EDA.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "9ca490b7",
   "metadata": {},
   "source": [
    "# Univariate, Bivariate And Multivariate Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "c8b5fe71",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "5228f64c",
   "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>sepal_length</th>\n",
       "      <th>sepal_width</th>\n",
       "      <th>petal_length</th>\n",
       "      <th>petal_width</th>\n",
       "      <th>species</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   sepal_length  sepal_width  petal_length  petal_width species\n",
       "0           5.1          3.5           1.4          0.2  setosa\n",
       "1           4.9          3.0           1.4          0.2  setosa\n",
       "2           4.7          3.2           1.3          0.2  setosa\n",
       "3           4.6          3.1           1.5          0.2  setosa\n",
       "4           5.0          3.6           1.4          0.2  setosa"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(\"https://raw.githubusercontent.com/uiuc-cse/data-fa14/gh-pages/data/iris.csv\")\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "d99ea0b1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(150, 5)"
      ]
     },
     "execution_count": 53,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "79ca2d40",
   "metadata": {},
   "source": [
    "# univariate analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "ab5e11f3",
   "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>sepal_length</th>\n",
       "      <th>sepal_width</th>\n",
       "      <th>petal_length</th>\n",
       "      <th>petal_width</th>\n",
       "      <th>species</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>5.4</td>\n",
       "      <td>3.9</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0.4</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.4</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.3</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.4</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>4.4</td>\n",
       "      <td>2.9</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.1</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>5.4</td>\n",
       "      <td>3.7</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>4.8</td>\n",
       "      <td>3.4</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>4.8</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.1</td>\n",
       "      <td>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>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>5.8</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>5.7</td>\n",
       "      <td>4.4</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.4</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>5.4</td>\n",
       "      <td>3.9</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.4</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.3</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>5.7</td>\n",
       "      <td>3.8</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0.3</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.8</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.3</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>5.4</td>\n",
       "      <td>3.4</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.7</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.4</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.3</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0.5</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>4.8</td>\n",
       "      <td>3.4</td>\n",
       "      <td>1.9</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.4</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.4</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>5.2</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>5.2</td>\n",
       "      <td>3.4</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.2</td>\n",
       "      <td>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>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>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>5.2</td>\n",
       "      <td>4.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.1</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>5.5</td>\n",
       "      <td>4.2</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.1</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <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>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>5.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>4.9</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.1</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <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>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.4</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.3</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>4.5</td>\n",
       "      <td>2.3</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.3</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>4.4</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.6</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.8</td>\n",
       "      <td>1.9</td>\n",
       "      <td>0.4</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>4.8</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.3</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>5.1</td>\n",
       "      <td>3.8</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>4.6</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>5.3</td>\n",
       "      <td>3.7</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>5.0</td>\n",
       "      <td>3.3</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>setosa</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    sepal_length  sepal_width  petal_length  petal_width species\n",
       "0            5.1          3.5           1.4          0.2  setosa\n",
       "1            4.9          3.0           1.4          0.2  setosa\n",
       "2            4.7          3.2           1.3          0.2  setosa\n",
       "3            4.6          3.1           1.5          0.2  setosa\n",
       "4            5.0          3.6           1.4          0.2  setosa\n",
       "5            5.4          3.9           1.7          0.4  setosa\n",
       "6            4.6          3.4           1.4          0.3  setosa\n",
       "7            5.0          3.4           1.5          0.2  setosa\n",
       "8            4.4          2.9           1.4          0.2  setosa\n",
       "9            4.9          3.1           1.5          0.1  setosa\n",
       "10           5.4          3.7           1.5          0.2  setosa\n",
       "11           4.8          3.4           1.6          0.2  setosa\n",
       "12           4.8          3.0           1.4          0.1  setosa\n",
       "13           4.3          3.0           1.1          0.1  setosa\n",
       "14           5.8          4.0           1.2          0.2  setosa\n",
       "15           5.7          4.4           1.5          0.4  setosa\n",
       "16           5.4          3.9           1.3          0.4  setosa\n",
       "17           5.1          3.5           1.4          0.3  setosa\n",
       "18           5.7          3.8           1.7          0.3  setosa\n",
       "19           5.1          3.8           1.5          0.3  setosa\n",
       "20           5.4          3.4           1.7          0.2  setosa\n",
       "21           5.1          3.7           1.5          0.4  setosa\n",
       "22           4.6          3.6           1.0          0.2  setosa\n",
       "23           5.1          3.3           1.7          0.5  setosa\n",
       "24           4.8          3.4           1.9          0.2  setosa\n",
       "25           5.0          3.0           1.6          0.2  setosa\n",
       "26           5.0          3.4           1.6          0.4  setosa\n",
       "27           5.2          3.5           1.5          0.2  setosa\n",
       "28           5.2          3.4           1.4          0.2  setosa\n",
       "29           4.7          3.2           1.6          0.2  setosa\n",
       "30           4.8          3.1           1.6          0.2  setosa\n",
       "31           5.4          3.4           1.5          0.4  setosa\n",
       "32           5.2          4.1           1.5          0.1  setosa\n",
       "33           5.5          4.2           1.4          0.2  setosa\n",
       "34           4.9          3.1           1.5          0.1  setosa\n",
       "35           5.0          3.2           1.2          0.2  setosa\n",
       "36           5.5          3.5           1.3          0.2  setosa\n",
       "37           4.9          3.1           1.5          0.1  setosa\n",
       "38           4.4          3.0           1.3          0.2  setosa\n",
       "39           5.1          3.4           1.5          0.2  setosa\n",
       "40           5.0          3.5           1.3          0.3  setosa\n",
       "41           4.5          2.3           1.3          0.3  setosa\n",
       "42           4.4          3.2           1.3          0.2  setosa\n",
       "43           5.0          3.5           1.6          0.6  setosa\n",
       "44           5.1          3.8           1.9          0.4  setosa\n",
       "45           4.8          3.0           1.4          0.3  setosa\n",
       "46           5.1          3.8           1.6          0.2  setosa\n",
       "47           4.6          3.2           1.4          0.2  setosa\n",
       "48           5.3          3.7           1.5          0.2  setosa\n",
       "49           5.0          3.3           1.4          0.2  setosa"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_setosa = df.loc[df[\"species\"] == \"setosa\"]\n",
    "df_setosa"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "029b79ba",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_virginica= df.loc[df[\"species\"]== \"virginica\"]\n",
    "df_versicolor = df.loc[df[\"species\"]== \"versicolor\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "id": "3d43d161",
   "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>sepal_length</th>\n",
       "      <th>sepal_width</th>\n",
       "      <th>petal_length</th>\n",
       "      <th>petal_width</th>\n",
       "      <th>species</th>\n",
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       "  </thead>\n",
       "  <tbody>\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>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>5.8</td>\n",
       "      <td>2.7</td>\n",
       "      <td>5.1</td>\n",
       "      <td>1.9</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>7.1</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.9</td>\n",
       "      <td>2.1</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>6.3</td>\n",
       "      <td>2.9</td>\n",
       "      <td>5.6</td>\n",
       "      <td>1.8</td>\n",
       "      <td>virginica</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>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>7.6</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.6</td>\n",
       "      <td>2.1</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>4.9</td>\n",
       "      <td>2.5</td>\n",
       "      <td>4.5</td>\n",
       "      <td>1.7</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>7.3</td>\n",
       "      <td>2.9</td>\n",
       "      <td>6.3</td>\n",
       "      <td>1.8</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>6.7</td>\n",
       "      <td>2.5</td>\n",
       "      <td>5.8</td>\n",
       "      <td>1.8</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>7.2</td>\n",
       "      <td>3.6</td>\n",
       "      <td>6.1</td>\n",
       "      <td>2.5</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>6.5</td>\n",
       "      <td>3.2</td>\n",
       "      <td>5.1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>virginica</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>virginica</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>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>5.7</td>\n",
       "      <td>2.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>5.8</td>\n",
       "      <td>2.8</td>\n",
       "      <td>5.1</td>\n",
       "      <td>2.4</td>\n",
       "      <td>virginica</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>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>6.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.5</td>\n",
       "      <td>1.8</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>7.7</td>\n",
       "      <td>3.8</td>\n",
       "      <td>6.7</td>\n",
       "      <td>2.2</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>7.7</td>\n",
       "      <td>2.6</td>\n",
       "      <td>6.9</td>\n",
       "      <td>2.3</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>6.0</td>\n",
       "      <td>2.2</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.5</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>6.9</td>\n",
       "      <td>3.2</td>\n",
       "      <td>5.7</td>\n",
       "      <td>2.3</td>\n",
       "      <td>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>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>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>6.3</td>\n",
       "      <td>2.7</td>\n",
       "      <td>4.9</td>\n",
       "      <td>1.8</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>6.7</td>\n",
       "      <td>3.3</td>\n",
       "      <td>5.7</td>\n",
       "      <td>2.1</td>\n",
       "      <td>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>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>6.2</td>\n",
       "      <td>2.8</td>\n",
       "      <td>4.8</td>\n",
       "      <td>1.8</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>6.1</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.9</td>\n",
       "      <td>1.8</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>6.4</td>\n",
       "      <td>2.8</td>\n",
       "      <td>5.6</td>\n",
       "      <td>2.1</td>\n",
       "      <td>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>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>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>7.9</td>\n",
       "      <td>3.8</td>\n",
       "      <td>6.4</td>\n",
       "      <td>2.0</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>6.4</td>\n",
       "      <td>2.8</td>\n",
       "      <td>5.6</td>\n",
       "      <td>2.2</td>\n",
       "      <td>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>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>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>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>6.3</td>\n",
       "      <td>3.4</td>\n",
       "      <td>5.6</td>\n",
       "      <td>2.4</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>6.4</td>\n",
       "      <td>3.1</td>\n",
       "      <td>5.5</td>\n",
       "      <td>1.8</td>\n",
       "      <td>virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>6.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.8</td>\n",
       "      <td>1.8</td>\n",
       "      <td>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>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>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>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>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>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>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>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>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>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>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>virginica</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     sepal_length  sepal_width  petal_length  petal_width    species\n",
       "100           6.3          3.3           6.0          2.5  virginica\n",
       "101           5.8          2.7           5.1          1.9  virginica\n",
       "102           7.1          3.0           5.9          2.1  virginica\n",
       "103           6.3          2.9           5.6          1.8  virginica\n",
       "104           6.5          3.0           5.8          2.2  virginica\n",
       "105           7.6          3.0           6.6          2.1  virginica\n",
       "106           4.9          2.5           4.5          1.7  virginica\n",
       "107           7.3          2.9           6.3          1.8  virginica\n",
       "108           6.7          2.5           5.8          1.8  virginica\n",
       "109           7.2          3.6           6.1          2.5  virginica\n",
       "110           6.5          3.2           5.1          2.0  virginica\n",
       "111           6.4          2.7           5.3          1.9  virginica\n",
       "112           6.8          3.0           5.5          2.1  virginica\n",
       "113           5.7          2.5           5.0          2.0  virginica\n",
       "114           5.8          2.8           5.1          2.4  virginica\n",
       "115           6.4          3.2           5.3          2.3  virginica\n",
       "116           6.5          3.0           5.5          1.8  virginica\n",
       "117           7.7          3.8           6.7          2.2  virginica\n",
       "118           7.7          2.6           6.9          2.3  virginica\n",
       "119           6.0          2.2           5.0          1.5  virginica\n",
       "120           6.9          3.2           5.7          2.3  virginica\n",
       "121           5.6          2.8           4.9          2.0  virginica\n",
       "122           7.7          2.8           6.7          2.0  virginica\n",
       "123           6.3          2.7           4.9          1.8  virginica\n",
       "124           6.7          3.3           5.7          2.1  virginica\n",
       "125           7.2          3.2           6.0          1.8  virginica\n",
       "126           6.2          2.8           4.8          1.8  virginica\n",
       "127           6.1          3.0           4.9          1.8  virginica\n",
       "128           6.4          2.8           5.6          2.1  virginica\n",
       "129           7.2          3.0           5.8          1.6  virginica\n",
       "130           7.4          2.8           6.1          1.9  virginica\n",
       "131           7.9          3.8           6.4          2.0  virginica\n",
       "132           6.4          2.8           5.6          2.2  virginica\n",
       "133           6.3          2.8           5.1          1.5  virginica\n",
       "134           6.1          2.6           5.6          1.4  virginica\n",
       "135           7.7          3.0           6.1          2.3  virginica\n",
       "136           6.3          3.4           5.6          2.4  virginica\n",
       "137           6.4          3.1           5.5          1.8  virginica\n",
       "138           6.0          3.0           4.8          1.8  virginica\n",
       "139           6.9          3.1           5.4          2.1  virginica\n",
       "140           6.7          3.1           5.6          2.4  virginica\n",
       "141           6.9          3.1           5.1          2.3  virginica\n",
       "142           5.8          2.7           5.1          1.9  virginica\n",
       "143           6.8          3.2           5.9          2.3  virginica\n",
       "144           6.7          3.3           5.7          2.5  virginica\n",
       "145           6.7          3.0           5.2          2.3  virginica\n",
       "146           6.3          2.5           5.0          1.9  virginica\n",
       "147           6.5          3.0           5.2          2.0  virginica\n",
       "148           6.2          3.4           5.4          2.3  virginica\n",
       "149           5.9          3.0           5.1          1.8  virginica"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_versicolor\n",
    "df_virginica"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f13e36ec",
   "metadata": {},
   "source": [
    "# univariate diagram"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "id": "2bf7a7ad",
   "metadata": {},
   "outputs": [
    {
     "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": [
    "plt.plot(df_setosa[\"sepal_length\"] , np.zeros_like(df_setosa[\"sepal_length\"]) , \"o\")\n",
    "plt.plot(df_virginica[\"sepal_length\"] , np.zeros_like(df_virginica[\"sepal_length\"]) , \"o\")\n",
    "plt.plot(df_versicolor[\"sepal_length\"] , np.zeros_like(df_versicolor[\"sepal_length\"]), \"o\")\n",
    "plt.xlabel(\"petal_length\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "8d6c1bfb",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "id": "1b792459",
   "metadata": {},
   "source": [
    "# Bivariate Anaylsis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "dd1300f5",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\shail\\anaconda3\\lib\\site-packages\\seaborn\\axisgrid.py:316: UserWarning: The `size` parameter has been renamed to `height`; please update your code.\n",
      "  warnings.warn(msg, UserWarning)\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 444.75x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.FacetGrid(df , hue=\"species\" ,size=5).map(plt.scatter , \"sepal_length\" , \"sepal_width\").add_legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6e1b3a9a",
   "metadata": {},
   "source": [
    "# Multivariate Analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "bf2a46ab",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\shail\\anaconda3\\lib\\site-packages\\seaborn\\axisgrid.py:1969: UserWarning: The `size` parameter has been renamed to `height`; please update your code.\n",
      "  warnings.warn(msg, UserWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x21304ac1b50>"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 948.75x864 with 20 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(df , hue=\"species\" , size=3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "4d930ff3",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.8.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}