\n",
+              "      <td>2.18</td>\n",
+              "      <td>7.800000</td>\n",
+              "      <td>0.86</td>\n",
+              "      <td>3.45</td>\n",
+              "      <td>1480</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>148</th>\n",
+              "      <td>3</td>\n",
+              "      <td>NaN</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>16</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</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>52</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</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>151</th>\n",
+              "      <td>3</td>\n",
+              "      <td>NaN</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>54</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</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>18</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</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>39</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.71</td>\n",
+              "      <td>2.31</td>\n",
+              "      <td>16.2</td>\n",
+              "      <td>117</td>\n",
+              "      <td>3.15</td>\n",
+              "      <td>3.29</td>\n",
+              "      <td>0.34</td>\n",
+              "      <td>2.34</td>\n",
+              "      <td>6.130000</td>\n",
+              "      <td>0.95</td>\n",
+              "      <td>3.38</td>\n",
+              "      <td>795</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>2.59</td>\n",
+              "      <td>2.87</td>\n",
+              "      <td>21.0</td>\n",
+              "      <td>118</td>\n",
+              "      <td>2.80</td>\n",
+              "      <td>2.69</td>\n",
+              "      <td>0.39</td>\n",
+              "      <td>1.82</td>\n",
+              "      <td>4.320000</td>\n",
+              "      <td>1.04</td>\n",
+              "      <td>2.93</td>\n",
+              "      <td>735</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>53</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.67</td>\n",
+              "      <td>2.25</td>\n",
+              "      <td>16.4</td>\n",
+              "      <td>118</td>\n",
+              "      <td>2.60</td>\n",
+              "      <td>2.90</td>\n",
+              "      <td>0.21</td>\n",
+              "      <td>1.62</td>\n",
+              "      <td>5.850000</td>\n",
+              "      <td>0.92</td>\n",
+              "      <td>3.20</td>\n",
+              "      <td>1060</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>55</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.70</td>\n",
+              "      <td>2.30</td>\n",
+              "      <td>16.3</td>\n",
+              "      <td>118</td>\n",
+              "      <td>3.20</td>\n",
+              "      <td>3.00</td>\n",
+              "      <td>0.26</td>\n",
+              "      <td>2.03</td>\n",
+              "      <td>6.380000</td>\n",
+              "      <td>0.94</td>\n",
+              "      <td>3.31</td>\n",
+              "      <td>970</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>120</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</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>174</th>\n",
+              "      <td>3</td>\n",
+              "      <td>NaN</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>NaN</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>15</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</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>6</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</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>129</th>\n",
+              "      <td>3</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.35</td>\n",
+              "      <td>2.32</td>\n",
+              "      <td>18.0</td>\n",
+              "      <td>122</td>\n",
+              "      <td>1.51</td>\n",
+              "      <td>1.25</td>\n",
+              "      <td>0.21</td>\n",
+              "      <td>0.94</td>\n",
+              "      <td>4.100000</td>\n",
+              "      <td>0.76</td>\n",
+              "      <td>1.29</td>\n",
+              "      <td>630</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>149</th>\n",
+              "      <td>3</td>\n",
+              "      <td>NaN</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>24</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</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>19</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</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>38</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</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>32</th>\n",
+              "      <td>1</td>\n",
+              "      <td>NaN</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>95</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>2.12</td>\n",
+              "      <td>2.74</td>\n",
+              "      <td>21.5</td>\n",
+              "      <td>134</td>\n",
+              "      <td>1.60</td>\n",
+              "      <td>0.99</td>\n",
+              "      <td>0.14</td>\n",
+              "      <td>1.56</td>\n",
+              "      <td>2.500000</td>\n",
+              "      <td>0.95</td>\n",
+              "      <td>2.26</td>\n",
+              "      <td>625</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>77</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>0.99</td>\n",
+              "      <td>1.95</td>\n",
+              "      <td>14.8</td>\n",
+              "      <td>136</td>\n",
+              "      <td>1.90</td>\n",
+              "      <td>1.85</td>\n",
+              "      <td>0.35</td>\n",
+              "      <td>2.76</td>\n",
+              "      <td>3.400000</td>\n",
+              "      <td>1.06</td>\n",
+              "      <td>2.31</td>\n",
+              "      <td>750</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>72</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.67</td>\n",
+              "      <td>2.60</td>\n",
+              "      <td>30.0</td>\n",
+              "      <td>139</td>\n",
+              "      <td>3.30</td>\n",
+              "      <td>2.89</td>\n",
+              "      <td>0.21</td>\n",
+              "      <td>1.96</td>\n",
+              "      <td>3.350000</td>\n",
+              "      <td>1.31</td>\n",
+              "      <td>3.50</td>\n",
+              "      <td>985</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>68</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.19</td>\n",
+              "      <td>1.75</td>\n",
+              "      <td>16.8</td>\n",
+              "      <td>151</td>\n",
+              "      <td>1.85</td>\n",
+              "      <td>1.28</td>\n",
+              "      <td>0.14</td>\n",
+              "      <td>2.50</td>\n",
+              "      <td>2.850000</td>\n",
+              "      <td>1.28</td>\n",
+              "      <td>3.07</td>\n",
+              "      <td>718</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>94</th>\n",
+              "      <td>2</td>\n",
+              "      <td>NaN</td>\n",
+              "      <td>1.52</td>\n",
+              "      <td>2.20</td>\n",
+              "      <td>19.0</td>\n",
+              "      <td>162</td>\n",
+              "      <td>2.50</td>\n",
+              "      <td>2.27</td>\n",
+              "      <td>0.32</td>\n",
+              "      <td>3.28</td>\n",
+              "      <td>2.600000</td>\n",
+              "      <td>1.16</td>\n",
+              "      <td>2.63</td>\n",
+              "      <td>937</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "<p>177 rows × 14 columns</p>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "     1 Alcohol  Malic acid   Ash  Alkalinity of ash  Magnesium  Total phenols  \\\n",
+              "88   2     NaN        1.33  2.30               23.6         70           2.20   \n",
+              "81   2     NaN        1.13  2.51               24.0         78           2.00   \n",
+              "66   2     NaN        1.17  1.92               19.6         78           2.11   \n",
+              "65   2     NaN        1.01  1.70               15.0         78           2.98   \n",
+              "105  2     NaN        1.73  2.12               19.0         80           1.65   \n",
+              "128  2     NaN        4.30  2.38               22.0         80           2.10   \n",
+              "117  2     NaN        3.43  1.98               16.0         80           1.63   \n",
+              "91   2     NaN        1.53  2.26               20.7         80           1.38   \n",
+              "145  3     NaN        5.04  2.23               20.0         80           0.98   \n",
+              "89   2     NaN        1.83  2.32               18.5         81           1.60   \n",
+              "123  2     NaN        4.31  2.39               21.0         82           2.86   \n",
+              "87   2     NaN        2.06  2.46               21.6         84           1.95   \n",
+              "113  2     NaN        1.39  2.50               22.5         84           2.56   \n",
+              "106  2     NaN        1.75  2.28               22.5         84           1.38   \n",
+              "133  3     NaN        1.24  2.25               17.5         85           2.00   \n",
+              "124  2     NaN        2.16  2.17               21.0         85           2.60   \n",
+              "103  2     NaN        1.73  1.98               20.5         85           2.20   \n",
+              "82   2     NaN        3.86  2.32               22.5         85           1.65   \n",
+              "114  2     NaN        1.51  2.20               21.5         85           2.46   \n",
+              "96   2     NaN        1.41  1.98               16.0         85           2.55   \n",
+              "170  3     NaN        2.39  2.28               19.5         86           1.39   \n",
+              "80   2     NaN        1.81  2.20               18.8         86           2.20   \n",
+              "122  2     NaN        5.80  2.13               21.5         86           2.62   \n",
+              "75   2     NaN        0.90  1.71               16.0         86           1.95   \n",
+              "146  3     NaN        4.61  2.48               21.5         86           1.70   \n",
+              "70   2     NaN        1.51  2.67               25.0         86           2.95   \n",
+              "125  2     NaN        1.53  2.29               21.5         86           2.74   \n",
+              "90   2     NaN        1.51  2.42               22.0         86           1.45   \n",
+              "115  2     NaN        1.47  1.99               20.8         86           1.98   \n",
+              "102  2     NaN        1.72  1.88               19.5         86           2.50   \n",
+              "..  ..     ...         ...   ...                ...        ...            ...   \n",
+              "14   1     NaN        1.81  2.70               17.2        112           2.85   \n",
+              "150  3     NaN        2.67  2.48               22.0        112           1.48   \n",
+              "143  3     NaN        3.88  2.20               18.5        112           1.38   \n",
+              "2    1     NaN        1.95  2.50               16.8        113           3.85   \n",
+              "148  3     NaN        3.90  2.36               21.5        113           1.41   \n",
+              "16   1     NaN        1.57  2.62               20.0        115           2.95   \n",
+              "52   1     NaN        1.90  2.68               17.1        115           3.00   \n",
+              "151  3     NaN        1.90  2.75               25.5        116           2.20   \n",
+              "54   1     NaN        1.73  2.46               20.5        116           2.96   \n",
+              "18   1     NaN        3.10  2.56               15.2        116           2.70   \n",
+              "39   1     NaN        1.71  2.31               16.2        117           3.15   \n",
+              "3    1     NaN        2.59  2.87               21.0        118           2.80   \n",
+              "53   1     NaN        1.67  2.25               16.4        118           2.60   \n",
+              "55   1     NaN        1.70  2.30               16.3        118           3.20   \n",
+              "120  2     NaN        2.05  3.23               28.5        119           3.18   \n",
+              "174  3     NaN        4.28  2.26               20.0        120           1.59   \n",
+              "175  3     NaN        2.59  2.37               20.0        120           1.65   \n",
+              "15   1     NaN        1.92  2.72               20.0        120           2.80   \n",
+              "6    1     NaN        2.15  2.61               17.6        121           2.60   \n",
+              "129  3     NaN        1.35  2.32               18.0        122           1.51   \n",
+              "149  3     NaN        3.12  2.62               24.0        123           1.40   \n",
+              "24   1     NaN        2.05  3.22               25.0        124           2.63   \n",
+              "19   1     NaN        1.63  2.28               16.0        126           3.00   \n",
+              "38   1     NaN        3.99  2.51               13.2        128           3.00   \n",
+              "32   1     NaN        1.53  2.70               19.5        132           2.95   \n",
+              "95   2     NaN        2.12  2.74               21.5        134           1.60   \n",
+              "77   2     NaN        0.99  1.95               14.8        136           1.90   \n",
+              "72   2     NaN        1.67  2.60               30.0        139           3.30   \n",
+              "68   2     NaN        1.19  1.75               16.8        151           1.85   \n",
+              "94   2     NaN        1.52  2.20               19.0        162           2.50   \n",
+              "\n",
+              "     Flavanoids  Nonflavanoid phenols  Proanthocyanins  Color intensity   Hue  \\\n",
+              "88         1.59                  0.42             1.38         1.740000  1.07   \n",
+              "81         1.58                  0.40             1.40         2.200000  1.31   \n",
+              "66         2.00                  0.27             1.04         4.680000  1.12   \n",
+              "65         3.18                  0.26             2.28         5.300000  1.12   \n",
+              "105        2.03                  0.37             1.63         3.400000  1.00   \n",
+              "128        1.75                  0.42             1.35         2.600000  0.79   \n",
+              "117        1.25                  0.43             0.83         3.400000  0.70   \n",
+              "91         1.46                  0.58             1.62         3.050000  0.96   \n",
+              "145        0.34                  0.40             0.68         4.900000  0.58   \n",
+              "89         1.50                  0.52             1.64         2.400000  1.08   \n",
+              "123        3.03                  0.21             2.91         2.800000  0.75   \n",
+              "87         1.69                  0.48             1.35         2.800000  1.00   \n",
+              "113        2.29                  0.43             1.04         2.900000  0.93   \n",
+              "106        1.76                  0.48             1.63         3.300000  0.88   \n",
+              "133        0.58                  0.60             1.25         5.450000  0.75   \n",
+              "124        2.65                  0.37             1.35         2.760000  0.86   \n",
+              "103        1.92                  0.32             1.48         2.940000  1.04   \n",
+              "82         1.59                  0.61             1.62         4.800000  0.84   \n",
+              "114        2.17                  0.52             2.01         1.900000  1.71   \n",
+              "96         2.50                  0.29             1.77         2.900000  1.23   \n",
+              "170        0.51                  0.48             0.64         9.899999  0.57   \n",
+              "80         2.53                  0.26             1.77         3.900000  1.16   \n",
+              "122        2.65                  0.30             2.01         2.600000  0.73   \n",
+              "75         2.03                  0.24             1.46         4.600000  1.19   \n",
+              "146        0.65                  0.47             0.86         7.650000  0.54   \n",
+              "70         2.86                  0.21             1.87         3.380000  1.36   \n",
+              "125        3.15                  0.39             1.77         3.940000  0.69   \n",
+              "90         1.25                  0.50             1.63         3.600000  1.05   \n",
+              "115        1.60                  0.30             1.53         1.950000  0.95   \n",
+              "102        1.64                  0.37             1.42         2.060000  0.94   \n",
+              "..          ...                   ...              ...              ...   ...   \n",
+              "14         2.91                  0.30             1.46         7.300000  1.28   \n",
+              "150        1.36                  0.24             1.26        10.800000  0.48   \n",
+              "143        0.78                  0.29             1.14         8.210000  0.65   \n",
+              "2          3.49                  0.24             2.18         7.800000  0.86   \n",
+              "148        1.39                  0.34             1.14         9.400000  0.57   \n",
+              "16         3.40                  0.40             1.72         6.600000  1.13   \n",
+              "52         2.79                  0.39             1.68         6.300000  1.13   \n",
+              "151        1.28                  0.26             1.56         7.100000  0.61   \n",
+              "54         2.78                  0.20             2.45         6.250000  0.98   \n",
+              "18         3.03                  0.17             1.66         5.100000  0.96   \n",
+              "39         3.29                  0.34             2.34         6.130000  0.95   \n",
+              "3          2.69                  0.39             1.82         4.320000  1.04   \n",
+              "53         2.90                  0.21             1.62         5.850000  0.92   \n",
+              "55         3.00                  0.26             2.03         6.380000  0.94   \n",
+              "120        5.08                  0.47             1.87         6.000000  0.93   \n",
+              "174        0.69                  0.43             1.35        10.200000  0.59   \n",
+              "175        0.68                  0.53             1.46         9.300000  0.60   \n",
+              "15         3.14                  0.33             1.97         6.200000  1.07   \n",
+              "6          2.51                  0.31             1.25         5.050000  1.06   \n",
+              "129        1.25                  0.21             0.94         4.100000  0.76   \n",
+              "149        1.57                  0.22             1.25         8.600000  0.59   \n",
+              "24         2.68                  0.47             1.92         3.580000  1.13   \n",
+              "19         3.17                  0.24             2.10         5.650000  1.09   \n",
+              "38         3.04                  0.20             2.08         5.100000  0.89   \n",
+              "32         2.74                  0.50             1.35         5.400000  1.25   \n",
+              "95         0.99                  0.14             1.56         2.500000  0.95   \n",
+              "77         1.85                  0.35             2.76         3.400000  1.06   \n",
+              "72         2.89                  0.21             1.96         3.350000  1.31   \n",
+              "68         1.28                  0.14             2.50         2.850000  1.28   \n",
+              "94         2.27                  0.32             3.28         2.600000  1.16   \n",
+              "\n",
+              "     OD280/OD315 of diluted vines  Proline  \n",
+              "88                           3.21      625  \n",
+              "81                           2.72      630  \n",
+              "66                           3.48      510  \n",
+              "65                           3.18      502  \n",
+              "105                          3.17      510  \n",
+              "128                          2.57      580  \n",
+              "117                          2.12      372  \n",
+              "91                           2.06      495  \n",
+              "145                          1.33      415  \n",
+              "89                           2.27      480  \n",
+              "123                          3.64      380  \n",
+              "87                           2.75      680  \n",
+              "113                          3.19      385  \n",
+              "106                          2.42      488  \n",
+              "133                          1.51      650  \n",
+              "124                          3.28      378  \n",
+              "103                          3.57      672  \n",
+              "82                           2.01      515  \n",
+              "114                          2.87      407  \n",
+              "96                           2.74      428  \n",
+              "170                          1.63      470  \n",
+              "80                           3.14      714  \n",
+              "122                          3.10      380  \n",
+              "75                           2.48      392  \n",
+              "146                          1.86      625  \n",
+              "70                           3.16      410  \n",
+              "125                          2.84      352  \n",
+              "90                           2.65      450  \n",
+              "115                          3.33      495  \n",
+              "102                          2.44      415  \n",
+              "..                            ...      ...  \n",
+              "14                           2.88     1310  \n",
+              "150                          1.47      480  \n",
+              "143                          2.00      855  \n",
+              "2                            3.45     1480  \n",
+              "148                          1.33      550  \n",
+              "16                           2.57     1130  \n",
+              "52                           2.93     1375  \n",
+              "151                          1.33      425  \n",
+              "54                           3.03     1120  \n",
+              "18                           3.36      845  \n",
+              "39                           3.38      795  \n",
+              "3                            2.93      735  \n",
+              "53                           3.20     1060  \n",
+              "55                           3.31      970  \n",
+              "120                          3.69      465  \n",
+              "174                          1.56      835  \n",
+              "175                          1.62      840  \n",
+              "15                           2.65     1280  \n",
+              "6                            3.58     1295  \n",
+              "129                          1.29      630  \n",
+              "149                          1.30      500  \n",
+              "24                           3.20      830  \n",
+              "19                           3.71      780  \n",
+              "38                           3.53      760  \n",
+              "32                           3.00     1235  \n",
+              "95                           2.26      625  \n",
+              "77                           2.31      750  \n",
+              "72                           3.50      985  \n",
+              "68                           3.07      718  \n",
+              "94                           2.63      937  \n",
+              "\n",
+              "[177 rows x 14 columns]"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 75
+        }
+      ]
+    },
+    {
+      "metadata": {
+        "id": "GvxAKEDLhn3x",
+        "colab_type": "code",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 201
+        },
+        "outputId": "fa7d1b58-179c-4f7a-947a-42f8a28bb706"
+      },
+      "cell_type": "code",
+      "source": [
+        "Flavanoids = wine_df['Flavanoids'].unique()\n",
+        "print (Flavanoids)"
+      ],
+      "execution_count": 78,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": [
+            "[1.64 1.69 0.56 3.04 3.56 2.53 1.02 2.68 2.27 2.26 1.25 3.   2.91 1.76\n",
+            " 0.75 2.69 2.78 3.75 0.96 3.23 2.61 2.13 2.17 0.6  0.69 3.17 0.8  3.29\n",
+            " 1.75 0.68 0.83 1.36 1.22 2.97 2.92 2.04 2.33 1.46 1.41 2.52 2.43 3.03\n",
+            " 3.54 0.63 0.92 2.25 2.89 2.03 2.99 1.1  0.58 1.59 3.24 1.61 1.31 2.58\n",
+            " 0.84 1.3  0.47 2.88 0.5  0.51 2.5  2.51 3.4  0.66 1.79 3.32 0.76 2.74\n",
+            " 2.79 3.19 3.27 2.94 1.84 0.52 0.7  3.1  2.98 2.65 2.9  2.   2.14 1.6\n",
+            " 0.65 3.25 1.92 3.49 3.64 2.01 0.99 2.76 1.09 2.11 2.09 1.32 1.85 3.93\n",
+            " 2.19 0.49 2.64 2.45 3.18 1.57 1.58 1.2  2.41 0.57 2.29 3.15 0.61 1.28\n",
+            " 3.39 5.08 3.67 1.39 2.21 2.37 3.69 2.63 0.78 1.94 2.24 0.48 2.86 3.14\n",
+            " 0.55 0.34 3.74 2.55 1.5 ]\n"
+          ],
+          "name": "stdout"
+        }
+      ]
+    },
+    {
+      "metadata": {
+        "id": "jRDQytqgiDqj",
+        "colab_type": "code",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 402
+        },
+        "outputId": "1c0bc46d-a326-4045-9d15-5984a31be863"
+      },
+      "cell_type": "code",
+      "source": [
+        "import matplotlib.pyplot as plt\n",
+        "plt.hist(['Nonflavanoid phenols'])\n",
+        "plt.hist(['Flavanoids'])\n",
+        "plt.hist(['Proline'])\n",
+        "plt.hist(['Hue'])\n",
+        "plt.hist(['Color intensity'])\n",
+        "plt.hist(['Magnesium'])"
+      ],
+      "execution_count": 89,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "(array([0., 0., 0., 0., 0., 1., 0., 0., 0., 0.]),\n",
+              " array([4.5, 4.6, 4.7, 4.8, 4.9, 5. , 5.1, 5.2, 5.3, 5.4, 5.5]),\n",
+              " <a list of 10 Patch objects>)"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 89
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": 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AEEIYAABDCGEAAAwhhAEAMIQQBgDAEEIYAABDCGEAAAwhhAEAMIQQBgDAEEIYAABDCGEA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\nTkSuQmCC\n",
+            "text/plain": [
+              "<matplotlib.figure.Figure at 0x7fdd5ff46208>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        }
+      ]
+    }
+  ]
+}
\ No newline at end of file

From f999ad7820cdb14f66cb6d48650ee674fd6a7181 Mon Sep 17 00:00:00 2001
From: Diya Nag Chaudhury <43166705+dnc2k@users.noreply.github.com>
Date: Sat, 13 Oct 2018 18:44:19 +0530
Subject: [PATCH 2/3] Created using Colaboratory

---
 Get_to_know_your_Data.ipynb | 2399 +++++++++++++++++++++++++++++++++++
 1 file changed, 2399 insertions(+)
 create mode 100644 Get_to_know_your_Data.ipynb

diff --git a/Get_to_know_your_Data.ipynb b/Get_to_know_your_Data.ipynb
new file mode 100644
index 0000000..6434fb3
--- /dev/null
+++ b/Get_to_know_your_Data.ipynb
@@ -0,0 +1,2399 @@
+{
+  "nbformat": 4,
+  "nbformat_minor": 0,
+  "metadata": {
+    "colab": {
+      "name": "Get to know your Data.ipynb",
+      "version": "0.3.2",
+      "provenance": [],
+      "include_colab_link": true
+    },
+    "kernelspec": {
+      "name": "python3",
+      "display_name": "Python 3"
+    }
+  },
+  "cells": [
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "view-in-github",
+        "colab_type": "text"
+      },
+      "source": [
+        "[View in Colaboratory](https://colab.research.google.com/github/dnc2k/Assignment-3/blob/dnc2k/Get_to_know_your_Data.ipynb)"
+      ]
+    },
+    {
+      "metadata": {
+        "id": "J82LU53m_OU0",
+        "colab_type": "text"
+      },
+      "cell_type": "markdown",
+      "source": [
+        "# Get to know your Data\n",
+        "\n",
+        "\n",
+        "#### Import necessary modules\n"
+      ]
+    },
+    {
+      "metadata": {
+        "id": "ZyO1UXL8mtSj",
+        "colab_type": "code",
+        "colab": {}
+      },
+      "cell_type": "code",
+      "source": [
+        "import pandas as pd\n",
+        "import numpy as np"
+      ],
+      "execution_count": 0,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "id": "yXTzTowtnwGI",
+        "colab_type": "text"
+      },
+      "cell_type": "markdown",
+      "source": [
+        "#### Loading CSV Data to a DataFrame"
+      ]
+    },
+    {
+      "metadata": {
+        "id": "H1Bjlb5wm9f-",
+        "colab_type": "code",
+        "colab": {}
+      },
+      "cell_type": "code",
+      "source": [
+        "iris_df = pd.read_csv('https://raw.githubusercontent.com/uiuc-cse/data-fa14/gh-pages/data/iris.csv')\n"
+      ],
+      "execution_count": 0,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "id": "KE-k7b_Mn5iN",
+        "colab_type": "text"
+      },
+      "cell_type": "markdown",
+      "source": [
+        "#### See the top 10 rows\n"
+      ]
+    },
+    {
+      "metadata": {
+        "id": "HY2Ps7xMn4ao",
+        "colab_type": "code",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 363
+        },
+        "outputId": "11bb40e5-97c5-43c1-fce7-0de079856a53"
+      },
+      "cell_type": "code",
+      "source": [
+        "iris_df.head(10)"
+      ],
+      "execution_count": 3,
+      "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>sepal_length</th>\n",
+              "      <th>sepal_width</th>\n",
+              "      <th>petal_length</th>\n",
+              "      <th>petal_width</th>\n",
+              "      <th>species</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>5.1</td>\n",
+              "      <td>3.5</td>\n",
+              "      <td>1.4</td>\n",
+              "      <td>0.2</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>4.9</td>\n",
+              "      <td>3.0</td>\n",
+              "      <td>1.4</td>\n",
+              "      <td>0.2</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>4.7</td>\n",
+              "      <td>3.2</td>\n",
+              "      <td>1.3</td>\n",
+              "      <td>0.2</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>4.6</td>\n",
+              "      <td>3.1</td>\n",
+              "      <td>1.5</td>\n",
+              "      <td>0.2</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>5.0</td>\n",
+              "      <td>3.6</td>\n",
+              "      <td>1.4</td>\n",
+              "      <td>0.2</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>5</th>\n",
+              "      <td>5.4</td>\n",
+              "      <td>3.9</td>\n",
+              "      <td>1.7</td>\n",
+              "      <td>0.4</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>6</th>\n",
+              "      <td>4.6</td>\n",
+              "      <td>3.4</td>\n",
+              "      <td>1.4</td>\n",
+              "      <td>0.3</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>7</th>\n",
+              "      <td>5.0</td>\n",
+              "      <td>3.4</td>\n",
+              "      <td>1.5</td>\n",
+              "      <td>0.2</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>8</th>\n",
+              "      <td>4.4</td>\n",
+              "      <td>2.9</td>\n",
+              "      <td>1.4</td>\n",
+              "      <td>0.2</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>9</th>\n",
+              "      <td>4.9</td>\n",
+              "      <td>3.1</td>\n",
+              "      <td>1.5</td>\n",
+              "      <td>0.1</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "   sepal_length  sepal_width  petal_length  petal_width species\n",
+              "0           5.1          3.5           1.4          0.2  setosa\n",
+              "1           4.9          3.0           1.4          0.2  setosa\n",
+              "2           4.7          3.2           1.3          0.2  setosa\n",
+              "3           4.6          3.1           1.5          0.2  setosa\n",
+              "4           5.0          3.6           1.4          0.2  setosa\n",
+              "5           5.4          3.9           1.7          0.4  setosa\n",
+              "6           4.6          3.4           1.4          0.3  setosa\n",
+              "7           5.0          3.4           1.5          0.2  setosa\n",
+              "8           4.4          2.9           1.4          0.2  setosa\n",
+              "9           4.9          3.1           1.5          0.1  setosa"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 3
+        }
+      ]
+    },
+    {
+      "metadata": {
+        "id": "ZQXekIodqOZu",
+        "colab_type": "text"
+      },
+      "cell_type": "markdown",
+      "source": [
+        "#### Find number of rows and columns\n"
+      ]
+    },
+    {
+      "metadata": {
+        "id": "6Y-A-lbFqR82",
+        "colab_type": "code",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 72
+        },
+        "outputId": "bdd2bf24-9b52-4335-e5b5-9caa05350b95"
+      },
+      "cell_type": "code",
+      "source": [
+        "print(iris_df.shape)\n",
+        "\n",
+        "#first is row and second is column\n",
+        "#select row by simple indexing\n",
+        "\n",
+        "print(iris_df.shape[0])\n",
+        "print(iris_df.shape[1])"
+      ],
+      "execution_count": 4,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": [
+            "(150, 5)\n",
+            "150\n",
+            "5\n"
+          ],
+          "name": "stdout"
+        }
+      ]
+    },
+    {
+      "metadata": {
+        "id": "4ckCiGPhrC_t",
+        "colab_type": "text"
+      },
+      "cell_type": "markdown",
+      "source": [
+        "#### Print all columns"
+      ]
+    },
+    {
+      "metadata": {
+        "id": "S6jgMyRDrF2a",
+        "colab_type": "code",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 72
+        },
+        "outputId": "472a789e-cad8-40cf-ce09-7f38331d9fef"
+      },
+      "cell_type": "code",
+      "source": [
+        "print(iris_df.columns)"
+      ],
+      "execution_count": 5,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": [
+            "Index(['sepal_length', 'sepal_width', 'petal_length', 'petal_width',\n",
+            "       'species'],\n",
+            "      dtype='object')\n"
+          ],
+          "name": "stdout"
+        }
+      ]
+    },
+    {
+      "metadata": {
+        "id": "kVav5-ACtIqS",
+        "colab_type": "text"
+      },
+      "cell_type": "markdown",
+      "source": [
+        "#### Check Index\n"
+      ]
+    },
+    {
+      "metadata": {
+        "id": "iu3I9zIGtLDX",
+        "colab_type": "code",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 35
+        },
+        "outputId": "821e585f-2be7-41b1-fb02-ee74202c1c2e"
+      },
+      "cell_type": "code",
+      "source": [
+        "print(iris_df.index)"
+      ],
+      "execution_count": 6,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": [
+            "RangeIndex(start=0, stop=150, step=1)\n"
+          ],
+          "name": "stdout"
+        }
+      ]
+    },
+    {
+      "metadata": {
+        "id": "psCc7PborOCQ",
+        "colab_type": "text"
+      },
+      "cell_type": "markdown",
+      "source": [
+        "#### Right now the iris_data set has all the species grouped together let's shuffle it"
+      ]
+    },
+    {
+      "metadata": {
+        "id": "Bxc8i6avrZPw",
+        "colab_type": "code",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 237
+        },
+        "outputId": "cde0c4fa-4162-48a6-9d19-9e7457f03ad5"
+      },
+      "cell_type": "code",
+      "source": [
+        "#generate a random permutaion on index\n",
+        "\n",
+        "print(iris_df.head())\n",
+        "\n",
+        "new_index = np.random.permutation(iris_df.index)\n",
+        "iris_df = iris_df.reindex(index = new_index)\n",
+        "\n",
+        "print(iris_df.head())"
+      ],
+      "execution_count": 7,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": [
+            "   sepal_length  sepal_width  petal_length  petal_width species\n",
+            "0           5.1          3.5           1.4          0.2  setosa\n",
+            "1           4.9          3.0           1.4          0.2  setosa\n",
+            "2           4.7          3.2           1.3          0.2  setosa\n",
+            "3           4.6          3.1           1.5          0.2  setosa\n",
+            "4           5.0          3.6           1.4          0.2  setosa\n",
+            "     sepal_length  sepal_width  petal_length  petal_width     species\n",
+            "127           6.1          3.0           4.9          1.8   virginica\n",
+            "50            7.0          3.2           4.7          1.4  versicolor\n",
+            "52            6.9          3.1           4.9          1.5  versicolor\n",
+            "89            5.5          2.5           4.0          1.3  versicolor\n",
+            "2             4.7          3.2           1.3          0.2      setosa\n"
+          ],
+          "name": "stdout"
+        }
+      ]
+    },
+    {
+      "metadata": {
+        "id": "j32h8022sRT8",
+        "colab_type": "text"
+      },
+      "cell_type": "markdown",
+      "source": [
+        "#### We can also apply an operation on whole column of iris_df"
+      ]
+    },
+    {
+      "metadata": {
+        "id": "seYXHXsYsYJI",
+        "colab_type": "code",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 348
+        },
+        "outputId": "824a0c3b-4653-4d1e-8486-56c6a6cfa786"
+      },
+      "cell_type": "code",
+      "source": [
+        "#original\n",
+        "\n",
+        "print(iris_df.head())\n",
+        "\n",
+        "iris_df['sepal_width'] *= 10\n",
+        "\n",
+        "#changed\n",
+        "\n",
+        "print(iris_df.head())\n",
+        "\n",
+        "#lets undo the operation\n",
+        "\n",
+        "iris_df['sepal_width'] /= 10\n",
+        "\n",
+        "print(iris_df.head())"
+      ],
+      "execution_count": 8,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": [
+            "     sepal_length  sepal_width  petal_length  petal_width     species\n",
+            "127           6.1          3.0           4.9          1.8   virginica\n",
+            "50            7.0          3.2           4.7          1.4  versicolor\n",
+            "52            6.9          3.1           4.9          1.5  versicolor\n",
+            "89            5.5          2.5           4.0          1.3  versicolor\n",
+            "2             4.7          3.2           1.3          0.2      setosa\n",
+            "     sepal_length  sepal_width  petal_length  petal_width     species\n",
+            "127           6.1         30.0           4.9          1.8   virginica\n",
+            "50            7.0         32.0           4.7          1.4  versicolor\n",
+            "52            6.9         31.0           4.9          1.5  versicolor\n",
+            "89            5.5         25.0           4.0          1.3  versicolor\n",
+            "2             4.7         32.0           1.3          0.2      setosa\n",
+            "     sepal_length  sepal_width  petal_length  petal_width     species\n",
+            "127           6.1          3.0           4.9          1.8   virginica\n",
+            "50            7.0          3.2           4.7          1.4  versicolor\n",
+            "52            6.9          3.1           4.9          1.5  versicolor\n",
+            "89            5.5          2.5           4.0          1.3  versicolor\n",
+            "2             4.7          3.2           1.3          0.2      setosa\n"
+          ],
+          "name": "stdout"
+        }
+      ]
+    },
+    {
+      "metadata": {
+        "id": "R-Ca-LBLzjiF",
+        "colab_type": "text"
+      },
+      "cell_type": "markdown",
+      "source": [
+        "#### Show all the rows where sepal_width > 3.3"
+      ]
+    },
+    {
+      "metadata": {
+        "id": "WJ7W-F-d0AoZ",
+        "colab_type": "code",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 1179
+        },
+        "outputId": "f4d2f3e5-67eb-4d74-9df7-48bd15bd89f2"
+      },
+      "cell_type": "code",
+      "source": [
+        "iris_df[iris_df['sepal_width']>3.3]"
+      ],
+      "execution_count": 9,
+      "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>sepal_length</th>\n",
+              "      <th>sepal_width</th>\n",
+              "      <th>petal_length</th>\n",
+              "      <th>petal_width</th>\n",
+              "      <th>species</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>18</th>\n",
+              "      <td>5.7</td>\n",
+              "      <td>3.8</td>\n",
+              "      <td>1.7</td>\n",
+              "      <td>0.3</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>7</th>\n",
+              "      <td>5.0</td>\n",
+              "      <td>3.4</td>\n",
+              "      <td>1.5</td>\n",
+              "      <td>0.2</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>20</th>\n",
+              "      <td>5.4</td>\n",
+              "      <td>3.4</td>\n",
+              "      <td>1.7</td>\n",
+              "      <td>0.2</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>6</th>\n",
+              "      <td>4.6</td>\n",
+              "      <td>3.4</td>\n",
+              "      <td>1.4</td>\n",
+              "      <td>0.3</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>17</th>\n",
+              "      <td>5.1</td>\n",
+              "      <td>3.5</td>\n",
+              "      <td>1.4</td>\n",
+              "      <td>0.3</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>24</th>\n",
+              "      <td>4.8</td>\n",
+              "      <td>3.4</td>\n",
+              "      <td>1.9</td>\n",
+              "      <td>0.2</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>46</th>\n",
+              "      <td>5.1</td>\n",
+              "      <td>3.8</td>\n",
+              "      <td>1.6</td>\n",
+              "      <td>0.2</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>28</th>\n",
+              "      <td>5.2</td>\n",
+              "      <td>3.4</td>\n",
+              "      <td>1.4</td>\n",
+              "      <td>0.2</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>14</th>\n",
+              "      <td>5.8</td>\n",
+              "      <td>4.0</td>\n",
+              "      <td>1.2</td>\n",
+              "      <td>0.2</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>16</th>\n",
+              "      <td>5.4</td>\n",
+              "      <td>3.9</td>\n",
+              "      <td>1.3</td>\n",
+              "      <td>0.4</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>39</th>\n",
+              "      <td>5.1</td>\n",
+              "      <td>3.4</td>\n",
+              "      <td>1.5</td>\n",
+              "      <td>0.2</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>5.1</td>\n",
+              "      <td>3.5</td>\n",
+              "      <td>1.4</td>\n",
+              "      <td>0.2</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>32</th>\n",
+              "      <td>5.2</td>\n",
+              "      <td>4.1</td>\n",
+              "      <td>1.5</td>\n",
+              "      <td>0.1</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>26</th>\n",
+              "      <td>5.0</td>\n",
+              "      <td>3.4</td>\n",
+              "      <td>1.6</td>\n",
+              "      <td>0.4</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>43</th>\n",
+              "      <td>5.0</td>\n",
+              "      <td>3.5</td>\n",
+              "      <td>1.6</td>\n",
+              "      <td>0.6</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>148</th>\n",
+              "      <td>6.2</td>\n",
+              "      <td>3.4</td>\n",
+              "      <td>5.4</td>\n",
+              "      <td>2.3</td>\n",
+              "      <td>virginica</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>5</th>\n",
+              "      <td>5.4</td>\n",
+              "      <td>3.9</td>\n",
+              "      <td>1.7</td>\n",
+              "      <td>0.4</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>36</th>\n",
+              "      <td>5.5</td>\n",
+              "      <td>3.5</td>\n",
+              "      <td>1.3</td>\n",
+              "      <td>0.2</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>15</th>\n",
+              "      <td>5.7</td>\n",
+              "      <td>4.4</td>\n",
+              "      <td>1.5</td>\n",
+              "      <td>0.4</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>19</th>\n",
+              "      <td>5.1</td>\n",
+              "      <td>3.8</td>\n",
+              "      <td>1.5</td>\n",
+              "      <td>0.3</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>11</th>\n",
+              "      <td>4.8</td>\n",
+              "      <td>3.4</td>\n",
+              "      <td>1.6</td>\n",
+              "      <td>0.2</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>48</th>\n",
+              "      <td>5.3</td>\n",
+              "      <td>3.7</td>\n",
+              "      <td>1.5</td>\n",
+              "      <td>0.2</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>27</th>\n",
+              "      <td>5.2</td>\n",
+              "      <td>3.5</td>\n",
+              "      <td>1.5</td>\n",
+              "      <td>0.2</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>85</th>\n",
+              "      <td>6.0</td>\n",
+              "      <td>3.4</td>\n",
+              "      <td>4.5</td>\n",
+              "      <td>1.6</td>\n",
+              "      <td>versicolor</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>117</th>\n",
+              "      <td>7.7</td>\n",
+              "      <td>3.8</td>\n",
+              "      <td>6.7</td>\n",
+              "      <td>2.2</td>\n",
+              "      <td>virginica</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>136</th>\n",
+              "      <td>6.3</td>\n",
+              "      <td>3.4</td>\n",
+              "      <td>5.6</td>\n",
+              "      <td>2.4</td>\n",
+              "      <td>virginica</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>33</th>\n",
+              "      <td>5.5</td>\n",
+              "      <td>4.2</td>\n",
+              "      <td>1.4</td>\n",
+              "      <td>0.2</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>40</th>\n",
+              "      <td>5.0</td>\n",
+              "      <td>3.5</td>\n",
+              "      <td>1.3</td>\n",
+              "      <td>0.3</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>5.0</td>\n",
+              "      <td>3.6</td>\n",
+              "      <td>1.4</td>\n",
+              "      <td>0.2</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>44</th>\n",
+              "      <td>5.1</td>\n",
+              "      <td>3.8</td>\n",
+              "      <td>1.9</td>\n",
+              "      <td>0.4</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>109</th>\n",
+              "      <td>7.2</td>\n",
+              "      <td>3.6</td>\n",
+              "      <td>6.1</td>\n",
+              "      <td>2.5</td>\n",
+              "      <td>virginica</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>131</th>\n",
+              "      <td>7.9</td>\n",
+              "      <td>3.8</td>\n",
+              "      <td>6.4</td>\n",
+              "      <td>2.0</td>\n",
+              "      <td>virginica</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>31</th>\n",
+              "      <td>5.4</td>\n",
+              "      <td>3.4</td>\n",
+              "      <td>1.5</td>\n",
+              "      <td>0.4</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>10</th>\n",
+              "      <td>5.4</td>\n",
+              "      <td>3.7</td>\n",
+              "      <td>1.5</td>\n",
+              "      <td>0.2</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>22</th>\n",
+              "      <td>4.6</td>\n",
+              "      <td>3.6</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>0.2</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>21</th>\n",
+              "      <td>5.1</td>\n",
+              "      <td>3.7</td>\n",
+              "      <td>1.5</td>\n",
+              "      <td>0.4</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "     sepal_length  sepal_width  petal_length  petal_width     species\n",
+              "18            5.7          3.8           1.7          0.3      setosa\n",
+              "7             5.0          3.4           1.5          0.2      setosa\n",
+              "20            5.4          3.4           1.7          0.2      setosa\n",
+              "6             4.6          3.4           1.4          0.3      setosa\n",
+              "17            5.1          3.5           1.4          0.3      setosa\n",
+              "24            4.8          3.4           1.9          0.2      setosa\n",
+              "46            5.1          3.8           1.6          0.2      setosa\n",
+              "28            5.2          3.4           1.4          0.2      setosa\n",
+              "14            5.8          4.0           1.2          0.2      setosa\n",
+              "16            5.4          3.9           1.3          0.4      setosa\n",
+              "39            5.1          3.4           1.5          0.2      setosa\n",
+              "0             5.1          3.5           1.4          0.2      setosa\n",
+              "32            5.2          4.1           1.5          0.1      setosa\n",
+              "26            5.0          3.4           1.6          0.4      setosa\n",
+              "43            5.0          3.5           1.6          0.6      setosa\n",
+              "148           6.2          3.4           5.4          2.3   virginica\n",
+              "5             5.4          3.9           1.7          0.4      setosa\n",
+              "36            5.5          3.5           1.3          0.2      setosa\n",
+              "15            5.7          4.4           1.5          0.4      setosa\n",
+              "19            5.1          3.8           1.5          0.3      setosa\n",
+              "11            4.8          3.4           1.6          0.2      setosa\n",
+              "48            5.3          3.7           1.5          0.2      setosa\n",
+              "27            5.2          3.5           1.5          0.2      setosa\n",
+              "85            6.0          3.4           4.5          1.6  versicolor\n",
+              "117           7.7          3.8           6.7          2.2   virginica\n",
+              "136           6.3          3.4           5.6          2.4   virginica\n",
+              "33            5.5          4.2           1.4          0.2      setosa\n",
+              "40            5.0          3.5           1.3          0.3      setosa\n",
+              "4             5.0          3.6           1.4          0.2      setosa\n",
+              "44            5.1          3.8           1.9          0.4      setosa\n",
+              "109           7.2          3.6           6.1          2.5   virginica\n",
+              "131           7.9          3.8           6.4          2.0   virginica\n",
+              "31            5.4          3.4           1.5          0.4      setosa\n",
+              "10            5.4          3.7           1.5          0.2      setosa\n",
+              "22            4.6          3.6           1.0          0.2      setosa\n",
+              "21            5.1          3.7           1.5          0.4      setosa"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 9
+        }
+      ]
+    },
+    {
+      "metadata": {
+        "id": "gH3DnhCq2Cbl",
+        "colab_type": "text"
+      },
+      "cell_type": "markdown",
+      "source": [
+        "#### Club two filters together - Find all samples where sepal_width > 3.3 and species is versicolor"
+      ]
+    },
+    {
+      "metadata": {
+        "id": "4U7ksr_R2H7M",
+        "colab_type": "code",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 81
+        },
+        "outputId": "3524f8fe-883a-4bb1-e20c-170bfbce0392"
+      },
+      "cell_type": "code",
+      "source": [
+        "iris_df[(iris_df['sepal_width']>3.3) & (iris_df['species'] == 'versicolor')] "
+      ],
+      "execution_count": 10,
+      "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>sepal_length</th>\n",
+              "      <th>sepal_width</th>\n",
+              "      <th>petal_length</th>\n",
+              "      <th>petal_width</th>\n",
+              "      <th>species</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>85</th>\n",
+              "      <td>6.0</td>\n",
+              "      <td>3.4</td>\n",
+              "      <td>4.5</td>\n",
+              "      <td>1.6</td>\n",
+              "      <td>versicolor</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "    sepal_length  sepal_width  petal_length  petal_width     species\n",
+              "85           6.0          3.4           4.5          1.6  versicolor"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 10
+        }
+      ]
+    },
+    {
+      "metadata": {
+        "id": "1lmnB3ot2u7I",
+        "colab_type": "text"
+      },
+      "cell_type": "markdown",
+      "source": [
+        "#### Sorting a column by value"
+      ]
+    },
+    {
+      "metadata": {
+        "id": "K7KIj6fv2zWP",
+        "colab_type": "code",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 1992
+        },
+        "outputId": "fc7cb3dc-d85d-460b-aea3-3aa58624ac4b"
+      },
+      "cell_type": "code",
+      "source": [
+        "iris_df.sort_values(by='sepal_width')#, ascending = False)\n",
+        "#pass ascending = False for descending order"
+      ],
+      "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>sepal_length</th>\n",
+              "      <th>sepal_width</th>\n",
+              "      <th>petal_length</th>\n",
+              "      <th>petal_width</th>\n",
+              "      <th>species</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>60</th>\n",
+              "      <td>5.0</td>\n",
+              "      <td>2.0</td>\n",
+              "      <td>3.5</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>versicolor</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>119</th>\n",
+              "      <td>6.0</td>\n",
+              "      <td>2.2</td>\n",
+              "      <td>5.0</td>\n",
+              "      <td>1.5</td>\n",
+              "      <td>virginica</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>68</th>\n",
+              "      <td>6.2</td>\n",
+              "      <td>2.2</td>\n",
+              "      <td>4.5</td>\n",
+              "      <td>1.5</td>\n",
+              "      <td>versicolor</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>62</th>\n",
+              "      <td>6.0</td>\n",
+              "      <td>2.2</td>\n",
+              "      <td>4.0</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>versicolor</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>53</th>\n",
+              "      <td>5.5</td>\n",
+              "      <td>2.3</td>\n",
+              "      <td>4.0</td>\n",
+              "      <td>1.3</td>\n",
+              "      <td>versicolor</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>87</th>\n",
+              "      <td>6.3</td>\n",
+              "      <td>2.3</td>\n",
+              "      <td>4.4</td>\n",
+              "      <td>1.3</td>\n",
+              "      <td>versicolor</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>41</th>\n",
+              "      <td>4.5</td>\n",
+              "      <td>2.3</td>\n",
+              "      <td>1.3</td>\n",
+              "      <td>0.3</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>93</th>\n",
+              "      <td>5.0</td>\n",
+              "      <td>2.3</td>\n",
+              "      <td>3.3</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>versicolor</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>81</th>\n",
+              "      <td>5.5</td>\n",
+              "      <td>2.4</td>\n",
+              "      <td>3.7</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>versicolor</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>80</th>\n",
+              "      <td>5.5</td>\n",
+              "      <td>2.4</td>\n",
+              "      <td>3.8</td>\n",
+              "      <td>1.1</td>\n",
+              "      <td>versicolor</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>57</th>\n",
+              "      <td>4.9</td>\n",
+              "      <td>2.4</td>\n",
+              "      <td>3.3</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>versicolor</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>113</th>\n",
+              "      <td>5.7</td>\n",
+              "      <td>2.5</td>\n",
+              "      <td>5.0</td>\n",
+              "      <td>2.0</td>\n",
+              "      <td>virginica</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>108</th>\n",
+              "      <td>6.7</td>\n",
+              "      <td>2.5</td>\n",
+              "      <td>5.8</td>\n",
+              "      <td>1.8</td>\n",
+              "      <td>virginica</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>69</th>\n",
+              "      <td>5.6</td>\n",
+              "      <td>2.5</td>\n",
+              "      <td>3.9</td>\n",
+              "      <td>1.1</td>\n",
+              "      <td>versicolor</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>98</th>\n",
+              "      <td>5.1</td>\n",
+              "      <td>2.5</td>\n",
+              "      <td>3.0</td>\n",
+              "      <td>1.1</td>\n",
+              "      <td>versicolor</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>89</th>\n",
+              "      <td>5.5</td>\n",
+              "      <td>2.5</td>\n",
+              "      <td>4.0</td>\n",
+              "      <td>1.3</td>\n",
+              "      <td>versicolor</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>146</th>\n",
+              "      <td>6.3</td>\n",
+              "      <td>2.5</td>\n",
+              "      <td>5.0</td>\n",
+              "      <td>1.9</td>\n",
+              "      <td>virginica</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>106</th>\n",
+              "      <td>4.9</td>\n",
+              "      <td>2.5</td>\n",
+              "      <td>4.5</td>\n",
+              "      <td>1.7</td>\n",
+              "      <td>virginica</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>72</th>\n",
+              "      <td>6.3</td>\n",
+              "      <td>2.5</td>\n",
+              "      <td>4.9</td>\n",
+              "      <td>1.5</td>\n",
+              "      <td>versicolor</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>92</th>\n",
+              "      <td>5.8</td>\n",
+              "      <td>2.6</td>\n",
+              "      <td>4.0</td>\n",
+              "      <td>1.2</td>\n",
+              "      <td>versicolor</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>79</th>\n",
+              "      <td>5.7</td>\n",
+              "      <td>2.6</td>\n",
+              "      <td>3.5</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>versicolor</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>90</th>\n",
+              "      <td>5.5</td>\n",
+              "      <td>2.6</td>\n",
+              "      <td>4.4</td>\n",
+              "      <td>1.2</td>\n",
+              "      <td>versicolor</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>134</th>\n",
+              "      <td>6.1</td>\n",
+              "      <td>2.6</td>\n",
+              "      <td>5.6</td>\n",
+              "      <td>1.4</td>\n",
+              "      <td>virginica</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>118</th>\n",
+              "      <td>7.7</td>\n",
+              "      <td>2.6</td>\n",
+              "      <td>6.9</td>\n",
+              "      <td>2.3</td>\n",
+              "      <td>virginica</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>82</th>\n",
+              "      <td>5.8</td>\n",
+              "      <td>2.7</td>\n",
+              "      <td>3.9</td>\n",
+              "      <td>1.2</td>\n",
+              "      <td>versicolor</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>94</th>\n",
+              "      <td>5.6</td>\n",
+              "      <td>2.7</td>\n",
+              "      <td>4.2</td>\n",
+              "      <td>1.3</td>\n",
+              "      <td>versicolor</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>67</th>\n",
+              "      <td>5.8</td>\n",
+              "      <td>2.7</td>\n",
+              "      <td>4.1</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>versicolor</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>83</th>\n",
+              "      <td>6.0</td>\n",
+              "      <td>2.7</td>\n",
+              "      <td>5.1</td>\n",
+              "      <td>1.6</td>\n",
+              "      <td>versicolor</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>59</th>\n",
+              "      <td>5.2</td>\n",
+              "      <td>2.7</td>\n",
+              "      <td>3.9</td>\n",
+              "      <td>1.4</td>\n",
+              "      <td>versicolor</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>142</th>\n",
+              "      <td>5.8</td>\n",
+              "      <td>2.7</td>\n",
+              "      <td>5.1</td>\n",
+              "      <td>1.9</td>\n",
+              "      <td>virginica</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>...</th>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "      <td>...</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>26</th>\n",
+              "      <td>5.0</td>\n",
+              "      <td>3.4</td>\n",
+              "      <td>1.6</td>\n",
+              "      <td>0.4</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>136</th>\n",
+              "      <td>6.3</td>\n",
+              "      <td>3.4</td>\n",
+              "      <td>5.6</td>\n",
+              "      <td>2.4</td>\n",
+              "      <td>virginica</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>24</th>\n",
+              "      <td>4.8</td>\n",
+              "      <td>3.4</td>\n",
+              "      <td>1.9</td>\n",
+              "      <td>0.2</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>85</th>\n",
+              "      <td>6.0</td>\n",
+              "      <td>3.4</td>\n",
+              "      <td>4.5</td>\n",
+              "      <td>1.6</td>\n",
+              "      <td>versicolor</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>39</th>\n",
+              "      <td>5.1</td>\n",
+              "      <td>3.4</td>\n",
+              "      <td>1.5</td>\n",
+              "      <td>0.2</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>28</th>\n",
+              "      <td>5.2</td>\n",
+              "      <td>3.4</td>\n",
+              "      <td>1.4</td>\n",
+              "      <td>0.2</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>27</th>\n",
+              "      <td>5.2</td>\n",
+              "      <td>3.5</td>\n",
+              "      <td>1.5</td>\n",
+              "      <td>0.2</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>40</th>\n",
+              "      <td>5.0</td>\n",
+              "      <td>3.5</td>\n",
+              "      <td>1.3</td>\n",
+              "      <td>0.3</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>36</th>\n",
+              "      <td>5.5</td>\n",
+              "      <td>3.5</td>\n",
+              "      <td>1.3</td>\n",
+              "      <td>0.2</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>17</th>\n",
+              "      <td>5.1</td>\n",
+              "      <td>3.5</td>\n",
+              "      <td>1.4</td>\n",
+              "      <td>0.3</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>5.1</td>\n",
+              "      <td>3.5</td>\n",
+              "      <td>1.4</td>\n",
+              "      <td>0.2</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>43</th>\n",
+              "      <td>5.0</td>\n",
+              "      <td>3.5</td>\n",
+              "      <td>1.6</td>\n",
+              "      <td>0.6</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>22</th>\n",
+              "      <td>4.6</td>\n",
+              "      <td>3.6</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>0.2</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>5.0</td>\n",
+              "      <td>3.6</td>\n",
+              "      <td>1.4</td>\n",
+              "      <td>0.2</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>109</th>\n",
+              "      <td>7.2</td>\n",
+              "      <td>3.6</td>\n",
+              "      <td>6.1</td>\n",
+              "      <td>2.5</td>\n",
+              "      <td>virginica</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>21</th>\n",
+              "      <td>5.1</td>\n",
+              "      <td>3.7</td>\n",
+              "      <td>1.5</td>\n",
+              "      <td>0.4</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>48</th>\n",
+              "      <td>5.3</td>\n",
+              "      <td>3.7</td>\n",
+              "      <td>1.5</td>\n",
+              "      <td>0.2</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>10</th>\n",
+              "      <td>5.4</td>\n",
+              "      <td>3.7</td>\n",
+              "      <td>1.5</td>\n",
+              "      <td>0.2</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>131</th>\n",
+              "      <td>7.9</td>\n",
+              "      <td>3.8</td>\n",
+              "      <td>6.4</td>\n",
+              "      <td>2.0</td>\n",
+              "      <td>virginica</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>44</th>\n",
+              "      <td>5.1</td>\n",
+              "      <td>3.8</td>\n",
+              "      <td>1.9</td>\n",
+              "      <td>0.4</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>117</th>\n",
+              "      <td>7.7</td>\n",
+              "      <td>3.8</td>\n",
+              "      <td>6.7</td>\n",
+              "      <td>2.2</td>\n",
+              "      <td>virginica</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>19</th>\n",
+              "      <td>5.1</td>\n",
+              "      <td>3.8</td>\n",
+              "      <td>1.5</td>\n",
+              "      <td>0.3</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>46</th>\n",
+              "      <td>5.1</td>\n",
+              "      <td>3.8</td>\n",
+              "      <td>1.6</td>\n",
+              "      <td>0.2</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>18</th>\n",
+              "      <td>5.7</td>\n",
+              "      <td>3.8</td>\n",
+              "      <td>1.7</td>\n",
+              "      <td>0.3</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>5</th>\n",
+              "      <td>5.4</td>\n",
+              "      <td>3.9</td>\n",
+              "      <td>1.7</td>\n",
+              "      <td>0.4</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>16</th>\n",
+              "      <td>5.4</td>\n",
+              "      <td>3.9</td>\n",
+              "      <td>1.3</td>\n",
+              "      <td>0.4</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>14</th>\n",
+              "      <td>5.8</td>\n",
+              "      <td>4.0</td>\n",
+              "      <td>1.2</td>\n",
+              "      <td>0.2</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>32</th>\n",
+              "      <td>5.2</td>\n",
+              "      <td>4.1</td>\n",
+              "      <td>1.5</td>\n",
+              "      <td>0.1</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>33</th>\n",
+              "      <td>5.5</td>\n",
+              "      <td>4.2</td>\n",
+              "      <td>1.4</td>\n",
+              "      <td>0.2</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>15</th>\n",
+              "      <td>5.7</td>\n",
+              "      <td>4.4</td>\n",
+              "      <td>1.5</td>\n",
+              "      <td>0.4</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "<p>150 rows × 5 columns</p>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "     sepal_length  sepal_width  petal_length  petal_width     species\n",
+              "60            5.0          2.0           3.5          1.0  versicolor\n",
+              "119           6.0          2.2           5.0          1.5   virginica\n",
+              "68            6.2          2.2           4.5          1.5  versicolor\n",
+              "62            6.0          2.2           4.0          1.0  versicolor\n",
+              "53            5.5          2.3           4.0          1.3  versicolor\n",
+              "87            6.3          2.3           4.4          1.3  versicolor\n",
+              "41            4.5          2.3           1.3          0.3      setosa\n",
+              "93            5.0          2.3           3.3          1.0  versicolor\n",
+              "81            5.5          2.4           3.7          1.0  versicolor\n",
+              "80            5.5          2.4           3.8          1.1  versicolor\n",
+              "57            4.9          2.4           3.3          1.0  versicolor\n",
+              "113           5.7          2.5           5.0          2.0   virginica\n",
+              "108           6.7          2.5           5.8          1.8   virginica\n",
+              "69            5.6          2.5           3.9          1.1  versicolor\n",
+              "98            5.1          2.5           3.0          1.1  versicolor\n",
+              "89            5.5          2.5           4.0          1.3  versicolor\n",
+              "146           6.3          2.5           5.0          1.9   virginica\n",
+              "106           4.9          2.5           4.5          1.7   virginica\n",
+              "72            6.3          2.5           4.9          1.5  versicolor\n",
+              "92            5.8          2.6           4.0          1.2  versicolor\n",
+              "79            5.7          2.6           3.5          1.0  versicolor\n",
+              "90            5.5          2.6           4.4          1.2  versicolor\n",
+              "134           6.1          2.6           5.6          1.4   virginica\n",
+              "118           7.7          2.6           6.9          2.3   virginica\n",
+              "82            5.8          2.7           3.9          1.2  versicolor\n",
+              "94            5.6          2.7           4.2          1.3  versicolor\n",
+              "67            5.8          2.7           4.1          1.0  versicolor\n",
+              "83            6.0          2.7           5.1          1.6  versicolor\n",
+              "59            5.2          2.7           3.9          1.4  versicolor\n",
+              "142           5.8          2.7           5.1          1.9   virginica\n",
+              "..            ...          ...           ...          ...         ...\n",
+              "26            5.0          3.4           1.6          0.4      setosa\n",
+              "136           6.3          3.4           5.6          2.4   virginica\n",
+              "24            4.8          3.4           1.9          0.2      setosa\n",
+              "85            6.0          3.4           4.5          1.6  versicolor\n",
+              "39            5.1          3.4           1.5          0.2      setosa\n",
+              "28            5.2          3.4           1.4          0.2      setosa\n",
+              "27            5.2          3.5           1.5          0.2      setosa\n",
+              "40            5.0          3.5           1.3          0.3      setosa\n",
+              "36            5.5          3.5           1.3          0.2      setosa\n",
+              "17            5.1          3.5           1.4          0.3      setosa\n",
+              "0             5.1          3.5           1.4          0.2      setosa\n",
+              "43            5.0          3.5           1.6          0.6      setosa\n",
+              "22            4.6          3.6           1.0          0.2      setosa\n",
+              "4             5.0          3.6           1.4          0.2      setosa\n",
+              "109           7.2          3.6           6.1          2.5   virginica\n",
+              "21            5.1          3.7           1.5          0.4      setosa\n",
+              "48            5.3          3.7           1.5          0.2      setosa\n",
+              "10            5.4          3.7           1.5          0.2      setosa\n",
+              "131           7.9          3.8           6.4          2.0   virginica\n",
+              "44            5.1          3.8           1.9          0.4      setosa\n",
+              "117           7.7          3.8           6.7          2.2   virginica\n",
+              "19            5.1          3.8           1.5          0.3      setosa\n",
+              "46            5.1          3.8           1.6          0.2      setosa\n",
+              "18            5.7          3.8           1.7          0.3      setosa\n",
+              "5             5.4          3.9           1.7          0.4      setosa\n",
+              "16            5.4          3.9           1.3          0.4      setosa\n",
+              "14            5.8          4.0           1.2          0.2      setosa\n",
+              "32            5.2          4.1           1.5          0.1      setosa\n",
+              "33            5.5          4.2           1.4          0.2      setosa\n",
+              "15            5.7          4.4           1.5          0.4      setosa\n",
+              "\n",
+              "[150 rows x 5 columns]"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 11
+        }
+      ]
+    },
+    {
+      "metadata": {
+        "id": "9jg_Z4YCoMSV",
+        "colab_type": "text"
+      },
+      "cell_type": "markdown",
+      "source": [
+        "#### List all the unique species"
+      ]
+    },
+    {
+      "metadata": {
+        "id": "M6EN78ufoJY7",
+        "colab_type": "code",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 35
+        },
+        "outputId": "49677d42-9b2c-4ee7-fa39-87e945b9275c"
+      },
+      "cell_type": "code",
+      "source": [
+        "species = iris_df['species'].unique()\n",
+        "\n",
+        "print(species)"
+      ],
+      "execution_count": 12,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": [
+            "['virginica' 'versicolor' 'setosa']\n"
+          ],
+          "name": "stdout"
+        }
+      ]
+    },
+    {
+      "metadata": {
+        "id": "wG1i5nxBodmB",
+        "colab_type": "text"
+      },
+      "cell_type": "markdown",
+      "source": [
+        "#### Selecting a particular species using boolean mask (learnt in previous exercise)"
+      ]
+    },
+    {
+      "metadata": {
+        "id": "gZvpbKBwoVUe",
+        "colab_type": "code",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 206
+        },
+        "outputId": "dd681a29-bfc1-437f-f408-dcf2b15c5669"
+      },
+      "cell_type": "code",
+      "source": [
+        "setosa = iris_df[iris_df['species'] == species[0]]\n",
+        "\n",
+        "setosa.head()"
+      ],
+      "execution_count": 13,
+      "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>sepal_length</th>\n",
+              "      <th>sepal_width</th>\n",
+              "      <th>petal_length</th>\n",
+              "      <th>petal_width</th>\n",
+              "      <th>species</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>127</th>\n",
+              "      <td>6.1</td>\n",
+              "      <td>3.0</td>\n",
+              "      <td>4.9</td>\n",
+              "      <td>1.8</td>\n",
+              "      <td>virginica</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>123</th>\n",
+              "      <td>6.3</td>\n",
+              "      <td>2.7</td>\n",
+              "      <td>4.9</td>\n",
+              "      <td>1.8</td>\n",
+              "      <td>virginica</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>105</th>\n",
+              "      <td>7.6</td>\n",
+              "      <td>3.0</td>\n",
+              "      <td>6.6</td>\n",
+              "      <td>2.1</td>\n",
+              "      <td>virginica</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>137</th>\n",
+              "      <td>6.4</td>\n",
+              "      <td>3.1</td>\n",
+              "      <td>5.5</td>\n",
+              "      <td>1.8</td>\n",
+              "      <td>virginica</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>126</th>\n",
+              "      <td>6.2</td>\n",
+              "      <td>2.8</td>\n",
+              "      <td>4.8</td>\n",
+              "      <td>1.8</td>\n",
+              "      <td>virginica</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "     sepal_length  sepal_width  petal_length  petal_width    species\n",
+              "127           6.1          3.0           4.9          1.8  virginica\n",
+              "123           6.3          2.7           4.9          1.8  virginica\n",
+              "105           7.6          3.0           6.6          2.1  virginica\n",
+              "137           6.4          3.1           5.5          1.8  virginica\n",
+              "126           6.2          2.8           4.8          1.8  virginica"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 13
+        }
+      ]
+    },
+    {
+      "metadata": {
+        "id": "7tumfZ3DotPG",
+        "colab_type": "code",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 206
+        },
+        "outputId": "f4c9375f-ed58-481a-fbea-72e6a7dac035"
+      },
+      "cell_type": "code",
+      "source": [
+        "# do the same for other 2 species \n",
+        "versicolor = iris_df[iris_df['species'] == species[1]]\n",
+        "\n",
+        "versicolor.head()"
+      ],
+      "execution_count": 14,
+      "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>sepal_length</th>\n",
+              "      <th>sepal_width</th>\n",
+              "      <th>petal_length</th>\n",
+              "      <th>petal_width</th>\n",
+              "      <th>species</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>50</th>\n",
+              "      <td>7.0</td>\n",
+              "      <td>3.2</td>\n",
+              "      <td>4.7</td>\n",
+              "      <td>1.4</td>\n",
+              "      <td>versicolor</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>52</th>\n",
+              "      <td>6.9</td>\n",
+              "      <td>3.1</td>\n",
+              "      <td>4.9</td>\n",
+              "      <td>1.5</td>\n",
+              "      <td>versicolor</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>89</th>\n",
+              "      <td>5.5</td>\n",
+              "      <td>2.5</td>\n",
+              "      <td>4.0</td>\n",
+              "      <td>1.3</td>\n",
+              "      <td>versicolor</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>64</th>\n",
+              "      <td>5.6</td>\n",
+              "      <td>2.9</td>\n",
+              "      <td>3.6</td>\n",
+              "      <td>1.3</td>\n",
+              "      <td>versicolor</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>79</th>\n",
+              "      <td>5.7</td>\n",
+              "      <td>2.6</td>\n",
+              "      <td>3.5</td>\n",
+              "      <td>1.0</td>\n",
+              "      <td>versicolor</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "    sepal_length  sepal_width  petal_length  petal_width     species\n",
+              "50           7.0          3.2           4.7          1.4  versicolor\n",
+              "52           6.9          3.1           4.9          1.5  versicolor\n",
+              "89           5.5          2.5           4.0          1.3  versicolor\n",
+              "64           5.6          2.9           3.6          1.3  versicolor\n",
+              "79           5.7          2.6           3.5          1.0  versicolor"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 14
+        }
+      ]
+    },
+    {
+      "metadata": {
+        "id": "cUYm5UqVpDPy",
+        "colab_type": "code",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 206
+        },
+        "outputId": "3d87736f-da31-4017-ee62-ed61a687d236"
+      },
+      "cell_type": "code",
+      "source": [
+        "\n",
+        "\n",
+        "virginica = iris_df[iris_df['species'] == species[2]]\n",
+        "\n",
+        "virginica.head()"
+      ],
+      "execution_count": 15,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/html": [
+              "<div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>sepal_length</th>\n",
+              "      <th>sepal_width</th>\n",
+              "      <th>petal_length</th>\n",
+              "      <th>petal_width</th>\n",
+              "      <th>species</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>4.7</td>\n",
+              "      <td>3.2</td>\n",
+              "      <td>1.3</td>\n",
+              "      <td>0.2</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>18</th>\n",
+              "      <td>5.7</td>\n",
+              "      <td>3.8</td>\n",
+              "      <td>1.7</td>\n",
+              "      <td>0.3</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>7</th>\n",
+              "      <td>5.0</td>\n",
+              "      <td>3.4</td>\n",
+              "      <td>1.5</td>\n",
+              "      <td>0.2</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>20</th>\n",
+              "      <td>5.4</td>\n",
+              "      <td>3.4</td>\n",
+              "      <td>1.7</td>\n",
+              "      <td>0.2</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>6</th>\n",
+              "      <td>4.6</td>\n",
+              "      <td>3.4</td>\n",
+              "      <td>1.4</td>\n",
+              "      <td>0.3</td>\n",
+              "      <td>setosa</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "    sepal_length  sepal_width  petal_length  petal_width species\n",
+              "2            4.7          3.2           1.3          0.2  setosa\n",
+              "18           5.7          3.8           1.7          0.3  setosa\n",
+              "7            5.0          3.4           1.5          0.2  setosa\n",
+              "20           5.4          3.4           1.7          0.2  setosa\n",
+              "6            4.6          3.4           1.4          0.3  setosa"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 15
+        }
+      ]
+    },
+    {
+      "metadata": {
+        "id": "-y1wDc8SpdQs",
+        "colab_type": "text"
+      },
+      "cell_type": "markdown",
+      "source": [
+        "#### Describe each created species to see the difference\n",
+        "\n"
+      ]
+    },
+    {
+      "metadata": {
+        "id": "eHrn3ZVRpOk5",
+        "colab_type": "code",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 300
+        },
+        "outputId": "117d54bf-cc00-48fb-96d3-562a4958a12e"
+      },
+      "cell_type": "code",
+      "source": [
+        "setosa.describe()"
+      ],
+      "execution_count": 16,
+      "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>sepal_length</th>\n",
+              "      <th>sepal_width</th>\n",
+              "      <th>petal_length</th>\n",
+              "      <th>petal_width</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>count</th>\n",
+              "      <td>50.00000</td>\n",
+              "      <td>50.000000</td>\n",
+              "      <td>50.000000</td>\n",
+              "      <td>50.00000</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>mean</th>\n",
+              "      <td>6.58800</td>\n",
+              "      <td>2.974000</td>\n",
+              "      <td>5.552000</td>\n",
+              "      <td>2.02600</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>std</th>\n",
+              "      <td>0.63588</td>\n",
+              "      <td>0.322497</td>\n",
+              "      <td>0.551895</td>\n",
+              "      <td>0.27465</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>min</th>\n",
+              "      <td>4.90000</td>\n",
+              "      <td>2.200000</td>\n",
+              "      <td>4.500000</td>\n",
+              "      <td>1.40000</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>25%</th>\n",
+              "      <td>6.22500</td>\n",
+              "      <td>2.800000</td>\n",
+              "      <td>5.100000</td>\n",
+              "      <td>1.80000</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>50%</th>\n",
+              "      <td>6.50000</td>\n",
+              "      <td>3.000000</td>\n",
+              "      <td>5.550000</td>\n",
+              "      <td>2.00000</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>75%</th>\n",
+              "      <td>6.90000</td>\n",
+              "      <td>3.175000</td>\n",
+              "      <td>5.875000</td>\n",
+              "      <td>2.30000</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>max</th>\n",
+              "      <td>7.90000</td>\n",
+              "      <td>3.800000</td>\n",
+              "      <td>6.900000</td>\n",
+              "      <td>2.50000</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "       sepal_length  sepal_width  petal_length  petal_width\n",
+              "count      50.00000    50.000000     50.000000     50.00000\n",
+              "mean        6.58800     2.974000      5.552000      2.02600\n",
+              "std         0.63588     0.322497      0.551895      0.27465\n",
+              "min         4.90000     2.200000      4.500000      1.40000\n",
+              "25%         6.22500     2.800000      5.100000      1.80000\n",
+              "50%         6.50000     3.000000      5.550000      2.00000\n",
+              "75%         6.90000     3.175000      5.875000      2.30000\n",
+              "max         7.90000     3.800000      6.900000      2.50000"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 16
+        }
+      ]
+    },
+    {
+      "metadata": {
+        "id": "GwJFT2GlpwUv",
+        "colab_type": "code",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 300
+        },
+        "outputId": "eb5b2976-558b-4c27-ba99-a7e2aca16e65"
+      },
+      "cell_type": "code",
+      "source": [
+        "versicolor.describe()"
+      ],
+      "execution_count": 17,
+      "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>sepal_length</th>\n",
+              "      <th>sepal_width</th>\n",
+              "      <th>petal_length</th>\n",
+              "      <th>petal_width</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>count</th>\n",
+              "      <td>50.000000</td>\n",
+              "      <td>50.000000</td>\n",
+              "      <td>50.000000</td>\n",
+              "      <td>50.000000</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>mean</th>\n",
+              "      <td>5.936000</td>\n",
+              "      <td>2.770000</td>\n",
+              "      <td>4.260000</td>\n",
+              "      <td>1.326000</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>std</th>\n",
+              "      <td>0.516171</td>\n",
+              "      <td>0.313798</td>\n",
+              "      <td>0.469911</td>\n",
+              "      <td>0.197753</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>min</th>\n",
+              "      <td>4.900000</td>\n",
+              "      <td>2.000000</td>\n",
+              "      <td>3.000000</td>\n",
+              "      <td>1.000000</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>25%</th>\n",
+              "      <td>5.600000</td>\n",
+              "      <td>2.525000</td>\n",
+              "      <td>4.000000</td>\n",
+              "      <td>1.200000</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>50%</th>\n",
+              "      <td>5.900000</td>\n",
+              "      <td>2.800000</td>\n",
+              "      <td>4.350000</td>\n",
+              "      <td>1.300000</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>75%</th>\n",
+              "      <td>6.300000</td>\n",
+              "      <td>3.000000</td>\n",
+              "      <td>4.600000</td>\n",
+              "      <td>1.500000</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>max</th>\n",
+              "      <td>7.000000</td>\n",
+              "      <td>3.400000</td>\n",
+              "      <td>5.100000</td>\n",
+              "      <td>1.800000</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "       sepal_length  sepal_width  petal_length  petal_width\n",
+              "count     50.000000    50.000000     50.000000    50.000000\n",
+              "mean       5.936000     2.770000      4.260000     1.326000\n",
+              "std        0.516171     0.313798      0.469911     0.197753\n",
+              "min        4.900000     2.000000      3.000000     1.000000\n",
+              "25%        5.600000     2.525000      4.000000     1.200000\n",
+              "50%        5.900000     2.800000      4.350000     1.300000\n",
+              "75%        6.300000     3.000000      4.600000     1.500000\n",
+              "max        7.000000     3.400000      5.100000     1.800000"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 17
+        }
+      ]
+    },
+    {
+      "metadata": {
+        "id": "Ad4qhSZLpztf",
+        "colab_type": "code",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 300
+        },
+        "outputId": "4bf56f9c-be66-49a7-e585-91e32f41f9ac"
+      },
+      "cell_type": "code",
+      "source": [
+        "virginica.describe()"
+      ],
+      "execution_count": 18,
+      "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>sepal_length</th>\n",
+              "      <th>sepal_width</th>\n",
+              "      <th>petal_length</th>\n",
+              "      <th>petal_width</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>count</th>\n",
+              "      <td>50.00000</td>\n",
+              "      <td>50.000000</td>\n",
+              "      <td>50.000000</td>\n",
+              "      <td>50.00000</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>mean</th>\n",
+              "      <td>5.00600</td>\n",
+              "      <td>3.418000</td>\n",
+              "      <td>1.464000</td>\n",
+              "      <td>0.24400</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>std</th>\n",
+              "      <td>0.35249</td>\n",
+              "      <td>0.381024</td>\n",
+              "      <td>0.173511</td>\n",
+              "      <td>0.10721</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>min</th>\n",
+              "      <td>4.30000</td>\n",
+              "      <td>2.300000</td>\n",
+              "      <td>1.000000</td>\n",
+              "      <td>0.10000</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>25%</th>\n",
+              "      <td>4.80000</td>\n",
+              "      <td>3.125000</td>\n",
+              "      <td>1.400000</td>\n",
+              "      <td>0.20000</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>50%</th>\n",
+              "      <td>5.00000</td>\n",
+              "      <td>3.400000</td>\n",
+              "      <td>1.500000</td>\n",
+              "      <td>0.20000</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>75%</th>\n",
+              "      <td>5.20000</td>\n",
+              "      <td>3.675000</td>\n",
+              "      <td>1.575000</td>\n",
+              "      <td>0.30000</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>max</th>\n",
+              "      <td>5.80000</td>\n",
+              "      <td>4.400000</td>\n",
+              "      <td>1.900000</td>\n",
+              "      <td>0.60000</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "       sepal_length  sepal_width  petal_length  petal_width\n",
+              "count      50.00000    50.000000     50.000000     50.00000\n",
+              "mean        5.00600     3.418000      1.464000      0.24400\n",
+              "std         0.35249     0.381024      0.173511      0.10721\n",
+              "min         4.30000     2.300000      1.000000      0.10000\n",
+              "25%         4.80000     3.125000      1.400000      0.20000\n",
+              "50%         5.00000     3.400000      1.500000      0.20000\n",
+              "75%         5.20000     3.675000      1.575000      0.30000\n",
+              "max         5.80000     4.400000      1.900000      0.60000"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 18
+        }
+      ]
+    },
+    {
+      "metadata": {
+        "id": "Vdu0ulZWtr09",
+        "colab_type": "text"
+      },
+      "cell_type": "markdown",
+      "source": [
+        "#### Let's plot and see the difference"
+      ]
+    },
+    {
+      "metadata": {
+        "id": "PEVMzRvpttmD",
+        "colab_type": "text"
+      },
+      "cell_type": "markdown",
+      "source": [
+        "##### import matplotlib.pyplot "
+      ]
+    },
+    {
+      "metadata": {
+        "id": "rqDXuuAtt7C3",
+        "colab_type": "code",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 402
+        },
+        "outputId": "4b02547a-3f80-4d00-84a6-d43e97a17c06"
+      },
+      "cell_type": "code",
+      "source": [
+        "import matplotlib.pyplot as plt\n",
+        "\n",
+        "#hist creates a histogram there are many more plots(see the documentation) you can play with it.\n",
+        "\n",
+        "plt.hist(setosa['sepal_length'])\n",
+        "plt.hist(versicolor['sepal_length'])\n",
+        "plt.hist(virginica['sepal_length'])"
+      ],
+      "execution_count": 19,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "(array([ 4.,  1.,  6.,  5., 12.,  8.,  4.,  5.,  2.,  3.]),\n",
+              " array([4.3 , 4.45, 4.6 , 4.75, 4.9 , 5.05, 5.2 , 5.35, 5.5 , 5.65, 5.8 ]),\n",
+              " <a list of 10 Patch objects>)"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 19
+        },
+        {
+          "output_type": "display_data",
+          "data": {
+            "image/png": "iVBORw0KGgoAAAANSUhEUgAAAd8AAAFKCAYAAABcq1WoAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n07jKAAAAAElFTkSuQmCC\n",
+            "text/plain": [
+              "<matplotlib.figure.Figure at 0x7f0db49e64e0>"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          }
+        }
+      ]
+    }
+  ]
+}
\ No newline at end of file

From aa94b4982686bb459a7cd1c0da09c928b7606241 Mon Sep 17 00:00:00 2001
From: Diya Nag Chaudhury <43166705+dnc2k@users.noreply.github.com>
Date: Sat, 13 Oct 2018 18:44:40 +0530
Subject: [PATCH 3/3] Created using Colaboratory

---
 Basic_Pandas.ipynb | 1025 ++++++++++++++++++++++++++++++++++++++++++++
 1 file changed, 1025 insertions(+)
 create mode 100644 Basic_Pandas.ipynb

diff --git a/Basic_Pandas.ipynb b/Basic_Pandas.ipynb
new file mode 100644
index 0000000..da9e449
--- /dev/null
+++ b/Basic_Pandas.ipynb
@@ -0,0 +1,1025 @@
+{
+  "nbformat": 4,
+  "nbformat_minor": 0,
+  "metadata": {
+    "colab": {
+      "name": "Basic Pandas.ipynb",
+      "version": "0.3.2",
+      "provenance": [],
+      "include_colab_link": true
+    },
+    "kernelspec": {
+      "name": "python3",
+      "display_name": "Python 3"
+    }
+  },
+  "cells": [
+    {
+      "cell_type": "markdown",
+      "metadata": {
+        "id": "view-in-github",
+        "colab_type": "text"
+      },
+      "source": [
+        "[View in Colaboratory](https://colab.research.google.com/github/dnc2k/Assignment-3/blob/dnc2k/Basic_Pandas.ipynb)"
+      ]
+    },
+    {
+      "metadata": {
+        "id": "cGbE814_Xaf9",
+        "colab_type": "text"
+      },
+      "cell_type": "markdown",
+      "source": [
+        "# Pandas\n",
+        "\n",
+        "Pandas is an open-source, BSD-licensed Python library providing high-performance, easy-to-use data structures and data analysis tools for the Python programming language. Python with Pandas is used in a wide range of fields including academic and commercial domains including finance, economics, Statistics, analytics, etc.In this tutorial, we will learn the various features of Python Pandas and how to use them in practice.\n",
+        "\n",
+        "\n",
+        "## Import pandas and numpy"
+      ]
+    },
+    {
+      "metadata": {
+        "id": "irlVYeeAXPDL",
+        "colab_type": "code",
+        "colab": {}
+      },
+      "cell_type": "code",
+      "source": [
+        "import pandas as pd\n",
+        "import numpy as np"
+      ],
+      "execution_count": 0,
+      "outputs": []
+    },
+    {
+      "metadata": {
+        "id": "BI2J-zdMbGwE",
+        "colab_type": "text"
+      },
+      "cell_type": "markdown",
+      "source": [
+        "### This is your playground feel free to explore other functions on pandas\n",
+        "\n",
+        "#### Create Series from numpy array, list and dict\n",
+        "\n",
+        "Don't know what a series is?\n",
+        "\n",
+        "[Series Doc](https://pandas.pydata.org/pandas-docs/version/0.22/generated/pandas.Series.html)"
+      ]
+    },
+    {
+      "metadata": {
+        "id": "GeEct691YGE3",
+        "colab_type": "code",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 147
+        },
+        "outputId": "a245c237-0dd9-4f6a-9dc3-ee9d8a4e3d73"
+      },
+      "cell_type": "code",
+      "source": [
+        "a_ascii = ord('A')\n",
+        "z_ascii = ord('Z')\n",
+        "alphabets = [chr(i) for i in range(a_ascii, z_ascii+1)]\n",
+        "\n",
+        "print(alphabets)\n",
+        "\n",
+        "numbers = np.arange(26)\n",
+        "\n",
+        "print(numbers)\n",
+        "\n",
+        "print(type(alphabets), type(numbers))\n",
+        "\n",
+        "alpha_numbers = dict(zip(alphabets, numbers))\n",
+        "\n",
+        "print(alpha_numbers)\n",
+        "\n",
+        "print(type(alpha_numbers))"
+      ],
+      "execution_count": 3,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": [
+            "['A', 'B', 'C', 'D', 'E', 'F', 'G', 'H', 'I', 'J', 'K', 'L', 'M', 'N', 'O', 'P', 'Q', 'R', 'S', 'T', 'U', 'V', 'W', 'X', 'Y', 'Z']\n",
+            "[ 0  1  2  3  4  5  6  7  8  9 10 11 12 13 14 15 16 17 18 19 20 21 22 23\n",
+            " 24 25]\n",
+            "<class 'list'> <class 'numpy.ndarray'>\n",
+            "{'A': 0, 'B': 1, 'C': 2, 'D': 3, 'E': 4, 'F': 5, 'G': 6, 'H': 7, 'I': 8, 'J': 9, 'K': 10, 'L': 11, 'M': 12, 'N': 13, 'O': 14, 'P': 15, 'Q': 16, 'R': 17, 'S': 18, 'T': 19, 'U': 20, 'V': 21, 'W': 22, 'X': 23, 'Y': 24, 'Z': 25}\n",
+            "<class 'dict'>\n"
+          ],
+          "name": "stdout"
+        }
+      ]
+    },
+    {
+      "metadata": {
+        "id": "6ouDfjWab_Mc",
+        "colab_type": "code",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 513
+        },
+        "outputId": "f4752be0-5d74-49f7-b40d-ced89458eb85"
+      },
+      "cell_type": "code",
+      "source": [
+        "series1 = pd.Series(alphabets)\n",
+        "print(series1)"
+      ],
+      "execution_count": 4,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": [
+            "0     A\n",
+            "1     B\n",
+            "2     C\n",
+            "3     D\n",
+            "4     E\n",
+            "5     F\n",
+            "6     G\n",
+            "7     H\n",
+            "8     I\n",
+            "9     J\n",
+            "10    K\n",
+            "11    L\n",
+            "12    M\n",
+            "13    N\n",
+            "14    O\n",
+            "15    P\n",
+            "16    Q\n",
+            "17    R\n",
+            "18    S\n",
+            "19    T\n",
+            "20    U\n",
+            "21    V\n",
+            "22    W\n",
+            "23    X\n",
+            "24    Y\n",
+            "25    Z\n",
+            "dtype: object\n"
+          ],
+          "name": "stdout"
+        }
+      ]
+    },
+    {
+      "metadata": {
+        "id": "At7nY7vVcBZ3",
+        "colab_type": "code",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 513
+        },
+        "outputId": "4867401d-3ee5-4787-cf4a-60c1a6736456"
+      },
+      "cell_type": "code",
+      "source": [
+        "series2 = pd.Series(numbers)\n",
+        "print(series2)"
+      ],
+      "execution_count": 5,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": [
+            "0      0\n",
+            "1      1\n",
+            "2      2\n",
+            "3      3\n",
+            "4      4\n",
+            "5      5\n",
+            "6      6\n",
+            "7      7\n",
+            "8      8\n",
+            "9      9\n",
+            "10    10\n",
+            "11    11\n",
+            "12    12\n",
+            "13    13\n",
+            "14    14\n",
+            "15    15\n",
+            "16    16\n",
+            "17    17\n",
+            "18    18\n",
+            "19    19\n",
+            "20    20\n",
+            "21    21\n",
+            "22    22\n",
+            "23    23\n",
+            "24    24\n",
+            "25    25\n",
+            "dtype: int64\n"
+          ],
+          "name": "stdout"
+        }
+      ]
+    },
+    {
+      "metadata": {
+        "id": "J5z-2CWAdH6N",
+        "colab_type": "code",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 513
+        },
+        "outputId": "ab8c593d-e66b-4417-d78c-cd572a96466a"
+      },
+      "cell_type": "code",
+      "source": [
+        "series3 = pd.Series(alpha_numbers)\n",
+        "print(series3)"
+      ],
+      "execution_count": 6,
+      "outputs": [
+        {
+          "output_type": "stream",
+          "text": [
+            "A     0\n",
+            "B     1\n",
+            "C     2\n",
+            "D     3\n",
+            "E     4\n",
+            "F     5\n",
+            "G     6\n",
+            "H     7\n",
+            "I     8\n",
+            "J     9\n",
+            "K    10\n",
+            "L    11\n",
+            "M    12\n",
+            "N    13\n",
+            "O    14\n",
+            "P    15\n",
+            "Q    16\n",
+            "R    17\n",
+            "S    18\n",
+            "T    19\n",
+            "U    20\n",
+            "V    21\n",
+            "W    22\n",
+            "X    23\n",
+            "Y    24\n",
+            "Z    25\n",
+            "dtype: int64\n"
+          ],
+          "name": "stdout"
+        }
+      ]
+    },
+    {
+      "metadata": {
+        "id": "fYzblGGudKjO",
+        "colab_type": "code",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 109
+        },
+        "outputId": "a9d212ec-67c4-42cf-d435-7f155f73ec54"
+      },
+      "cell_type": "code",
+      "source": [
+        "#replace head() with head(n) where n can be any number between [0-25] and observe the output in deach case \n",
+        "series3.head(4)"
+      ],
+      "execution_count": 7,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "A    0\n",
+              "B    1\n",
+              "C    2\n",
+              "D    3\n",
+              "dtype: int64"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 7
+        }
+      ]
+    },
+    {
+      "metadata": {
+        "id": "OwsJIf5feTtg",
+        "colab_type": "text"
+      },
+      "cell_type": "markdown",
+      "source": [
+        "#### Create DataFrame from lists\n",
+        "\n",
+        "[DataFrame Doc](https://pandas.pydata.org/pandas-docs/stable/generated/pandas.DataFrame.html)"
+      ]
+    },
+    {
+      "metadata": {
+        "id": "73UTZ07EdWki",
+        "colab_type": "code",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 865
+        },
+        "outputId": "9b48e2e4-05c2-4985-bb7e-ea64b41f13d8"
+      },
+      "cell_type": "code",
+      "source": [
+        "data = {'alphabets': alphabets, 'values': numbers}\n",
+        "\n",
+        "df = pd.DataFrame(data)\n",
+        "\n",
+        "#Lets Change the column `values` to `alpha_numbers`\n",
+        "\n",
+        "df.columns = ['alphabets', 'alpha_numbers']\n",
+        "\n",
+        "df"
+      ],
+      "execution_count": 8,
+      "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>alphabets</th>\n",
+              "      <th>alpha_numbers</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>A</td>\n",
+              "      <td>0</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>B</td>\n",
+              "      <td>1</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>C</td>\n",
+              "      <td>2</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>D</td>\n",
+              "      <td>3</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>E</td>\n",
+              "      <td>4</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>5</th>\n",
+              "      <td>F</td>\n",
+              "      <td>5</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>6</th>\n",
+              "      <td>G</td>\n",
+              "      <td>6</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>7</th>\n",
+              "      <td>H</td>\n",
+              "      <td>7</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>8</th>\n",
+              "      <td>I</td>\n",
+              "      <td>8</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>9</th>\n",
+              "      <td>J</td>\n",
+              "      <td>9</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>10</th>\n",
+              "      <td>K</td>\n",
+              "      <td>10</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>11</th>\n",
+              "      <td>L</td>\n",
+              "      <td>11</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>12</th>\n",
+              "      <td>M</td>\n",
+              "      <td>12</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>13</th>\n",
+              "      <td>N</td>\n",
+              "      <td>13</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>14</th>\n",
+              "      <td>O</td>\n",
+              "      <td>14</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>15</th>\n",
+              "      <td>P</td>\n",
+              "      <td>15</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>16</th>\n",
+              "      <td>Q</td>\n",
+              "      <td>16</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>17</th>\n",
+              "      <td>R</td>\n",
+              "      <td>17</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>18</th>\n",
+              "      <td>S</td>\n",
+              "      <td>18</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>19</th>\n",
+              "      <td>T</td>\n",
+              "      <td>19</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>20</th>\n",
+              "      <td>U</td>\n",
+              "      <td>20</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>21</th>\n",
+              "      <td>V</td>\n",
+              "      <td>21</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>22</th>\n",
+              "      <td>W</td>\n",
+              "      <td>22</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>23</th>\n",
+              "      <td>X</td>\n",
+              "      <td>23</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>24</th>\n",
+              "      <td>Y</td>\n",
+              "      <td>24</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>25</th>\n",
+              "      <td>Z</td>\n",
+              "      <td>25</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "   alphabets  alpha_numbers\n",
+              "0          A              0\n",
+              "1          B              1\n",
+              "2          C              2\n",
+              "3          D              3\n",
+              "4          E              4\n",
+              "5          F              5\n",
+              "6          G              6\n",
+              "7          H              7\n",
+              "8          I              8\n",
+              "9          J              9\n",
+              "10         K             10\n",
+              "11         L             11\n",
+              "12         M             12\n",
+              "13         N             13\n",
+              "14         O             14\n",
+              "15         P             15\n",
+              "16         Q             16\n",
+              "17         R             17\n",
+              "18         S             18\n",
+              "19         T             19\n",
+              "20         U             20\n",
+              "21         V             21\n",
+              "22         W             22\n",
+              "23         X             23\n",
+              "24         Y             24\n",
+              "25         Z             25"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 8
+        }
+      ]
+    },
+    {
+      "metadata": {
+        "id": "uaK_1EO9etGS",
+        "colab_type": "code",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 141
+        },
+        "outputId": "c1ac94fd-55a6-4052-fa75-57169e679c8a"
+      },
+      "cell_type": "code",
+      "source": [
+        "# transpose\n",
+        "\n",
+        "df.T\n",
+        "\n",
+        "# there are many more operations which we can perform look at the documentation with the subsequent exercises we will learn more"
+      ],
+      "execution_count": 9,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/html": [
+              "<div>\n",
+              "<style scoped>\n",
+              "    .dataframe tbody tr th:only-of-type {\n",
+              "        vertical-align: middle;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe tbody tr th {\n",
+              "        vertical-align: top;\n",
+              "    }\n",
+              "\n",
+              "    .dataframe thead th {\n",
+              "        text-align: right;\n",
+              "    }\n",
+              "</style>\n",
+              "<table border=\"1\" class=\"dataframe\">\n",
+              "  <thead>\n",
+              "    <tr style=\"text-align: right;\">\n",
+              "      <th></th>\n",
+              "      <th>0</th>\n",
+              "      <th>1</th>\n",
+              "      <th>2</th>\n",
+              "      <th>3</th>\n",
+              "      <th>4</th>\n",
+              "      <th>5</th>\n",
+              "      <th>6</th>\n",
+              "      <th>7</th>\n",
+              "      <th>8</th>\n",
+              "      <th>9</th>\n",
+              "      <th>...</th>\n",
+              "      <th>16</th>\n",
+              "      <th>17</th>\n",
+              "      <th>18</th>\n",
+              "      <th>19</th>\n",
+              "      <th>20</th>\n",
+              "      <th>21</th>\n",
+              "      <th>22</th>\n",
+              "      <th>23</th>\n",
+              "      <th>24</th>\n",
+              "      <th>25</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>alphabets</th>\n",
+              "      <td>A</td>\n",
+              "      <td>B</td>\n",
+              "      <td>C</td>\n",
+              "      <td>D</td>\n",
+              "      <td>E</td>\n",
+              "      <td>F</td>\n",
+              "      <td>G</td>\n",
+              "      <td>H</td>\n",
+              "      <td>I</td>\n",
+              "      <td>J</td>\n",
+              "      <td>...</td>\n",
+              "      <td>Q</td>\n",
+              "      <td>R</td>\n",
+              "      <td>S</td>\n",
+              "      <td>T</td>\n",
+              "      <td>U</td>\n",
+              "      <td>V</td>\n",
+              "      <td>W</td>\n",
+              "      <td>X</td>\n",
+              "      <td>Y</td>\n",
+              "      <td>Z</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>alpha_numbers</th>\n",
+              "      <td>0</td>\n",
+              "      <td>1</td>\n",
+              "      <td>2</td>\n",
+              "      <td>3</td>\n",
+              "      <td>4</td>\n",
+              "      <td>5</td>\n",
+              "      <td>6</td>\n",
+              "      <td>7</td>\n",
+              "      <td>8</td>\n",
+              "      <td>9</td>\n",
+              "      <td>...</td>\n",
+              "      <td>16</td>\n",
+              "      <td>17</td>\n",
+              "      <td>18</td>\n",
+              "      <td>19</td>\n",
+              "      <td>20</td>\n",
+              "      <td>21</td>\n",
+              "      <td>22</td>\n",
+              "      <td>23</td>\n",
+              "      <td>24</td>\n",
+              "      <td>25</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "<p>2 rows × 26 columns</p>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "              0  1  2  3  4  5  6  7  8  9  ...  16  17  18  19  20  21  22  \\\n",
+              "alphabets      A  B  C  D  E  F  G  H  I  J ...   Q   R   S   T   U   V   W   \n",
+              "alpha_numbers  0  1  2  3  4  5  6  7  8  9 ...  16  17  18  19  20  21  22   \n",
+              "\n",
+              "               23  24  25  \n",
+              "alphabets       X   Y   Z  \n",
+              "alpha_numbers  23  24  25  \n",
+              "\n",
+              "[2 rows x 26 columns]"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 9
+        }
+      ]
+    },
+    {
+      "metadata": {
+        "id": "ZYonoaW8gEAJ",
+        "colab_type": "text"
+      },
+      "cell_type": "markdown",
+      "source": [
+        "#### Extract Items from a series"
+      ]
+    },
+    {
+      "metadata": {
+        "id": "tc1-KX_Bfe7U",
+        "colab_type": "code",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 206
+        },
+        "outputId": "17ca3d68-8042-4bd2-ac12-9a7b4911a03c"
+      },
+      "cell_type": "code",
+      "source": [
+        "ser = pd.Series(list('abcdefghijklmnopqrstuvwxyz'))\n",
+        "pos = [0, 4, 8, 14, 20]\n",
+        "\n",
+        "vowels = ser.take(pos)\n",
+        "\n",
+        "df = pd.DataFrame(vowels)#, columns=['vowels'])\n",
+        "\n",
+        "df.columns = ['vowels']\n",
+        "\n",
+        "df.index = [0, 1, 2, 3, 4]\n",
+        "\n",
+        "df"
+      ],
+      "execution_count": 10,
+      "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>vowels</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>0</th>\n",
+              "      <td>a</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>e</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>i</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>o</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>u</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "  vowels\n",
+              "0      a\n",
+              "1      e\n",
+              "2      i\n",
+              "3      o\n",
+              "4      u"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 10
+        }
+      ]
+    },
+    {
+      "metadata": {
+        "id": "cmDxwtDNjWpO",
+        "colab_type": "text"
+      },
+      "cell_type": "markdown",
+      "source": [
+        "#### Change the first character of each word to upper case in each word of ser"
+      ]
+    },
+    {
+      "metadata": {
+        "id": "5KagP9PpgV2F",
+        "colab_type": "code",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 35
+        },
+        "outputId": "b2544f27-7d03-48fa-a39d-14c9e7c89834"
+      },
+      "cell_type": "code",
+      "source": [
+        "ser = pd.Series(['we', 'are', 'learning', 'pandas'])\n",
+        "\n",
+        "ser.map(lambda x : x.title())\n",
+        "\n",
+        "titles = [i.title() for i in ser]\n",
+        "\n",
+        "titles"
+      ],
+      "execution_count": 11,
+      "outputs": [
+        {
+          "output_type": "execute_result",
+          "data": {
+            "text/plain": [
+              "['We', 'Are', 'Learning', 'Pandas']"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 11
+        }
+      ]
+    },
+    {
+      "metadata": {
+        "id": "qn47ee-MkZN8",
+        "colab_type": "text"
+      },
+      "cell_type": "markdown",
+      "source": [
+        "#### Reindexing"
+      ]
+    },
+    {
+      "metadata": {
+        "id": "h5R0JL2NjuFS",
+        "colab_type": "code",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 206
+        },
+        "outputId": "658d5717-a960-43f9-fd61-867297f4b66b"
+      },
+      "cell_type": "code",
+      "source": [
+        "my_index = [1, 2, 3, 4, 5]\n",
+        "\n",
+        "df1 = pd.DataFrame({'upper values': ['A', 'B', 'C', 'D', 'E'],\n",
+        "                   'lower values': ['a', 'b', 'c', 'd', 'e']},\n",
+        "                  index = my_index)\n",
+        "\n",
+        "df1"
+      ],
+      "execution_count": 12,
+      "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>lower values</th>\n",
+              "      <th>upper values</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>a</td>\n",
+              "      <td>A</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>b</td>\n",
+              "      <td>B</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>c</td>\n",
+              "      <td>C</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>d</td>\n",
+              "      <td>D</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>5</th>\n",
+              "      <td>e</td>\n",
+              "      <td>E</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "  lower values upper values\n",
+              "1            a            A\n",
+              "2            b            B\n",
+              "3            c            C\n",
+              "4            d            D\n",
+              "5            e            E"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 12
+        }
+      ]
+    },
+    {
+      "metadata": {
+        "id": "G_Frvc3mk93k",
+        "colab_type": "code",
+        "colab": {
+          "base_uri": "https://localhost:8080/",
+          "height": 206
+        },
+        "outputId": "a0e57507-914d-4fe6-e6a3-7dc9c1253b21"
+      },
+      "cell_type": "code",
+      "source": [
+        "new_index = [2, 5, 4, 3, 1]\n",
+        "\n",
+        "df1.reindex(index = new_index)"
+      ],
+      "execution_count": 13,
+      "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>lower values</th>\n",
+              "      <th>upper values</th>\n",
+              "    </tr>\n",
+              "  </thead>\n",
+              "  <tbody>\n",
+              "    <tr>\n",
+              "      <th>2</th>\n",
+              "      <td>b</td>\n",
+              "      <td>B</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>5</th>\n",
+              "      <td>e</td>\n",
+              "      <td>E</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>4</th>\n",
+              "      <td>d</td>\n",
+              "      <td>D</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>3</th>\n",
+              "      <td>c</td>\n",
+              "      <td>C</td>\n",
+              "    </tr>\n",
+              "    <tr>\n",
+              "      <th>1</th>\n",
+              "      <td>a</td>\n",
+              "      <td>A</td>\n",
+              "    </tr>\n",
+              "  </tbody>\n",
+              "</table>\n",
+              "</div>"
+            ],
+            "text/plain": [
+              "  lower values upper values\n",
+              "2            b            B\n",
+              "5            e            E\n",
+              "4            d            D\n",
+              "3            c            C\n",
+              "1            a            A"
+            ]
+          },
+          "metadata": {
+            "tags": []
+          },
+          "execution_count": 13
+        }
+      ]
+    }
+  ]
+}
\ No newline at end of file