R1-Lab-External_Questions.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# External Lab"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Part-1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## About the dataset\n",
    "\n",
    "This is perhaps the best known database to be found in the pattern recognition literature. The data set contains 3 classes of 50 instances each, where each class refers to a type of iris plant.  One class is linearly separable from the other 2; the latter are NOT linearly separable from each other.\n",
    "\n",
    "Attribute Information:\n",
    "   1. sepal length in cm\n",
    "   2. sepal width in cm\n",
    "   3. petal length in cm\n",
    "   4. petal width in cm\n",
    "   5. class: \n",
    "      -- Iris Setosa\n",
    "      -- Iris Versicolour\n",
    "      -- Iris Virginica"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Read the dataset and store it in the dataframe named Iris"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "\n",
    "iris = pd.read_csv('C:/Users/kulkarni1/Documents/AIMLWorkspace/Databases/iris.csv')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Find out the datatypes of each and every column"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SepalLength    float64\n",
       "SepalWidth     float64\n",
       "PetalLength    float64\n",
       "PetalWidth     float64\n",
       "Name            object\n",
       "dtype: object"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris.dtypes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Print top 10 & bottom 10 samples from the dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SepalLength</th>\n",
       "      <th>SepalWidth</th>\n",
       "      <th>PetalLength</th>\n",
       "      <th>PetalWidth</th>\n",
       "      <th>Name</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>Iris-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>Iris-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>Iris-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>Iris-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>Iris-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>Iris-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>Iris-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>Iris-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>Iris-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>Iris-setosa</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   SepalLength  SepalWidth  PetalLength  PetalWidth         Name\n",
       "0          5.1         3.5          1.4         0.2  Iris-setosa\n",
       "1          4.9         3.0          1.4         0.2  Iris-setosa\n",
       "2          4.7         3.2          1.3         0.2  Iris-setosa\n",
       "3          4.6         3.1          1.5         0.2  Iris-setosa\n",
       "4          5.0         3.6          1.4         0.2  Iris-setosa\n",
       "5          5.4         3.9          1.7         0.4  Iris-setosa\n",
       "6          4.6         3.4          1.4         0.3  Iris-setosa\n",
       "7          5.0         3.4          1.5         0.2  Iris-setosa\n",
       "8          4.4         2.9          1.4         0.2  Iris-setosa\n",
       "9          4.9         3.1          1.5         0.1  Iris-setosa"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris.head(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SepalLength</th>\n",
       "      <th>SepalWidth</th>\n",
       "      <th>PetalLength</th>\n",
       "      <th>PetalWidth</th>\n",
       "      <th>Name</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>6.7</td>\n",
       "      <td>3.1</td>\n",
       "      <td>5.6</td>\n",
       "      <td>2.4</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>6.9</td>\n",
       "      <td>3.1</td>\n",
       "      <td>5.1</td>\n",
       "      <td>2.3</td>\n",
       "      <td>Iris-virginica</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>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>6.8</td>\n",
       "      <td>3.2</td>\n",
       "      <td>5.9</td>\n",
       "      <td>2.3</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>6.7</td>\n",
       "      <td>3.3</td>\n",
       "      <td>5.7</td>\n",
       "      <td>2.5</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>6.7</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.2</td>\n",
       "      <td>2.3</td>\n",
       "      <td>Iris-virginica</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>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>6.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Iris-virginica</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>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>5.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.1</td>\n",
       "      <td>1.8</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     SepalLength  SepalWidth  PetalLength  PetalWidth            Name\n",
       "140          6.7         3.1          5.6         2.4  Iris-virginica\n",
       "141          6.9         3.1          5.1         2.3  Iris-virginica\n",
       "142          5.8         2.7          5.1         1.9  Iris-virginica\n",
       "143          6.8         3.2          5.9         2.3  Iris-virginica\n",
       "144          6.7         3.3          5.7         2.5  Iris-virginica\n",
       "145          6.7         3.0          5.2         2.3  Iris-virginica\n",
       "146          6.3         2.5          5.0         1.9  Iris-virginica\n",
       "147          6.5         3.0          5.2         2.0  Iris-virginica\n",
       "148          6.2         3.4          5.4         2.3  Iris-virginica\n",
       "149          5.9         3.0          5.1         1.8  Iris-virginica"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris.tail(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Find the shape of the dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(150, 5)"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Set the index of the dataframe to be the first column"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>SepalWidth</th>\n",
       "      <th>PetalLength</th>\n",
       "      <th>PetalWidth</th>\n",
       "      <th>Name</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SepalLength</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5.1</th>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4.9</th>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4.7</th>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4.6</th>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5.0</th>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5.4</th>\n",
       "      <td>3.9</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0.4</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4.6</th>\n",
       "      <td>3.4</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.3</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5.0</th>\n",
       "      <td>3.4</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4.4</th>\n",
       "      <td>2.9</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4.9</th>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.1</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5.4</th>\n",
       "      <td>3.7</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4.8</th>\n",
       "      <td>3.4</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4.8</th>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.1</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4.3</th>\n",
       "      <td>3.0</td>\n",
       "      <td>1.1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5.8</th>\n",
       "      <td>4.0</td>\n",
       "      <td>1.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5.7</th>\n",
       "      <td>4.4</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.4</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5.4</th>\n",
       "      <td>3.9</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.4</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5.1</th>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.3</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5.7</th>\n",
       "      <td>3.8</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0.3</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5.1</th>\n",
       "      <td>3.8</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.3</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5.4</th>\n",
       "      <td>3.4</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5.1</th>\n",
       "      <td>3.7</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.4</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4.6</th>\n",
       "      <td>3.6</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5.1</th>\n",
       "      <td>3.3</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0.5</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4.8</th>\n",
       "      <td>3.4</td>\n",
       "      <td>1.9</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5.0</th>\n",
       "      <td>3.0</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5.0</th>\n",
       "      <td>3.4</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.4</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5.2</th>\n",
       "      <td>3.5</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5.2</th>\n",
       "      <td>3.4</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4.7</th>\n",
       "      <td>3.2</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6.9</th>\n",
       "      <td>3.2</td>\n",
       "      <td>5.7</td>\n",
       "      <td>2.3</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5.6</th>\n",
       "      <td>2.8</td>\n",
       "      <td>4.9</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7.7</th>\n",
       "      <td>2.8</td>\n",
       "      <td>6.7</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6.3</th>\n",
       "      <td>2.7</td>\n",
       "      <td>4.9</td>\n",
       "      <td>1.8</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6.7</th>\n",
       "      <td>3.3</td>\n",
       "      <td>5.7</td>\n",
       "      <td>2.1</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7.2</th>\n",
       "      <td>3.2</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.8</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6.2</th>\n",
       "      <td>2.8</td>\n",
       "      <td>4.8</td>\n",
       "      <td>1.8</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6.1</th>\n",
       "      <td>3.0</td>\n",
       "      <td>4.9</td>\n",
       "      <td>1.8</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6.4</th>\n",
       "      <td>2.8</td>\n",
       "      <td>5.6</td>\n",
       "      <td>2.1</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7.2</th>\n",
       "      <td>3.0</td>\n",
       "      <td>5.8</td>\n",
       "      <td>1.6</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7.4</th>\n",
       "      <td>2.8</td>\n",
       "      <td>6.1</td>\n",
       "      <td>1.9</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7.9</th>\n",
       "      <td>3.8</td>\n",
       "      <td>6.4</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6.4</th>\n",
       "      <td>2.8</td>\n",
       "      <td>5.6</td>\n",
       "      <td>2.2</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6.3</th>\n",
       "      <td>2.8</td>\n",
       "      <td>5.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6.1</th>\n",
       "      <td>2.6</td>\n",
       "      <td>5.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7.7</th>\n",
       "      <td>3.0</td>\n",
       "      <td>6.1</td>\n",
       "      <td>2.3</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6.3</th>\n",
       "      <td>3.4</td>\n",
       "      <td>5.6</td>\n",
       "      <td>2.4</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6.4</th>\n",
       "      <td>3.1</td>\n",
       "      <td>5.5</td>\n",
       "      <td>1.8</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6.0</th>\n",
       "      <td>3.0</td>\n",
       "      <td>4.8</td>\n",
       "      <td>1.8</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6.9</th>\n",
       "      <td>3.1</td>\n",
       "      <td>5.4</td>\n",
       "      <td>2.1</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6.7</th>\n",
       "      <td>3.1</td>\n",
       "      <td>5.6</td>\n",
       "      <td>2.4</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6.9</th>\n",
       "      <td>3.1</td>\n",
       "      <td>5.1</td>\n",
       "      <td>2.3</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5.8</th>\n",
       "      <td>2.7</td>\n",
       "      <td>5.1</td>\n",
       "      <td>1.9</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6.8</th>\n",
       "      <td>3.2</td>\n",
       "      <td>5.9</td>\n",
       "      <td>2.3</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6.7</th>\n",
       "      <td>3.3</td>\n",
       "      <td>5.7</td>\n",
       "      <td>2.5</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6.7</th>\n",
       "      <td>3.0</td>\n",
       "      <td>5.2</td>\n",
       "      <td>2.3</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6.3</th>\n",
       "      <td>2.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.9</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6.5</th>\n",
       "      <td>3.0</td>\n",
       "      <td>5.2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6.2</th>\n",
       "      <td>3.4</td>\n",
       "      <td>5.4</td>\n",
       "      <td>2.3</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5.9</th>\n",
       "      <td>3.0</td>\n",
       "      <td>5.1</td>\n",
       "      <td>1.8</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>150 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             SepalWidth  PetalLength  PetalWidth            Name\n",
       "SepalLength                                                     \n",
       "5.1                 3.5          1.4         0.2     Iris-setosa\n",
       "4.9                 3.0          1.4         0.2     Iris-setosa\n",
       "4.7                 3.2          1.3         0.2     Iris-setosa\n",
       "4.6                 3.1          1.5         0.2     Iris-setosa\n",
       "5.0                 3.6          1.4         0.2     Iris-setosa\n",
       "5.4                 3.9          1.7         0.4     Iris-setosa\n",
       "4.6                 3.4          1.4         0.3     Iris-setosa\n",
       "5.0                 3.4          1.5         0.2     Iris-setosa\n",
       "4.4                 2.9          1.4         0.2     Iris-setosa\n",
       "4.9                 3.1          1.5         0.1     Iris-setosa\n",
       "5.4                 3.7          1.5         0.2     Iris-setosa\n",
       "4.8                 3.4          1.6         0.2     Iris-setosa\n",
       "4.8                 3.0          1.4         0.1     Iris-setosa\n",
       "4.3                 3.0          1.1         0.1     Iris-setosa\n",
       "5.8                 4.0          1.2         0.2     Iris-setosa\n",
       "5.7                 4.4          1.5         0.4     Iris-setosa\n",
       "5.4                 3.9          1.3         0.4     Iris-setosa\n",
       "5.1                 3.5          1.4         0.3     Iris-setosa\n",
       "5.7                 3.8          1.7         0.3     Iris-setosa\n",
       "5.1                 3.8          1.5         0.3     Iris-setosa\n",
       "5.4                 3.4          1.7         0.2     Iris-setosa\n",
       "5.1                 3.7          1.5         0.4     Iris-setosa\n",
       "4.6                 3.6          1.0         0.2     Iris-setosa\n",
       "5.1                 3.3          1.7         0.5     Iris-setosa\n",
       "4.8                 3.4          1.9         0.2     Iris-setosa\n",
       "5.0                 3.0          1.6         0.2     Iris-setosa\n",
       "5.0                 3.4          1.6         0.4     Iris-setosa\n",
       "5.2                 3.5          1.5         0.2     Iris-setosa\n",
       "5.2                 3.4          1.4         0.2     Iris-setosa\n",
       "4.7                 3.2          1.6         0.2     Iris-setosa\n",
       "...                 ...          ...         ...             ...\n",
       "6.9                 3.2          5.7         2.3  Iris-virginica\n",
       "5.6                 2.8          4.9         2.0  Iris-virginica\n",
       "7.7                 2.8          6.7         2.0  Iris-virginica\n",
       "6.3                 2.7          4.9         1.8  Iris-virginica\n",
       "6.7                 3.3          5.7         2.1  Iris-virginica\n",
       "7.2                 3.2          6.0         1.8  Iris-virginica\n",
       "6.2                 2.8          4.8         1.8  Iris-virginica\n",
       "6.1                 3.0          4.9         1.8  Iris-virginica\n",
       "6.4                 2.8          5.6         2.1  Iris-virginica\n",
       "7.2                 3.0          5.8         1.6  Iris-virginica\n",
       "7.4                 2.8          6.1         1.9  Iris-virginica\n",
       "7.9                 3.8          6.4         2.0  Iris-virginica\n",
       "6.4                 2.8          5.6         2.2  Iris-virginica\n",
       "6.3                 2.8          5.1         1.5  Iris-virginica\n",
       "6.1                 2.6          5.6         1.4  Iris-virginica\n",
       "7.7                 3.0          6.1         2.3  Iris-virginica\n",
       "6.3                 3.4          5.6         2.4  Iris-virginica\n",
       "6.4                 3.1          5.5         1.8  Iris-virginica\n",
       "6.0                 3.0          4.8         1.8  Iris-virginica\n",
       "6.9                 3.1          5.4         2.1  Iris-virginica\n",
       "6.7                 3.1          5.6         2.4  Iris-virginica\n",
       "6.9                 3.1          5.1         2.3  Iris-virginica\n",
       "5.8                 2.7          5.1         1.9  Iris-virginica\n",
       "6.8                 3.2          5.9         2.3  Iris-virginica\n",
       "6.7                 3.3          5.7         2.5  Iris-virginica\n",
       "6.7                 3.0          5.2         2.3  Iris-virginica\n",
       "6.3                 2.5          5.0         1.9  Iris-virginica\n",
       "6.5                 3.0          5.2         2.0  Iris-virginica\n",
       "6.2                 3.4          5.4         2.3  Iris-virginica\n",
       "5.9                 3.0          5.1         1.8  Iris-virginica\n",
       "\n",
       "[150 rows x 4 columns]"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris.set_index(list(iris)[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Use iloc function to print all the rows of the 3rd column "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0      0.2\n",
      "1      0.2\n",
      "2      0.2\n",
      "3      0.2\n",
      "4      0.2\n",
      "5      0.4\n",
      "6      0.3\n",
      "7      0.2\n",
      "8      0.2\n",
      "9      0.1\n",
      "10     0.2\n",
      "11     0.2\n",
      "12     0.1\n",
      "13     0.1\n",
      "14     0.2\n",
      "15     0.4\n",
      "16     0.4\n",
      "17     0.3\n",
      "18     0.3\n",
      "19     0.3\n",
      "20     0.2\n",
      "21     0.4\n",
      "22     0.2\n",
      "23     0.5\n",
      "24     0.2\n",
      "25     0.2\n",
      "26     0.4\n",
      "27     0.2\n",
      "28     0.2\n",
      "29     0.2\n",
      "      ... \n",
      "120    2.3\n",
      "121    2.0\n",
      "122    2.0\n",
      "123    1.8\n",
      "124    2.1\n",
      "125    1.8\n",
      "126    1.8\n",
      "127    1.8\n",
      "128    2.1\n",
      "129    1.6\n",
      "130    1.9\n",
      "131    2.0\n",
      "132    2.2\n",
      "133    1.5\n",
      "134    1.4\n",
      "135    2.3\n",
      "136    2.4\n",
      "137    1.8\n",
      "138    1.8\n",
      "139    2.1\n",
      "140    2.4\n",
      "141    2.3\n",
      "142    1.9\n",
      "143    2.3\n",
      "144    2.5\n",
      "145    2.3\n",
      "146    1.9\n",
      "147    2.0\n",
      "148    2.3\n",
      "149    1.8\n",
      "Name: PetalWidth, Length: 150, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "print(iris.iloc[:, 3])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Slicing\n",
    "Print only the Sepal width and Sepal Length for first 10 rows "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "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>SepalWidth</th>\n",
       "      <th>SepalLength</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>3.5</td>\n",
       "      <td>5.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>3.0</td>\n",
       "      <td>4.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3.2</td>\n",
       "      <td>4.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3.1</td>\n",
       "      <td>4.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>3.6</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>3.9</td>\n",
       "      <td>5.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>3.4</td>\n",
       "      <td>4.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>3.4</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2.9</td>\n",
       "      <td>4.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>3.1</td>\n",
       "      <td>4.9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   SepalWidth  SepalLength\n",
       "0         3.5          5.1\n",
       "1         3.0          4.9\n",
       "2         3.2          4.7\n",
       "3         3.1          4.6\n",
       "4         3.6          5.0\n",
       "5         3.9          5.4\n",
       "6         3.4          4.6\n",
       "7         3.4          5.0\n",
       "8         2.9          4.4\n",
       "9         3.1          4.9"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris.loc[0:9, ['SepalWidth', 'SepalLength']]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Using Logical statements for indexing\n",
    "Print all the columns of row which has class name \"Iris-setosa\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "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>SepalLength</th>\n",
       "      <th>SepalWidth</th>\n",
       "      <th>PetalLength</th>\n",
       "      <th>PetalWidth</th>\n",
       "      <th>Name</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>Iris-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>Iris-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>Iris-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>Iris-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>Iris-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>Iris-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>Iris-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>Iris-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>Iris-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>Iris-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>Iris-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>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>4.8</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.1</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>4.3</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>Iris-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>Iris-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>Iris-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>Iris-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>Iris-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>Iris-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>Iris-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>Iris-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>Iris-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>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.3</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0.5</td>\n",
       "      <td>Iris-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>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-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>Iris-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>Iris-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>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>4.8</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</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>Iris-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>Iris-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>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.1</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-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>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.1</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>4.4</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-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>Iris-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>Iris-setosa</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>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>4.4</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-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>Iris-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>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>4.8</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.3</td>\n",
       "      <td>Iris-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>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-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>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.3</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    SepalLength  SepalWidth  PetalLength  PetalWidth         Name\n",
       "0           5.1         3.5          1.4         0.2  Iris-setosa\n",
       "1           4.9         3.0          1.4         0.2  Iris-setosa\n",
       "2           4.7         3.2          1.3         0.2  Iris-setosa\n",
       "3           4.6         3.1          1.5         0.2  Iris-setosa\n",
       "4           5.0         3.6          1.4         0.2  Iris-setosa\n",
       "5           5.4         3.9          1.7         0.4  Iris-setosa\n",
       "6           4.6         3.4          1.4         0.3  Iris-setosa\n",
       "7           5.0         3.4          1.5         0.2  Iris-setosa\n",
       "8           4.4         2.9          1.4         0.2  Iris-setosa\n",
       "9           4.9         3.1          1.5         0.1  Iris-setosa\n",
       "10          5.4         3.7          1.5         0.2  Iris-setosa\n",
       "11          4.8         3.4          1.6         0.2  Iris-setosa\n",
       "12          4.8         3.0          1.4         0.1  Iris-setosa\n",
       "13          4.3         3.0          1.1         0.1  Iris-setosa\n",
       "14          5.8         4.0          1.2         0.2  Iris-setosa\n",
       "15          5.7         4.4          1.5         0.4  Iris-setosa\n",
       "16          5.4         3.9          1.3         0.4  Iris-setosa\n",
       "17          5.1         3.5          1.4         0.3  Iris-setosa\n",
       "18          5.7         3.8          1.7         0.3  Iris-setosa\n",
       "19          5.1         3.8          1.5         0.3  Iris-setosa\n",
       "20          5.4         3.4          1.7         0.2  Iris-setosa\n",
       "21          5.1         3.7          1.5         0.4  Iris-setosa\n",
       "22          4.6         3.6          1.0         0.2  Iris-setosa\n",
       "23          5.1         3.3          1.7         0.5  Iris-setosa\n",
       "24          4.8         3.4          1.9         0.2  Iris-setosa\n",
       "25          5.0         3.0          1.6         0.2  Iris-setosa\n",
       "26          5.0         3.4          1.6         0.4  Iris-setosa\n",
       "27          5.2         3.5          1.5         0.2  Iris-setosa\n",
       "28          5.2         3.4          1.4         0.2  Iris-setosa\n",
       "29          4.7         3.2          1.6         0.2  Iris-setosa\n",
       "30          4.8         3.1          1.6         0.2  Iris-setosa\n",
       "31          5.4         3.4          1.5         0.4  Iris-setosa\n",
       "32          5.2         4.1          1.5         0.1  Iris-setosa\n",
       "33          5.5         4.2          1.4         0.2  Iris-setosa\n",
       "34          4.9         3.1          1.5         0.1  Iris-setosa\n",
       "35          5.0         3.2          1.2         0.2  Iris-setosa\n",
       "36          5.5         3.5          1.3         0.2  Iris-setosa\n",
       "37          4.9         3.1          1.5         0.1  Iris-setosa\n",
       "38          4.4         3.0          1.3         0.2  Iris-setosa\n",
       "39          5.1         3.4          1.5         0.2  Iris-setosa\n",
       "40          5.0         3.5          1.3         0.3  Iris-setosa\n",
       "41          4.5         2.3          1.3         0.3  Iris-setosa\n",
       "42          4.4         3.2          1.3         0.2  Iris-setosa\n",
       "43          5.0         3.5          1.6         0.6  Iris-setosa\n",
       "44          5.1         3.8          1.9         0.4  Iris-setosa\n",
       "45          4.8         3.0          1.4         0.3  Iris-setosa\n",
       "46          5.1         3.8          1.6         0.2  Iris-setosa\n",
       "47          4.6         3.2          1.4         0.2  Iris-setosa\n",
       "48          5.3         3.7          1.5         0.2  Iris-setosa\n",
       "49          5.0         3.3          1.4         0.2  Iris-setosa"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris[iris['Name'] == 'Iris-setosa']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Multiply Sepal Length and width and store it under the column name \"SepalExtra\" in the same Iris dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "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>SepalLength</th>\n",
       "      <th>SepalWidth</th>\n",
       "      <th>PetalLength</th>\n",
       "      <th>PetalWidth</th>\n",
       "      <th>Name</th>\n",
       "      <th>SepalExtra</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>Iris-setosa</td>\n",
       "      <td>17.85</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>Iris-setosa</td>\n",
       "      <td>14.70</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>Iris-setosa</td>\n",
       "      <td>15.04</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>Iris-setosa</td>\n",
       "      <td>14.26</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>Iris-setosa</td>\n",
       "      <td>18.00</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>Iris-setosa</td>\n",
       "      <td>21.06</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>Iris-setosa</td>\n",
       "      <td>15.64</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>Iris-setosa</td>\n",
       "      <td>17.00</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>Iris-setosa</td>\n",
       "      <td>12.76</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>Iris-setosa</td>\n",
       "      <td>15.19</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>Iris-setosa</td>\n",
       "      <td>19.98</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>Iris-setosa</td>\n",
       "      <td>16.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>4.8</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.1</td>\n",
       "      <td>Iris-setosa</td>\n",
       "      <td>14.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>4.3</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>Iris-setosa</td>\n",
       "      <td>12.90</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>Iris-setosa</td>\n",
       "      <td>23.20</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>Iris-setosa</td>\n",
       "      <td>25.08</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>Iris-setosa</td>\n",
       "      <td>21.06</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>Iris-setosa</td>\n",
       "      <td>17.85</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>Iris-setosa</td>\n",
       "      <td>21.66</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>Iris-setosa</td>\n",
       "      <td>19.38</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>Iris-setosa</td>\n",
       "      <td>18.36</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>Iris-setosa</td>\n",
       "      <td>18.87</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>Iris-setosa</td>\n",
       "      <td>16.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.3</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0.5</td>\n",
       "      <td>Iris-setosa</td>\n",
       "      <td>16.83</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>Iris-setosa</td>\n",
       "      <td>16.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "      <td>15.00</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>Iris-setosa</td>\n",
       "      <td>17.00</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>Iris-setosa</td>\n",
       "      <td>18.20</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>Iris-setosa</td>\n",
       "      <td>17.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "      <td>15.04</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>6.9</td>\n",
       "      <td>3.2</td>\n",
       "      <td>5.7</td>\n",
       "      <td>2.3</td>\n",
       "      <td>Iris-virginica</td>\n",
       "      <td>22.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>5.6</td>\n",
       "      <td>2.8</td>\n",
       "      <td>4.9</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Iris-virginica</td>\n",
       "      <td>15.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>7.7</td>\n",
       "      <td>2.8</td>\n",
       "      <td>6.7</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Iris-virginica</td>\n",
       "      <td>21.56</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>Iris-virginica</td>\n",
       "      <td>17.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>6.7</td>\n",
       "      <td>3.3</td>\n",
       "      <td>5.7</td>\n",
       "      <td>2.1</td>\n",
       "      <td>Iris-virginica</td>\n",
       "      <td>22.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>7.2</td>\n",
       "      <td>3.2</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.8</td>\n",
       "      <td>Iris-virginica</td>\n",
       "      <td>23.04</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>Iris-virginica</td>\n",
       "      <td>17.36</td>\n",
       "    </tr>\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>Iris-virginica</td>\n",
       "      <td>18.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>6.4</td>\n",
       "      <td>2.8</td>\n",
       "      <td>5.6</td>\n",
       "      <td>2.1</td>\n",
       "      <td>Iris-virginica</td>\n",
       "      <td>17.92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>7.2</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.8</td>\n",
       "      <td>1.6</td>\n",
       "      <td>Iris-virginica</td>\n",
       "      <td>21.60</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>7.4</td>\n",
       "      <td>2.8</td>\n",
       "      <td>6.1</td>\n",
       "      <td>1.9</td>\n",
       "      <td>Iris-virginica</td>\n",
       "      <td>20.72</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>Iris-virginica</td>\n",
       "      <td>30.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>6.4</td>\n",
       "      <td>2.8</td>\n",
       "      <td>5.6</td>\n",
       "      <td>2.2</td>\n",
       "      <td>Iris-virginica</td>\n",
       "      <td>17.92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>6.3</td>\n",
       "      <td>2.8</td>\n",
       "      <td>5.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>Iris-virginica</td>\n",
       "      <td>17.64</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>Iris-virginica</td>\n",
       "      <td>15.86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>7.7</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.1</td>\n",
       "      <td>2.3</td>\n",
       "      <td>Iris-virginica</td>\n",
       "      <td>23.10</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>Iris-virginica</td>\n",
       "      <td>21.42</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>Iris-virginica</td>\n",
       "      <td>19.84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>6.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.8</td>\n",
       "      <td>1.8</td>\n",
       "      <td>Iris-virginica</td>\n",
       "      <td>18.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>6.9</td>\n",
       "      <td>3.1</td>\n",
       "      <td>5.4</td>\n",
       "      <td>2.1</td>\n",
       "      <td>Iris-virginica</td>\n",
       "      <td>21.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>6.7</td>\n",
       "      <td>3.1</td>\n",
       "      <td>5.6</td>\n",
       "      <td>2.4</td>\n",
       "      <td>Iris-virginica</td>\n",
       "      <td>20.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>6.9</td>\n",
       "      <td>3.1</td>\n",
       "      <td>5.1</td>\n",
       "      <td>2.3</td>\n",
       "      <td>Iris-virginica</td>\n",
       "      <td>21.39</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>Iris-virginica</td>\n",
       "      <td>15.66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>6.8</td>\n",
       "      <td>3.2</td>\n",
       "      <td>5.9</td>\n",
       "      <td>2.3</td>\n",
       "      <td>Iris-virginica</td>\n",
       "      <td>21.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>6.7</td>\n",
       "      <td>3.3</td>\n",
       "      <td>5.7</td>\n",
       "      <td>2.5</td>\n",
       "      <td>Iris-virginica</td>\n",
       "      <td>22.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>6.7</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.2</td>\n",
       "      <td>2.3</td>\n",
       "      <td>Iris-virginica</td>\n",
       "      <td>20.10</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>Iris-virginica</td>\n",
       "      <td>15.75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>6.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Iris-virginica</td>\n",
       "      <td>19.50</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>Iris-virginica</td>\n",
       "      <td>21.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>5.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.1</td>\n",
       "      <td>1.8</td>\n",
       "      <td>Iris-virginica</td>\n",
       "      <td>17.70</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>150 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     SepalLength  SepalWidth  PetalLength  PetalWidth            Name  \\\n",
       "0            5.1         3.5          1.4         0.2     Iris-setosa   \n",
       "1            4.9         3.0          1.4         0.2     Iris-setosa   \n",
       "2            4.7         3.2          1.3         0.2     Iris-setosa   \n",
       "3            4.6         3.1          1.5         0.2     Iris-setosa   \n",
       "4            5.0         3.6          1.4         0.2     Iris-setosa   \n",
       "5            5.4         3.9          1.7         0.4     Iris-setosa   \n",
       "6            4.6         3.4          1.4         0.3     Iris-setosa   \n",
       "7            5.0         3.4          1.5         0.2     Iris-setosa   \n",
       "8            4.4         2.9          1.4         0.2     Iris-setosa   \n",
       "9            4.9         3.1          1.5         0.1     Iris-setosa   \n",
       "10           5.4         3.7          1.5         0.2     Iris-setosa   \n",
       "11           4.8         3.4          1.6         0.2     Iris-setosa   \n",
       "12           4.8         3.0          1.4         0.1     Iris-setosa   \n",
       "13           4.3         3.0          1.1         0.1     Iris-setosa   \n",
       "14           5.8         4.0          1.2         0.2     Iris-setosa   \n",
       "15           5.7         4.4          1.5         0.4     Iris-setosa   \n",
       "16           5.4         3.9          1.3         0.4     Iris-setosa   \n",
       "17           5.1         3.5          1.4         0.3     Iris-setosa   \n",
       "18           5.7         3.8          1.7         0.3     Iris-setosa   \n",
       "19           5.1         3.8          1.5         0.3     Iris-setosa   \n",
       "20           5.4         3.4          1.7         0.2     Iris-setosa   \n",
       "21           5.1         3.7          1.5         0.4     Iris-setosa   \n",
       "22           4.6         3.6          1.0         0.2     Iris-setosa   \n",
       "23           5.1         3.3          1.7         0.5     Iris-setosa   \n",
       "24           4.8         3.4          1.9         0.2     Iris-setosa   \n",
       "25           5.0         3.0          1.6         0.2     Iris-setosa   \n",
       "26           5.0         3.4          1.6         0.4     Iris-setosa   \n",
       "27           5.2         3.5          1.5         0.2     Iris-setosa   \n",
       "28           5.2         3.4          1.4         0.2     Iris-setosa   \n",
       "29           4.7         3.2          1.6         0.2     Iris-setosa   \n",
       "..           ...         ...          ...         ...             ...   \n",
       "120          6.9         3.2          5.7         2.3  Iris-virginica   \n",
       "121          5.6         2.8          4.9         2.0  Iris-virginica   \n",
       "122          7.7         2.8          6.7         2.0  Iris-virginica   \n",
       "123          6.3         2.7          4.9         1.8  Iris-virginica   \n",
       "124          6.7         3.3          5.7         2.1  Iris-virginica   \n",
       "125          7.2         3.2          6.0         1.8  Iris-virginica   \n",
       "126          6.2         2.8          4.8         1.8  Iris-virginica   \n",
       "127          6.1         3.0          4.9         1.8  Iris-virginica   \n",
       "128          6.4         2.8          5.6         2.1  Iris-virginica   \n",
       "129          7.2         3.0          5.8         1.6  Iris-virginica   \n",
       "130          7.4         2.8          6.1         1.9  Iris-virginica   \n",
       "131          7.9         3.8          6.4         2.0  Iris-virginica   \n",
       "132          6.4         2.8          5.6         2.2  Iris-virginica   \n",
       "133          6.3         2.8          5.1         1.5  Iris-virginica   \n",
       "134          6.1         2.6          5.6         1.4  Iris-virginica   \n",
       "135          7.7         3.0          6.1         2.3  Iris-virginica   \n",
       "136          6.3         3.4          5.6         2.4  Iris-virginica   \n",
       "137          6.4         3.1          5.5         1.8  Iris-virginica   \n",
       "138          6.0         3.0          4.8         1.8  Iris-virginica   \n",
       "139          6.9         3.1          5.4         2.1  Iris-virginica   \n",
       "140          6.7         3.1          5.6         2.4  Iris-virginica   \n",
       "141          6.9         3.1          5.1         2.3  Iris-virginica   \n",
       "142          5.8         2.7          5.1         1.9  Iris-virginica   \n",
       "143          6.8         3.2          5.9         2.3  Iris-virginica   \n",
       "144          6.7         3.3          5.7         2.5  Iris-virginica   \n",
       "145          6.7         3.0          5.2         2.3  Iris-virginica   \n",
       "146          6.3         2.5          5.0         1.9  Iris-virginica   \n",
       "147          6.5         3.0          5.2         2.0  Iris-virginica   \n",
       "148          6.2         3.4          5.4         2.3  Iris-virginica   \n",
       "149          5.9         3.0          5.1         1.8  Iris-virginica   \n",
       "\n",
       "     SepalExtra  \n",
       "0         17.85  \n",
       "1         14.70  \n",
       "2         15.04  \n",
       "3         14.26  \n",
       "4         18.00  \n",
       "5         21.06  \n",
       "6         15.64  \n",
       "7         17.00  \n",
       "8         12.76  \n",
       "9         15.19  \n",
       "10        19.98  \n",
       "11        16.32  \n",
       "12        14.40  \n",
       "13        12.90  \n",
       "14        23.20  \n",
       "15        25.08  \n",
       "16        21.06  \n",
       "17        17.85  \n",
       "18        21.66  \n",
       "19        19.38  \n",
       "20        18.36  \n",
       "21        18.87  \n",
       "22        16.56  \n",
       "23        16.83  \n",
       "24        16.32  \n",
       "25        15.00  \n",
       "26        17.00  \n",
       "27        18.20  \n",
       "28        17.68  \n",
       "29        15.04  \n",
       "..          ...  \n",
       "120       22.08  \n",
       "121       15.68  \n",
       "122       21.56  \n",
       "123       17.01  \n",
       "124       22.11  \n",
       "125       23.04  \n",
       "126       17.36  \n",
       "127       18.30  \n",
       "128       17.92  \n",
       "129       21.60  \n",
       "130       20.72  \n",
       "131       30.02  \n",
       "132       17.92  \n",
       "133       17.64  \n",
       "134       15.86  \n",
       "135       23.10  \n",
       "136       21.42  \n",
       "137       19.84  \n",
       "138       18.00  \n",
       "139       21.39  \n",
       "140       20.77  \n",
       "141       21.39  \n",
       "142       15.66  \n",
       "143       21.76  \n",
       "144       22.11  \n",
       "145       20.10  \n",
       "146       15.75  \n",
       "147       19.50  \n",
       "148       21.08  \n",
       "149       17.70  \n",
       "\n",
       "[150 rows x 6 columns]"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris['SepalExtra'] = iris['SepalLength'] * iris['SepalWidth']\n",
    "iris"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Find out the mean and variance for each column but for class column "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "SepalLength     5.843333\n",
       "SepalWidth      3.054000\n",
       "PetalLength     3.758667\n",
       "PetalWidth      1.198667\n",
       "SepalExtra     17.806533\n",
       "dtype: float64"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris.mean()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Write a function that accepts two numbers as input and prints them - Pass the Sepal length and sepal width of 5th row and print the output"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 81,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Sepal Length:  5.0\n",
      "Sepal Width:  3.6\n"
     ]
    }
   ],
   "source": [
    "def print_numbers(one, two):\n",
    "    print ('Sepal Length: ', one)\n",
    "    print ('Sepal Width: ', two)\n",
    "\n",
    "print_numbers(iris.loc[4, 'SepalLength'], iris.loc[4, 'SepalWidth'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Find the range of all the columns in the dataset\n",
    "\n",
    "*Range = Max value - Min value (in the column)*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 100,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SepalLength Range:  3.6000000000000005\n",
      "SepalWidth Range:  2.4000000000000004\n",
      "PetalLength Range:  5.9\n",
      "PetalWidth Range:  2.4\n",
      "SepalExtra Range:  20.02\n"
     ]
    }
   ],
   "source": [
    "print('SepalLength Range: ', iris['SepalLength'].max() - iris['SepalLength'].min())\n",
    "print('SepalWidth Range: ', iris['SepalWidth'].max() - iris['SepalWidth'].min())\n",
    "print('PetalLength Range: ', iris['PetalLength'].max() - iris['PetalLength'].min())\n",
    "print('PetalWidth Range: ', iris['PetalWidth'].max() - iris['PetalWidth'].min())\n",
    "print('SepalExtra Range: ', iris['SepalExtra'].max() - iris['SepalExtra'].min())"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Sort the entire dataset according to the column Petal width"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "metadata": {},
   "outputs": [
    {
     "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>SepalLength</th>\n",
       "      <th>SepalWidth</th>\n",
       "      <th>PetalLength</th>\n",
       "      <th>PetalWidth</th>\n",
       "      <th>Name</th>\n",
       "      <th>SepalExtra</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\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>Iris-setosa</td>\n",
       "      <td>21.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>4.3</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>Iris-setosa</td>\n",
       "      <td>12.90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.1</td>\n",
       "      <td>Iris-setosa</td>\n",
       "      <td>15.19</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>Iris-setosa</td>\n",
       "      <td>15.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>4.8</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.1</td>\n",
       "      <td>Iris-setosa</td>\n",
       "      <td>14.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.1</td>\n",
       "      <td>Iris-setosa</td>\n",
       "      <td>15.19</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>Iris-setosa</td>\n",
       "      <td>17.85</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>Iris-setosa</td>\n",
       "      <td>18.20</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>Iris-setosa</td>\n",
       "      <td>17.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "      <td>15.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>4.8</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "      <td>14.88</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>Iris-setosa</td>\n",
       "      <td>23.10</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>Iris-setosa</td>\n",
       "      <td>19.25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>4.4</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "      <td>13.20</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>Iris-setosa</td>\n",
       "      <td>17.34</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>4.4</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "      <td>14.08</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>Iris-setosa</td>\n",
       "      <td>19.38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "      <td>14.72</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>Iris-setosa</td>\n",
       "      <td>19.61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.3</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "      <td>16.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "      <td>15.00</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>Iris-setosa</td>\n",
       "      <td>16.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "      <td>16.00</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>Iris-setosa</td>\n",
       "      <td>14.26</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>Iris-setosa</td>\n",
       "      <td>15.04</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>Iris-setosa</td>\n",
       "      <td>17.00</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>Iris-setosa</td>\n",
       "      <td>12.76</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>Iris-setosa</td>\n",
       "      <td>19.98</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>Iris-setosa</td>\n",
       "      <td>18.00</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>Iris-setosa</td>\n",
       "      <td>16.32</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>6.4</td>\n",
       "      <td>2.7</td>\n",
       "      <td>5.3</td>\n",
       "      <td>1.9</td>\n",
       "      <td>Iris-virginica</td>\n",
       "      <td>17.28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>5.6</td>\n",
       "      <td>2.8</td>\n",
       "      <td>4.9</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Iris-virginica</td>\n",
       "      <td>15.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>7.7</td>\n",
       "      <td>2.8</td>\n",
       "      <td>6.7</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Iris-virginica</td>\n",
       "      <td>21.56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>6.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Iris-virginica</td>\n",
       "      <td>19.50</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>Iris-virginica</td>\n",
       "      <td>14.25</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>Iris-virginica</td>\n",
       "      <td>30.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>6.5</td>\n",
       "      <td>3.2</td>\n",
       "      <td>5.1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Iris-virginica</td>\n",
       "      <td>20.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>6.9</td>\n",
       "      <td>3.1</td>\n",
       "      <td>5.4</td>\n",
       "      <td>2.1</td>\n",
       "      <td>Iris-virginica</td>\n",
       "      <td>21.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>7.1</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.9</td>\n",
       "      <td>2.1</td>\n",
       "      <td>Iris-virginica</td>\n",
       "      <td>21.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>6.8</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.5</td>\n",
       "      <td>2.1</td>\n",
       "      <td>Iris-virginica</td>\n",
       "      <td>20.40</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>Iris-virginica</td>\n",
       "      <td>22.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>6.7</td>\n",
       "      <td>3.3</td>\n",
       "      <td>5.7</td>\n",
       "      <td>2.1</td>\n",
       "      <td>Iris-virginica</td>\n",
       "      <td>22.11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>6.4</td>\n",
       "      <td>2.8</td>\n",
       "      <td>5.6</td>\n",
       "      <td>2.1</td>\n",
       "      <td>Iris-virginica</td>\n",
       "      <td>17.92</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>Iris-virginica</td>\n",
       "      <td>29.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>6.4</td>\n",
       "      <td>2.8</td>\n",
       "      <td>5.6</td>\n",
       "      <td>2.2</td>\n",
       "      <td>Iris-virginica</td>\n",
       "      <td>17.92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>6.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.8</td>\n",
       "      <td>2.2</td>\n",
       "      <td>Iris-virginica</td>\n",
       "      <td>19.50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>6.9</td>\n",
       "      <td>3.2</td>\n",
       "      <td>5.7</td>\n",
       "      <td>2.3</td>\n",
       "      <td>Iris-virginica</td>\n",
       "      <td>22.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>6.4</td>\n",
       "      <td>3.2</td>\n",
       "      <td>5.3</td>\n",
       "      <td>2.3</td>\n",
       "      <td>Iris-virginica</td>\n",
       "      <td>20.48</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>Iris-virginica</td>\n",
       "      <td>21.08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>6.9</td>\n",
       "      <td>3.1</td>\n",
       "      <td>5.1</td>\n",
       "      <td>2.3</td>\n",
       "      <td>Iris-virginica</td>\n",
       "      <td>21.39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>6.8</td>\n",
       "      <td>3.2</td>\n",
       "      <td>5.9</td>\n",
       "      <td>2.3</td>\n",
       "      <td>Iris-virginica</td>\n",
       "      <td>21.76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>6.7</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.2</td>\n",
       "      <td>2.3</td>\n",
       "      <td>Iris-virginica</td>\n",
       "      <td>20.10</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>Iris-virginica</td>\n",
       "      <td>20.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>7.7</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.1</td>\n",
       "      <td>2.3</td>\n",
       "      <td>Iris-virginica</td>\n",
       "      <td>23.10</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>Iris-virginica</td>\n",
       "      <td>21.42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>6.7</td>\n",
       "      <td>3.1</td>\n",
       "      <td>5.6</td>\n",
       "      <td>2.4</td>\n",
       "      <td>Iris-virginica</td>\n",
       "      <td>20.77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>5.8</td>\n",
       "      <td>2.8</td>\n",
       "      <td>5.1</td>\n",
       "      <td>2.4</td>\n",
       "      <td>Iris-virginica</td>\n",
       "      <td>16.24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>6.3</td>\n",
       "      <td>3.3</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>Iris-virginica</td>\n",
       "      <td>20.79</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>6.7</td>\n",
       "      <td>3.3</td>\n",
       "      <td>5.7</td>\n",
       "      <td>2.5</td>\n",
       "      <td>Iris-virginica</td>\n",
       "      <td>22.11</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>Iris-virginica</td>\n",
       "      <td>25.92</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>150 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     SepalLength  SepalWidth  PetalLength  PetalWidth            Name  \\\n",
       "32           5.2         4.1          1.5         0.1     Iris-setosa   \n",
       "13           4.3         3.0          1.1         0.1     Iris-setosa   \n",
       "37           4.9         3.1          1.5         0.1     Iris-setosa   \n",
       "9            4.9         3.1          1.5         0.1     Iris-setosa   \n",
       "12           4.8         3.0          1.4         0.1     Iris-setosa   \n",
       "34           4.9         3.1          1.5         0.1     Iris-setosa   \n",
       "0            5.1         3.5          1.4         0.2     Iris-setosa   \n",
       "27           5.2         3.5          1.5         0.2     Iris-setosa   \n",
       "28           5.2         3.4          1.4         0.2     Iris-setosa   \n",
       "29           4.7         3.2          1.6         0.2     Iris-setosa   \n",
       "30           4.8         3.1          1.6         0.2     Iris-setosa   \n",
       "33           5.5         4.2          1.4         0.2     Iris-setosa   \n",
       "36           5.5         3.5          1.3         0.2     Iris-setosa   \n",
       "38           4.4         3.0          1.3         0.2     Iris-setosa   \n",
       "39           5.1         3.4          1.5         0.2     Iris-setosa   \n",
       "42           4.4         3.2          1.3         0.2     Iris-setosa   \n",
       "46           5.1         3.8          1.6         0.2     Iris-setosa   \n",
       "47           4.6         3.2          1.4         0.2     Iris-setosa   \n",
       "48           5.3         3.7          1.5         0.2     Iris-setosa   \n",
       "49           5.0         3.3          1.4         0.2     Iris-setosa   \n",
       "25           5.0         3.0          1.6         0.2     Iris-setosa   \n",
       "24           4.8         3.4          1.9         0.2     Iris-setosa   \n",
       "35           5.0         3.2          1.2         0.2     Iris-setosa   \n",
       "3            4.6         3.1          1.5         0.2     Iris-setosa   \n",
       "2            4.7         3.2          1.3         0.2     Iris-setosa   \n",
       "7            5.0         3.4          1.5         0.2     Iris-setosa   \n",
       "8            4.4         2.9          1.4         0.2     Iris-setosa   \n",
       "10           5.4         3.7          1.5         0.2     Iris-setosa   \n",
       "4            5.0         3.6          1.4         0.2     Iris-setosa   \n",
       "11           4.8         3.4          1.6         0.2     Iris-setosa   \n",
       "..           ...         ...          ...         ...             ...   \n",
       "111          6.4         2.7          5.3         1.9  Iris-virginica   \n",
       "121          5.6         2.8          4.9         2.0  Iris-virginica   \n",
       "122          7.7         2.8          6.7         2.0  Iris-virginica   \n",
       "147          6.5         3.0          5.2         2.0  Iris-virginica   \n",
       "113          5.7         2.5          5.0         2.0  Iris-virginica   \n",
       "131          7.9         3.8          6.4         2.0  Iris-virginica   \n",
       "110          6.5         3.2          5.1         2.0  Iris-virginica   \n",
       "139          6.9         3.1          5.4         2.1  Iris-virginica   \n",
       "102          7.1         3.0          5.9         2.1  Iris-virginica   \n",
       "112          6.8         3.0          5.5         2.1  Iris-virginica   \n",
       "105          7.6         3.0          6.6         2.1  Iris-virginica   \n",
       "124          6.7         3.3          5.7         2.1  Iris-virginica   \n",
       "128          6.4         2.8          5.6         2.1  Iris-virginica   \n",
       "117          7.7         3.8          6.7         2.2  Iris-virginica   \n",
       "132          6.4         2.8          5.6         2.2  Iris-virginica   \n",
       "104          6.5         3.0          5.8         2.2  Iris-virginica   \n",
       "120          6.9         3.2          5.7         2.3  Iris-virginica   \n",
       "115          6.4         3.2          5.3         2.3  Iris-virginica   \n",
       "148          6.2         3.4          5.4         2.3  Iris-virginica   \n",
       "141          6.9         3.1          5.1         2.3  Iris-virginica   \n",
       "143          6.8         3.2          5.9         2.3  Iris-virginica   \n",
       "145          6.7         3.0          5.2         2.3  Iris-virginica   \n",
       "118          7.7         2.6          6.9         2.3  Iris-virginica   \n",
       "135          7.7         3.0          6.1         2.3  Iris-virginica   \n",
       "136          6.3         3.4          5.6         2.4  Iris-virginica   \n",
       "140          6.7         3.1          5.6         2.4  Iris-virginica   \n",
       "114          5.8         2.8          5.1         2.4  Iris-virginica   \n",
       "100          6.3         3.3          6.0         2.5  Iris-virginica   \n",
       "144          6.7         3.3          5.7         2.5  Iris-virginica   \n",
       "109          7.2         3.6          6.1         2.5  Iris-virginica   \n",
       "\n",
       "     SepalExtra  \n",
       "32        21.32  \n",
       "13        12.90  \n",
       "37        15.19  \n",
       "9         15.19  \n",
       "12        14.40  \n",
       "34        15.19  \n",
       "0         17.85  \n",
       "27        18.20  \n",
       "28        17.68  \n",
       "29        15.04  \n",
       "30        14.88  \n",
       "33        23.10  \n",
       "36        19.25  \n",
       "38        13.20  \n",
       "39        17.34  \n",
       "42        14.08  \n",
       "46        19.38  \n",
       "47        14.72  \n",
       "48        19.61  \n",
       "49        16.50  \n",
       "25        15.00  \n",
       "24        16.32  \n",
       "35        16.00  \n",
       "3         14.26  \n",
       "2         15.04  \n",
       "7         17.00  \n",
       "8         12.76  \n",
       "10        19.98  \n",
       "4         18.00  \n",
       "11        16.32  \n",
       "..          ...  \n",
       "111       17.28  \n",
       "121       15.68  \n",
       "122       21.56  \n",
       "147       19.50  \n",
       "113       14.25  \n",
       "131       30.02  \n",
       "110       20.80  \n",
       "139       21.39  \n",
       "102       21.30  \n",
       "112       20.40  \n",
       "105       22.80  \n",
       "124       22.11  \n",
       "128       17.92  \n",
       "117       29.26  \n",
       "132       17.92  \n",
       "104       19.50  \n",
       "120       22.08  \n",
       "115       20.48  \n",
       "148       21.08  \n",
       "141       21.39  \n",
       "143       21.76  \n",
       "145       20.10  \n",
       "118       20.02  \n",
       "135       23.10  \n",
       "136       21.42  \n",
       "140       20.77  \n",
       "114       16.24  \n",
       "100       20.79  \n",
       "144       22.11  \n",
       "109       25.92  \n",
       "\n",
       "[150 rows x 6 columns]"
      ]
     },
     "execution_count": 96,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris.sort_values(by='PetalWidth')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Remove the new column \"SepalExtra\" from the dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 99,
   "metadata": {},
   "outputs": [
    {
     "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>SepalLength</th>\n",
       "      <th>SepalWidth</th>\n",
       "      <th>PetalLength</th>\n",
       "      <th>PetalWidth</th>\n",
       "      <th>Name</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>Iris-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>Iris-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>Iris-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>Iris-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>Iris-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>Iris-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>Iris-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>Iris-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>Iris-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>Iris-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>Iris-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>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>4.8</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.1</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>4.3</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>Iris-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>Iris-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>Iris-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>Iris-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>Iris-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>Iris-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>Iris-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>Iris-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>Iris-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>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.3</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0.5</td>\n",
       "      <td>Iris-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>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-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>Iris-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>Iris-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>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</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>120</th>\n",
       "      <td>6.9</td>\n",
       "      <td>3.2</td>\n",
       "      <td>5.7</td>\n",
       "      <td>2.3</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>5.6</td>\n",
       "      <td>2.8</td>\n",
       "      <td>4.9</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>7.7</td>\n",
       "      <td>2.8</td>\n",
       "      <td>6.7</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Iris-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>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>6.7</td>\n",
       "      <td>3.3</td>\n",
       "      <td>5.7</td>\n",
       "      <td>2.1</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>7.2</td>\n",
       "      <td>3.2</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.8</td>\n",
       "      <td>Iris-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>Iris-virginica</td>\n",
       "    </tr>\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>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>6.4</td>\n",
       "      <td>2.8</td>\n",
       "      <td>5.6</td>\n",
       "      <td>2.1</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>7.2</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.8</td>\n",
       "      <td>1.6</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>7.4</td>\n",
       "      <td>2.8</td>\n",
       "      <td>6.1</td>\n",
       "      <td>1.9</td>\n",
       "      <td>Iris-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>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>6.4</td>\n",
       "      <td>2.8</td>\n",
       "      <td>5.6</td>\n",
       "      <td>2.2</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>6.3</td>\n",
       "      <td>2.8</td>\n",
       "      <td>5.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>Iris-virginica</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>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>7.7</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.1</td>\n",
       "      <td>2.3</td>\n",
       "      <td>Iris-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>Iris-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>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>6.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.8</td>\n",
       "      <td>1.8</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>6.9</td>\n",
       "      <td>3.1</td>\n",
       "      <td>5.4</td>\n",
       "      <td>2.1</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>6.7</td>\n",
       "      <td>3.1</td>\n",
       "      <td>5.6</td>\n",
       "      <td>2.4</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>6.9</td>\n",
       "      <td>3.1</td>\n",
       "      <td>5.1</td>\n",
       "      <td>2.3</td>\n",
       "      <td>Iris-virginica</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>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>6.8</td>\n",
       "      <td>3.2</td>\n",
       "      <td>5.9</td>\n",
       "      <td>2.3</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>6.7</td>\n",
       "      <td>3.3</td>\n",
       "      <td>5.7</td>\n",
       "      <td>2.5</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>6.7</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.2</td>\n",
       "      <td>2.3</td>\n",
       "      <td>Iris-virginica</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>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>6.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Iris-virginica</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>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>5.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.1</td>\n",
       "      <td>1.8</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>150 rows × 5 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     SepalLength  SepalWidth  PetalLength  PetalWidth            Name\n",
       "0            5.1         3.5          1.4         0.2     Iris-setosa\n",
       "1            4.9         3.0          1.4         0.2     Iris-setosa\n",
       "2            4.7         3.2          1.3         0.2     Iris-setosa\n",
       "3            4.6         3.1          1.5         0.2     Iris-setosa\n",
       "4            5.0         3.6          1.4         0.2     Iris-setosa\n",
       "5            5.4         3.9          1.7         0.4     Iris-setosa\n",
       "6            4.6         3.4          1.4         0.3     Iris-setosa\n",
       "7            5.0         3.4          1.5         0.2     Iris-setosa\n",
       "8            4.4         2.9          1.4         0.2     Iris-setosa\n",
       "9            4.9         3.1          1.5         0.1     Iris-setosa\n",
       "10           5.4         3.7          1.5         0.2     Iris-setosa\n",
       "11           4.8         3.4          1.6         0.2     Iris-setosa\n",
       "12           4.8         3.0          1.4         0.1     Iris-setosa\n",
       "13           4.3         3.0          1.1         0.1     Iris-setosa\n",
       "14           5.8         4.0          1.2         0.2     Iris-setosa\n",
       "15           5.7         4.4          1.5         0.4     Iris-setosa\n",
       "16           5.4         3.9          1.3         0.4     Iris-setosa\n",
       "17           5.1         3.5          1.4         0.3     Iris-setosa\n",
       "18           5.7         3.8          1.7         0.3     Iris-setosa\n",
       "19           5.1         3.8          1.5         0.3     Iris-setosa\n",
       "20           5.4         3.4          1.7         0.2     Iris-setosa\n",
       "21           5.1         3.7          1.5         0.4     Iris-setosa\n",
       "22           4.6         3.6          1.0         0.2     Iris-setosa\n",
       "23           5.1         3.3          1.7         0.5     Iris-setosa\n",
       "24           4.8         3.4          1.9         0.2     Iris-setosa\n",
       "25           5.0         3.0          1.6         0.2     Iris-setosa\n",
       "26           5.0         3.4          1.6         0.4     Iris-setosa\n",
       "27           5.2         3.5          1.5         0.2     Iris-setosa\n",
       "28           5.2         3.4          1.4         0.2     Iris-setosa\n",
       "29           4.7         3.2          1.6         0.2     Iris-setosa\n",
       "..           ...         ...          ...         ...             ...\n",
       "120          6.9         3.2          5.7         2.3  Iris-virginica\n",
       "121          5.6         2.8          4.9         2.0  Iris-virginica\n",
       "122          7.7         2.8          6.7         2.0  Iris-virginica\n",
       "123          6.3         2.7          4.9         1.8  Iris-virginica\n",
       "124          6.7         3.3          5.7         2.1  Iris-virginica\n",
       "125          7.2         3.2          6.0         1.8  Iris-virginica\n",
       "126          6.2         2.8          4.8         1.8  Iris-virginica\n",
       "127          6.1         3.0          4.9         1.8  Iris-virginica\n",
       "128          6.4         2.8          5.6         2.1  Iris-virginica\n",
       "129          7.2         3.0          5.8         1.6  Iris-virginica\n",
       "130          7.4         2.8          6.1         1.9  Iris-virginica\n",
       "131          7.9         3.8          6.4         2.0  Iris-virginica\n",
       "132          6.4         2.8          5.6         2.2  Iris-virginica\n",
       "133          6.3         2.8          5.1         1.5  Iris-virginica\n",
       "134          6.1         2.6          5.6         1.4  Iris-virginica\n",
       "135          7.7         3.0          6.1         2.3  Iris-virginica\n",
       "136          6.3         3.4          5.6         2.4  Iris-virginica\n",
       "137          6.4         3.1          5.5         1.8  Iris-virginica\n",
       "138          6.0         3.0          4.8         1.8  Iris-virginica\n",
       "139          6.9         3.1          5.4         2.1  Iris-virginica\n",
       "140          6.7         3.1          5.6         2.4  Iris-virginica\n",
       "141          6.9         3.1          5.1         2.3  Iris-virginica\n",
       "142          5.8         2.7          5.1         1.9  Iris-virginica\n",
       "143          6.8         3.2          5.9         2.3  Iris-virginica\n",
       "144          6.7         3.3          5.7         2.5  Iris-virginica\n",
       "145          6.7         3.0          5.2         2.3  Iris-virginica\n",
       "146          6.3         2.5          5.0         1.9  Iris-virginica\n",
       "147          6.5         3.0          5.2         2.0  Iris-virginica\n",
       "148          6.2         3.4          5.4         2.3  Iris-virginica\n",
       "149          5.9         3.0          5.1         1.8  Iris-virginica\n",
       "\n",
       "[150 rows x 5 columns]"
      ]
     },
     "execution_count": 99,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris.drop(['SepalExtra'], axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Take only the top 10 rows of the dataset with only first 3 columns and store it in a dataframe named \"IrisSubset\" "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 107,
   "metadata": {},
   "outputs": [
    {
     "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>SepalLength</th>\n",
       "      <th>SepalWidth</th>\n",
       "      <th>PetalLength</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5.4</td>\n",
       "      <td>3.9</td>\n",
       "      <td>1.7</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.4</td>\n",
       "      <td>1.5</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",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   SepalLength  SepalWidth  PetalLength\n",
       "0          5.1         3.5          1.4\n",
       "1          4.9         3.0          1.4\n",
       "2          4.7         3.2          1.3\n",
       "3          4.6         3.1          1.5\n",
       "4          5.0         3.6          1.4\n",
       "5          5.4         3.9          1.7\n",
       "6          4.6         3.4          1.4\n",
       "7          5.0         3.4          1.5\n",
       "8          4.4         2.9          1.4"
      ]
     },
     "execution_count": 107,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "irisSubset = iris.iloc[0:9, 0:3].copy()\n",
    "irisSubset"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Part-2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## The dataset HR contains information collected from the survey floated by a HR within the company.\n",
    "\n",
    "\n",
    "As a part of this lab, you are expected to answer the below questions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Import numpy and Pandas "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 139,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Import the dataset (Note: The dataset is in .txt format) - Make sure to use delimiters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "metadata": {},
   "outputs": [],
   "source": [
    "hr = pd.read_csv('C:/Users/kulkarni1/Documents/AIMLWorkspace/Databases/HR_external.txt', sep='\\t')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Print the no of rows and columns in the dataset "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 115,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(1470, 35)"
      ]
     },
     "execution_count": 115,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hr.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Find out the type of each and every column in the dataset "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 118,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Individual                  object\n",
       "Attrition                   object\n",
       "Age                          int64\n",
       "BusinessTravel               int64\n",
       "DailyRate                    int64\n",
       "Department                   int64\n",
       "DistanceFromHome             int64\n",
       "Education                    int64\n",
       "EducationField               int64\n",
       "EmployeeCount                int64\n",
       "EmployeeNumber               int64\n",
       "EnvironmentSatisfaction      int64\n",
       "Gender                       int64\n",
       "HourlyRate                   int64\n",
       "JobInvolvement               int64\n",
       "JobLevel                     int64\n",
       "JobRole                      int64\n",
       "JobSatisfaction              int64\n",
       "MaritalStatus                int64\n",
       "MonthlyIncome                int64\n",
       "MonthlyRate                  int64\n",
       "NumCompaniesWorked           int64\n",
       "OverTime                     int64\n",
       "PercentSalaryHike            int64\n",
       "PerformanceRating            int64\n",
       "RelationshipSatisfaction     int64\n",
       "StandardHours                int64\n",
       "StockOptionLevel             int64\n",
       "TotalWorkingYears            int64\n",
       "TrainingTimesLastYear        int64\n",
       "WorkLifeBalance              int64\n",
       "YearsAtCompany               int64\n",
       "YearsInCurrentRole           int64\n",
       "YearsSinceLastPromotion      int64\n",
       "YearsWithCurrManager         int64\n",
       "dtype: object"
      ]
     },
     "execution_count": 118,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hr.dtypes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Print out all the rows from 3rd column to 10th columns  "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 120,
   "metadata": {},
   "outputs": [
    {
     "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>Age</th>\n",
       "      <th>BusinessTravel</th>\n",
       "      <th>DailyRate</th>\n",
       "      <th>Department</th>\n",
       "      <th>DistanceFromHome</th>\n",
       "      <th>Education</th>\n",
       "      <th>EducationField</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>41</td>\n",
       "      <td>1</td>\n",
       "      <td>1102</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>49</td>\n",
       "      <td>2</td>\n",
       "      <td>279</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>37</td>\n",
       "      <td>1</td>\n",
       "      <td>1373</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>33</td>\n",
       "      <td>2</td>\n",
       "      <td>1392</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>27</td>\n",
       "      <td>1</td>\n",
       "      <td>591</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>32</td>\n",
       "      <td>2</td>\n",
       "      <td>1005</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>59</td>\n",
       "      <td>1</td>\n",
       "      <td>1324</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>30</td>\n",
       "      <td>1</td>\n",
       "      <td>1358</td>\n",
       "      <td>2</td>\n",
       "      <td>24</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>38</td>\n",
       "      <td>2</td>\n",
       "      <td>216</td>\n",
       "      <td>2</td>\n",
       "      <td>23</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>36</td>\n",
       "      <td>1</td>\n",
       "      <td>1299</td>\n",
       "      <td>2</td>\n",
       "      <td>27</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>35</td>\n",
       "      <td>1</td>\n",
       "      <td>809</td>\n",
       "      <td>2</td>\n",
       "      <td>16</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>29</td>\n",
       "      <td>1</td>\n",
       "      <td>153</td>\n",
       "      <td>2</td>\n",
       "      <td>15</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>31</td>\n",
       "      <td>1</td>\n",
       "      <td>670</td>\n",
       "      <td>2</td>\n",
       "      <td>26</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>34</td>\n",
       "      <td>1</td>\n",
       "      <td>1346</td>\n",
       "      <td>2</td>\n",
       "      <td>19</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>28</td>\n",
       "      <td>1</td>\n",
       "      <td>103</td>\n",
       "      <td>2</td>\n",
       "      <td>24</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>29</td>\n",
       "      <td>1</td>\n",
       "      <td>1389</td>\n",
       "      <td>2</td>\n",
       "      <td>21</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>32</td>\n",
       "      <td>1</td>\n",
       "      <td>334</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>22</td>\n",
       "      <td>3</td>\n",
       "      <td>1123</td>\n",
       "      <td>2</td>\n",
       "      <td>16</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>53</td>\n",
       "      <td>1</td>\n",
       "      <td>1219</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>38</td>\n",
       "      <td>1</td>\n",
       "      <td>371</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>24</td>\n",
       "      <td>3</td>\n",
       "      <td>673</td>\n",
       "      <td>2</td>\n",
       "      <td>11</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>36</td>\n",
       "      <td>1</td>\n",
       "      <td>1218</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>34</td>\n",
       "      <td>1</td>\n",
       "      <td>419</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>21</td>\n",
       "      <td>1</td>\n",
       "      <td>391</td>\n",
       "      <td>2</td>\n",
       "      <td>15</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>34</td>\n",
       "      <td>1</td>\n",
       "      <td>699</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>53</td>\n",
       "      <td>1</td>\n",
       "      <td>1282</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>32</td>\n",
       "      <td>2</td>\n",
       "      <td>1125</td>\n",
       "      <td>2</td>\n",
       "      <td>16</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>42</td>\n",
       "      <td>1</td>\n",
       "      <td>691</td>\n",
       "      <td>1</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>44</td>\n",
       "      <td>1</td>\n",
       "      <td>477</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>46</td>\n",
       "      <td>1</td>\n",
       "      <td>705</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>3</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",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1440</th>\n",
       "      <td>36</td>\n",
       "      <td>2</td>\n",
       "      <td>688</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1441</th>\n",
       "      <td>56</td>\n",
       "      <td>3</td>\n",
       "      <td>667</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1442</th>\n",
       "      <td>29</td>\n",
       "      <td>1</td>\n",
       "      <td>1092</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1443</th>\n",
       "      <td>42</td>\n",
       "      <td>1</td>\n",
       "      <td>300</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1444</th>\n",
       "      <td>56</td>\n",
       "      <td>1</td>\n",
       "      <td>310</td>\n",
       "      <td>2</td>\n",
       "      <td>7</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1445</th>\n",
       "      <td>41</td>\n",
       "      <td>1</td>\n",
       "      <td>582</td>\n",
       "      <td>2</td>\n",
       "      <td>28</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1446</th>\n",
       "      <td>34</td>\n",
       "      <td>1</td>\n",
       "      <td>704</td>\n",
       "      <td>1</td>\n",
       "      <td>28</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1447</th>\n",
       "      <td>36</td>\n",
       "      <td>3</td>\n",
       "      <td>301</td>\n",
       "      <td>1</td>\n",
       "      <td>15</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1448</th>\n",
       "      <td>41</td>\n",
       "      <td>1</td>\n",
       "      <td>930</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1449</th>\n",
       "      <td>32</td>\n",
       "      <td>1</td>\n",
       "      <td>529</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1450</th>\n",
       "      <td>35</td>\n",
       "      <td>1</td>\n",
       "      <td>1146</td>\n",
       "      <td>3</td>\n",
       "      <td>26</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1451</th>\n",
       "      <td>38</td>\n",
       "      <td>1</td>\n",
       "      <td>345</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1452</th>\n",
       "      <td>50</td>\n",
       "      <td>2</td>\n",
       "      <td>878</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1453</th>\n",
       "      <td>36</td>\n",
       "      <td>1</td>\n",
       "      <td>1120</td>\n",
       "      <td>1</td>\n",
       "      <td>11</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1454</th>\n",
       "      <td>45</td>\n",
       "      <td>1</td>\n",
       "      <td>374</td>\n",
       "      <td>1</td>\n",
       "      <td>20</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1455</th>\n",
       "      <td>40</td>\n",
       "      <td>1</td>\n",
       "      <td>1322</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1456</th>\n",
       "      <td>35</td>\n",
       "      <td>2</td>\n",
       "      <td>1199</td>\n",
       "      <td>2</td>\n",
       "      <td>18</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1457</th>\n",
       "      <td>40</td>\n",
       "      <td>1</td>\n",
       "      <td>1194</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1458</th>\n",
       "      <td>35</td>\n",
       "      <td>1</td>\n",
       "      <td>287</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1459</th>\n",
       "      <td>29</td>\n",
       "      <td>1</td>\n",
       "      <td>1378</td>\n",
       "      <td>2</td>\n",
       "      <td>13</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1460</th>\n",
       "      <td>29</td>\n",
       "      <td>1</td>\n",
       "      <td>468</td>\n",
       "      <td>2</td>\n",
       "      <td>28</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1461</th>\n",
       "      <td>50</td>\n",
       "      <td>1</td>\n",
       "      <td>410</td>\n",
       "      <td>1</td>\n",
       "      <td>28</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1462</th>\n",
       "      <td>39</td>\n",
       "      <td>1</td>\n",
       "      <td>722</td>\n",
       "      <td>1</td>\n",
       "      <td>24</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1463</th>\n",
       "      <td>31</td>\n",
       "      <td>3</td>\n",
       "      <td>325</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1464</th>\n",
       "      <td>26</td>\n",
       "      <td>1</td>\n",
       "      <td>1167</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1465</th>\n",
       "      <td>36</td>\n",
       "      <td>2</td>\n",
       "      <td>884</td>\n",
       "      <td>2</td>\n",
       "      <td>23</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1466</th>\n",
       "      <td>39</td>\n",
       "      <td>1</td>\n",
       "      <td>613</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1467</th>\n",
       "      <td>27</td>\n",
       "      <td>1</td>\n",
       "      <td>155</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1468</th>\n",
       "      <td>49</td>\n",
       "      <td>2</td>\n",
       "      <td>1023</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1469</th>\n",
       "      <td>34</td>\n",
       "      <td>1</td>\n",
       "      <td>628</td>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>3</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1470 rows × 7 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Age  BusinessTravel  DailyRate  Department  DistanceFromHome  Education  \\\n",
       "0      41               1       1102           1                 1          2   \n",
       "1      49               2        279           2                 8          1   \n",
       "2      37               1       1373           2                 2          2   \n",
       "3      33               2       1392           2                 3          4   \n",
       "4      27               1        591           2                 2          1   \n",
       "5      32               2       1005           2                 2          2   \n",
       "6      59               1       1324           2                 3          3   \n",
       "7      30               1       1358           2                24          1   \n",
       "8      38               2        216           2                23          3   \n",
       "9      36               1       1299           2                27          3   \n",
       "10     35               1        809           2                16          3   \n",
       "11     29               1        153           2                15          2   \n",
       "12     31               1        670           2                26          1   \n",
       "13     34               1       1346           2                19          2   \n",
       "14     28               1        103           2                24          3   \n",
       "15     29               1       1389           2                21          4   \n",
       "16     32               1        334           2                 5          2   \n",
       "17     22               3       1123           2                16          2   \n",
       "18     53               1       1219           1                 2          4   \n",
       "19     38               1        371           2                 2          3   \n",
       "20     24               3        673           2                11          2   \n",
       "21     36               1       1218           1                 9          4   \n",
       "22     34               1        419           2                 7          4   \n",
       "23     21               1        391           2                15          2   \n",
       "24     34               1        699           2                 6          1   \n",
       "25     53               1       1282           2                 5          3   \n",
       "26     32               2       1125           2                16          1   \n",
       "27     42               1        691           1                 8          4   \n",
       "28     44               1        477           2                 7          4   \n",
       "29     46               1        705           1                 2          4   \n",
       "...   ...             ...        ...         ...               ...        ...   \n",
       "1440   36               2        688           2                 4          2   \n",
       "1441   56               3        667           2                 1          4   \n",
       "1442   29               1       1092           2                 1          4   \n",
       "1443   42               1        300           2                 2          3   \n",
       "1444   56               1        310           2                 7          2   \n",
       "1445   41               1        582           2                28          4   \n",
       "1446   34               1        704           1                28          3   \n",
       "1447   36               3        301           1                15          4   \n",
       "1448   41               1        930           1                 3          3   \n",
       "1449   32               1        529           2                 2          3   \n",
       "1450   35               1       1146           3                26          4   \n",
       "1451   38               1        345           1                10          2   \n",
       "1452   50               2        878           1                 1          4   \n",
       "1453   36               1       1120           1                11          4   \n",
       "1454   45               1        374           1                20          3   \n",
       "1455   40               1       1322           2                 2          4   \n",
       "1456   35               2       1199           2                18          4   \n",
       "1457   40               1       1194           2                 2          4   \n",
       "1458   35               1        287           2                 1          4   \n",
       "1459   29               1       1378           2                13          2   \n",
       "1460   29               1        468           2                28          4   \n",
       "1461   50               1        410           1                28          3   \n",
       "1462   39               1        722           1                24          1   \n",
       "1463   31               3        325           2                 5          3   \n",
       "1464   26               1       1167           1                 5          3   \n",
       "1465   36               2        884           2                23          2   \n",
       "1466   39               1        613           2                 6          1   \n",
       "1467   27               1        155           2                 4          3   \n",
       "1468   49               2       1023           1                 2          3   \n",
       "1469   34               1        628           2                 8          3   \n",
       "\n",
       "      EducationField  \n",
       "0                  1  \n",
       "1                  1  \n",
       "2                  6  \n",
       "3                  1  \n",
       "4                  2  \n",
       "5                  1  \n",
       "6                  2  \n",
       "7                  1  \n",
       "8                  1  \n",
       "9                  2  \n",
       "10                 2  \n",
       "11                 1  \n",
       "12                 1  \n",
       "13                 2  \n",
       "14                 1  \n",
       "15                 1  \n",
       "16                 1  \n",
       "17                 2  \n",
       "18                 1  \n",
       "19                 1  \n",
       "20                 6  \n",
       "21                 1  \n",
       "22                 1  \n",
       "23                 1  \n",
       "24                 2  \n",
       "25                 6  \n",
       "26                 1  \n",
       "27                 3  \n",
       "28                 2  \n",
       "29                 3  \n",
       "...              ...  \n",
       "1440               1  \n",
       "1441               1  \n",
       "1442               2  \n",
       "1443               1  \n",
       "1444               4  \n",
       "1445               1  \n",
       "1446               3  \n",
       "1447               3  \n",
       "1448               1  \n",
       "1449               4  \n",
       "1450               1  \n",
       "1451               1  \n",
       "1452               1  \n",
       "1453               3  \n",
       "1454               1  \n",
       "1455               1  \n",
       "1456               1  \n",
       "1457               2  \n",
       "1458               1  \n",
       "1459               6  \n",
       "1460               2  \n",
       "1461               3  \n",
       "1462               3  \n",
       "1463               2  \n",
       "1464               6  \n",
       "1465               2  \n",
       "1466               2  \n",
       "1467               1  \n",
       "1468               2  \n",
       "1469               2  \n",
       "\n",
       "[1470 rows x 7 columns]"
      ]
     },
     "execution_count": 120,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hr.iloc[:, 2:9]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Find out the no of male & female employees in the company\n",
    "\n",
    "*Hint: Use can use a condition to find out the no of 1s and 0s in gender and sum it*"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 125,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([2, 1], dtype=int64)"
      ]
     },
     "execution_count": 125,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gender = hr['Gender'].unique()\n",
    "gender"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of Male employees:  882\n",
      "Number of Female employees:  588\n"
     ]
    }
   ],
   "source": [
    "# Assuming 1 for Male and 2 for Female\n",
    "print('Number of Male employees: ',  hr[hr['Gender'] == 1].shape[0])\n",
    "print('Number of Female employees: ',  hr[hr['Gender'] == 2].shape[0])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Find out the IQR for the column - Age \n",
    "\n",
    "*Hint: IQR - Interquartile range = 75th percentile - 25th percentile* "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 168,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Age IQR:  13.0\n"
     ]
    }
   ],
   "source": [
    "print('Age IQR: ', hr['Age'].quantile(0.75) - hr['Age'].quantile(0.25))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Find out the mean, median and variance for the column - DailyRate "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 169,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "802.4857142857143"
      ]
     },
     "execution_count": 169,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hr['DailyRate'].mean()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot the attrition column (Since it is a categorical variable, chose the plot accordingly)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 171,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "802.0"
      ]
     },
     "execution_count": 171,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hr['DailyRate'].median()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 172,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "162819.59373723628"
      ]
     },
     "execution_count": 172,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hr['DailyRate'].var()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot Total working years using matplotlib plot function"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 181,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x171569b98d0>]"
      ]
     },
     "execution_count": 181,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "plt.plot(hr['TotalWorkingYears'])"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}