Prediction_using_Decision_Tree_Algorithm_.ipynb

{
  "nbformat": 4,
  "nbformat_minor": 0,
  "metadata": {
    "colab": {
      "provenance": [],
      "authorship_tag": "ABX9TyNAG12GTbB4Q/JwDrxeJRVD",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "language_info": {
      "name": "python"
    }
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/PallaviBorse664/-LGMVIP--DataScience/blob/main/Prediction_using_Decision_Tree_Algorithm_.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **INTERMEDIATE LEVEL TASK**"
      ],
      "metadata": {
        "id": "ADfAdWSLzO6v"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Task 2: Prediction using Decision Tree Algorithm :**"
      ],
      "metadata": {
        "id": "CIQk74yd19pg"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Importing the libraries**"
      ],
      "metadata": {
        "id": "Y4SvrsIB2jkA"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "import numpy as np\n",
        "import pandas as pd\n",
        "import seaborn as sns\n",
        "import matplotlib.pyplot as plt\n",
        "from sklearn import preprocessing\n",
        "from sklearn.model_selection import train_test_split\n",
        "from sklearn.tree import DecisionTreeClassifier\n",
        "from sklearn.metrics import accuracy_score, classification_report, confusion_matrix\n",
        "from sklearn import tree\n",
        "%matplotlib inline"
      ],
      "metadata": {
        "id": "wCWZL0nwzmac"
      },
      "execution_count": 1,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "data = pd.read_csv(\"/content/Iris.csv\")"
      ],
      "metadata": {
        "id": "UIVTYG8Zzm_u"
      },
      "execution_count": 2,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "data.head()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 206
        },
        "id": "s7GFYMAuzssQ",
        "outputId": "a847ec85-39bf-4b26-94d6-9337bd281535"
      },
      "execution_count": 3,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "   Id  SepalLengthCm  SepalWidthCm  PetalLengthCm  PetalWidthCm      Species\n",
              "0   1            5.1           3.5            1.4           0.2  Iris-setosa\n",
              "1   2            4.9           3.0            1.4           0.2  Iris-setosa\n",
              "2   3            4.7           3.2            1.3           0.2  Iris-setosa\n",
              "3   4            4.6           3.1            1.5           0.2  Iris-setosa\n",
              "4   5            5.0           3.6            1.4           0.2  Iris-setosa"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-a5fae2d6-88e1-41c4-a90c-6d37aef8602b\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <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>Id</th>\n",
              "      <th>SepalLengthCm</th>\n",
              "      <th>SepalWidthCm</th>\n",
              "      <th>PetalLengthCm</th>\n",
              "      <th>PetalWidthCm</th>\n",
              "      <th>Species</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>0</th>\n",
              "      <td>1</td>\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>2</td>\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>3</td>\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</td>\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</td>\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",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-a5fae2d6-88e1-41c4-a90c-6d37aef8602b')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-a5fae2d6-88e1-41c4-a90c-6d37aef8602b button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-a5fae2d6-88e1-41c4-a90c-6d37aef8602b');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 3
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "data.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "N8n7FAetzw0H",
        "outputId": "d2b1e338-241b-4ca8-b16a-6822dba8cb48"
      },
      "execution_count": 4,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(150, 6)"
            ]
          },
          "metadata": {},
          "execution_count": 4
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(*data.columns, sep = \"\\n\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "9xmCtKTWz1GL",
        "outputId": "02ff132f-0533-45e0-982e-5e3caeff6ba1"
      },
      "execution_count": 5,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "Id\n",
            "SepalLengthCm\n",
            "SepalWidthCm\n",
            "PetalLengthCm\n",
            "PetalWidthCm\n",
            "Species\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Displaying the information about the dataset**"
      ],
      "metadata": {
        "id": "xds8ex6Vz8om"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "data.info()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "uUk_2-hAz5Lp",
        "outputId": "1d2f77f6-0687-4554-8828-fafd1de4f322"
      },
      "execution_count": 6,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "<class 'pandas.core.frame.DataFrame'>\n",
            "RangeIndex: 150 entries, 0 to 149\n",
            "Data columns (total 6 columns):\n",
            " #   Column         Non-Null Count  Dtype  \n",
            "---  ------         --------------  -----  \n",
            " 0   Id             150 non-null    int64  \n",
            " 1   SepalLengthCm  150 non-null    float64\n",
            " 2   SepalWidthCm   150 non-null    float64\n",
            " 3   PetalLengthCm  150 non-null    float64\n",
            " 4   PetalWidthCm   150 non-null    float64\n",
            " 5   Species        150 non-null    object \n",
            "dtypes: float64(4), int64(1), object(1)\n",
            "memory usage: 7.2+ KB\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Checking for the null values**"
      ],
      "metadata": {
        "id": "-jWz09ta0Cn2"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "data.isnull().sum()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "vMAKWtW8z_8B",
        "outputId": "18b53ef8-7af5-434f-8cd7-12cc42800e3a"
      },
      "execution_count": 7,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Id               0\n",
              "SepalLengthCm    0\n",
              "SepalWidthCm     0\n",
              "PetalLengthCm    0\n",
              "PetalWidthCm     0\n",
              "Species          0\n",
              "dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 7
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "data.value_counts(\"Species\")"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "miPHAlVe0GXn",
        "outputId": "b2af816a-277b-4e62-dec4-631b60715657"
      },
      "execution_count": 8,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "Species\n",
              "Iris-setosa        50\n",
              "Iris-versicolor    50\n",
              "Iris-virginica     50\n",
              "dtype: int64"
            ]
          },
          "metadata": {},
          "execution_count": 8
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "data = data.drop(['Id'], axis = 1)"
      ],
      "metadata": {
        "id": "xnNgxuLx0IYg"
      },
      "execution_count": 9,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Describing the data**"
      ],
      "metadata": {
        "id": "YF6t5omI0NY_"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "data.describe()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 300
        },
        "id": "SYKmwMO80KnD",
        "outputId": "016f2453-6390-496a-c2c4-b6b7cdf7fb34"
      },
      "execution_count": 10,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "       SepalLengthCm  SepalWidthCm  PetalLengthCm  PetalWidthCm\n",
              "count     150.000000    150.000000     150.000000    150.000000\n",
              "mean        5.843333      3.054000       3.758667      1.198667\n",
              "std         0.828066      0.433594       1.764420      0.763161\n",
              "min         4.300000      2.000000       1.000000      0.100000\n",
              "25%         5.100000      2.800000       1.600000      0.300000\n",
              "50%         5.800000      3.000000       4.350000      1.300000\n",
              "75%         6.400000      3.300000       5.100000      1.800000\n",
              "max         7.900000      4.400000       6.900000      2.500000"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-5050247b-ee36-45da-827e-f9a565e5d249\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <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>SepalLengthCm</th>\n",
              "      <th>SepalWidthCm</th>\n",
              "      <th>PetalLengthCm</th>\n",
              "      <th>PetalWidthCm</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\n",
              "    <tr>\n",
              "      <th>count</th>\n",
              "      <td>150.000000</td>\n",
              "      <td>150.000000</td>\n",
              "      <td>150.000000</td>\n",
              "      <td>150.000000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>mean</th>\n",
              "      <td>5.843333</td>\n",
              "      <td>3.054000</td>\n",
              "      <td>3.758667</td>\n",
              "      <td>1.198667</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>std</th>\n",
              "      <td>0.828066</td>\n",
              "      <td>0.433594</td>\n",
              "      <td>1.764420</td>\n",
              "      <td>0.763161</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>min</th>\n",
              "      <td>4.300000</td>\n",
              "      <td>2.000000</td>\n",
              "      <td>1.000000</td>\n",
              "      <td>0.100000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>25%</th>\n",
              "      <td>5.100000</td>\n",
              "      <td>2.800000</td>\n",
              "      <td>1.600000</td>\n",
              "      <td>0.300000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>50%</th>\n",
              "      <td>5.800000</td>\n",
              "      <td>3.000000</td>\n",
              "      <td>4.350000</td>\n",
              "      <td>1.300000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>75%</th>\n",
              "      <td>6.400000</td>\n",
              "      <td>3.300000</td>\n",
              "      <td>5.100000</td>\n",
              "      <td>1.800000</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>max</th>\n",
              "      <td>7.900000</td>\n",
              "      <td>4.400000</td>\n",
              "      <td>6.900000</td>\n",
              "      <td>2.500000</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-5050247b-ee36-45da-827e-f9a565e5d249')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-5050247b-ee36-45da-827e-f9a565e5d249 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-5050247b-ee36-45da-827e-f9a565e5d249');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 10
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Plotting the scatter plot**"
      ],
      "metadata": {
        "id": "JSJx5cgP0UnJ"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "sns.scatterplot(x='PetalLengthCm', y='PetalWidthCm', hue='Species', data=data, palette = 'YlGnBu' )"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 296
        },
        "id": "1RmDt8ex0Qoe",
        "outputId": "7b30b80e-b1b7-429d-c1f1-f20ac9e525fe"
      },
      "execution_count": 11,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f4fe0ab6bd0>"
            ]
          },
          "metadata": {},
          "execution_count": 11
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x288 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Plotting the pairplot**"
      ],
      "metadata": {
        "id": "CV94zEpr0gvg"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "sns.pairplot(data, hue = 'Species', palette = 'Set1')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 743
        },
        "id": "G5qvQZXi0ZOZ",
        "outputId": "2b93aeb3-fe19-436a-8cd4-389ff0674ac5"
      },
      "execution_count": 12,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<seaborn.axisgrid.PairGrid at 0x7f4fe0999790>"
            ]
          },
          "metadata": {},
          "execution_count": 12
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 823.25x720 with 20 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Plotting the boxplots**"
      ],
      "metadata": {
        "id": "2MrqJrqZ0k8M"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize=(10,10))\n",
        "plt.subplot(2,2,1)\n",
        "sns.boxplot(y = 'SepalLengthCm', x = 'Species', data = data, palette = 'pastel')\n",
        "\n",
        "plt.subplot(2,2,2)\n",
        "# Checking for the outliers\n",
        "sns.boxplot(y = 'PetalLengthCm', x = 'Species', data = data, palette = 'pastel')\n",
        "\n",
        "plt.subplot(2,2,3)\n",
        "sns.boxplot(y = 'SepalWidthCm', x = 'Species', data = data, palette = 'pastel')\n",
        "\n",
        "\n",
        "plt.subplot(2,2,4)\n",
        "sns.boxplot(y = 'PetalWidthCm', x = 'Species', data = data, palette = 'pastel')"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 623
        },
        "id": "gyezlWzH0cEl",
        "outputId": "d2457946-3de8-42a4-ddab-56fd7a888014"
      },
      "execution_count": 13,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "<matplotlib.axes._subplots.AxesSubplot at 0x7f4fdbca3f50>"
            ]
          },
          "metadata": {},
          "execution_count": 13
        },
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 720x720 with 4 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "data = data.sample(frac = 1)"
      ],
      "metadata": {
        "id": "XgTml_6w0oeT"
      },
      "execution_count": 14,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "data\n"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 424
        },
        "id": "k-V8cxuC0q-S",
        "outputId": "96736057-2080-4c70-f7d4-f1c4483b3935"
      },
      "execution_count": 15,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "     SepalLengthCm  SepalWidthCm  PetalLengthCm  PetalWidthCm          Species\n",
              "4              5.0           3.6            1.4           0.2      Iris-setosa\n",
              "133            6.3           2.8            5.1           1.5   Iris-virginica\n",
              "90             5.5           2.6            4.4           1.2  Iris-versicolor\n",
              "40             5.0           3.5            1.3           0.3      Iris-setosa\n",
              "114            5.8           2.8            5.1           2.4   Iris-virginica\n",
              "..             ...           ...            ...           ...              ...\n",
              "142            5.8           2.7            5.1           1.9   Iris-virginica\n",
              "59             5.2           2.7            3.9           1.4  Iris-versicolor\n",
              "19             5.1           3.8            1.5           0.3      Iris-setosa\n",
              "34             4.9           3.1            1.5           0.1      Iris-setosa\n",
              "17             5.1           3.5            1.4           0.3      Iris-setosa\n",
              "\n",
              "[150 rows x 5 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-446f47f2-fbad-4dc1-a2a0-17c376b9334f\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <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>SepalLengthCm</th>\n",
              "      <th>SepalWidthCm</th>\n",
              "      <th>PetalLengthCm</th>\n",
              "      <th>PetalWidthCm</th>\n",
              "      <th>Species</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\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>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>90</th>\n",
              "      <td>5.5</td>\n",
              "      <td>2.6</td>\n",
              "      <td>4.4</td>\n",
              "      <td>1.2</td>\n",
              "      <td>Iris-versicolor</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>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",
              "    </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>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>59</th>\n",
              "      <td>5.2</td>\n",
              "      <td>2.7</td>\n",
              "      <td>3.9</td>\n",
              "      <td>1.4</td>\n",
              "      <td>Iris-versicolor</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>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>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",
              "  </tbody>\n",
              "</table>\n",
              "<p>150 rows × 5 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-446f47f2-fbad-4dc1-a2a0-17c376b9334f')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-446f47f2-fbad-4dc1-a2a0-17c376b9334f button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-446f47f2-fbad-4dc1-a2a0-17c376b9334f');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 15
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Label Encoding**"
      ],
      "metadata": {
        "id": "iGXtAkJ-0wdh"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "label_encoder = preprocessing.LabelEncoder()\n",
        "data['Species'] = label_encoder.fit_transform(data['Species'])"
      ],
      "metadata": {
        "id": "wJPhz9600tri"
      },
      "execution_count": 16,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "data"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 424
        },
        "id": "QXW3rrRj01hB",
        "outputId": "dd336783-dd25-4281-acf9-b12c129c2e93"
      },
      "execution_count": 17,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "     SepalLengthCm  SepalWidthCm  PetalLengthCm  PetalWidthCm  Species\n",
              "4              5.0           3.6            1.4           0.2        0\n",
              "133            6.3           2.8            5.1           1.5        2\n",
              "90             5.5           2.6            4.4           1.2        1\n",
              "40             5.0           3.5            1.3           0.3        0\n",
              "114            5.8           2.8            5.1           2.4        2\n",
              "..             ...           ...            ...           ...      ...\n",
              "142            5.8           2.7            5.1           1.9        2\n",
              "59             5.2           2.7            3.9           1.4        1\n",
              "19             5.1           3.8            1.5           0.3        0\n",
              "34             4.9           3.1            1.5           0.1        0\n",
              "17             5.1           3.5            1.4           0.3        0\n",
              "\n",
              "[150 rows x 5 columns]"
            ],
            "text/html": [
              "\n",
              "  <div id=\"df-46c5ab8a-ce68-473b-b690-8d0e707f0fa8\">\n",
              "    <div class=\"colab-df-container\">\n",
              "      <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>SepalLengthCm</th>\n",
              "      <th>SepalWidthCm</th>\n",
              "      <th>PetalLengthCm</th>\n",
              "      <th>PetalWidthCm</th>\n",
              "      <th>Species</th>\n",
              "    </tr>\n",
              "  </thead>\n",
              "  <tbody>\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>0</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>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>90</th>\n",
              "      <td>5.5</td>\n",
              "      <td>2.6</td>\n",
              "      <td>4.4</td>\n",
              "      <td>1.2</td>\n",
              "      <td>1</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>0</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>2</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>142</th>\n",
              "      <td>5.8</td>\n",
              "      <td>2.7</td>\n",
              "      <td>5.1</td>\n",
              "      <td>1.9</td>\n",
              "      <td>2</td>\n",
              "    </tr>\n",
              "    <tr>\n",
              "      <th>59</th>\n",
              "      <td>5.2</td>\n",
              "      <td>2.7</td>\n",
              "      <td>3.9</td>\n",
              "      <td>1.4</td>\n",
              "      <td>1</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>0</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>0</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>0</td>\n",
              "    </tr>\n",
              "  </tbody>\n",
              "</table>\n",
              "<p>150 rows × 5 columns</p>\n",
              "</div>\n",
              "      <button class=\"colab-df-convert\" onclick=\"convertToInteractive('df-46c5ab8a-ce68-473b-b690-8d0e707f0fa8')\"\n",
              "              title=\"Convert this dataframe to an interactive table.\"\n",
              "              style=\"display:none;\">\n",
              "        \n",
              "  <svg xmlns=\"http://www.w3.org/2000/svg\" height=\"24px\"viewBox=\"0 0 24 24\"\n",
              "       width=\"24px\">\n",
              "    <path d=\"M0 0h24v24H0V0z\" fill=\"none\"/>\n",
              "    <path d=\"M18.56 5.44l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94zm-11 1L8.5 8.5l.94-2.06 2.06-.94-2.06-.94L8.5 2.5l-.94 2.06-2.06.94zm10 10l.94 2.06.94-2.06 2.06-.94-2.06-.94-.94-2.06-.94 2.06-2.06.94z\"/><path d=\"M17.41 7.96l-1.37-1.37c-.4-.4-.92-.59-1.43-.59-.52 0-1.04.2-1.43.59L10.3 9.45l-7.72 7.72c-.78.78-.78 2.05 0 2.83L4 21.41c.39.39.9.59 1.41.59.51 0 1.02-.2 1.41-.59l7.78-7.78 2.81-2.81c.8-.78.8-2.07 0-2.86zM5.41 20L4 18.59l7.72-7.72 1.47 1.35L5.41 20z\"/>\n",
              "  </svg>\n",
              "      </button>\n",
              "      \n",
              "  <style>\n",
              "    .colab-df-container {\n",
              "      display:flex;\n",
              "      flex-wrap:wrap;\n",
              "      gap: 12px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert {\n",
              "      background-color: #E8F0FE;\n",
              "      border: none;\n",
              "      border-radius: 50%;\n",
              "      cursor: pointer;\n",
              "      display: none;\n",
              "      fill: #1967D2;\n",
              "      height: 32px;\n",
              "      padding: 0 0 0 0;\n",
              "      width: 32px;\n",
              "    }\n",
              "\n",
              "    .colab-df-convert:hover {\n",
              "      background-color: #E2EBFA;\n",
              "      box-shadow: 0px 1px 2px rgba(60, 64, 67, 0.3), 0px 1px 3px 1px rgba(60, 64, 67, 0.15);\n",
              "      fill: #174EA6;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert {\n",
              "      background-color: #3B4455;\n",
              "      fill: #D2E3FC;\n",
              "    }\n",
              "\n",
              "    [theme=dark] .colab-df-convert:hover {\n",
              "      background-color: #434B5C;\n",
              "      box-shadow: 0px 1px 3px 1px rgba(0, 0, 0, 0.15);\n",
              "      filter: drop-shadow(0px 1px 2px rgba(0, 0, 0, 0.3));\n",
              "      fill: #FFFFFF;\n",
              "    }\n",
              "  </style>\n",
              "\n",
              "      <script>\n",
              "        const buttonEl =\n",
              "          document.querySelector('#df-46c5ab8a-ce68-473b-b690-8d0e707f0fa8 button.colab-df-convert');\n",
              "        buttonEl.style.display =\n",
              "          google.colab.kernel.accessAllowed ? 'block' : 'none';\n",
              "\n",
              "        async function convertToInteractive(key) {\n",
              "          const element = document.querySelector('#df-46c5ab8a-ce68-473b-b690-8d0e707f0fa8');\n",
              "          const dataTable =\n",
              "            await google.colab.kernel.invokeFunction('convertToInteractive',\n",
              "                                                     [key], {});\n",
              "          if (!dataTable) return;\n",
              "\n",
              "          const docLinkHtml = 'Like what you see? Visit the ' +\n",
              "            '<a target=\"_blank\" href=https://colab.research.google.com/notebooks/data_table.ipynb>data table notebook</a>'\n",
              "            + ' to learn more about interactive tables.';\n",
              "          element.innerHTML = '';\n",
              "          dataTable['output_type'] = 'display_data';\n",
              "          await google.colab.output.renderOutput(dataTable, element);\n",
              "          const docLink = document.createElement('div');\n",
              "          docLink.innerHTML = docLinkHtml;\n",
              "          element.appendChild(docLink);\n",
              "        }\n",
              "      </script>\n",
              "    </div>\n",
              "  </div>\n",
              "  "
            ]
          },
          "metadata": {},
          "execution_count": 17
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Splitting the dataset**"
      ],
      "metadata": {
        "id": "pc4yd34P051H"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "X = data.drop(['Species'], axis = 1)\n",
        "Y = data.Species"
      ],
      "metadata": {
        "id": "gdqyF3j703kz"
      },
      "execution_count": 18,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "print(X)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "FAM-E61Q081j",
        "outputId": "977da3d1-eb16-4419-87d9-045259047c11"
      },
      "execution_count": 19,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "     SepalLengthCm  SepalWidthCm  PetalLengthCm  PetalWidthCm\n",
            "4              5.0           3.6            1.4           0.2\n",
            "133            6.3           2.8            5.1           1.5\n",
            "90             5.5           2.6            4.4           1.2\n",
            "40             5.0           3.5            1.3           0.3\n",
            "114            5.8           2.8            5.1           2.4\n",
            "..             ...           ...            ...           ...\n",
            "142            5.8           2.7            5.1           1.9\n",
            "59             5.2           2.7            3.9           1.4\n",
            "19             5.1           3.8            1.5           0.3\n",
            "34             4.9           3.1            1.5           0.1\n",
            "17             5.1           3.5            1.4           0.3\n",
            "\n",
            "[150 rows x 4 columns]\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(Y)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "jbiftkLE0_sZ",
        "outputId": "91e59aa2-ee98-497e-b06a-b941fa0eee86"
      },
      "execution_count": 20,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "4      0\n",
            "133    2\n",
            "90     1\n",
            "40     0\n",
            "114    2\n",
            "      ..\n",
            "142    2\n",
            "59     1\n",
            "19     0\n",
            "34     0\n",
            "17     0\n",
            "Name: Species, Length: 150, dtype: int64\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "X_train, X_test, Y_train, Y_test = train_test_split(X, Y, train_size = 0.75, test_size = 0.25, random_state = 10)"
      ],
      "metadata": {
        "id": "rT_CrU331Cgv"
      },
      "execution_count": 22,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "X_train.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "e2Q5je0A1FJO",
        "outputId": "5ff4409d-bbcb-4449-fe49-abb004528327"
      },
      "execution_count": 23,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(112, 4)"
            ]
          },
          "metadata": {},
          "execution_count": 23
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "X_test.shape"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "9pQqL0Tl1Lx2",
        "outputId": "06c26a9b-1d9c-48f1-ed5f-4b77673c9ee4"
      },
      "execution_count": 24,
      "outputs": [
        {
          "output_type": "execute_result",
          "data": {
            "text/plain": [
              "(38, 4)"
            ]
          },
          "metadata": {},
          "execution_count": 24
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Model Building and Evaluation**"
      ],
      "metadata": {
        "id": "R0PwTEa61RU-"
      }
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Building the Decision Tree Model**"
      ],
      "metadata": {
        "id": "xP92cliH1VAj"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "DTC = DecisionTreeClassifier()\n",
        "DTC.fit(X_train, Y_train)\n",
        "Y_pred = DTC.predict(X_test)"
      ],
      "metadata": {
        "id": "kb0YD4Gq1NzZ"
      },
      "execution_count": 25,
      "outputs": []
    },
    {
      "cell_type": "code",
      "source": [
        "print(accuracy_score(Y_test, Y_pred)*100)"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "bmB39squ1YTp",
        "outputId": "90f82973-1cff-445a-9886-1e9b261657ea"
      },
      "execution_count": 26,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "97.36842105263158\n"
          ]
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "print(classification_report(Y_test, Y_pred))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "Orxx36Mz1alo",
        "outputId": "551da704-0855-4071-fe7d-c9f922213065"
      },
      "execution_count": 27,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "              precision    recall  f1-score   support\n",
            "\n",
            "           0       1.00      1.00      1.00        14\n",
            "           1       1.00      0.90      0.95        10\n",
            "           2       0.93      1.00      0.97        14\n",
            "\n",
            "    accuracy                           0.97        38\n",
            "   macro avg       0.98      0.97      0.97        38\n",
            "weighted avg       0.98      0.97      0.97        38\n",
            "\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Plotting the confusion matrix**"
      ],
      "metadata": {
        "id": "3pRW8WkA1gQu"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "plt.figure(figsize = (6, 6))\n",
        "CM = confusion_matrix(Y_test, Y_pred)\n",
        "sns.heatmap(CM,annot=True, cmap='Blues', fmt='g')\n",
        "plt.xlabel('Predicted Label')\n",
        "plt.ylabel('Actual Label')\n",
        "plt.show()"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 392
        },
        "id": "hWfXeU8V1d46",
        "outputId": "e4aed4ac-b763-40ee-d38f-eed21dfaf6c7"
      },
      "execution_count": 28,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 432x432 with 2 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "code",
      "source": [
        "sample = np.array([[7.3,2.8,6.3, 1.8]]) \n",
        "print(\"The prediction is : \", int(DTC.predict(sample)))"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/"
        },
        "id": "zVTQr9Z71j1v",
        "outputId": "3eff193b-e52b-4864-df0b-76de4f880c35"
      },
      "execution_count": 29,
      "outputs": [
        {
          "output_type": "stream",
          "name": "stdout",
          "text": [
            "The prediction is :  2\n"
          ]
        },
        {
          "output_type": "stream",
          "name": "stderr",
          "text": [
            "/usr/local/lib/python3.7/dist-packages/sklearn/base.py:451: UserWarning: X does not have valid feature names, but DecisionTreeClassifier was fitted with feature names\n",
            "  \"X does not have valid feature names, but\"\n"
          ]
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Visualizing the decision tree**"
      ],
      "metadata": {
        "id": "68MKgggv1vq7"
      }
    },
    {
      "cell_type": "code",
      "source": [
        "features =['sepal length (cm)','sepal width (cm)','petal length (cm)','petal width (cm)']\n",
        "species = ['setosa', 'versicolor', 'virginica']\n",
        "fig = plt.figure(figsize = (13,13))\n",
        "tree.plot_tree(DTC, feature_names = features, class_names = species, filled = True);"
      ],
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 738
        },
        "id": "vazFBUp61qYu",
        "outputId": "8ca71798-ba9e-4f75-e38b-90086008f955"
      },
      "execution_count": 30,
      "outputs": [
        {
          "output_type": "display_data",
          "data": {
            "text/plain": [
              "<Figure size 936x936 with 1 Axes>"
            ],
            "image/png": "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\n"
          },
          "metadata": {
            "needs_background": "light"
          }
        }
      ]
    },
    {
      "cell_type": "markdown",
      "source": [
        "# **Thank You!!!**"
      ],
      "metadata": {
        "id": "2s14fbTx12WK"
      }
    }
  ]
}