{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "44125825",
   "metadata": {},
   "source": [
    "## <u>Name </u> : ADVAIT GURUNATH CHAVAN\n",
    "## <u>Contact No</u> : +91 70214 55852\n",
    "## <u>Mail ID</u> : advaitchavan135@gmail.com\n",
    "\n",
    "## Oasis Infobyte Data Science Internship\n",
    "\n",
    "## Task 1 : Iris Flower Classification"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c3e71bf7",
   "metadata": {},
   "source": [
    "<img src=\"demo.png\" height = \"1000px\" width = \"2000px\"></img>\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2041a95a",
   "metadata": {},
   "source": [
    "### 1. Importing the necessary dependencies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "5f0b4f6f",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from sklearn import tree \n",
    "from sklearn.metrics import accuracy_score, classification_report, confusion_matrix\n",
    "from sklearn.tree import DecisionTreeClassifier \n",
    "from sklearn.model_selection import train_test_split \n",
    "from sklearn.linear_model import LogisticRegression\n",
    "from sklearn.svm import LinearSVC\n",
    "from sklearn.ensemble import RandomForestClassifier\n",
    "from warnings import filterwarnings\n",
    "filterwarnings(action='ignore')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d6b19a2b",
   "metadata": {},
   "source": [
    "### 2. Exploring the dataset "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "038c0a99",
   "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>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",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>146</td>\n",
       "      <td>6.7</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.2</td>\n",
       "      <td>2.3</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>147</td>\n",
       "      <td>6.3</td>\n",
       "      <td>2.5</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1.9</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>148</td>\n",
       "      <td>6.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>149</td>\n",
       "      <td>6.2</td>\n",
       "      <td>3.4</td>\n",
       "      <td>5.4</td>\n",
       "      <td>2.3</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>150</td>\n",
       "      <td>5.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.1</td>\n",
       "      <td>1.8</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>150 rows × 6 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      Id  SepalLengthCm  SepalWidthCm  PetalLengthCm  PetalWidthCm  \\\n",
       "0      1            5.1           3.5            1.4           0.2   \n",
       "1      2            4.9           3.0            1.4           0.2   \n",
       "2      3            4.7           3.2            1.3           0.2   \n",
       "3      4            4.6           3.1            1.5           0.2   \n",
       "4      5            5.0           3.6            1.4           0.2   \n",
       "..   ...            ...           ...            ...           ...   \n",
       "145  146            6.7           3.0            5.2           2.3   \n",
       "146  147            6.3           2.5            5.0           1.9   \n",
       "147  148            6.5           3.0            5.2           2.0   \n",
       "148  149            6.2           3.4            5.4           2.3   \n",
       "149  150            5.9           3.0            5.1           1.8   \n",
       "\n",
       "            Species  \n",
       "0       Iris-setosa  \n",
       "1       Iris-setosa  \n",
       "2       Iris-setosa  \n",
       "3       Iris-setosa  \n",
       "4       Iris-setosa  \n",
       "..              ...  \n",
       "145  Iris-virginica  \n",
       "146  Iris-virginica  \n",
       "147  Iris-virginica  \n",
       "148  Iris-virginica  \n",
       "149  Iris-virginica  \n",
       "\n",
       "[150 rows x 6 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris_data = pd.read_csv('iris.csv')\n",
    "iris_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "709c4084",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "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"
     ]
    }
   ],
   "source": [
    "iris_data.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d96f9ce2",
   "metadata": {},
   "source": [
    "### So, we have 150 rows and 6 columns and there are no null values or blank spaces in our dataset.\n",
    "\n",
    "### Hence, there is no need of imputing(filling up blank spaces with mean/median/mode values) the dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "429cf660",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(7.9, 4.3)"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris_data['SepalLengthCm'].max(), iris_data['SepalLengthCm'].min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "00876e75",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(4.4, 2.0)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris_data['SepalWidthCm'].max(), iris_data['SepalWidthCm'].min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "9620a879",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(6.9, 1.0)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris_data['PetalLengthCm'].max(), iris_data['PetalLengthCm'].min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "f01fb67c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(2.5, 0.1)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris_data['PetalWidthCm'].max(), iris_data['PetalWidthCm'].min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "58ddfbfa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "count             150\n",
       "unique              3\n",
       "top       Iris-setosa\n",
       "freq               50\n",
       "Name: Species, dtype: object"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris_data['Species'].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "da3a3c14",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Iris-setosa        50\n",
       "Iris-versicolor    50\n",
       "Iris-virginica     50\n",
       "Name: Species, dtype: int64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris_data['Species'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "5ab7c4b9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig = plt.figure()\n",
    "ax = fig.add_axes([0,0,1,1])\n",
    "ax.axis('equal')\n",
    "l = ['Versicolor', 'Setosa', 'Virginica']\n",
    "s = [50,50,50]\n",
    "ax.pie(s, labels = l,autopct='%1.2f%%')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "58dafc37",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(1)\n",
    "plt.boxplot([iris_data['PetalLengthCm']])\n",
    "plt.title('Outliers if any in PetalLengthCm')\n",
    "plt.figure(2)\n",
    "plt.boxplot([iris_data['PetalWidthCm']])\n",
    "plt.title('Outliers if any in PetalWidthCm')\n",
    "plt.figure(3)\n",
    "plt.boxplot([iris_data['SepalLengthCm']])\n",
    "plt.title('Outliers if any in SepalLengthCm')\n",
    "plt.figure(4)\n",
    "plt.boxplot([iris_data['SepalWidthCm']])\n",
    "plt.title('Outliers if any in SepalWidthCm')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "a3199cc4",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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dELt371Z8fHxAvx9++KHEOgoKCko9C1La35VYuHChMjMzNWvWrID2I0eOnLvIECiuoaCgoMRrpbWdrU6dOpo8ebImT56sH374wX82pH///vriiy/KNYZg/9ZGWWP9xS9+4X8eFRUlr9dbot++ffv88xes8h4XF6pRo0Y6deqUfvzxx4AQYoxRQUGB/4OzodrW6NGjlZeXpy1btqhv377+D0quWLGi1GXOPHMgnfvYKd5nCxcuVPPmzbVo0aKA+S5tjioiPj5e0dHR+utf/1rm68Fo0KCBHA5HmT/bodajRw85nU4tWbJEDzzwQMjXj/DjDAhKVb9+fd16660aOXKkDhw44L8D4+z/Cyl23XXXSfr5TfNM69ev19atW3X99ddLkjp37iyXy6VFixYF9Fu3bl1Qp1YdDod/LMU2b95s5W9QtGrVSm63W6+//rr/FLz086nhNWvWBLWuxMREDRs2THfccYe2bdum48ePSyp7P1fUa6+9FvB8zZo12rlzZ8CdB2lpadq8eXNAvy+//FLbtm0LaAtmbOU9Li5U8XrO3s5bb72lY8eOVWg7Pp+vzDMnxZdAkpOTJf18Wn///v06ffp0qWcgW7VqFbD8559/rk8//TSgLTs7W7Gxsbriiisk/XyM165dOyB8FBQUhOwumKysLH399ddq1KhRqWMu65JoWerUqaOMjAwtWbJEJ0+e9LcfPXq01LtlynNm61ySkpI0fPhw5eTklHkH2tdff13imMbFgzMg8Ovfv7/atGmjjIwMNW7cWDt37tTMmTOVmpqqli1bSpLatm0rSXrxxRc1dOhQOZ1OtWrVSq1atdJ9992nP/3pT4qIiFCfPn20Y8cOTZw4USkpKXrkkUck/Xyac8yYMZo6daoaNGiggQMH6rvvvtPkyZPldrtL3NpYlqysLD311FOaNGmSunfvrm3btunJJ59U8+bNderUqfDsoP8nIiJCTz31lIYPH66BAwfqt7/9rQ4dOiSPx1OuSzCdO3dWVlaW2rVrpwYNGmjr1q169dVXdfXVV/vPMhXv52nTpqlPnz6qVauW2rVrF3BtPRgbNmzQ8OHDddttt2nXrl164okn1KRJE40YMcLfZ8iQIbrzzjs1YsQI3XLLLdq5c6emT59e4rLGJZdcoujoaL322mtKT09X3bp1lZyc7P9lfKbyHhcXqmfPnurdu7fGjRunwsJCdevWTZs3b9akSZPUsWNHDRkyJOh1Hj58WGlpabrtttt0ww03KCUlRUePHlVeXp5efPFFpaena9CgQZKkX//613rttdfUt29fPfzww+rUqZOcTqe+++47rVq1SjfffLMGDhzoX3dycrJuuukmeTweud1uLVy4ULm5uZo2bZr/GMjKytLbb7+tESNG6NZbb9WuXbv01FNPye12l/ty3WeffaY333yzRPtVV12l0aNH66233tK1116rRx55RO3atVNRUZG+/fZbrVy5Uo8++qg6d+4c1D578skn1a9fP/Xu3VsPP/ywTp8+reeee05169bVgQMHAvq2bdtWeXl5evfdd+V2uxUbG1siqJ3PjBkz9M0332jYsGHKycnRwIEDlZiYqH379ik3N1fz5s3TG2+84f/8CC4ylfoRWIRM8SfHz/5Ee7F+/fqd9y6YF154wXTt2tXEx8eb2rVrm2bNmpl7773X7NixI2C5CRMmmOTkZBMREWEk+W97PX36tJk2bZq59NJLjdPpNPHx8ebOO+/036JZrKioyDz99NOmadOmpnbt2qZdu3Zm6dKlpn379gF3axR/av1vf/tbiXq8Xq8ZO3asadKkiYmKijJXXHGFWbJkiRk6dGhAnWXdDVDWus+3H880d+5c07JlS1O7dm1z6aWXmr/+9a8ltm9MyTtTxo8fbzIyMkyDBg2My+UyLVq0MI888ojZt29fQH3Dhw83jRs3Ng6HI+DOI0lm5MiRpY7p7G0V17Ny5UozZMgQU79+ff/tj9u3bw9YtqioyEyfPt20aNHCREVFmYyMDPPhhx+WuAvGmJ/v+mjdurVxOp0B2yztNtzyHhfdu3c3l19+eYmaStunpTlx4oQZN26cSU1NNU6n07jdbvPggw8G3GpcvL7y3AXj9XrN888/b/r06WOaNWtmXC6XiYqKMunp6eaxxx4z+/fvD+jv8/nM888/b9q3b2+ioqJM3bp1TevWrc39998fsK9TU1NNv379zJtvvmkuv/xyU7t2bZOWlmZmzJhRYgzPPvusSUtLMy6Xy6Snp5uXX3651H1c1l0wZT2K72A6evSo+cMf/mBatWplateuberVq2fatm1rHnnkEVNQUOBfX1nHXGl3Ti1evNi0bdvW/x7y7LPPmt/97nemQYMGAf02bdpkunXrZmJiYgLugCvrZ7D4Z/bM2+yN+fnuoPnz55vrrrvONGzY0ERGRprGjRubPn36mOzsbP/db8H+zBfv5zNvFUdoOYw54xwyUEny8/PVunVrTZo0SY8//nhlDwcIm7S0NLVp06bUyxLVkc/nU4cOHdSkSROtXLmysoeDiwiXYGDdp59+qtdff11du3ZVXFyctm3bpunTpysuLk733ntvZQ8PwAW499571bNnT7ndbhUUFGj27NnaunWr/y8qA8UIILCuTp062rBhg/7yl7/o0KFDqlevnjIzM/XMM89U6HY9ABePI0eOaOzYsfrxxx/ldDp1xRVXaNmyZbrhhhsqe2i4yHAJBgAAWMdtuAAAwDoCCAAAsI4AAgAArLvoPoRaVFSk3bt3KzY2Nug/Nw0AACqHMUZHjhxRcnJyuf6o5EUXQHbv3q2UlJTKHgYAAKiAXbt2lfjup9JcdAGk+Eubdu3apbi4uEoeTfB8Pp9WrlypXr16yel0VvZwrKqptdfUuiVqr4m119S6pZpbe3nrLiwsVEpKSokvXyzLRRdAii+7xMXFVdkAEhMTo7i4uBp1gEo1t/aaWrdE7TWx9ppat1Rzaw+27vJ+fIIPoQIAAOsIIAAAwDoCCAAAsI4AAgAArCOAAAAA6wggAADAOgIIAACwjgACAACsI4AAAADrCCAAAMA6AggAALCOAAIAAKwjgAAAAOsIIAAAwLrIyh4AcLFIG/9ehZZz1TKa3klq48mR93T5voY6VHY828/q9gAgVDgDAgAArCOAAAAA6wggAADAOgIIAACwjgACAACsI4AAAADrCCAAAMA6AggAALCOAAIAAKwjgAAAAOsIIAAAwDoCCAAAsI4vowNgVUW/9K+y8cV/QGhxBgQAAFhHAAEAANYRQAAAgHUEEAAAYB0BBAAAWEcAAQAA1hFAAACAdQQQAABgHQEEAABYF1QAmTp1qq666irFxsYqISFBAwYM0LZt2wL6DBs2TA6HI+DRpUuXkA4aAABUbUEFkNWrV2vkyJFat26dcnNzderUKfXq1UvHjh0L6HfjjTdqz549/seyZctCOmgAAFC1BfVdMCtWrAh4Pm/ePCUkJGjjxo269tpr/e0ul0tJSUnlWqfX65XX6/U/LywslCT5fD75fL5ghndRKB5zVRz7harqtbtqmYotF2EC/rWpsvd1Rea8ovu5sp1dY1U/3iuqptYt1dzay1t3sPvFYYyp8LvBV199pZYtW+qzzz5TmzZtJP18CWbJkiWqXbu26tevr+7du+uZZ55RQkJCqevweDyaPHlyifbs7GzFxMRUdGgAAMCi48ePa/DgwTp8+LDi4uLO27/CAcQYo5tvvlkHDx7Uxx9/7G9ftGiR6tatq9TUVOXn52vixIk6deqUNm7cKJfLVWI9pZ0BSUlJ0b59+8pVwMXG5/MpNzdXPXv2lNPprOzhWFXVa2/jyanQcq4Io6cyijRxQ4S8RY4Qj+rctnh6W93e2Soy5xXdz5Xt7H1d1Y/3iqqpdUs1t/by1l1YWKj4+PhyB5CgLsGc6aGHHtLmzZv1ySefBLTffvvt/v9u06aNMjIylJqaqvfee0+DBg0qsR6Xy1VqMHE6nVV6gqv6+C9EVa3de/rCwoO3yHHB6wjWxbKfg5lz2/soVMqqr6oe7xeqptYt1dzaz1d3sPukQgFk1KhReuedd/TRRx+padOm5+zrdruVmpqq7du3V2RTAACgGgoqgBhjNGrUKC1evFh5eXlq3rz5eZfZv3+/du3aJbfbXeFBAgCA6iWo23BHjhyphQsXKjs7W7GxsSooKFBBQYFOnDghSTp69KjGjh2rtWvXaseOHcrLy1P//v0VHx+vgQMHhqUAAABQ9QR1BmTWrFmSpMzMzID2efPmadiwYapVq5Y+++wzLViwQIcOHZLb7VaPHj20aNEixcbGhmzQAACgagv6Esy5REdHKyenan7CHQAA2MN3wQAAAOsIIAAAwDoCCAAAsI4AAgAArCOAAAAA6wggAADAOgIIAACwjgACAACsI4AAAADrCCAAAMA6AggAALCOAAIAAKwjgAAAAOsIIAAAwDoCCAAAsI4AAgAArCOAAAAA6wggAADAusjKHgDOL238e5U9hHJx1TKa3klq48nRtmeyKns4AICLGGdAAACAdQQQAABgHQEEAABYRwABAADWEUAAAIB1BBAAAGAdAQQAAFhHAAEAANYRQAAAgHUEEAAAYB0BBAAAWEcAAQAA1hFAAACAdQQQAABgHQEEAABYRwABAADWEUAAAIB1BBAAAGAdAQQAAFhHAAEAANYRQAAAgHUEEAAAYB0BBAAAWEcAAQAA1hFAAACAdQQQAABgHQEEAABYRwABAADWEUAAAIB1BBAAAGAdAQQAAFhHAAEAANYRQAAAgHUEEAAAYB0BBAAAWBdUAJk6daquuuoqxcbGKiEhQQMGDNC2bdsC+hhj5PF4lJycrOjoaGVmZurzzz8P6aABAEDVFlQAWb16tUaOHKl169YpNzdXp06dUq9evXTs2DF/n+nTp2vGjBl66aWXtH79eiUlJalnz546cuRIyAcPAACqpshgOq9YsSLg+bx585SQkKCNGzfq2muvlTFGM2fO1BNPPKFBgwZJkubPn6/ExERlZ2fr/vvvD93IAQBAlRVUADnb4cOHJUkNGzaUJOXn56ugoEC9evXy93G5XOrevbvWrFlTagDxer3yer3+54WFhZIkn88nn893IcOrFMVjDuXYXbVMyNYVTq4I4/+3Ks5dRffzmXXbVtn7uSLHe1U5ns92do3h+FmvCmpq3VLNrb28dQe7XxzGmAq9GxhjdPPNN+vgwYP6+OOPJUlr1qxRt27d9P333ys5Odnf97777tPOnTuVk5NTYj0ej0eTJ08u0Z6dna2YmJiKDA0AAFh2/PhxDR48WIcPH1ZcXNx5+1f4DMhDDz2kzZs365NPPinxmsPhCHhujCnRVmzChAkaM2aM/3lhYaFSUlLUq1evchVwsfH5fMrNzVXPnj3ldDpDss42npLB7WLkijB6KqNIEzdEaOP/ubGyhxO0iu7nM+v2FpV+nIfLFk9vq9s7W0WO96pyPJ/t7H0djp/1qqCm1i3V3NrLW3fxFYzyqlAAGTVqlN555x199NFHatq0qb89KSlJklRQUCC32+1v37t3rxITE0tdl8vlksvlKtHudDqr9ASHcvze03Z/qV0ob5GjSs7dhe5nb5HD+lxdLPs5mOO9qh3Pxcqqr6q/V1VUTa1bqrm1n6/uYPdJUHfBGGP00EMP6e2339aHH36o5s2bB7zevHlzJSUlKTc319928uRJrV69Wl27dg1qYAAAoPoK6gzIyJEjlZ2drb///e+KjY1VQUGBJKlevXqKjo6Ww+HQ6NGjNWXKFLVs2VItW7bUlClTFBMTo8GDB4elAAAAUPUEFUBmzZolScrMzAxonzdvnoYNGyZJeuyxx3TixAmNGDFCBw8eVOfOnbVy5UrFxsaGZMAAAKDqCyqAlOeGGYfDIY/HI4/HU9ExAQCAao7vggEAANYRQAAAgHUEEAAAYB0BBAAAWEcAAQAA1hFAAACAdQQQAABgHQEEAABYRwABAADWEUAAAIB1BBAAAGAdAQQAAFhHAAEAANYRQAAAgHUEEAAAYB0BBAAAWEcAAQAA1hFAAACAdQQQAABgXWRlDwAAqoK08e8FPHfVMpreSWrjyZH3tKOSRnVuO57tV9lDAMrEGRAAAGAdAQQAAFhHAAEAANYRQAAAgHUEEAAAYB0BBAAAWEcAAQAA1hFAAACAdQQQAABgHQEEAABYRwABAADWEUAAAIB1BBAAAGAdAQQAAFhHAAEAANYRQAAAgHUEEAAAYB0BBAAAWEcAAQAA1hFAAACAdQQQAABgHQEEAABYRwABAADWEUAAAIB1BBAAAGBdZGUPAEDFpY1/r1K376plNL2T1MaTI+9pR6WOBUDVwhkQAABgHQEEAABYRwABAADWEUAAAIB1BBAAAGAdAQQAAFhHAAEAANYRQAAAgHVBB5CPPvpI/fv3V3JyshwOh5YsWRLw+rBhw+RwOAIeXbp0CdV4AQBANRB0ADl27Jjat2+vl156qcw+N954o/bs2eN/LFu27IIGCQAAqpeg/xR7nz591KdPn3P2cblcSkpKqvCgAABA9RaW74LJy8tTQkKC6tevr+7du+uZZ55RQkJCqX29Xq+8Xq//eWFhoSTJ5/PJ5/OFY3hhVTzmUI7dVcuEbF3h5Iow/n+r4txVdD+fWXdNQ+0Xd+3h+DkMx3tcVVFTay9v3cHuF4cxpsI/PQ6HQ4sXL9aAAQP8bYsWLVLdunWVmpqq/Px8TZw4UadOndLGjRvlcrlKrMPj8Wjy5Mkl2rOzsxUTE1PRoQEAAIuOHz+uwYMH6/Dhw4qLiztv/5AHkLPt2bNHqampeuONNzRo0KASr5d2BiQlJUX79u0rVwEXG5/Pp9zcXPXs2VNOpzMk62zjyQnJesLNFWH0VEaRJm6I0Mb/c2NlDydoFd3PZ9btLapZ3whL7Rd37Vs8vUO+znC8x1UVNbX28tZdWFio+Pj4cgeQsFyCOZPb7VZqaqq2b99e6usul6vUMyNOp7NKT3Aox1/VvubcW+SoknN3ofvZW+SocnMVKtR+cdYezp/Dqv4efSFqau3nqzvYfRL2vwOyf/9+7dq1S263O9ybAgAAVUTQZ0COHj2qr776yv88Pz9fmzZtUsOGDdWwYUN5PB7dcsstcrvd2rFjhx5//HHFx8dr4MCBIR04AACouoIOIBs2bFCPHj38z8eMGSNJGjp0qGbNmqXPPvtMCxYs0KFDh+R2u9WjRw8tWrRIsbGxoRs1AACo0oIOIJmZmTrX51ZzcqrGByYBAEDl4btgAACAdQQQAABgHQEEAABYRwABAADWEUAAAIB1BBAAAGBd2P8UO2qmtPHvVfYQAAAXMc6AAAAA6wggAADAOgIIAACwjgACAACsI4AAAADrCCAAAMA6AggAALCOAAIAAKwjgAAAAOsIIAAAwDoCCAAAsI4AAgAArCOAAAAA6wggAADAOgIIAACwjgACAACsI4AAAADrCCAAAMA6AggAALCOAAIAAKwjgAAAAOsIIAAAwDoCCAAAsI4AAgAArCOAAAAA6wggAADAOgIIAACwjgACAACsI4AAAADrCCAAAMA6AggAALCOAAIAAKwjgAAAAOsIIAAAwDoCCAAAsI4AAgAArCOAAAAA6wggAADAOgIIAACwjgACAACsI4AAAADrCCAAAMA6AggAALCOAAIAAKwjgAAAAOsIIAAAwDoCCAAAsC7oAPLRRx+pf//+Sk5OlsPh0JIlSwJeN8bI4/EoOTlZ0dHRyszM1Oeffx6q8QIAgGog6ABy7NgxtW/fXi+99FKpr0+fPl0zZszQSy+9pPXr1yspKUk9e/bUkSNHLniwAACgeogMdoE+ffqoT58+pb5mjNHMmTP1xBNPaNCgQZKk+fPnKzExUdnZ2br//vsvbLQAAKBaCDqAnEt+fr4KCgrUq1cvf5vL5VL37t21Zs2aUgOI1+uV1+v1Py8sLJQk+Xw++Xy+UA7PiuIxh3LsrlomZOsKJ1eECfi3pqipdUvUfua/F6NwvIeG4z2uqqiptZe37mD3i8MYU+GfHofDocWLF2vAgAGSpDVr1qhbt276/vvvlZyc7O933333aefOncrJySmxDo/Ho8mTJ5doz87OVkxMTEWHBgAALDp+/LgGDx6sw4cPKy4u7rz9Q3oGpJjD4Qh4bowp0VZswoQJGjNmjP95YWGhUlJS1KtXr3IVcLHx+XzKzc1Vz5495XQ6Q7LONp6Swe1i5IoweiqjSBM3RMhbVPp8V0c1tW6J2i/22rd4eod8neF4j6sqamrt5a27+ApGeYU0gCQlJUmSCgoK5Ha7/e179+5VYmJiqcu4XC65XK4S7U6ns0pPcCjH7z19cb65lcVb5KhyYw6Fmlq3RO0Xa+3hfA+t6u/RF6Km1n6+uoPdJyH9OyDNmzdXUlKScnNz/W0nT57U6tWr1bVr11BuCgAAVGFBnwE5evSovvrqK//z/Px8bdq0SQ0bNlSzZs00evRoTZkyRS1btlTLli01ZcoUxcTEaPDgwSEdOAAAqLqCDiAbNmxQjx49/M+LP78xdOhQvfLKK3rsscd04sQJjRgxQgcPHlTnzp21cuVKxcbGhm7UAACgSgs6gGRmZupcN844HA55PB55PJ4LGRcAAKjG+C4YAABgHQEEAABYRwABAADWEUAAAIB1BBAAAGAdAQQAAFgXlu+CuZiljX8vrOt31TKa3unn72+5WP88MwAAlY0zIAAAwDoCCAAAsI4AAgAArCOAAAAA6wggAADAOgIIAACwjgACAACsI4AAAADrCCAAAMA6AggAALCOAAIAAKwjgAAAAOsIIAAAwDoCCAAAsI4AAgAArCOAAAAA6wggAADAOgIIAACwjgACAACsI4AAAADrCCAAAMA6AggAALCOAAIAAKwjgAAAAOsIIAAAwDoCCAAAsI4AAgAArCOAAAAA6wggAADAOgIIAACwjgACAACsI4AAAADrCCAAAMA6AggAALCOAAIAAKwjgAAAAOsIIAAAwDoCCAAAsC6ysgcAAAiPtPHvhXydrlpG0ztJbTw58p52hHz9O57tF/J1hls49nO4XQz7mTMgAADAOgIIAACwjgACAACsI4AAAADrCCAAAMA6AggAALCOAAIAAKwjgAAAAOtCHkA8Ho8cDkfAIykpKdSbAQAAVVhY/hLq5Zdfrvfff9//vFatWuHYDAAAqKLCEkAiIyM56wEAAMoUlgCyfft2JScny+VyqXPnzpoyZYpatGhRal+v1yuv1+t/XlhYKEny+Xzy+XwhH5urlgn5OgPWH2EC/q1JamrtNbVuidrP/LemCHfd4XjfD5XisZ09xnD/XgmHYPZzWXVfyDolyWGMCemeW758uY4fP65LL71UP/zwg55++ml98cUX+vzzz9WoUaMS/T0ejyZPnlyiPTs7WzExMaEcGgAACJPjx49r8ODBOnz4sOLi4s7bP+QB5GzHjh3TJZdcoscee0xjxowp8XppZ0BSUlK0b9++chUQrDaenJCv80yuCKOnMoo0cUOEvEWh/6bIi1lNrb2m1i1Re02svabWLVWv2rd4epe7r8/nU25urnr27Cmn01lmv8LCQsXHx5c7gITlEsyZ6tSpo7Zt22r79u2lvu5yueRyuUq0O53OcxZaUeH4+uhSt1PksLati01Nrb2m1i1Re02svabWLVWP2ivy+/V8v5eDXWfY/w6I1+vV1q1b5Xa7w70pAABQRYQ8gIwdO1arV69Wfn6+/vnPf+rWW29VYWGhhg4dGupNAQCAKirkl2C+++473XHHHdq3b58aN26sLl26aN26dUpNTQ31pgAAQBUV8gDyxhtvhHqVAACgmuG7YAAAgHUEEAAAYB0BBAAAWEcAAQAA1hFAAACAdQQQAABgHQEEAABYRwABAADWEUAAAIB1BBAAAGAdAQQAAFhHAAEAANYRQAAAgHUEEAAAYB0BBAAAWEcAAQAA1hFAAACAdQQQAABgHQEEAABYRwABAADWEUAAAIB1BBAAAGAdAQQAAFhHAAEAANYRQAAAgHUEEAAAYB0BBAAAWEcAAQAA1hFAAACAdQQQAABgHQEEAABYRwABAADWEUAAAIB1BBAAAGAdAQQAAFhHAAEAANYRQAAAgHUEEAAAYB0BBAAAWEcAAQAA1hFAAACAdQQQAABgHQEEAABYRwABAADWEUAAAIB1BBAAAGAdAQQAAFhHAAEAANYRQAAAgHUEEAAAYB0BBAAAWEcAAQAA1hFAAACAdQQQAABgXdgCyJ///Gc1b95cUVFRuvLKK/Xxxx+Ha1MAAKCKCUsAWbRokUaPHq0nnnhC//73v/XLX/5Sffr00bfffhuOzQEAgComLAFkxowZuvfeezV8+HClp6dr5syZSklJ0axZs8KxOQAAUMVEhnqFJ0+e1MaNGzV+/PiA9l69emnNmjUl+nu9Xnm9Xv/zw4cPS5IOHDggn88X6uEp8tSxkK8zYP1FRsePFynSF6HTRY6wbutiU1Nrr6l1S9ReE2uvqXVL1av2/fv3l7uvz+fT8ePHtX//fjmdzjL7HTlyRJJkjCnfik2Iff/990aS+cc//hHQ/swzz5hLL720RP9JkyYZSTx48ODBgwePavDYtWtXufJCyM+AFHM4AtOhMaZEmyRNmDBBY8aM8T8vKirSgQMH1KhRo1L7X+wKCwuVkpKiXbt2KS4urrKHY1VNrb2m1i1Re02svabWLdXc2stbtzFGR44cUXJycrnWG/IAEh8fr1q1aqmgoCCgfe/evUpMTCzR3+VyyeVyBbTVr18/1MOyLi4urkYdoGeqqbXX1Lolaq+JtdfUuqWaW3t56q5Xr1651xfyD6HWrl1bV155pXJzcwPac3Nz1bVr11BvDgAAVEFhuQQzZswYDRkyRBkZGbr66qs1Z84cffvtt3rggQfCsTkAAFDFhCWA3H777dq/f7+efPJJ7dmzR23atNGyZcuUmpoajs1dVFwulyZNmlTislJNUFNrr6l1S9ReE2uvqXVLNbf2cNXtMKa898sAAACEBt8FAwAArCOAAAAA6wggAADAOgIIAACwjgACAACsI4BcgKlTp8rhcGj06NFl9snLy5PD4Sjx+OKLL+wNNAQ8Hk+JGpKSks65zOrVq3XllVcqKipKLVq00OzZsy2NNnSCrbu6zHex77//XnfeeacaNWqkmJgYdejQQRs3bjznMtVh3qXga68Oc5+WllZqDSNHjixzmeoy38HWXh3mW5JOnTqlP/zhD2revLmio6PVokULPfnkkyoqKjrncqGY97B9F0x1t379es2ZM0ft2rUrV/9t27YF/Anbxo0bh2toYXP55Zfr/fff9z+vVatWmX3z8/PVt29f/fa3v9XChQv1j3/8QyNGjFDjxo11yy232BhuyARTd7HqMN8HDx5Ut27d1KNHDy1fvlwJCQn6+uuvz/lVCdVl3itSe7GqPPfr16/X6dOn/c+3bNminj176rbbbiu1f3WZbyn42otV5fmWpGnTpmn27NmaP3++Lr/8cm3YsEF333236tWrp4cffrjUZUI27xf89bc10JEjR0zLli1Nbm6u6d69u3n44YfL7Ltq1SojyRw8eNDa+MJh0qRJpn379uXu/9hjj5nWrVsHtN1///2mS5cuIR5ZeAVbd3WZb2OMGTdunLnmmmuCWqa6zHtFaq9Oc1/s4YcfNpdccokpKioq9fXqMt+lOV/t1WW++/XrZ+65556AtkGDBpk777yzzGVCNe9cgqmAkSNHql+/frrhhhvKvUzHjh3ldrt1/fXXa9WqVWEcXfhs375dycnJat68uX7961/rm2++KbPv2rVr1atXr4C23r17a8OGDfL5fOEeakgFU3ex6jDf77zzjjIyMnTbbbcpISFBHTt21Msvv3zOZarLvFek9mLVYe4l6eTJk1q4cKHuueeeMr+ZvLrM99nKU3uxqj7f11xzjT744AN9+eWXkqRPP/1Un3zyifr27VvmMqGadwJIkN544w1t3LhRU6dOLVd/t9utOXPm6K233tLbb7+tVq1a6frrr9dHH30U5pGGVufOnbVgwQLl5OTo5ZdfVkFBgbp27ar9+/eX2r+goKDEtx8nJibq1KlT2rdvn40hh0SwdVeX+Zakb775RrNmzVLLli2Vk5OjBx54QL/73e+0YMGCMpepLvNekdqr09xL0pIlS3To0CENGzaszD7VZb7PVp7aq8t8jxs3TnfccYdat24tp9Opjh07avTo0brjjjvKXCZk8x7U+ZIa7ttvvzUJCQlm06ZN/rbzXYIpTVZWlunfv3+IR2fX0aNHTWJionnhhRdKfb1ly5ZmypQpAW2ffPKJkWT27NljY4hhcb66S1NV59vpdJqrr746oG3UqFHnPM1aXea9IrWXpqrOvTHG9OrVy2RlZZ2zT3WZ77OVp/bSVMX5fv31103Tpk3N66+/bjZv3mwWLFhgGjZsaF555ZUylwnVvHMGJAgbN27U3r17deWVVyoyMlKRkZFavXq1/vjHPyoyMjLgA0zn0qVLF23fvj3Mow2vOnXqqG3btmXWkZSUpIKCgoC2vXv3KjIyUo0aNbIxxLA4X92lqarz7Xa7ddlllwW0paen69tvvy1zmeoy7xWpvTRVde537typ999/X8OHDz9nv+oy32cqb+2lqYrz/fvf/17jx4/Xr3/9a7Vt21ZDhgzRI488cs6z/KGadwJIEK6//np99tln2rRpk/+RkZGh3/zmN9q0aVO57o6QpH//+99yu91hHm14eb1ebd26tcw6rr76auXm5ga0rVy5UhkZGXI6nTaGGBbnq7s0VXW+u3Xrpm3btgW0ffnll+f8VuvqMu8Vqb00VXXu582bp4SEBPXr1++c/arLfJ+pvLWXpirO9/HjxxURERgFatWqdc7bcEM27xU+bwNjTMlLMOPHjzdDhgzxP/+P//gPs3jxYvPll1+aLVu2mPHjxxtJ5q233qqE0Vbco48+avLy8sw333xj1q1bZ7KyskxsbKzZsWOHMaZk3d98842JiYkxjzzyiPnf//1f85e//MU4nU7z5ptvVlYJFRJs3dVlvo0x5l//+peJjIw0zzzzjNm+fbt57bXXTExMjFm4cKG/T3Wd94rUXl3m/vTp06ZZs2Zm3LhxJV6rrvNdLJjaq8t8Dx061DRp0sQsXbrU5Ofnm7ffftvEx8ebxx57zN8nXPNOALlAZweQoUOHmu7du/ufT5s2zVxyySUmKirKNGjQwFxzzTXmvffesz/QC3T77bcbt9ttnE6nSU5ONoMGDTKff/65//Wz6zbGmLy8PNOxY0dTu3Ztk5aWZmbNmmV51Bcu2Lqry3wXe/fdd02bNm2My+UyrVu3NnPmzAl4vbrOuzHB115d5j4nJ8dIMtu2bSvxWnWeb2OCq726zHdhYaF5+OGHTbNmzUxUVJRp0aKFeeKJJ4zX6/X3Cde8O4wxpvznSwAAAC4cnwEBAADWEUAAAIB1BBAAAGAdAQQAAFhHAAEAANYRQAAAgHUEEAAAYB0BBAAAWEcAAQAA1hFAAACAdQQQAABg3f8FRSXwdwBcuNEAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(1)\n",
    "iris_data['PetalLengthCm'].hist()\n",
    "plt.title('Histogram distribution of PetalLengthCm')\n",
    "\n",
    "plt.figure(2)\n",
    "iris_data['PetalWidthCm'].hist()\n",
    "plt.title('Histogram distribution of PetalWidthCm')\n",
    "\n",
    "plt.figure(3)\n",
    "iris_data['SepalLengthCm'].hist()\n",
    "plt.title('Histogram distribution of SepalLengthCm')\n",
    "\n",
    "plt.figure(4)\n",
    "iris_data['SepalWidthCm'].hist()\n",
    "plt.title('Histogram distribution of SepalWidthCm')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "5b98f75b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(1)\n",
    "iris_data['PetalLengthCm'].plot(kind ='density')\n",
    "plt.title('Density Plot of PetalLengthCm')\n",
    "\n",
    "plt.figure(2)\n",
    "iris_data['PetalWidthCm'].plot(kind ='density')\n",
    "plt.title('Density Plot of PetalWidthCm')\n",
    "\n",
    "plt.figure(3)\n",
    "iris_data['SepalLengthCm'].plot(kind ='density')\n",
    "plt.title('Density Plot of SepalLengthCm')\n",
    "\n",
    "plt.figure(4)\n",
    "iris_data['SepalWidthCm'].plot(kind ='density')\n",
    "plt.title('Density Plot of SepalWidthCm')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "0f49ea6b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'Species vs SepalWidthCm')"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x1000 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,10))\n",
    "plt.subplot(2,2,1)\n",
    "sns.violinplot(x='Species',y='PetalLengthCm',data=iris_data)\n",
    "plt.title('Species vs PetalLengthCm')\n",
    "\n",
    "plt.subplot(2,2,2)\n",
    "sns.violinplot(x='Species',y='PetalWidthCm',data=iris_data)\n",
    "plt.title('Species vs PetalWidthCm')\n",
    "\n",
    "plt.subplot(2,2,3)\n",
    "sns.violinplot(x='Species',y='SepalLengthCm',data=iris_data)\n",
    "plt.title('Species vs SepalLengthCm')\n",
    "\n",
    "plt.subplot(2,2,4)\n",
    "sns.violinplot(x='Species',y='SepalWidthCm',data=iris_data)\n",
    "plt.title('Species vs SepalWidthCm')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "6bf01300",
   "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>SepalLengthCm</th>\n",
       "      <th>SepalWidthCm</th>\n",
       "      <th>PetalLengthCm</th>\n",
       "      <th>PetalWidthCm</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>SepalLengthCm</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.109369</td>\n",
       "      <td>0.871754</td>\n",
       "      <td>0.817954</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SepalWidthCm</th>\n",
       "      <td>-0.109369</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.420516</td>\n",
       "      <td>-0.356544</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PetalLengthCm</th>\n",
       "      <td>0.871754</td>\n",
       "      <td>-0.420516</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.962757</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PetalWidthCm</th>\n",
       "      <td>0.817954</td>\n",
       "      <td>-0.356544</td>\n",
       "      <td>0.962757</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               SepalLengthCm  SepalWidthCm  PetalLengthCm  PetalWidthCm\n",
       "SepalLengthCm       1.000000     -0.109369       0.871754      0.817954\n",
       "SepalWidthCm       -0.109369      1.000000      -0.420516     -0.356544\n",
       "PetalLengthCm       0.871754     -0.420516       1.000000      0.962757\n",
       "PetalWidthCm        0.817954     -0.356544       0.962757      1.000000"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris_data.iloc[:,1:-1].corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "56668115",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(iris_data.iloc[:,1:-1].corr(), annot=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a3893b42",
   "metadata": {},
   "source": [
    "#### From the above heatmap of correlation of features that define the flower we can infer that <u>PetalLengthCm</u> has the more\n",
    "#### influence on determining the species of flower"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "147d919f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x2690b753460>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1393x1250 with 30 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.pairplot(iris_data, hue=\"Species\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eafff275",
   "metadata": {},
   "source": [
    "### 3. Preparing the data for training and testing of model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "a642c555",
   "metadata": {},
   "outputs": [],
   "source": [
    "x = iris_data.iloc[:, 1:-1] \n",
    "y = iris_data.Species\n",
    "x_train, x_test, y_train, y_test = train_test_split(x, y,test_size=0.3)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "6c242b86",
   "metadata": {},
   "source": [
    "### 4. Training using Decision Tree Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "d5fe275f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DecisionTreeClassifier()"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_1 = DecisionTreeClassifier() \n",
    "model_1.fit(x_train, y_train) "
   ]
  },
  {
   "cell_type": "markdown",
   "id": "049e0167",
   "metadata": {},
   "source": [
    "### 5. Evaluating the performance by Decision Tree Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "45fae6e6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9555555555555556"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_pred = model_1.predict(x_test) \n",
    "score = accuracy_score(y_pred, y_test) \n",
    "score"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "47d1a127",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Iris-versicolor', 'Iris-virginica', 'Iris-virginica',\n",
       "       'Iris-versicolor', 'Iris-virginica', 'Iris-virginica',\n",
       "       'Iris-setosa', 'Iris-virginica', 'Iris-setosa', 'Iris-versicolor',\n",
       "       'Iris-virginica', 'Iris-virginica', 'Iris-versicolor',\n",
       "       'Iris-virginica', 'Iris-setosa', 'Iris-versicolor',\n",
       "       'Iris-virginica', 'Iris-setosa', 'Iris-versicolor',\n",
       "       'Iris-versicolor', 'Iris-setosa', 'Iris-setosa', 'Iris-setosa',\n",
       "       'Iris-virginica', 'Iris-virginica', 'Iris-virginica',\n",
       "       'Iris-versicolor', 'Iris-setosa', 'Iris-setosa', 'Iris-versicolor',\n",
       "       'Iris-versicolor', 'Iris-virginica', 'Iris-setosa',\n",
       "       'Iris-virginica', 'Iris-setosa', 'Iris-versicolor', 'Iris-setosa',\n",
       "       'Iris-versicolor', 'Iris-setosa', 'Iris-versicolor',\n",
       "       'Iris-virginica', 'Iris-virginica', 'Iris-versicolor',\n",
       "       'Iris-setosa', 'Iris-setosa'], dtype=object)"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_pred"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "f52fbffc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                 precision    recall  f1-score   support\n",
      "\n",
      "    Iris-setosa       1.00      1.00      1.00        15\n",
      "Iris-versicolor       0.93      0.93      0.93        14\n",
      " Iris-virginica       0.94      0.94      0.94        16\n",
      "\n",
      "       accuracy                           0.96        45\n",
      "      macro avg       0.96      0.96      0.96        45\n",
      "   weighted avg       0.96      0.96      0.96        45\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(classification_report(y_pred, y_test)) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "bfd90e8a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(0.3076923076923077, 0.9166666666666666, 'X[2] <= 2.6\\ngini = 0.666\\nsamples = 105\\nvalue = [35, 36, 34]'),\n",
       " Text(0.23076923076923078, 0.75, 'gini = 0.0\\nsamples = 35\\nvalue = [35, 0, 0]'),\n",
       " Text(0.38461538461538464, 0.75, 'X[2] <= 4.75\\ngini = 0.5\\nsamples = 70\\nvalue = [0, 36, 34]'),\n",
       " Text(0.15384615384615385, 0.5833333333333334, 'X[3] <= 1.65\\ngini = 0.057\\nsamples = 34\\nvalue = [0, 33, 1]'),\n",
       " Text(0.07692307692307693, 0.4166666666666667, 'gini = 0.0\\nsamples = 33\\nvalue = [0, 33, 0]'),\n",
       " Text(0.23076923076923078, 0.4166666666666667, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 1]'),\n",
       " Text(0.6153846153846154, 0.5833333333333334, 'X[3] <= 1.75\\ngini = 0.153\\nsamples = 36\\nvalue = [0, 3, 33]'),\n",
       " Text(0.38461538461538464, 0.4166666666666667, 'X[0] <= 6.2\\ngini = 0.48\\nsamples = 5\\nvalue = [0, 2, 3]'),\n",
       " Text(0.3076923076923077, 0.25, 'gini = 0.0\\nsamples = 2\\nvalue = [0, 0, 2]'),\n",
       " Text(0.46153846153846156, 0.25, 'X[0] <= 6.95\\ngini = 0.444\\nsamples = 3\\nvalue = [0, 2, 1]'),\n",
       " Text(0.38461538461538464, 0.08333333333333333, 'gini = 0.0\\nsamples = 2\\nvalue = [0, 2, 0]'),\n",
       " Text(0.5384615384615384, 0.08333333333333333, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 0, 1]'),\n",
       " Text(0.8461538461538461, 0.4166666666666667, 'X[2] <= 4.85\\ngini = 0.062\\nsamples = 31\\nvalue = [0, 1, 30]'),\n",
       " Text(0.7692307692307693, 0.25, 'X[1] <= 3.1\\ngini = 0.444\\nsamples = 3\\nvalue = [0, 1, 2]'),\n",
       " Text(0.6923076923076923, 0.08333333333333333, 'gini = 0.0\\nsamples = 2\\nvalue = [0, 0, 2]'),\n",
       " Text(0.8461538461538461, 0.08333333333333333, 'gini = 0.0\\nsamples = 1\\nvalue = [0, 1, 0]'),\n",
       " Text(0.9230769230769231, 0.25, 'gini = 0.0\\nsamples = 28\\nvalue = [0, 0, 28]')]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15, 10)) \n",
    "tree.plot_tree(model_1, filled=True) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "ed5ba141",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "color_class = {\n",
    "    'Iris-setosa' : 'red',\n",
    "    'Iris-versicolor' : 'green',\n",
    "    'Iris-virginica' : 'blue'\n",
    "}\n",
    "\n",
    "colors = [color_class[label] for label in y_pred]\n",
    "\n",
    "plt.scatter(x_test.SepalLengthCm, x_test.PetalLengthCm, c=colors)\n",
    "plt.xlabel('Sepal Length')\n",
    "plt.ylabel('Petal Length')\n",
    "plt.title('Predicted Species using Decision Tree Model')\n",
    "legend_entries = [\n",
    "    plt.Line2D([0], [0], marker='o', color='w', markerfacecolor=color, markersize=10, label=label)\n",
    "    for label, color in color_class.items()\n",
    "]\n",
    "plt.legend(handles=legend_entries, title='Species')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f66bad96",
   "metadata": {},
   "source": [
    "#### From the above Tree Plot and Predicted Species using Decision Tree Model we can infer the following:-\n",
    "#### If Petal Length <= 2.45cm then the Species of the flower is Setosa.\n",
    "#### If Petal Length > 2.45 cm then the Specis of the flower may be Versicolor or Virginica\n",
    "#### For Petal Length > 3 and Petal Length < 5 most of the Species are Versicolor "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "f5039466",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>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",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>5.4</td>\n",
       "      <td>3.9</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0.4</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>7</td>\n",
       "      <td>4.6</td>\n",
       "      <td>3.4</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.3</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.4</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>9</td>\n",
       "      <td>4.4</td>\n",
       "      <td>2.9</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>10</td>\n",
       "      <td>4.9</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.1</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>11</td>\n",
       "      <td>5.4</td>\n",
       "      <td>3.7</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>4.8</td>\n",
       "      <td>3.4</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>13</td>\n",
       "      <td>4.8</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.1</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>14</td>\n",
       "      <td>4.3</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.1</td>\n",
       "      <td>0.1</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>15</td>\n",
       "      <td>5.8</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>16</td>\n",
       "      <td>5.7</td>\n",
       "      <td>4.4</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.4</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>17</td>\n",
       "      <td>5.4</td>\n",
       "      <td>3.9</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.4</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>18</td>\n",
       "      <td>5.1</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.3</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>19</td>\n",
       "      <td>5.7</td>\n",
       "      <td>3.8</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0.3</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20</td>\n",
       "      <td>5.1</td>\n",
       "      <td>3.8</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.3</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>21</td>\n",
       "      <td>5.4</td>\n",
       "      <td>3.4</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>22</td>\n",
       "      <td>5.1</td>\n",
       "      <td>3.7</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.4</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>23</td>\n",
       "      <td>4.6</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>24</td>\n",
       "      <td>5.1</td>\n",
       "      <td>3.3</td>\n",
       "      <td>1.7</td>\n",
       "      <td>0.5</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>25</td>\n",
       "      <td>4.8</td>\n",
       "      <td>3.4</td>\n",
       "      <td>1.9</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>26</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>27</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.4</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.4</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>28</td>\n",
       "      <td>5.2</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>29</td>\n",
       "      <td>5.2</td>\n",
       "      <td>3.4</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>30</td>\n",
       "      <td>4.7</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>31</td>\n",
       "      <td>4.8</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>32</td>\n",
       "      <td>5.4</td>\n",
       "      <td>3.4</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.4</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>33</td>\n",
       "      <td>5.2</td>\n",
       "      <td>4.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.1</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>34</td>\n",
       "      <td>5.5</td>\n",
       "      <td>4.2</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>35</td>\n",
       "      <td>4.9</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.1</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>36</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.2</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>37</td>\n",
       "      <td>5.5</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>38</td>\n",
       "      <td>4.9</td>\n",
       "      <td>3.1</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.1</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>39</td>\n",
       "      <td>4.4</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>40</td>\n",
       "      <td>5.1</td>\n",
       "      <td>3.4</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>41</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.3</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>42</td>\n",
       "      <td>4.5</td>\n",
       "      <td>2.3</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.3</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>43</td>\n",
       "      <td>4.4</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>44</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.6</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>45</td>\n",
       "      <td>5.1</td>\n",
       "      <td>3.8</td>\n",
       "      <td>1.9</td>\n",
       "      <td>0.4</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>46</td>\n",
       "      <td>4.8</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.3</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>47</td>\n",
       "      <td>5.1</td>\n",
       "      <td>3.8</td>\n",
       "      <td>1.6</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>48</td>\n",
       "      <td>4.6</td>\n",
       "      <td>3.2</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>49</td>\n",
       "      <td>5.3</td>\n",
       "      <td>3.7</td>\n",
       "      <td>1.5</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>50</td>\n",
       "      <td>5.0</td>\n",
       "      <td>3.3</td>\n",
       "      <td>1.4</td>\n",
       "      <td>0.2</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    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\n",
       "5    6            5.4           3.9            1.7           0.4  Iris-setosa\n",
       "6    7            4.6           3.4            1.4           0.3  Iris-setosa\n",
       "7    8            5.0           3.4            1.5           0.2  Iris-setosa\n",
       "8    9            4.4           2.9            1.4           0.2  Iris-setosa\n",
       "9   10            4.9           3.1            1.5           0.1  Iris-setosa\n",
       "10  11            5.4           3.7            1.5           0.2  Iris-setosa\n",
       "11  12            4.8           3.4            1.6           0.2  Iris-setosa\n",
       "12  13            4.8           3.0            1.4           0.1  Iris-setosa\n",
       "13  14            4.3           3.0            1.1           0.1  Iris-setosa\n",
       "14  15            5.8           4.0            1.2           0.2  Iris-setosa\n",
       "15  16            5.7           4.4            1.5           0.4  Iris-setosa\n",
       "16  17            5.4           3.9            1.3           0.4  Iris-setosa\n",
       "17  18            5.1           3.5            1.4           0.3  Iris-setosa\n",
       "18  19            5.7           3.8            1.7           0.3  Iris-setosa\n",
       "19  20            5.1           3.8            1.5           0.3  Iris-setosa\n",
       "20  21            5.4           3.4            1.7           0.2  Iris-setosa\n",
       "21  22            5.1           3.7            1.5           0.4  Iris-setosa\n",
       "22  23            4.6           3.6            1.0           0.2  Iris-setosa\n",
       "23  24            5.1           3.3            1.7           0.5  Iris-setosa\n",
       "24  25            4.8           3.4            1.9           0.2  Iris-setosa\n",
       "25  26            5.0           3.0            1.6           0.2  Iris-setosa\n",
       "26  27            5.0           3.4            1.6           0.4  Iris-setosa\n",
       "27  28            5.2           3.5            1.5           0.2  Iris-setosa\n",
       "28  29            5.2           3.4            1.4           0.2  Iris-setosa\n",
       "29  30            4.7           3.2            1.6           0.2  Iris-setosa\n",
       "30  31            4.8           3.1            1.6           0.2  Iris-setosa\n",
       "31  32            5.4           3.4            1.5           0.4  Iris-setosa\n",
       "32  33            5.2           4.1            1.5           0.1  Iris-setosa\n",
       "33  34            5.5           4.2            1.4           0.2  Iris-setosa\n",
       "34  35            4.9           3.1            1.5           0.1  Iris-setosa\n",
       "35  36            5.0           3.2            1.2           0.2  Iris-setosa\n",
       "36  37            5.5           3.5            1.3           0.2  Iris-setosa\n",
       "37  38            4.9           3.1            1.5           0.1  Iris-setosa\n",
       "38  39            4.4           3.0            1.3           0.2  Iris-setosa\n",
       "39  40            5.1           3.4            1.5           0.2  Iris-setosa\n",
       "40  41            5.0           3.5            1.3           0.3  Iris-setosa\n",
       "41  42            4.5           2.3            1.3           0.3  Iris-setosa\n",
       "42  43            4.4           3.2            1.3           0.2  Iris-setosa\n",
       "43  44            5.0           3.5            1.6           0.6  Iris-setosa\n",
       "44  45            5.1           3.8            1.9           0.4  Iris-setosa\n",
       "45  46            4.8           3.0            1.4           0.3  Iris-setosa\n",
       "46  47            5.1           3.8            1.6           0.2  Iris-setosa\n",
       "47  48            4.6           3.2            1.4           0.2  Iris-setosa\n",
       "48  49            5.3           3.7            1.5           0.2  Iris-setosa\n",
       "49  50            5.0           3.3            1.4           0.2  Iris-setosa"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris_setosa_dataset = iris_data[iris_data.PetalLengthCm <= 2.45]\n",
    "iris_setosa_dataset.to_excel('iris_setosa_dataset.xlsx',index=False)\n",
    "iris_setosa_dataset.to_csv('iris_setosa_dataset.csv',index=False)\n",
    "pd.read_excel('iris_setosa_dataset.xlsx')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "f61c92e2",
   "metadata": {
    "scrolled": true
   },
   "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>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>51</td>\n",
       "      <td>7.0</td>\n",
       "      <td>3.2</td>\n",
       "      <td>4.7</td>\n",
       "      <td>1.4</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>52</td>\n",
       "      <td>6.4</td>\n",
       "      <td>3.2</td>\n",
       "      <td>4.5</td>\n",
       "      <td>1.5</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>53</td>\n",
       "      <td>6.9</td>\n",
       "      <td>3.1</td>\n",
       "      <td>4.9</td>\n",
       "      <td>1.5</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>54</td>\n",
       "      <td>5.5</td>\n",
       "      <td>2.3</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.3</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>55</td>\n",
       "      <td>6.5</td>\n",
       "      <td>2.8</td>\n",
       "      <td>4.6</td>\n",
       "      <td>1.5</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>56</td>\n",
       "      <td>5.7</td>\n",
       "      <td>2.8</td>\n",
       "      <td>4.5</td>\n",
       "      <td>1.3</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>57</td>\n",
       "      <td>6.3</td>\n",
       "      <td>3.3</td>\n",
       "      <td>4.7</td>\n",
       "      <td>1.6</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>58</td>\n",
       "      <td>4.9</td>\n",
       "      <td>2.4</td>\n",
       "      <td>3.3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>59</td>\n",
       "      <td>6.6</td>\n",
       "      <td>2.9</td>\n",
       "      <td>4.6</td>\n",
       "      <td>1.3</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>60</td>\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>10</th>\n",
       "      <td>61</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>62</td>\n",
       "      <td>5.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.2</td>\n",
       "      <td>1.5</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>63</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.2</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>64</td>\n",
       "      <td>6.1</td>\n",
       "      <td>2.9</td>\n",
       "      <td>4.7</td>\n",
       "      <td>1.4</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>65</td>\n",
       "      <td>5.6</td>\n",
       "      <td>2.9</td>\n",
       "      <td>3.6</td>\n",
       "      <td>1.3</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>66</td>\n",
       "      <td>6.7</td>\n",
       "      <td>3.1</td>\n",
       "      <td>4.4</td>\n",
       "      <td>1.4</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>67</td>\n",
       "      <td>5.6</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>1.5</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>68</td>\n",
       "      <td>5.8</td>\n",
       "      <td>2.7</td>\n",
       "      <td>4.1</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>69</td>\n",
       "      <td>6.2</td>\n",
       "      <td>2.2</td>\n",
       "      <td>4.5</td>\n",
       "      <td>1.5</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>70</td>\n",
       "      <td>5.6</td>\n",
       "      <td>2.5</td>\n",
       "      <td>3.9</td>\n",
       "      <td>1.1</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>71</td>\n",
       "      <td>5.9</td>\n",
       "      <td>3.2</td>\n",
       "      <td>4.8</td>\n",
       "      <td>1.8</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>72</td>\n",
       "      <td>6.1</td>\n",
       "      <td>2.8</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.3</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>73</td>\n",
       "      <td>6.3</td>\n",
       "      <td>2.5</td>\n",
       "      <td>4.9</td>\n",
       "      <td>1.5</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>74</td>\n",
       "      <td>6.1</td>\n",
       "      <td>2.8</td>\n",
       "      <td>4.7</td>\n",
       "      <td>1.2</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>75</td>\n",
       "      <td>6.4</td>\n",
       "      <td>2.9</td>\n",
       "      <td>4.3</td>\n",
       "      <td>1.3</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>76</td>\n",
       "      <td>6.6</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.4</td>\n",
       "      <td>1.4</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>77</td>\n",
       "      <td>6.8</td>\n",
       "      <td>2.8</td>\n",
       "      <td>4.8</td>\n",
       "      <td>1.4</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>79</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>4.5</td>\n",
       "      <td>1.5</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>80</td>\n",
       "      <td>5.7</td>\n",
       "      <td>2.6</td>\n",
       "      <td>3.5</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>81</td>\n",
       "      <td>5.5</td>\n",
       "      <td>2.4</td>\n",
       "      <td>3.8</td>\n",
       "      <td>1.1</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>82</td>\n",
       "      <td>5.5</td>\n",
       "      <td>2.4</td>\n",
       "      <td>3.7</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>83</td>\n",
       "      <td>5.8</td>\n",
       "      <td>2.7</td>\n",
       "      <td>3.9</td>\n",
       "      <td>1.2</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>85</td>\n",
       "      <td>5.4</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.5</td>\n",
       "      <td>1.5</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>86</td>\n",
       "      <td>6.0</td>\n",
       "      <td>3.4</td>\n",
       "      <td>4.5</td>\n",
       "      <td>1.6</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>87</td>\n",
       "      <td>6.7</td>\n",
       "      <td>3.1</td>\n",
       "      <td>4.7</td>\n",
       "      <td>1.5</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>88</td>\n",
       "      <td>6.3</td>\n",
       "      <td>2.3</td>\n",
       "      <td>4.4</td>\n",
       "      <td>1.3</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>89</td>\n",
       "      <td>5.6</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.1</td>\n",
       "      <td>1.3</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>90</td>\n",
       "      <td>5.5</td>\n",
       "      <td>2.5</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.3</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>91</td>\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>39</th>\n",
       "      <td>92</td>\n",
       "      <td>6.1</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>93</td>\n",
       "      <td>5.8</td>\n",
       "      <td>2.6</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1.2</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>94</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2.3</td>\n",
       "      <td>3.3</td>\n",
       "      <td>1.0</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>95</td>\n",
       "      <td>5.6</td>\n",
       "      <td>2.7</td>\n",
       "      <td>4.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>96</td>\n",
       "      <td>5.7</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.2</td>\n",
       "      <td>1.2</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>97</td>\n",
       "      <td>5.7</td>\n",
       "      <td>2.9</td>\n",
       "      <td>4.2</td>\n",
       "      <td>1.3</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>98</td>\n",
       "      <td>6.2</td>\n",
       "      <td>2.9</td>\n",
       "      <td>4.3</td>\n",
       "      <td>1.3</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>100</td>\n",
       "      <td>5.7</td>\n",
       "      <td>2.8</td>\n",
       "      <td>4.1</td>\n",
       "      <td>1.3</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>107</td>\n",
       "      <td>4.9</td>\n",
       "      <td>2.5</td>\n",
       "      <td>4.5</td>\n",
       "      <td>1.7</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>122</td>\n",
       "      <td>5.6</td>\n",
       "      <td>2.8</td>\n",
       "      <td>4.9</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>124</td>\n",
       "      <td>6.3</td>\n",
       "      <td>2.7</td>\n",
       "      <td>4.9</td>\n",
       "      <td>1.8</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>127</td>\n",
       "      <td>6.2</td>\n",
       "      <td>2.8</td>\n",
       "      <td>4.8</td>\n",
       "      <td>1.8</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>128</td>\n",
       "      <td>6.1</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.9</td>\n",
       "      <td>1.8</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>139</td>\n",
       "      <td>6.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>4.8</td>\n",
       "      <td>1.8</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Id  SepalLengthCm  SepalWidthCm  PetalLengthCm  PetalWidthCm  \\\n",
       "0    51            7.0           3.2            4.7           1.4   \n",
       "1    52            6.4           3.2            4.5           1.5   \n",
       "2    53            6.9           3.1            4.9           1.5   \n",
       "3    54            5.5           2.3            4.0           1.3   \n",
       "4    55            6.5           2.8            4.6           1.5   \n",
       "5    56            5.7           2.8            4.5           1.3   \n",
       "6    57            6.3           3.3            4.7           1.6   \n",
       "7    58            4.9           2.4            3.3           1.0   \n",
       "8    59            6.6           2.9            4.6           1.3   \n",
       "9    60            5.2           2.7            3.9           1.4   \n",
       "10   61            5.0           2.0            3.5           1.0   \n",
       "11   62            5.9           3.0            4.2           1.5   \n",
       "12   63            6.0           2.2            4.0           1.0   \n",
       "13   64            6.1           2.9            4.7           1.4   \n",
       "14   65            5.6           2.9            3.6           1.3   \n",
       "15   66            6.7           3.1            4.4           1.4   \n",
       "16   67            5.6           3.0            4.5           1.5   \n",
       "17   68            5.8           2.7            4.1           1.0   \n",
       "18   69            6.2           2.2            4.5           1.5   \n",
       "19   70            5.6           2.5            3.9           1.1   \n",
       "20   71            5.9           3.2            4.8           1.8   \n",
       "21   72            6.1           2.8            4.0           1.3   \n",
       "22   73            6.3           2.5            4.9           1.5   \n",
       "23   74            6.1           2.8            4.7           1.2   \n",
       "24   75            6.4           2.9            4.3           1.3   \n",
       "25   76            6.6           3.0            4.4           1.4   \n",
       "26   77            6.8           2.8            4.8           1.4   \n",
       "27   79            6.0           2.9            4.5           1.5   \n",
       "28   80            5.7           2.6            3.5           1.0   \n",
       "29   81            5.5           2.4            3.8           1.1   \n",
       "30   82            5.5           2.4            3.7           1.0   \n",
       "31   83            5.8           2.7            3.9           1.2   \n",
       "32   85            5.4           3.0            4.5           1.5   \n",
       "33   86            6.0           3.4            4.5           1.6   \n",
       "34   87            6.7           3.1            4.7           1.5   \n",
       "35   88            6.3           2.3            4.4           1.3   \n",
       "36   89            5.6           3.0            4.1           1.3   \n",
       "37   90            5.5           2.5            4.0           1.3   \n",
       "38   91            5.5           2.6            4.4           1.2   \n",
       "39   92            6.1           3.0            4.6           1.4   \n",
       "40   93            5.8           2.6            4.0           1.2   \n",
       "41   94            5.0           2.3            3.3           1.0   \n",
       "42   95            5.6           2.7            4.2           1.3   \n",
       "43   96            5.7           3.0            4.2           1.2   \n",
       "44   97            5.7           2.9            4.2           1.3   \n",
       "45   98            6.2           2.9            4.3           1.3   \n",
       "46  100            5.7           2.8            4.1           1.3   \n",
       "47  107            4.9           2.5            4.5           1.7   \n",
       "48  122            5.6           2.8            4.9           2.0   \n",
       "49  124            6.3           2.7            4.9           1.8   \n",
       "50  127            6.2           2.8            4.8           1.8   \n",
       "51  128            6.1           3.0            4.9           1.8   \n",
       "52  139            6.0           3.0            4.8           1.8   \n",
       "\n",
       "            Species  \n",
       "0   Iris-versicolor  \n",
       "1   Iris-versicolor  \n",
       "2   Iris-versicolor  \n",
       "3   Iris-versicolor  \n",
       "4   Iris-versicolor  \n",
       "5   Iris-versicolor  \n",
       "6   Iris-versicolor  \n",
       "7   Iris-versicolor  \n",
       "8   Iris-versicolor  \n",
       "9   Iris-versicolor  \n",
       "10  Iris-versicolor  \n",
       "11  Iris-versicolor  \n",
       "12  Iris-versicolor  \n",
       "13  Iris-versicolor  \n",
       "14  Iris-versicolor  \n",
       "15  Iris-versicolor  \n",
       "16  Iris-versicolor  \n",
       "17  Iris-versicolor  \n",
       "18  Iris-versicolor  \n",
       "19  Iris-versicolor  \n",
       "20  Iris-versicolor  \n",
       "21  Iris-versicolor  \n",
       "22  Iris-versicolor  \n",
       "23  Iris-versicolor  \n",
       "24  Iris-versicolor  \n",
       "25  Iris-versicolor  \n",
       "26  Iris-versicolor  \n",
       "27  Iris-versicolor  \n",
       "28  Iris-versicolor  \n",
       "29  Iris-versicolor  \n",
       "30  Iris-versicolor  \n",
       "31  Iris-versicolor  \n",
       "32  Iris-versicolor  \n",
       "33  Iris-versicolor  \n",
       "34  Iris-versicolor  \n",
       "35  Iris-versicolor  \n",
       "36  Iris-versicolor  \n",
       "37  Iris-versicolor  \n",
       "38  Iris-versicolor  \n",
       "39  Iris-versicolor  \n",
       "40  Iris-versicolor  \n",
       "41  Iris-versicolor  \n",
       "42  Iris-versicolor  \n",
       "43  Iris-versicolor  \n",
       "44  Iris-versicolor  \n",
       "45  Iris-versicolor  \n",
       "46  Iris-versicolor  \n",
       "47   Iris-virginica  \n",
       "48   Iris-virginica  \n",
       "49   Iris-virginica  \n",
       "50   Iris-virginica  \n",
       "51   Iris-virginica  \n",
       "52   Iris-virginica  "
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris_versicolor_dataset = iris_data[(iris_data['PetalLengthCm'] < 5) & (iris_data['PetalLengthCm'] > 3)]\n",
    "iris_versicolor_dataset.to_excel('iris_versicolor_dataset.xlsx',index=False)\n",
    "iris_versicolor_dataset.to_csv('iris_versicolor_dataset.csv',index=False)\n",
    "pd.read_excel('iris_versicolor_dataset.xlsx')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "d72aa00c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "<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>84</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.7</td>\n",
       "      <td>5.1</td>\n",
       "      <td>1.6</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>101</td>\n",
       "      <td>6.3</td>\n",
       "      <td>3.3</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.5</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>102</td>\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>3</th>\n",
       "      <td>103</td>\n",
       "      <td>7.1</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.9</td>\n",
       "      <td>2.1</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>104</td>\n",
       "      <td>6.3</td>\n",
       "      <td>2.9</td>\n",
       "      <td>5.6</td>\n",
       "      <td>1.8</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>105</td>\n",
       "      <td>6.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.8</td>\n",
       "      <td>2.2</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>106</td>\n",
       "      <td>7.6</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.6</td>\n",
       "      <td>2.1</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>108</td>\n",
       "      <td>7.3</td>\n",
       "      <td>2.9</td>\n",
       "      <td>6.3</td>\n",
       "      <td>1.8</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>109</td>\n",
       "      <td>6.7</td>\n",
       "      <td>2.5</td>\n",
       "      <td>5.8</td>\n",
       "      <td>1.8</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>110</td>\n",
       "      <td>7.2</td>\n",
       "      <td>3.6</td>\n",
       "      <td>6.1</td>\n",
       "      <td>2.5</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>111</td>\n",
       "      <td>6.5</td>\n",
       "      <td>3.2</td>\n",
       "      <td>5.1</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>112</td>\n",
       "      <td>6.4</td>\n",
       "      <td>2.7</td>\n",
       "      <td>5.3</td>\n",
       "      <td>1.9</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>113</td>\n",
       "      <td>6.8</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.5</td>\n",
       "      <td>2.1</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>115</td>\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>14</th>\n",
       "      <td>116</td>\n",
       "      <td>6.4</td>\n",
       "      <td>3.2</td>\n",
       "      <td>5.3</td>\n",
       "      <td>2.3</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>117</td>\n",
       "      <td>6.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.5</td>\n",
       "      <td>1.8</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>118</td>\n",
       "      <td>7.7</td>\n",
       "      <td>3.8</td>\n",
       "      <td>6.7</td>\n",
       "      <td>2.2</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>119</td>\n",
       "      <td>7.7</td>\n",
       "      <td>2.6</td>\n",
       "      <td>6.9</td>\n",
       "      <td>2.3</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>121</td>\n",
       "      <td>6.9</td>\n",
       "      <td>3.2</td>\n",
       "      <td>5.7</td>\n",
       "      <td>2.3</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>123</td>\n",
       "      <td>7.7</td>\n",
       "      <td>2.8</td>\n",
       "      <td>6.7</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>125</td>\n",
       "      <td>6.7</td>\n",
       "      <td>3.3</td>\n",
       "      <td>5.7</td>\n",
       "      <td>2.1</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>126</td>\n",
       "      <td>7.2</td>\n",
       "      <td>3.2</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1.8</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>129</td>\n",
       "      <td>6.4</td>\n",
       "      <td>2.8</td>\n",
       "      <td>5.6</td>\n",
       "      <td>2.1</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>130</td>\n",
       "      <td>7.2</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.8</td>\n",
       "      <td>1.6</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>131</td>\n",
       "      <td>7.4</td>\n",
       "      <td>2.8</td>\n",
       "      <td>6.1</td>\n",
       "      <td>1.9</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>132</td>\n",
       "      <td>7.9</td>\n",
       "      <td>3.8</td>\n",
       "      <td>6.4</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>133</td>\n",
       "      <td>6.4</td>\n",
       "      <td>2.8</td>\n",
       "      <td>5.6</td>\n",
       "      <td>2.2</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>134</td>\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>28</th>\n",
       "      <td>135</td>\n",
       "      <td>6.1</td>\n",
       "      <td>2.6</td>\n",
       "      <td>5.6</td>\n",
       "      <td>1.4</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>136</td>\n",
       "      <td>7.7</td>\n",
       "      <td>3.0</td>\n",
       "      <td>6.1</td>\n",
       "      <td>2.3</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>137</td>\n",
       "      <td>6.3</td>\n",
       "      <td>3.4</td>\n",
       "      <td>5.6</td>\n",
       "      <td>2.4</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>138</td>\n",
       "      <td>6.4</td>\n",
       "      <td>3.1</td>\n",
       "      <td>5.5</td>\n",
       "      <td>1.8</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>140</td>\n",
       "      <td>6.9</td>\n",
       "      <td>3.1</td>\n",
       "      <td>5.4</td>\n",
       "      <td>2.1</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>141</td>\n",
       "      <td>6.7</td>\n",
       "      <td>3.1</td>\n",
       "      <td>5.6</td>\n",
       "      <td>2.4</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>142</td>\n",
       "      <td>6.9</td>\n",
       "      <td>3.1</td>\n",
       "      <td>5.1</td>\n",
       "      <td>2.3</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>143</td>\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>36</th>\n",
       "      <td>144</td>\n",
       "      <td>6.8</td>\n",
       "      <td>3.2</td>\n",
       "      <td>5.9</td>\n",
       "      <td>2.3</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>145</td>\n",
       "      <td>6.7</td>\n",
       "      <td>3.3</td>\n",
       "      <td>5.7</td>\n",
       "      <td>2.5</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>146</td>\n",
       "      <td>6.7</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.2</td>\n",
       "      <td>2.3</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>148</td>\n",
       "      <td>6.5</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.2</td>\n",
       "      <td>2.0</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>149</td>\n",
       "      <td>6.2</td>\n",
       "      <td>3.4</td>\n",
       "      <td>5.4</td>\n",
       "      <td>2.3</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>150</td>\n",
       "      <td>5.9</td>\n",
       "      <td>3.0</td>\n",
       "      <td>5.1</td>\n",
       "      <td>1.8</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     Id  SepalLengthCm  SepalWidthCm  PetalLengthCm  PetalWidthCm  \\\n",
       "0    84            6.0           2.7            5.1           1.6   \n",
       "1   101            6.3           3.3            6.0           2.5   \n",
       "2   102            5.8           2.7            5.1           1.9   \n",
       "3   103            7.1           3.0            5.9           2.1   \n",
       "4   104            6.3           2.9            5.6           1.8   \n",
       "5   105            6.5           3.0            5.8           2.2   \n",
       "6   106            7.6           3.0            6.6           2.1   \n",
       "7   108            7.3           2.9            6.3           1.8   \n",
       "8   109            6.7           2.5            5.8           1.8   \n",
       "9   110            7.2           3.6            6.1           2.5   \n",
       "10  111            6.5           3.2            5.1           2.0   \n",
       "11  112            6.4           2.7            5.3           1.9   \n",
       "12  113            6.8           3.0            5.5           2.1   \n",
       "13  115            5.8           2.8            5.1           2.4   \n",
       "14  116            6.4           3.2            5.3           2.3   \n",
       "15  117            6.5           3.0            5.5           1.8   \n",
       "16  118            7.7           3.8            6.7           2.2   \n",
       "17  119            7.7           2.6            6.9           2.3   \n",
       "18  121            6.9           3.2            5.7           2.3   \n",
       "19  123            7.7           2.8            6.7           2.0   \n",
       "20  125            6.7           3.3            5.7           2.1   \n",
       "21  126            7.2           3.2            6.0           1.8   \n",
       "22  129            6.4           2.8            5.6           2.1   \n",
       "23  130            7.2           3.0            5.8           1.6   \n",
       "24  131            7.4           2.8            6.1           1.9   \n",
       "25  132            7.9           3.8            6.4           2.0   \n",
       "26  133            6.4           2.8            5.6           2.2   \n",
       "27  134            6.3           2.8            5.1           1.5   \n",
       "28  135            6.1           2.6            5.6           1.4   \n",
       "29  136            7.7           3.0            6.1           2.3   \n",
       "30  137            6.3           3.4            5.6           2.4   \n",
       "31  138            6.4           3.1            5.5           1.8   \n",
       "32  140            6.9           3.1            5.4           2.1   \n",
       "33  141            6.7           3.1            5.6           2.4   \n",
       "34  142            6.9           3.1            5.1           2.3   \n",
       "35  143            5.8           2.7            5.1           1.9   \n",
       "36  144            6.8           3.2            5.9           2.3   \n",
       "37  145            6.7           3.3            5.7           2.5   \n",
       "38  146            6.7           3.0            5.2           2.3   \n",
       "39  148            6.5           3.0            5.2           2.0   \n",
       "40  149            6.2           3.4            5.4           2.3   \n",
       "41  150            5.9           3.0            5.1           1.8   \n",
       "\n",
       "            Species  \n",
       "0   Iris-versicolor  \n",
       "1    Iris-virginica  \n",
       "2    Iris-virginica  \n",
       "3    Iris-virginica  \n",
       "4    Iris-virginica  \n",
       "5    Iris-virginica  \n",
       "6    Iris-virginica  \n",
       "7    Iris-virginica  \n",
       "8    Iris-virginica  \n",
       "9    Iris-virginica  \n",
       "10   Iris-virginica  \n",
       "11   Iris-virginica  \n",
       "12   Iris-virginica  \n",
       "13   Iris-virginica  \n",
       "14   Iris-virginica  \n",
       "15   Iris-virginica  \n",
       "16   Iris-virginica  \n",
       "17   Iris-virginica  \n",
       "18   Iris-virginica  \n",
       "19   Iris-virginica  \n",
       "20   Iris-virginica  \n",
       "21   Iris-virginica  \n",
       "22   Iris-virginica  \n",
       "23   Iris-virginica  \n",
       "24   Iris-virginica  \n",
       "25   Iris-virginica  \n",
       "26   Iris-virginica  \n",
       "27   Iris-virginica  \n",
       "28   Iris-virginica  \n",
       "29   Iris-virginica  \n",
       "30   Iris-virginica  \n",
       "31   Iris-virginica  \n",
       "32   Iris-virginica  \n",
       "33   Iris-virginica  \n",
       "34   Iris-virginica  \n",
       "35   Iris-virginica  \n",
       "36   Iris-virginica  \n",
       "37   Iris-virginica  \n",
       "38   Iris-virginica  \n",
       "39   Iris-virginica  \n",
       "40   Iris-virginica  \n",
       "41   Iris-virginica  "
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris_virginica_dataset = iris_data[(iris_data['PetalLengthCm'] > 5)]\n",
    "iris_virginica_dataset.to_csv('iris_virginica_dataset.csv',index=False)\n",
    "pd.read_excel('iris_virginica_dataset.xlsx')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "93cdda9e",
   "metadata": {},
   "source": [
    "### 6. Training using LinearRegressionModel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "7f455590",
   "metadata": {},
   "outputs": [],
   "source": [
    "model_2 = LogisticRegression()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "590a2568",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LogisticRegression()"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_2.fit(x_train,y_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9816a75a",
   "metadata": {},
   "source": [
    "### 7. Evaluating the performance using  LinearRegressionModel"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "09c6ad16",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Iris-versicolor', 'Iris-virginica', 'Iris-virginica',\n",
       "       'Iris-versicolor', 'Iris-virginica', 'Iris-virginica',\n",
       "       'Iris-setosa', 'Iris-virginica', 'Iris-setosa', 'Iris-virginica',\n",
       "       'Iris-virginica', 'Iris-virginica', 'Iris-versicolor',\n",
       "       'Iris-virginica', 'Iris-setosa', 'Iris-versicolor',\n",
       "       'Iris-virginica', 'Iris-setosa', 'Iris-versicolor',\n",
       "       'Iris-versicolor', 'Iris-setosa', 'Iris-setosa', 'Iris-setosa',\n",
       "       'Iris-virginica', 'Iris-virginica', 'Iris-virginica',\n",
       "       'Iris-versicolor', 'Iris-setosa', 'Iris-setosa', 'Iris-versicolor',\n",
       "       'Iris-versicolor', 'Iris-virginica', 'Iris-setosa',\n",
       "       'Iris-virginica', 'Iris-setosa', 'Iris-versicolor', 'Iris-setosa',\n",
       "       'Iris-versicolor', 'Iris-setosa', 'Iris-versicolor',\n",
       "       'Iris-virginica', 'Iris-virginica', 'Iris-versicolor',\n",
       "       'Iris-setosa', 'Iris-setosa'], dtype=object)"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_pred_2 = model_2.predict(x_test)\n",
    "y_pred_2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "c9fc4a17",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[15,  0,  0],\n",
       "       [ 0, 13,  1],\n",
       "       [ 0,  0, 16]], dtype=int64)"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "confusion_matrix(y_test,y_pred_2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "9297341f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                 precision    recall  f1-score   support\n",
      "\n",
      "    Iris-setosa       1.00      1.00      1.00        15\n",
      "Iris-versicolor       1.00      0.93      0.96        14\n",
      " Iris-virginica       0.94      1.00      0.97        16\n",
      "\n",
      "       accuracy                           0.98        45\n",
      "      macro avg       0.98      0.98      0.98        45\n",
      "   weighted avg       0.98      0.98      0.98        45\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(classification_report(y_test,y_pred_2))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "396fc666",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.9777777777777777"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "accuracy_score(y_test,y_pred_2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "aebea27b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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C2NhYWFtbqz7YUl8xMTF4/vw5gP/ab3h4eKhtL5fLUaBAAZ2xpbZ1KVKkSKbeW2r7jGrVqqWLcePGjRnGqG2ZNnZ2dmjXrh1++OEHHD16FHfu3EFAQAB++eUXXLt2LcP9enh4qGJJjX306NHpYh86dCgAqOJ/9uyZwefoxYsXSElJwU8//ZRu/y1atFDb/7hx4zBnzhycOnUKzZs3R4ECBdCoUSOcO3fOoGNq4+zsjKNHj6JixYoYP348ypYtCy8vL0yaNCndzUaTtNdRajX3+/fvVe8VgMZHYNoei2UlTde5jY2NWnz6/iy2bduGLl26oHDhwlizZg1OnjyJs2fPom/fvkhISEh3HG3tprTx9/fH2bNncebMGWzevBkVKlTAzJkzsWHDBlWZJ0+eQAgBd3f3dPGeOnUq3e+VIec9bbypvwedOnVKd6zvv/8eQgi8fPkSgNQWrXfv3vj9999Rq1YtuLq64rPPPkNMTAyAzF9nL1680Hgevby81N5nqoyuR33169cPf/31F3788UfY2dmhU6dOWuOTy+Vqj+YAqY3Sh58phnwWP3nyBH/99Ve6c162bFkA/12PeQXbqJhYmTJlVL1+tPnwL/9UBQsWRIECBbBv3z6N26T+BZn6CxATE4PChQur1qekpKT7BU8r9Rfvw4ZuhihYsCAAYMuWLfDx8dFa7sMY09K0TF9FixbFwIED8cUXX+DatWuqX3Jdx0qNJTX2cePGoUOHDhr3X6pUKQDSeTL0HOXPnx+Wlpbo1asXhg0bprGMn58fAOmDbNSoURg1ahRiY2Nx6NAhjB8/HsHBwYiOjtbaAyy1FiwxMVFtuaYPufLly2PDhg0QQuDy5ctYuXIlpk6dCjs7O3z99dcGvbe0Us9p6k3vQzExMSYf+8SQn8WaNWvg5+eHjRs3qv1epj3HqTT97uqS2uAVkBL8oKAglC1bFl988QVatWoFBwcHFCxYEDKZDP/++6/qJvyh1GWZOe9p4039Pfjpp5+09lpLTXoKFiyI+fPnY/78+YiKisLOnTvx9ddf4+nTp6rPqcxcZwUKFMDjx4/TLX/06JFajFmtQ4cOGDZsGGbNmoUBAwZo7a1VoEABpKSk4NmzZ2rJihACMTExqFatmqocoN9nccGCBREYGIjvvvtO4zFTk7S8golKDtWqVSts2LABCoUCNWrU0FoutWX/2rVrUaVKFdXyTZs2Zdh6vGTJkvD398fy5csxatQojR+KgPa/WIKDgyGXy3H37t10VcofKlWqFDw9PbF+/XqMGjVK9WF5//59nDhxIsNfytevX0Mmk8HBwSHdutTq+LT70Has1MaQpUqVQokSJXDp0iXMmDFD5/GbN2+OP/74A+Hh4arkJSP29vYICgrCxYsXERgYCGtra722c3FxQadOnfDw4UN88cUXiIyM1DruTeqN6PLly2px7dy5U+v+ZTIZKlSogHnz5mHlypW4cOGCXnHpUqNGDdjY2GDjxo1qSd+pU6dw//59kycqhvwsZDIZrK2t1W7oMTExGnv9ZIUCBQpg1qxZ6NOnD3766SeMGzcOrVq1wqxZs/Dw4cN0j3U+lBXnvU6dOnBxccH169c1PkLVpmjRohg+fDgOHz6M48ePp1tvyHXWqFEjzJw5ExcuXEDlypVVy1evXg2ZTIagoCC94zKEnZ0dJk6ciH/++QdDhgzRGd/s2bOxZs0afPnll6rlW7duxdu3b1WNjQ35LG7VqhX27NkDf39/gx4d5lZMVHKobt26Ye3atWjRogVGjhyJ6tWrw8rKCg8ePMCRI0fQtm1btG/fHmXKlEHPnj0xf/58WFlZoXHjxrh69SrmzJmj18BFv/zyC1q3bo2aNWviyy+/RNGiRREVFYX9+/erBqYqX748AGDBggXo3bs3rKysUKpUKfj6+mLq1Kn45ptvcO/ePTRr1gz58+fHkydPcObMGeTLl0/VU2fatGno378/2rdvjwEDBiA2NhaTJ0/W69FPeHg4goOD0a1bN9SvXx+enp549eoVdu/ejSVLlqBBgwbp2ro8ffpUday4uDhMmjQJtra2GDdunKrM4sWL0bx5cwQHByMkJASFCxfGy5cvcePGDVy4cAGbN28GAEydOhV79+5FvXr1MH78eJQvXx6xsbHYt28fRo0ahdKlS2uMe8GCBahbty4++eQTDBkyBL6+vnj9+jXu3LmDv/76S/Xsu3Xr1qrxdgoVKoT79+9j/vz58PHxURvnIa1q1aqhVKlSGD16NFJSUpA/f35s374dx44dUyu3a9cu/Prrr2jXrh2KFSsGIQS2bduG2NhYNGnSJMPznxFXV1eMGjUKM2fORP78+dG+fXs8ePAAU6ZMgaenZ4a9ulLFxMRgy5Yt6Zb7+vpmWCuZEX1/Fq1atcK2bdswdOhQdOrUCdHR0Zg2bRo8PT1x+/btj4pBm88++ww//vgj5syZg2HDhqFOnToYOHAg+vTpg3PnzqFevXrIly8fHj9+jGPHjqF8+fIYMmRIlpx3BwcH/PTTT+jduzdevnyJTp06wc3NDc+ePcOlS5fw7NkzLFq0CHFxcQgKCsKnn36K0qVLw9HREWfPnsW+fftUSVJmr7Mvv/wSq1evRsuWLTF16lT4+Phg9+7d+PXXXzFkyJBs7TWWWpOpS5MmTRAcHIyxY8ciPj4ederUUfX6qVSpEnr16gUABn0WT506FQcPHkTt2rUxYsQIlCpVCgkJCYiMjMSePXvw22+/ZfqRfI5kuna8eVtqj4yzZ8/qLNe7d2+RL18+jeuSk5PFnDlzRIUKFYStra1wcHAQpUuXFoMGDRK3b99WlUtMTBRfffWVcHNzE7a2tqJmzZri5MmTWntxfNjrRwipl0Dz5s2Fs7OzsLGxEf7+/ularo8bN054eXkJCwuLdPvYsWOHCAoKEk5OTsLGxkb4+PiITp06iUOHDqnt4/fffxclSpQQ1tbWomTJkmL58uUae3Kk9erVKzF9+nTRsGFDUbhwYWFtbS3y5csnKlasKKZPny7evXuX7j3+8ccfYsSIEaJQoULCxsZGfPLJJ+LcuXPp9n3p0iXRpUsX4ebmJqysrISHh4do2LChWi8MIaQeF3379hUeHh7CyspKeHl5iS5duognT54IITT3+kld3rdvX1G4cGFhZWUlChUqJGrXri2mT5+uKjN37lxRu3ZtUbBgQWFtbS2KFi0q+vXrJyIjI3WeFyGEuHXrlmjatKlwcnIShQoVEp9//rnYvXu32s/o5s2bonv37sLf31/Y2dkJZ2dnUb16dbFy5Uq1fWm7XjZv3pzuPaV9r0qlUkyfPl0UKVJEWFtbi8DAQLFr1y5RoUIF0b59+wzfh4+Pj6pHV9pXakzaev0MGzZM4/4+fC+pcWf0sxBCiFmzZglfX19hY2MjypQpI5YuXSomTZok0n6caju2Nqm9fjRJ/ZlNmTJFtWz58uWiRo0aIl++fMLOzk74+/uLzz77TO061ve8a/tZpjp69Kho2bKlcHV1FVZWVqJw4cKiZcuWqvIJCQli8ODBIjAwUDg5OQk7OztRqlQpMWnSJPH27VshROavMyGEuH//vvj0009FgQIFhJWVlShVqpT44YcfVD3vhPjvuvvhhx/SxQ89esZkdA5Spe31I4QQ79+/F2PHjhU+Pj7CyspKeHp6iiFDhohXr16pldP3s1gIIZ49eyZGjBgh/Pz8hJWVlXB1dRVVqlQR33zzjXjz5o1B7y2nkwkhhBHzIiKTCg0NRVBQEDZv3qy1cRwZR0REBEqXLo1JkyZh/Pjxpg4nz+B5p5yGj36IKNtdunQJ69evR+3ateHk5ITw8HDMnj0bTk5O6Nevn6nDy7V43ik3YKJCRNkuX758OHfuHJYtW4bY2Fg4OzujQYMG+O6774zSRTmv4nmn3ICPfoiIiMhsccA3IiIiMltMVIiIiMhsMVEhIiIis5WjG9MqlUo8evQIjo6OBg9VTURERKYhhMDr16/h5eWV4eCDOTpRefToEby9vU0dBhEREWVCdHR0hqPs5uhEJXXivejoaL2GgyciIiLTi4+Ph7e3t+o+rkuOTlRSH/c4OTkxUSEiIsph9Gm2wca0REREZLaYqBAREZHZYqJCREREZitHt1HRl0KhQHJysqnDoBzAysoKlpaWpg6DiIj+J1cnKkIIxMTEIDY21tShUA7i4uICDw8Pjs1DRGQGcnWikpqkuLm5wd7enjce0kkIgXfv3uHp06cAAE9PTxNHREREuTZRUSgUqiSlQIECpg6Hcgg7OzsAwNOnT+Hm5sbHQEREJpZrG9Omtkmxt7c3cSSU06ReM2zXRERkerk2UUnFxz1kKF4zRETmI9cnKkRERKS/hARg0SKgQgXA2Rnw8wMmTwb+13zP6JiokFYymQw7duwwdRhERGQkb94ADRoAw4YBV64A8fFAZCQwfToQGAjcvm38mJiomKmnT59i0KBBKFq0KGxsbODh4YHg4GCcPHnSaDE8fvwYzZs3N9rxiIjItMaOBc6dA4SQXqkUCuDFC6BzZ/XlxpBre/3kdB07dkRycjJWrVqFYsWK4cmTJzh8+DBevnxptBg8PDyMdiwiIjKt+Hhg+XIpKdEkJQW4dAk4fRqoWdN4cbFGxQzFxsbi2LFj+P777xEUFAQfHx9Ur14d48aNQ8uWLQFIj2UWLVqE5s2bw87ODn5+fti8ebPafh4+fIiuXbsif/78KFCgANq2bYvIyEi1MsuXL0fZsmVhY2MDT09PDB8+XLUu7aOfjPYXGhqK6tWrI1++fHBxcUGdOnVw//79LD8/RESU9a5ckdqn6GJhARixYl86pnEPR/pwcHCAg4MDduzYgcTERK3lJkyYgI4dO+LSpUvo2bMnunfvjhs3bgAA3r17h6CgIDg4OOCff/7BsWPH4ODggGbNmiEpKQkAsGjRIgwbNgwDBw7ElStXsHPnThQvXlzjsTLaX0pKCtq1a4f69evj8uXLOHnyJAYOHMgeNEREOYS+w0YZfXgpkYPFxcUJACIuLi7duvfv34vr16+L9+/fmyCyj7dlyxaRP39+YWtrK2rXri3GjRsnLl26pFoPQAwePFhtmxo1aoghQ4YIIYRYtmyZKFWqlFAqlar1iYmJws7OTuzfv18IIYSXl5f45ptvtMYAQGzfvl2v/b148UIAEKGhoR/93k0tp187RESZkZAghItLausU7a/r1z/+WLru32mxRsVMdezYEY8ePcLOnTsRHByM0NBQVK5cGStXrlSVqVWrlto2tWrVUtWonD9/Hnfu3IGjo6OqhsbV1RUJCQm4e/cunj59ikePHqFRo0Z6xZPR/lxdXRESEoLg4GC0bt0aCxYswOPHj7PsfBARUfaysQG++ALQVhFuaQk0bQqUKWPUsNiY1pzZ2tqiSZMmaNKkCSZOnIj+/ftj0qRJCAkJ0bpN6qMWpVKJKlWqYO3atenKFCpUCBYWhuWoGe0PAFasWIERI0Zg37592LhxI7799lscPHgQNY3Z6oqIiDLtm2+AmzeBDRsAuVxqQGthASiVQLlywLp1xo+JNSo5SEBAAN6+fav6/tSpU2rrT506hdKlSwMAKleujNu3b8PNzQ3FixdXezk7O8PR0RG+vr44fPiwXsfOaH+pKlWqhHHjxuHEiRMoV64c1pniqiYiokyRy6Vk5PBhqSty9epA8+bA+vXAmTOAKabOY6Jihl68eIGGDRtizZo1uHz5MiIiIrB582bMnj0bbdu2VZXbvHkzli9fjlu3bmHSpEk4c+aMqtdOjx49ULBgQbRt2xb//vsvIiIicPToUYwcORIPHjwAAEyePBlz587FwoULcfv2bVy4cAE//fSTxpgy2l9ERATGjRuHkydP4v79+zhw4ABu3bqFMsauIyQioo8ikwENG0oJy+nTwK5dQLdugLW1aeLhox8z5ODggBo1amDevHm4e/cukpOT4e3tjQEDBmD8+PGqclOmTMGGDRswdOhQeHh4YO3atQgICAAgTaz3zz//YOzYsejQoQNev36NwoULo1GjRnBycgIA9O7dGwkJCZg3bx5Gjx6NggULolOnThpjymh/79+/x82bN7Fq1Sq8ePFC1dV50KBB2X/CiIgo15IJYewx5rJOfHw8nJ2dERcXp7r5pkpISEBERAT8/Pxga2trogizj0wmw/bt29GuXTtTh5Lr5PZrh4jyjnv3gOhooGBBICBAe0NZY9N1/06Lj36IiIhymfPngXr1AH9/ae6ecuWkuXr27jV1ZIZjokJERJSLnD8PfPIJcOKE+vJr14CWLYHt200TV2axjUoOlYOf2BERUTYaMQJISko/Z48Q0qOfwYOBVq0AKyvTxGco1qgQERHlErduSTUp2iYWFAJ4+hTYt8+4cX0MJipERES5hD7zwMpkQJr5ac0aExUiIqJcQp8B2YQwzcBtmcVEhYgoh3r0SBry3M9P6n5aty6wdq32an/K/SpVknr66OqGbG8PtG5tvJg+lskTlYcPH6Jnz54oUKAA7O3tUbFiRZw/f97UYRERmbVLl6Qup99/L1Xjv3gBnDwJ9OwJtG8PJCebOkIyBZkM+OEHqdZEm4kTAUdH48X0sUyaqLx69Qp16tSBlZUV9u7di+vXr2Pu3LlwcXExZVjppf2N5ycAEZmQQgG0aQPEx6vXniiV0v+7dwOzZ5smNjK99u2BNWuA1FuppaX0v60tMGMGMGaMyULLFJN2T/7+++/h7e2NFStWqJb5+vqaLqC0UlKk/7dtA7ZsAV69AvLnBzp1Ajp2lNbJTXMKOTItUd61ezcQFaV9vVIJLFwIjB1rso8oMrEePaTb1F9/SddKoUJA27bAB3PI5hgmvYR37tyJ4OBgdO7cGUePHkXhwoUxdOhQDBgwQGP5xMREJCYmqr6Pj4/PvuCUSuDAAaBvX+DJE/V1W7YA7u7A8uVAs2bSHNhZKCQkBLGxsdixY4fWMo8fP0b+/Pmz9Lj6mjx5Mnbs2IGwsDCTHJ8orztxQhoDQ1fl7tOn0iOh4sWNFhaZGVtbaQbknM6kj37u3buHRYsWoUSJEti/fz8GDx6MESNGYPXq1RrLz5w5E87OzqqXt7d39gSWkiJ1Mm/TJn2SkurJE2n9vn3/1bwYQVJSEgDAw8MDNjY2RjsuEZkPS0vdbRA+LEeU05k0UVEqlahcuTJmzJiBSpUqYdCgQRgwYAAWLVqksfy4ceMQFxenekVHR2dfcH37Ztx0XqEA+vXLvhgANGjQAMOHD8eoUaNQsGBBNGnSBID06Ce1xiUpKQnDhw+Hp6cnbG1t4evri5kzZ2rdZ0bl4+LiMHDgQLi5ucHJyQkNGzbEpUuXAAArV67ElClTcOnSJchkMshkMqxcuRIAEBUVhbZt28LBwQFOTk7o0qULnnyQ6F26dAlBQUFwdHSEk5MTqlSpgnPnzgEAXrx4ge7du6NIkSKwt7dH+fLlsX79+qw8lUS5RqNGGf995OsL+PgYJZwcIyIC+O47YORIqcHp48emjihjjx5JsY4cKcUeEWHqiIzPpI9+PD09ERAQoLasTJky2Lp1q8byNjY22V+LkJwstUnRVpOSVkyMVL59+2wbj3jVqlUYMmQIjh8/rnHo/IULF2Lnzp3YtGkTihYtiujoaJ1JnK7yQgi0bNkSrq6u2LNnD5ydnbF48WI0atQIt27dQteuXXH16lXs27cPhw4dAgA4OztDCIF27dohX758OHr0KFJSUjB06FB07doVoaGhAIAePXqgUqVKWLRoESwtLREWFgar/52zhIQEVKlSBWPHjoWTkxN2796NXr16oVixYqhRo0YWn1GinC0oSOrxc/Om9oTl//4vy59K51gKBfDll8DPP0vnxMJCWjZuHDBhgtQLxlxmFU4lBDBtGjB1qvS1paXUImHCBGD4cGDevDxUYyZMqHv37qJu3bpqy7744gtRq1YtvbaPi4sTAERcXFy6de/fvxfXr18X79+/NzywTp2EkK4N/V6dOxt+DB169+4t2rZtK4QQon79+qJixYrpygAQ27dvF0II8fnnn4uGDRsKpVKp1/51lT98+LBwcnISCQkJasv9/f3F4sWLhRBCTJo0SVSoUEFt/YEDB4SlpaWIiopSLbt27ZoAIM6cOSOEEMLR0VGsXLlSrxiFEKJFixbiq6++0rt8Vvmoa4fISCIjhfD1FUImk16AEHK59P+QIULo+XGQJ4wf/9850vRasMDUEaa3YIH2eGUy6T3lZLru32mZNN/+8ssvcerUKcyYMQN37tzBunXrsGTJEgwbNsyUYUm9e7KzvIGqVq2qc31ISAjCwsJQqlQpjBgxAgcOHFCtGzx4MBwcHFSvjMqfP38eb968QYECBdS2i4iIwN27d7XGcOPGDXh7e6u1GwoICICLiwtu3LgBABg1ahT69++Pxo0bY9asWWr7UygU+O677xAYGKg69oEDBxClq2sDUR7m4wNcvQr89hvQoIE00FfXrsC//wK//GJ+NQSmEhcH/Pij7jY906ZJk/iZi6QkKSZthJDeU1yc8WIyJZMmKtWqVcP27duxfv16lCtXDtOmTcP8+fPRo0cPU4YldUHOzvIGypcvn871lStXRkREBKZNm4b379+jS5cu6NSpEwBg6tSpCAsLU70yKq9UKuHp6am2TVhYGMLDw/F///d/WmMQQkCm4ZPxw+WTJ0/GtWvX0LJlS/z9998ICAjA9v/NNz537lzMmzcPY8aMwd9//42wsDAEBwerGg8TUXr58gEDBwJ//w1cuCCNnVG3LpOUD+3bByQk6C7z/Dlw/Lhx4tHHiRNSTLokJAB79xonHlMzeQ/7Vq1aoVWrVqYO4z/JydI4KVu26L9Np07SdiacM9vJyQldu3ZF165d0alTJzRr1gwvX76Em5sb3Nzc9C5fuXJlxMTEQC6Xax3TxtraGoo0DY0DAgIQFRWF6OhoVa3K9evXERcXhzJlyqjKlSxZEiVLlsSXX36J7t27Y8WKFWjfvj3+/fdftG3bFj179gQgJUy3b99W25aIyFBv3mRtOWPIiTFnJza1SsvKSholx91dv/IeHkCHDiZNUubNm4cNGzbg5s2buHXrFjZv3gwPDw+tI/zqKt+4cWPUqlUL7dq1w/79+xEZGYkTJ07g22+/VfXQ8fX1RUREBMLCwvD8+XMkJiaicePGCAwMRI8ePXDhwgWcOXMGn332GerXr4+qVavi/fv3GD58OEJDQ3H//n0cP34cZ8+eVSUixYsXx8GDB3HixAncuHEDgwYNQkxMjLFOIRHlUqVLZ205YyhVSr9y5hRzdmKios3y5Rk3qba0BJYtM048Ojg4OOD7779H1apVUa1aNURGRmLPnj2w0NLkX1d5mUyGPXv2oF69eujbty9KliyJbt26ITIyEu7/S946duyIZs2aISgoCIUKFcL69etV3aXz58+PevXqoXHjxihWrBg2btwIALC0tMSLFy/w2WefoWTJkujSpQuaN2+OKVOmAAAmTJiAypUrIzg4GA0aNICHhwdH3SWij1a7tnTj1/ZxbmkJ1K8PlChh3Lh0KVECqFdPd8wlSwJ16hg3LlORCaHPsEHmKT4+Hs7OzoiLi4OTk5PauoSEBERERMDPzw+2traG71yplB5u9usndUFOy8NDSlKyYWRaMq2PvnaIyKycPi116U5KUh8eSy4HHBykyRzNrXbi5k0pyXr9Wr0LuqUlYG0NHDkC5OSRG3Tdv9PiHVYbCwugaVMgOhrYuFEah7hxY+n/jRul5U2bMkkhIjJzNWoAp04BrVv/95Etl0u9pM6dM78kBZBiOntWijF1viYLC+k9nD6ds5MUQ7FGRR9pG8qauOEsZS/WqBDlXnFxwMuX0iR9/xuxwey9eQM8ewa4uubMSQU1MaRGxeS9fnKEtEkJkxQiohzJ2Tnn3ewdHHJOUpUd+NyCiIiIzBYTFSIiyhHi4oC5c4Hy5aX+DDVqSH0aEhNNHRllJz76ISIis/fggdRl9/59qVMmILXbOHNGSlYOHMjbj0dyM9aoEBGR2fv0U6mzZWqSAvz39ZkzwFdfmSYuyn5MVIiIyKxduSJNtvjheCIfUiiAVauyfX5YMhEmKnpIViTr/J6IiLLP8eMZT7SYmAhcvGiceMi4mKjokKJMQYoyBdtubkPnzZ3ReHVjdN7cGdtublOtM5XUIetzEl9fX8yfP99s90dE5snCAtBnxC+Ov5k7sTGtFkqhxIG7B9D3z7548vaJ2rot17fAPZ87lrddjmbFm8FClrW/HSEhIYiNjdWZiDx+/Bj58+fP0uNmt7NnzyJfvnymDoOI/mfvXqkXTWysNB/OzJlA0aKmjiq9Bg0yLmNvD1Spku2hkAkw/9QgRZmCfXf2oc36NumSlFRP3j5Bm/VtsO/OPqPWrCQlJQEAPDw8YGNjY7TjZiQ1Ll0KFSoEe3t7I0Sjn+RkPsKjvCk2FvD1BVq0AA4fBs6fB9atA3x8gP79TR1deiVLStOqaSOTAUOGAI6OxouJjIeJihZ9/+wLhVDoLKMQCvTb2S9b42jQoAGGDx+OUaNGoWDBgmjSpAkA9Uc/SUlJGD58ODw9PWFrawtfX1/MnDlT4/7Cw8Mhk8lw8+ZNteU//vgjfH19kTqjwvXr19GiRQs4ODjA3d0dvXr1wvPnzzOMa/LkyShatChsbGzg5eWFESNGqLZJ+6gmNjYWAwcOhLu7O2xtbVGuXDns2rVLtX7r1q0oW7YsbGxs4Ovri7lz5+o8V1FRUWjbti0cHBzg5OSELl264MmT/xLNyZMno2LFili+fDmKFSsGGxsb5OAZJIgyrUoVqZuvJsuWAd98Y9x49FG8uPZ1QuheTzkbE5U0khXJ2Hp9q9aalLRi3sRg241t2drAdtWqVZDL5Th+/DgWL16cbv3ChQuxc+dObNq0CeHh4VizZg18fX017qtUqVKoUqUK1q5dq7Z83bp1+PTTTyGTyfD48WPUr18fFStWxLlz57Bv3z48efIEXbp00RnXli1bMG/ePCxevBi3b9/Gjh07UL58eY1xKJVKNG/eHCdOnMCaNWtw/fp1zJo1C5b/m9f8/Pnz6NKlC7p164YrV65g8uTJmDBhAlauXKlxf0IItGvXDi9fvsTRo0dx8OBB3L17F127dlUrd+fOHWzatAlbt25FWFiYxn0R5WZ//w3cu6e7zLx5xolFXy9eAEuW6C4zfbr6zMiUe7CNShpWllbYcmOLQdtsub4FXcp2ybhgJhUvXhyzZ8/Wuj4qKgolSpRA3bp1IZPJ4OPjo3N/PXr0wM8//4xp06YBAG7duoXz589j9erVAIBFixahcuXKmDFjhmqb5cuXw9vbG7du3ULJkiU1xrVnzx54eHigcePGsLKyQtGiRVG9enWNMRw6dAhnzpzBjRs3VPsrVqyYav2PP/6IRo0aYcKECQCAkiVL4vr16/jhhx8QEhKicX+XL19GREQEvL29AQB//PEHypYti7Nnz6JatWoApNqnP/74A4UKFdJ5johyqwwqJgEA798Dx44Bdetmfzz62L0byOjp8sOH0kzIeWlW4byCNSoavHpvWGf8VwnZ23m/atWqOteHhIQgLCwMpUqVwogRI3DgwAHVusGDB8PBwUH1AoBu3brh/v37OHXqFABg7dq1qFixIgICAgBItRlHjhxR2670/+ZBv3v3rta4OnfujPfv36NYsWIYMGAAtm/fjhQtAx+EhYWhSJEiqiQlrRs3bqBOnTpqy+rUqYPbt29DoeHPphs3bsDb21uVpABAQEAAXFxccOPGDdUyHx8fJimUp71+rV+5mJjsjcMQr19n3D0ZAOLjsz8WMj4mKhrktzOsN01+2+ztfZNRT5nKlSsjIiIC06ZNw/v379GlSxd06tQJADB16lSEhYWpXgDg6emJoKAgrFu3DgCwfv169OzZU7U/pVKJ1q1bq20XFhaG27dvo169elrj8vb2Rnh4OH755RfY2dlh6NChqFevnsZGq3Z2djrfkxACsjSfTLrak2gqr2k5ex1RXle2rH7l/lcJqdOdO8DZs8AT/Z6UZ1rJkvp1Ty5RInvjINNgopJGsiIZnQI6GbRNp4BOJh8EzsnJCV27dsXSpUuxceNGbN26FS9fvoSbmxuKFy+ueqXq0aMHNm7ciJMnT+Lu3bvo1q2bal3lypVx7do1+Pr6qm1bvHjxDG/0dnZ2aNOmDRYuXIjQ0FCcPHkSV65cSVcuMDAQDx48wK1btzTuJyAgAMeOHVNbduLECZQsWVLVjiVt+aioKERHR6uWXb9+HXFxcShTpozOmInyku++y7hMsWJSDyBt9u4FKlaUEoPq1QFPT6BtWylxyQ6NGkndprWNk2JpCTRpIvVkotyHiUoaVpZW6FimI9zzuetV3sPBAx3KdICVpVU2R6bdvHnzsGHDBty8eRO3bt3C5s2b4eHhARcXF63bdOjQAfHx8RgyZAiCgoJQuHBh1bphw4bh5cuX6N69O86cOYN79+7hwIED6Nu3r8bHLqlWrlyJZcuW4erVq7h37x7++OMP2NnZaWwzU79+fdSrVw8dO3bEwYMHERERgb1792Lfvn0AgK+++gqHDx/GtGnTcOvWLaxatQo///wzRo8erfHYjRs3RmBgIHr06IELFy7gzJkz+Oyzz1C/fv0MH50R5SWurkDz5rrL6BpHceNGoGVLaVj7VEJI7UiqVwdu386SMNVYWEhD5MvlUlLyIbkccHICfv45649L5oGJihbL2y6HpSz9X+4fspRZYlmbZUaKSDsHBwd8//33qFq1KqpVq4bIyEjs2bMHFjqGaXRyckLr1q1x6dIl9OjRQ22dl5cXjh8/DoVCgeDgYJQrVw4jR46Es7Ozzn26uLhg6dKlqFOnDgIDA3H48GH89ddfKFCggMbyW7duRbVq1dC9e3cEBARgzJgxqkSocuXK2LRpEzZs2IBy5cph4sSJmDp1qsaGtMB/3bXz58+PevXqoXHjxihWrBg2btyYwdkjylvevAH++Uf7egsLIE2nQJX374FBg6SvP5wcEJB63MTHA1r+lvhoDRpIQ+k3afJfexW5HOjcWXr8pKW5G+UCMpGDB5KIj4+Hs7Mz4uLi4OTkpLYuISEBERER8PPzg62trcH7Vgol9t3Zh347+yHmTfpWZR4OHljWZlm2jExLpvWx1w6ROVu5EujbV3ebD7lcanfi6qq+fP16aRZjXWQy4PFjwF2/SulMefFCerm7A87O2Xccyj667t9psXuyFhYyCzT1b4roL6Ox7cY2bLm+Ba8SXiG/bX50CuiEDmU6qMoREeUUd+9KiYiugZlTUoAHD9InKqnbapvFGJASoKio7E1UChSQXpQ3MFHRQW4hnZ72pdurjZOSrEhWrSMiykny59dvYDRNTdw+ZluizGJ1gB7SNpQ1ZcNZIqKP0amT7sc+FhZAzZqaJyfs2FH3DMUyGVChAoezp6zFRIWIKA8pWhQYPFjzAGoymZTE/G/Q6nQ8PIDPP9e+LSB1f9ZncDYifTFRISLKYxYuBIYOlWpHLCykdieA9Mhm82agcWPt286ZA4wcKXUT/nBbJyept1DLltkePuUxbGhBRJTHyOXSuCPjxgHbtgFxcdLgbe3aATY2ure1tJQmLRw7Fti6FXj1Shogrn17IIMBp4kyhYkKEVEeVbiw9CgnMzw8gGHDsjYeIk346IeIiIjMFmtU9JCcDFhZaf+eiCgnunsX2LIFiI2VHv106QL8b5J1IrPBGhUdUlKk17Zt0jDNjRtL/2/b9t86U0kdMj47hIaGQiaTITY29qP3ZWicK1eu1DlHERF9vMREoHdvqRvxN98Ac+cC/ftLg7T98YepoyNSxxoVLZRK4MABaajptFOYb9ki/UIvXw40a6Z7XIHMCAkJQWxsrM4b/OPHj5E/f/6sPfD/1K5dG48fP4ZzFoxNbWicXbt2RYsWLT76uESk3ZAhwJo10tcKxX+DuL17JyUwrq7svUPmgzUqGqSkAPv2AW3apE9SUj15Iq3ft8+4NStJSUkAAA8PD9hk1Dw/k6ytreHh4QGZlsEQFAoFlGlnJNPC0Djt7Ozg5uamd3kiMkxEhDTfj7ZfYZkMmDjRqCER6cRERYu+fTMeKlqhAPr1y944GjRogOHDh2PUqFEoWLAgmjRpAkD9kUpSUhKGDx8OT09P2NrawtfXFzNnztS4v/DwcMhkMty8eVNt+Y8//ghfX18IIdI9+kl9HLNr1y4EBATAxsYG9+/fx+PHj9GyZUvY2dnBz88P69atg6+vL+Z/MEf8h3FGRkZCJpNh27ZtCAoKgr29PSpUqICTJ0+qymt69LNz505UrVoVtra2KFiwIDp06KBat2bNGlStWhWOjo7w8PDAp59+iqdPn2biTBPlDVu36q4FViqBCxeAyEijhUSkExOVNJKTpV9kbTUpacXESG1WdE3w9bFWrVoFuVyO48ePY/HixenWL1y4EDt37sSmTZsQHh6ONWvWwNfXV+O+SpUqhSpVqmBtmnnc161bh08//VRrLcq7d+8wc+ZM/P7777h27Rrc3Nzw2Wef4dGjRwgNDcXWrVuxZMkSvZKEb775BqNHj0ZYWBhKliyJ7t27I0VLtdTu3bvRoUMHtGzZEhcvXsThw4dRtWpV1fqkpCRMmzYNly5dwo4dOxAREYGQkJAMYyDKq+Li9HtcHR+f/bEQ6YNtVNKwspLaoBhiyxaptXx2KV68OGbPnq11fVRUFEqUKIG6detCJpPBx8dH5/569OiBn3/+GdP+N072rVu3cP78eaxevVrrNsnJyfj1119RoUIFAMDNmzdx6NAhnD17VpU4/P777yhRokSG72f06NFo+b8H4FOmTEHZsmVx584dlC5dOl3Z7777Dt26dcOUKVNUy1JjAIC+ffuqvi5WrBgWLlyI6tWr482bN3Bg9wWidEqWzPgPK7lc81w/5iI6Gnj+XBoHhk+Kcz/WqGjw6lX2ljfUhzUImoSEhCAsLAylSpXCiBEjcODAAdW6wYMHw8HBQfUCgG7duuH+/fs4deoUAGDt2rWoWLEiAgICtB7D2toagYGBqu/Dw8Mhl8tRuXJl1bLixYvr1XD2w/14enoCgNaamLCwMDRq1Ejrvi5evIi2bdvCx8cHjo6OaNCgAQApeSOi9Dp2BBwdtc/HI5cDXbua5wzI//4LfPKJlERVriwNOtemDXDjhqkjo+zEREUDQzvTZFPnG5V8+fLpXF+5cmVERERg2rRpeP/+Pbp06YJOnToBAKZOnYqwsDDVC5CSg6CgIKxbtw4AsH79evTs2VPnMezs7NQeCwkt069qW/4hqw8GoUndp7bGuXY6xuR++/YtmjZtCgcHB6xZswZnz57F9u3bAfzX6JiI1NnbA8uWSV+nfQQklwOFCgGzZhk/rozs3w80bAicOPHfMiGAPXuAGjWAq1dNFxtlLyYqaSQnS9OgG6JTp+xto6IPJycndO3aFUuXLsXGjRuxdetWvHz5Em5ubihevLjqlapHjx7YuHEjTp48ibt376Jbt24GHa906dJISUnBxYsXVcvu3LmTJWOvfCgwMBCHDx/WuO7mzZt4/vw5Zs2ahU8++QSlS5dmQ1oiPXTuLN34a9T4b5m1NdCjB3DmDFCkiOli00Sh+K+DQ9q/aRQKqVt1ZqcCIPPHNippWFlJVaPu7vo1qPXwADp0+G8GUVOYN28ePD09UbFiRVhYWGDz5s3w8PDQOXBahw4dMGTIEAwZMgRBQUEoXLiwQccsXbo0GjdujIEDB2LRokWwsrLCV199la7m5WNNmjQJjRo1gr+/P7p164aUlBTs3bsXY8aMQdGiRWFtbY2ffvoJgwcPxtWrV1XtbohItyZNpNfDh1ID2yJFpBmQzdHBg8CjR9rXKxRAaKg00q6/v9HCIiNhjYoWy5dLs4TqYmn5XxWqKTk4OOD7779H1apVUa1aNURGRmLPnj2w0NG038nJCa1bt8alS5fQo0ePTB139erVcHd3R7169dC+fXsMGDAAjo6OsLW1zexbSadBgwbYvHkzdu7ciYoVK6Jhw4Y4ffo0AKBQoUJYuXIlNm/ejICAAMyaNQtz5szJsmMT5QWFCwMBAeabpADAnTva29R86N697I+FjE8m9GlUYKbi4+Ph7OyMuLg4OKX5LUtISEBERAT8/PwydeNUKqXB3Pr1k7ogp+XhISUp2TEybU714MEDeHt749ChQzobwJq7j712iChrrVkD9OqVcbkzZ4Bq1bI/Hvp4uu7fafEWq4WFBdC0qdQNbuNG9bl+Nm6UljdtmreTlL///hs7d+5EREQETpw4gW7dusHX1xf16tUzdWiURz18CEyYAJQtCxQrJvVe+ecf/bZ9/BiYPBkoV07atmNH4O+/pQab5urlS2D2bKBSJcDPD2jVCti1K/tjjosDFiwAqlaVjtu0qTT+VEaDZGZWq1ZARgNc+/gAVapkz/HJxEQOFhcXJwCIuLi4dOvev38vrl+/Lt6/f//Rx0lK0v19XrVv3z5RtmxZYWdnJ9zc3ES7du1EZGSkqcP6aFl57ZDxHD8uhIODEJaWQki3aiHkcun/sWOFUCq1b3vmjBBOTkJYWKTfduRI3duays2bQri7q8ec+t67dxciJSV7jhsZKUTRokLIZOmP26qVEImJ2XPcCRP+O56m15o12XNcyh667t9p8dEPURq8dnKeN28Ab29pNFVtc9hs2iTViKb1/r00LserV9prBP74A8igB79RKZVAqVLSvD2aYpbJpJqW0aOz9rhCSLUoly9rnuPMwgIYPx7IjjbtSqU00/OcOdLXlpZSDLa20uzPQ4Zk/TEp+/DRDxHlKWvXSo8jtCUpFhbSzUyTTZukUU61JSkWFtLN0ZwcOCA1MNUWsxDAvHlZ/yjm9GlpHiBtE7EqlcBPPwEJCVl7XED6OcycCTx4ID12+vprYOlSqQ0hk5TcLdd3T87BFUZkIrxmcp5//pFuZNpuzEqldJNNTpaGIEi7rVyu++Z76RLw9i2QwdiLRpNRzIDUnff+fam9TVY5elSqydCVAMXFSSPFVqqUdcf9kLs7MHx49uybzFOurVFJHf303bt3Jo6EcprUa8Yq7R2NzBrzS6LcKdfWqFhaWsLFxUU1Uqm9vX2WDkRGuY8QAu/evcPTp0/h4uICy4wG0iGzUa8esH699vUWFkD16ulrU1K3Xb5c97aBgeZTmwJIMc+cqbtM4cJST5isVL9+xo+TXFyAMmWy9riUt5k0UZk8ebLarLgA4O7ujhhNA5dkgoeHBwDtE94RaeLi4qK6dihn6NEDGDdOezsVpRL46ivN23bpAvzf/0ldfTXdhHVtaypNmwIlSkgDnGlrTPvllxkPWmmoGjWkLsCXLml+7CSTSY9l2AadspLJa1TKli2LQ4cOqb7Pyr9iZTIZPD094ebmhmRTT8ZDOYKVlRVrUnIgBwdp/JDgYKkXT+rNO7Udx7hx0rgomtjZAbt3S8PJv3mTftsvv5QSIXNiYQH89RfQoAHw9Ol/yVlq+5FPPwW++CLrjyuTSeOl1K8PpE5QLsR/x23VCpg4MeuPS3mbyRMVuVye7X+9Wlpa8uZDlMvVrg2EhwOLFwPbtkkJS7VqwNChwCef6N62WjXg5k1gyRLpRvz2LVC5stSbpEED/YZvN7ZSpYBr16THVuvXA7Gx0lD4gwcDLVpkX8w+PlL35FWrpG7bL15ItTsDBwJt22Z9LQ6RScdRmTx5Mn744Qc4OzvDxsYGNWrUwIwZM1BMSzP1xMREJCYmqr6Pj4+Ht7e3Xv2wiYiIyDzkmHFUatSogdWrV2P//v1YunQpYmJiULt2bbx48UJj+ZkzZ8LZ2Vn18vb2NnLEREREZExmNTLt27dv4e/vjzFjxmDUqFHp1rNGhYiITOXp26d4+vYp3PO5o1C+QqYOJ0czpEbF5G1UPpQvXz6UL18et2/f1rjexsYGNhnNTEVERJSFLj6+iPGHx2P/3f0QEJBBhhYlWmBGoxkIdA80dXi5nlkN+JaYmIgbN27A09PT1KEQERHhZPRJ1F5eGwfvHYSA9ABCQGDfnX2o+XtNnH903sQR5n4mTVRGjx6No0ePIiIiAqdPn0anTp0QHx+P3r17mzIsIiIiCCHQ/6/+SFIkQSHUB6xRCAWSFEkY8NcAE0WXd5g0UXnw4AG6d++OUqVKoUOHDrC2tsapU6fgk9XDKRIRERnozMMzuP7sOpRC82yXCqHAxZiLuBRzyciR5S0mbaOyYcMGUx6eiIhIq1svbulV7vbL26jgUSGbo8m7zKqNChERkblwtnXWq5yTDXudZiez6vVDRESUHRJSErD+ynqsCFuBmDcxKOpcFP0r90fHMh1hZal5pvTGxRrDydoJ8UnxWvfraueK+j71sytsAhMVIiLK5V68e4GGqxvi8pPLsJBZQCmUuPvqLg5HHEY9n3rY8+ke5LNOPz22vZU9vqn3DcYeGqt135PqT4KNnMNmZCc++iEiolytz599cO3pNQBQNYxN/f9Y1DGMOpB+gNFU/1f7/zCp/iTILeSwkFnAysIKFjILyC3k+K7hd/i8+ufZ/wbyOLMamdZQhoxsR0REec+9V/dQfGFx1RgomlhbWuPxV4/haueqtczTt0+x8epGPH7zGF6OXuhWrhsK2hfMjpDzhBw7Mi0REVFW+vf+vzqTFABIUiTh9IPTaF6iudYybvnc8HkN1p6YAh/9EBFRrpVRkmJoOTI+1qgQEVGO8eztM2y+vhnP3z1HUeei6BTQCQ7WDlrL1y1aN8N9WllYoXrh6lkZJmUhJipERGT2lEKJSUcmYdbxWVAoFbC0sIRCqcCwPcMwP3g+BlTRPJR9cdfiaFa8GQ7dO4QUZUq69ZYyS/QM7Mn2JmaMj36IiMjsTTs6DdP/nY4UZQoEhOr/d8nvMHDXQKy/sl7rtqvarUJx1+KQ/e8fAFjIpNtftcLVsKDZAqO8B8oc9vohIiKzFpcQB4+5HkhISdBaxtfZF3dH3lUlIGm9TXqL1ZdWY3nYcjx58wRFnYtiQOUB6FauG8dBMQH2+iEiolxj161dOpMUAIiMi8T5R+dRrXA1jevzWefDkGpDMKTakOwIkbIRH/0QEZFZe5XwSvXIRpfYhNjsD4aMjokKERFlypM3TxD+PByvE19n63H88/vr1X24WP5i2RoHmQYTFSIiMsg/9/9Bg5UN4DHXA6V/KY0CswsgZEcIouOis+V4TfybwNPBU2utiqXMEvV86sHf1T9bjk+mxUSFiIj09lf4X2i4qiGORR1TLUtWJmPtlbWotrQaouKisvyYcgs5lrVZBguZRbrGspYyS9hZ2eGn5j9l+XHJPDBRISIivSQpktDnzz5QCiUUQqG2LkWZghfvXmD0gdHZcuzmJZrj8GeHUaNwDdUyGWQI9g/GqX6nEOgemC3HJdNjrx8iItLLzvCdePH+hdb1KSIF225sw/N3z7NlALX6vvVxot8JRMZG4vm75yjsWBiejp5ZfhwyL0xUiIhIL+HPwyG3kGsc4TWVQigQ8SoiW0d69XXxha+Lb7btn8wLH/0QEZFenGycoBRKvcoRZRUmKkSk0YP4B5jw9wRUWVwFgYsCMXT3UFx9etXUYZEJtS/TXud6GWQoU7AMShYoaaSIKC/gox8iSufQvUNos74NkhRJqkaTN57fwG/nfsMvLX7h6J55VBGnIuhfuT+Wnl+qcVwTAYGpQVMhk2U8OBuRvlijQkRqnrx5grbr2yIhJUGtZ0fqJHBD9wzFiegTJoyQTOmn5j+hT8U+AKSuwVYWVpBBBlu5LRa3WoxOAZ1MHCHlNqxRISI1yy4uQ4IiQetIoHILOeafmo/a3rWNHBmZA2tLayxruwzjPxmPTdc24VXCKxTLXwzdynWDi62LqcOjXIiJChGpOXTvkM4GkynKFBy8d9CIEZE58nf1x7hPxpk6DMoD+OiHiNTo06tDnzJERFmBNSpEpKaeTz0cizqWbuTRVHILOer71DdyVESSF+9eqAaVK+pcFO3LtIe9lb2pw6JsxESFiNQMrDIQs47NglIoNbZTSVGm4IuaXxg/MMrThBCYenQqZhybgWRFMiwtLJGiTIHjbkcsaLYAfSr1MXWIlE346IeI1BRxKoKNnTbC0sIScov//pZJ/XpGwxlo6NfQVOFRHjXj3xmYfHQykhRJEBCq0XFfJ71G3519senaJhNHSNlFJoTQ3LQ/B4iPj4ezszPi4uLg5MSREImy0o1nN/DL2V+w69YupChTUMe7Dj6v8TnqFq1r6tAoj4lPjIf7HHckpCRoLVMsfzHc/vx2utmVyTwZcv9mokJERGZt3ZV16LGtR4blzg44i6peVY0QEX0sQ+7fTD2JiMisvXz/EjJkPNrty/cvjRANGRsTFSKiPOz5u+e49+oe3iW/M3UoWvm5+GkdgDBtOcp9mKgQEeVB/9z/B0GrglDoh0LwX+iPArMLYPCuwXjy5ompQ0snuHgwPBw8tNaqWMosUbdoXZQoUMLIkZExMFEhIspj/rz5J4JWBeHf+/+qliWkJOD3C7+j2tJqiHkTY8Lo0pNbyLG09VLIZLJ0jWUtZZawkdvgp+Y/mSg6ym5MVIiI8pCElASE/BkCIUS6Qf0UQoHHbx5j3CHzGxq/VclWONDzACp5VFJbHuQXhJP9TqKiR0XTBEbZjr1+iIjykLWX16Ln9p46y1hbWuPp6KdwtnU2UlSGufPyDp69fYYiTkXg7ext6nAoEwy5f3NkWiKiPCT8RTisLKyQrEzWWiZJkYT7cfcRaBtoxMj0V9y1OIq7Fjd1GGQkmUpUDh8+jMOHD+Pp06dQKtUnJ1u+fHmWBEZERFnPwdpBr0klHa0djRANUcYMbqMyZcoUNG3aFIcPH8bz58/x6tUrtRcREZmvDmU6aJ1wEgAsZBYIdA+Er4uv8YIi0sHgGpXffvsNK1euRK9evbIjHiIiykbFXYvj03KfYsO1DRprVpRCiakNpkImy3iANSJjMLhGJSkpCbVr186OWIiIyAiWtV2GTmU6AZC691pZWEEGGWwsbbC09VK0Ld3WxBES/cfgXj9jx46Fg4MDJkyYkF0x6Y29foiIMu/6s+vYdG0T4hLipJqW8p8iv11+U4dFeUCWT0o4atQo1ddKpRKrVq1CYGAgAgMDYWVlpVb2xx9/zGTYhmOiQkRElPNkeffkixcvqn1fsWJFAMDVq1czFyERERGRHvRKVI4cOZLdcRARERGlY3Bj2r59++L169fplr99+xZ9+/bNkqCIiIiIgEwkKqtWrcL79+/TLX///j1Wr16dJUERERERAQaMoxIfHw8hBIQQeP36NWxtbVXrFAoF9uzZAzc3t2wJkoiIiPImvRMVFxcXyGQyyGQylCxZMt16mUyGKVOmZGlwRERElLfpnagcOXIEQgg0bNgQW7duhaurq2qdtbU1fHx84OXllS1BEhERUd6kd6JSv359AEBERASKFi3K4ZWJiIgo2xncmDYuLg5XrlzB5cuX1V5XrlzB7du3kZiYmKlAZs6cCZlMhi+++CJT2xMREVHuY/CkhBUrVtRZm2JlZYWuXbti8eLFag1udTl79iyWLFmCwMBAQ8MhIiKiXMzgGpXt27ejRIkSWLJkCcLCwnDx4kUsWbIEpUqVwrp167Bs2TL8/fff+Pbbb/Xa35s3b9CjRw8sXboU+fNzjgkiIiL6j8E1Kt999x0WLFiA4OBg1bLAwEAUKVIEEyZMwJkzZ5AvXz589dVXmDNnTob7GzZsGFq2bInGjRtj+vTphoZDREREuZjBicqVK1fg4+OTbrmPjw+uXLkCQHo89Pjx4wz3tWHDBpw/fx7nzp3T69iJiYlqbWDi4+P1jJqIiIhyIoMf/ZQuXRqzZs1CUlKSallycjJmzZqF0qVLAwAePnwId3d3nfuJjo7GyJEjsXbtWr3bssycORPOzs6ql7e3t6HhExERUQ4iE0IIQzY4ceIE2rRpAwsLCwQGBkImk+Hy5ctQKBTYtWsXatasiT/++AMxMTH4v//7P6372bFjB9q3bw9LS0vVMoVCAZlMBgsLCyQmJqqtAzTXqHh7e+s1TTQR5Qwv37/EiosrsPPWTiSmJKJ64eoYXHUwAgoFmDo0Isoi8fHxcHZ21uv+bXCiAkgNYNesWYNbt25BCIHSpUvj008/haOjo977eP36Ne7fv6+2rE+fPihdujTGjh2LcuXKZbgPQ94oEZm/84/Oo8kfTRCXGAelUAIA5DI5FEKB+c3mY0SNESaOkIiygiH3b4PbqACAg4MDBg8enKngUjk6OqZLRvLly4cCBQrolaQQUe7yJukNgtcEIz4xXpWkAECKSAEAjNw3EmULlUWjYo1MFSIRmUCmEpVbt24hNDQUT58+hVKpVFs3ceLELAmMiPKWtZfX4uX7lxDQXMlrKbPEnBNzmKgQ5TEGJypLly7FkCFDULBgQXh4eKgN/iaTyT4qUQkNDc30tkSUsx28d1DneoVQ4HDEYQghOIUHUR5icKIyffp0fPfddxg7dmx2xENEeZRCKLKkDBHlLgYnKq9evULnzp2zIxYiygbhz8Pxd8TfUAgFanvXRmXPyqYOSaNaRWphZ/hOaGvfbyGzQPXC1VmbQpTHGDyOSufOnXHgwIHsiIWIstCLdy/QYm0LlP6lNIbtGYYRe0egypIqqPF7DUTGRpo6vHT6VuoLa0tryKA5EVEKJb6o8YVxgyIikzO4RqV48eKYMGECTp06hfLly8PKykpt/YgR7D5IZGpJiiQ0Wt0IV59eBQC1BqoXHl/AJys+waXBl+Bq52qqENMpaF8QmztvRoeNHSAgkKKUevtYyiyhEAoMrz4cXcp2MXGURGRsBo+j4ufnp31nMhnu3bv30UHpi+OoEGm27so69NjWQ+t6C5kFpgdNx7hPxhkxKv1cf3YdC08vxI6bO5CkSEIVryoYWWMkWpZoycc+RLlEtg/4Zi6YqBBp1nxNcxy4d0BtPJK0SrqWRPjn4UaMiohIYsj92+A2KqmSkpIQHh6OlJSUzO6CiLLJk7dPdCYpAPDs3TMjRUNElHkGJyrv3r1Dv379YG9vj7JlyyIqKgqA1DZl1qxZWR4gERnOP78/LGWWWtfLIIOvi6/xAiIiyiSDE5Vx48bh0qVLCA0NVZv1uHHjxti4cWOWBkdEmdOvcr8MxxwZXPXjpsEgIjIGgxOVHTt24Oeff0bdunXVGrYFBATg7t27WRocEWVOU/+maF+6vcauvpYyS1TzqobPKnxmgsiIiAxjcKLy7NkzuLm5pVv+9u1btsgnMhMWMgts7LQRX9f9Go7W/81qbmNpg36V++Fw78Owldvq2AMRkXkweByVatWqYffu3fj8888BQJWcLF26FLVq1cra6Igo06wsrTCj0Qx8W+9bnH90HgqhQEWPinCxdTF1aEREejM4UZk5cyaaNWuG69evIyUlBQsWLMC1a9dw8uRJHD16NDtiJKKPYG9lj098PjF1GEREmWLwo5/atWvj+PHjePfuHfz9/XHgwAG4u7vj5MmTqFKlSnbESERERHlUlg349uTJEyxevBgTJ07Mit3phQO+EWWfF+9eYEXYCuy7sw/JymTULlIbA6sMhF9+7aNTExHpwyQj0166dAmVK1eGQmG8adiZqBBljxPRJ9B8bXO8SXqjGjgudVyWFW1XoFeFXqYMj4hyOKOMTEtEudOLdy/SJSkAoBAKKIQCIX+G4NyjcyaMkIjyEiYqRKRmRdiKdEnKhyxkFlhweoGRoyKivIqJChGp2Xdnn855glKUKdh9a7cRIyKivEzv7smjRo3Suf7ZM05wRpQbJCuTMyyTouRkpERkHHonKhcvXsywTL169T4qGCIyvdpFauN41HGtcwVZyixR27t2hvuJiovCwbsHkaxMRjWvaqjixeELiMhweicqR44cyc44iMhMDKwyED+c+EHreoVQYESNEVrXv0l6gwE7B2DjtY0QEJBBBgGBKp5VsL7jepQoUCI7wiaiXIptVIhIjV9+P6xouwIyyCC3+O9vmdTuyWPrjEWLEi00bqsUSrRa1wqbr2+GgDTyQer/l55cQt0VdRHzJiab3wER5SZMVIgonV4VeuHMgDPoVq4b8tvmh6O1IxoXa4zdn+7GrMaztG63/85+HL1/VONjoxRlCl68e4GFpxdmZ+hElMtk2YBvpsAB34jMS49tPbDx6kat7VsAwCOfBx6PfmzEqIjI3HDANyIyiSdvnuhMUgDgxfsXRoqGiHIDJipElGV8XXzV2rVoUtipsJGiIaLcQK9eP5cvX9Z7h4GBgZkOhohytr6V+mLZxWVa11vILDCoyiAjRkREOZ1eiUrFihUhk8mgrTlL6jqZTGbUSQmJyLzUKlILPcv3xNora1W9fVLJZXIUL1AcQ6sNNVF0RJQT6ZWoREREZHccRJQLyGQyrGi3An75/bDg9ALEJ8YDAOQWcnQO6IyFzRfCyYYN34lIf+z1Q0TZ4n3ye5x+eBpJiiRU9KgIt3xupg6JiMyEIfdvvUemTev69euIiopCUlKS2vI2bdpkdpdElIvYWdmhgW8DU4dBRDmcwYnKvXv30L59e1y5ckWt3YpMJgMAtlEhIiKiLGNw9+SRI0fCz88PT548gb29Pa5du4Z//vkHVatWRWhoaDaESKQuOi4aE49MROPVjdF8bXMsOLUAsQmxpg6LiIiygcFtVAoWLIi///4bgYGBcHZ2xpkzZ1CqVCn8/fff+Oqrr/SaZTmrsI1K3rPh6gb02t4LQgjVwGIyyOBs64x9PfahRpEaJo6QiIgykq0j0yoUCjg4OACQkpZHjx4BAHx8fBAeHp6JcIn0c+HxBfTY1gMpyhS10U8FBF4nvkbwmmC8fP/ShBESEVFWMzhRKVeunGoAuBo1amD27Nk4fvw4pk6dimLFimV5gESp5p+aDwuZ5ktWIRSIT4zHyrCVxg2KiIiylcGJyrfffgulUgkAmD59Ou7fv49PPvkEe/bswYIFC7I8QKJUu2/vRooyRet6AYE9t/cYMSIiIspuBvf6CQ4OVn1drFgxXL9+HS9fvkT+/PlVPX+IsoOuJCVVkiIpwzJERJRzGFyj0rdvX7x+/VptmaurK969e4e+fftmWWBEaVUvXB2WMkut6y1llqhZpKYRIyIiouxmcKKyatUqvH//Pt3y9+/fY/Xq1VkSFJEmI2uMVGtEm5aA4IR3RES5jN6JSnx8POLi4iCEwOvXrxEfH696vXr1Cnv27IGbG4fIpuzTskRLjKo5CgDUalbkFnLIIMOyNsvg7+pvqvCIiCgb6N1GxcXFBTKZDDKZDCVLlky3XiaTYcqUKVkaHNGHZDIZ5jSdg/q+9TH/1HycfngaljJLNC/eHF/W+pKPfYiIciG9B3w7evQohBBo2LAhtm7dCldXV9U6a2tr+Pj4wMvLK9sC1YQDvhEREeU82TIpYf369QEAERERKFq0KHv4EBERUbYzuDGtj48Pjh07hp49e6J27dp4+PAhAOCPP/7AsWPHsjxAIiIiyrsMTlS2bt2K4OBg2NnZ4cKFC0hMTAQAvH79GjNmzMjyAImIiCjvMjhRmT59On777TcsXboUVlZWquW1a9fGhQsXsjQ4IiIiytsMTlTCw8NRr169dMudnJwQGxubFTERERERAchEouLp6Yk7d+6kW37s2DFOSkhERERZyuBEZdCgQRg5ciROnz4NmUyGR48eYe3atRg9ejSGDh2aHTESERFRHmXwpIRjxoxBXFwcgoKCkJCQgHr16sHGxgajR4/G8OHDsyNGIiIiyqP0HvAtrXfv3uH69etQKpUICAiAg4NDVseWIQ74RoZ68uYJfr/wO45HH4fcQo5Gfo3Qu2JvuNi6mDo0IqI8w5D7t96Pft69e4dhw4ahcOHCcHNzQ//+/eHr64vq1atnOklZtGgRAgMD4eTkBCcnJ9SqVQt79+7N1L6IMvLnzT/hM98HE0MnYu+dvdh1axe+3P8lfOf74mT0SVOHR0REGuidqEyaNAkrV65Ey5Yt0a1bNxw8eBBDhgz5qIMXKVIEs2bNwrlz53Du3Dk0bNgQbdu2xbVr1z5qv0RpXX92HZ02d0KSIglKoQQgzbYsIPA66TWarW2GZ2+fmThKIiJKS+9HP/7+/vjuu+/QrVs3AMCZM2dQp04dJCQkwNLSMoOt9efq6ooffvgB/fr1y7AsH/2QvobsGoLfL/6OFGWKxvUWMgt81/A7fF33ayNHRkSU92TLo5/o6Gh88sknqu+rV68OuVyOR48eZT7SDygUCmzYsAFv375FrVq1NJZJTExEfHy82otIHztv7dSapACAUijxV/hfRoyIiIj0oXeiolAoYG1trbZMLpcjJUX7h78+rly5AgcHB9jY2GDw4MHYvn07AgICNJadOXMmnJ2dVS9vb++POjblHUmKpAzLJCoSjRAJEREZQu/uyUIIhISEwMbGRrUsISEBgwcPRr58+VTLtm3bZlAApUqVQlhYGGJjY7F161b07t0bR48e1ZisjBs3DqNGjVJ9Hx8fz2SF9FKjcA3su7MPCqHQuF4uk6NWEc01eUREZDp6t1Hp06ePXjtcsWLFRwXUuHFj+Pv7Y/HixRmWZRsV0tf+O/vRbG0zretlkOHq0KsIKKS5No+IiLKOIfdvvWtUPjYB0ZcQQjUjM1FWCS4ejDG1x2D2idmwlFmqalbkFnKkKFOwsPlCJilERGbI4JFps9L48ePRvHlzeHt74/Xr19iwYQNCQ0Oxb98+U4ZFudSsxrNQ27s25p+ejxPRJ2Ahs0DjYo3xVa2v0MC3ganDIyIiDUyaqDx58gS9evXC48eP4ezsjMDAQOzbtw9NmjQxZViUS8lkMrQt3RZtS7c1dShERKQnkyYqy5YtM+XhiYiIyMwZPHsyERERkbEwUSEiIiKzxUSFiIiIzBYTFSIiIjJbTFSIiIjIbDFRISIiIrPFRIWIiIjMFhMVIiIiMltMVIiIiMhsMVEhIiIis8VEhYiIiMwWExUiIiIyW0xUiIiIyGwxUSEiIiKzxUSFiIiIzBYTFSIiIjJbTFSIiIjIbDFRISIiIrPFRIWIiIjMFhMVIiIiMltMVIiIiMhsMVEhIiIis8VEhYiIiMwWExUiIiIyW0xUiIiIyGwxUSEiIiKzxUSFiIiIzBYTFSIiIjJbTFSIiIjIbDFRISIiIrPFRIWIiIjMFhMVIiIiMltMVIiIiMhsMVEhIiIis8VEhYiIiMwWExUiIiIyW0xUiIiIyGwxUSEiIiKzxUSFiIiIzBYTFSIiIjJbTFSIiIjIbDFRISIiIrPFRIWIiIjMFhMVIiIiMltMVIiIiMhsMVEhIiIis8VEhYiIiMwWExUiIiIyW0xUiIiIyGwxUSEiIiKzxUSFiIiIzBYTFSIiIjJbJk1UZs6ciWrVqsHR0RFubm5o164dwsPDTRkSERERmRGTJipHjx7FsGHDcOrUKRw8eBApKSlo2rQp3r59a8qwiIiIyEzIhBDC1EGkevbsGdzc3HD06FHUq1cvw/Lx8fFwdnZGXFwcnJycjBAhERERfSxD7t9m1UYlLi4OAODq6mriSIiIiMgcyE0dQCohBEaNGoW6deuiXLlyGsskJiYiMTFR9X18fLyxwiMiIiITMJsaleHDh+Py5ctYv3691jIzZ86Es7Oz6uXt7W3ECImIiMjYzKKNyueff44dO3bgn3/+gZ+fn9ZymmpUvL292UaFiIgoBzGkjYpJH/0IIfD5559j+/btCA0N1ZmkAICNjQ1sbGyMFB0RERGZmkkTlWHDhmHdunX4888/4ejoiJiYGACAs7Mz7OzsTBkaERERmQGTPvqRyWQal69YsQIhISEZbs/uyURERDlPjnr0Q0RERKSN2fT6ISIiIkqLiQoRERGZLSYqREREZLaYqBAREZHZYqJCREREZouJChEREZktJipERERktsxm9mQio3n6FDh7FrC0BGrVApydTR0RERFpwRoVyjtevQJ69gQKFwZatQKaNwc8PIARI4CEBFNHR0REGrBGhfKGd++AoCDg6lVAofhveUIC8MsvwK1bwJ49gAVzdyIic8JPZcobVqwALl9WT1JSKZXA/v1SokJERGaFiQrlDUuX6l5vaQksW2acWIiISG9MVChviI4GdE2CqVAAkZFGC4eIiPTDRIXyBnd33estLQEvL+PEQkREemOiQnlDnz66G8oqFEBIiNHCISIi/TBRobxh4EDAyUn7el9foF07Y0VDRER6YqJCecOZM0BsrPb19+8Dd+4YLRwiItIPExXKG376SWqHoo2lJbBokfHiISIivTBRobzh1CnNY6ikSkkBTp40XjxERKQXJiqUN8j1GITZ2jr74yAiIoMwUaG8oXVr3cmKhQXQsqXx4jFEfDzw+edA6dJAqVLAgAHAy5emjoqIyChkQugaBcu8xcfHw9nZGXFxcXDS1aOD6No1IDBQGi5fE1tbqUGtm5tx48rIpk1A9+7p45bJgCVLgP79TRMXEdFHMOT+zRoVyhtevNCepADS5ITmNoPy7dtAt26a4xZCqlk5e9b4cRERGRETFcobRo3KuMyXX2Z/HIYYOVL3sP8A8MUXRgmFiMhUmKhQ3hAWlnGZw4ezPQyD/PNPxmVYo0JEuRwTFcobdD32SZWcnP1xGEKfeHR1uSYiygX06LNJOcLp08DBg4CjozSvjbEaFz9+DFy+LHXtrVkTsLMzznGvXQN27pR68vTqBXh46C7v4gK8eqW7TOHCWRZelvDyynhG5wIFjBIKEZGpsEYlpzt9WpoZuGZNYMIEqc2Ci4vU1VafWoTMevIE6NIFKFIEaNYMaNgQ8PQEpkzJ3r/yIyIAPz+gXDlg/HhgzBjpuDVrAu/ead9On94xEydmXZxZ4euvMy4zdGj2x0FEZELsnpyTXb4MVKqkPSGpUgU4dy7rj/vqFVC1KhAVJY3o+iGZTKrRWbYs648bEyNNHpiYqHm9lxcQHa15lmSlEihZErh7V/O2n3yiX5sQY6tRQ5qnSJPSpaWaJV2zQhMRmSF2T84revfWXWty/rz0OCirLVggjTmSNkkBpF4qy5dLx85qgwdrT1IA4NEjYN48zessLICbN4FPPwWsrP5bbmcn1UKZY5ICSMP6Dx0qjfOSytpa+tkzSSGiPIA1KjlVUhJgY5Nxudq1gePHs/bYXl5S2xRt5HJg4EDgl1+y9rg2NtL71sXHJ+N2HUol8OCBdMPPqG2LOXn0SIrdy4sJChHlaIbcv9mYNqeKidGvnK6EIjOEyHifKSnSY6GsllGSAkgDu2XEwgIoWvTj4zE2Ly9TR0BEZHT8syyn0neo9/z5s/a4MlnG+5TLs2coekvLjMs4Omb9cYmIyGSYqGSVlBRgxQqpkamDg9QTZ8QI7Y03P5atLVC8eMbl9BmR1VAhIbqThpQUqctwVvvkk4zL9O6d9cc1tWPHgI4dAWdnqdt5q1bmNzgdEVE2YRuVrJCcDLRrB+zZIz1WSG3gKpdL7SAOHADq1Mn64x48CDRtqn29t3f2PIJ58ACoWBGIjU3fFdnCAmjSBNi7V6p9yUrh4UBAgPYGxA4OwLNn6g1Pc7pffgGGD5eupdTGy5aW0nmfMQMYN8608RERZQJ7/Rjb3LnAvn3S1x/eRFNSpInu2rfX3Vsls5o0ATZskJKhtMqWBa5fz/pjAtLYKcePS7MRf8jCAujZE9i2LeuTFAAoVQo4elRKSDTFdONG7kpSrlwBPv9c+vrDHlapyeH48VnfUJqIyMywRuVjKRRSzUVGDUzXrQO6d8+eGJRKYOlSqYttvnzSZHZly2bPsdI6d07qimxjIyVOxhrdddMmaWRaKytpMLfsqLEytSFDgN9/19wNHJBqWTp2lJJVIqIcxJD7NxOVj/XggZSo6GJlJd10FiwwTkyUO5QvD1y9qrtMkSLSIHdERDkIH/0Yk1yPHt5C6FeO6EP6XDO8rogol2Oi8rHc3aUGnrraZKSkSPPhEBmiZUvdvavkcqkHEBFRLsZE5WPJZMDYsVKtiSZyuZTINGpk3Lgo5xs8WGoorSkJTl02bJhxYyIiMjImKlmhVy/gm2+kr1Or4lOHOC9a9L9uy0SGKFJEajBsZ6d+/VhYSO2etmyRJiYkIsrF2Jg2K4WFAUuWSA0gnZyAzp2BLl2kGw1RZj19KvX+OXxYqrmrVw8YMMB4PayIiLIYe/0QERGR2WKvHyIiIsoV2LdRk/v3gTt3pAnuqlTRbzI8IiIiynKsUfnQrVtAcDDg6ws0bgzUqAH4+QErV5o6MiIiojyJNSqp7t0DatUC4uLUl0dHA336AK9eAV9+aZrYiIiI8ijWqKT69lsgPj79bMCpvv4aePHCuDERERHlcUxUAClB2bxZ++RvgLRu3TrjxURERERMVAAAMTG6kxRAalB7/75x4iEiIiIATFQkrq4Zl1EqgYIFsz8WIiIiUmGiAkgJSJMmurshK5VA9+7Gi0lfSqX02Kp+fcDFBfDwAIYPB27fNnVkREREH82kico///yD1q1bw8vLCzKZDDt27DBdMNOnS3OoaJqTRyYDhg4FfHyMH5cuSiUQEiIN03/8uNRj6ckTYPFiIDAQ+PtvU0dIRET0UUyaqLx9+xYVKlTAzz//bMowJNWrA/v2AV5e0vepCYuVFfDVV8CCBaaLTZulS4E//pC+/rC3UkoKkJQEtG8PvH5tmtiIiIiygEnHUWnevDmaN29uyhDUNWwIREYChw5Jg785OQGtWgEFCpg6svSEAObNk2p7NE3XpFRKScq6dcCgQcaPj4iIKAvkqAHfEhMTkZiYqPo+Pj4+6w9iaSmNThscnPX7zkpv3wLh4brLWFgAJ08yUSEiohwrRzWmnTlzJpydnVUvb29vU4dkOvrMPySTAfIclYsSERGpyVGJyrhx4xAXF6d6RUdHmzok07GzA2rW1Nz4N1VKijRnERERUQ6VoxIVGxsbODk5qb3ytDFjpLYomlhaAkWKAB06GDcmIiKiLJSjEhVKo3174LvvpK9TH/HIZNKrUCHgwAHA2tp08REREX0kkzZgePPmDe7cuaP6PiIiAmFhYXB1dUXRokVNGFkOMn681DPpt9+AixeBfPmkBKZXL6nXEhERUQ4mE0JT31bjCA0NRVBQULrlvXv3xsqVKzPcPj4+Hs7OzoiLi+NjICIiohzCkPu3SWtUGjRoABPmSURERGTm2EaFiIiIzBYTFSIiIjJbTFSIiIjIbDFRISIiIrPFRIWIiIjMFhMVIiIiMltMVIiIiMhsMVEhIiIis8VEhYiIiMyWSUem/Vipo9rGx8ebOBIiIiLSV+p9W5/R6XN0ovL69WsAgLe3t4kjISIiIkO9fv0azs7OOsuYdFLCj6VUKvHo0SM4OjpCJpOZOpwsER8fD29vb0RHR3OixQzwXOmP50p/PFf647kyDM/Xf4QQeP36Nby8vGBhobsVSo6uUbGwsECRIkVMHUa2cHJyyvMXsr54rvTHc6U/niv98VwZhudLklFNSio2piUiIiKzxUSFiIiIzBYTFTNjY2ODSZMmwcbGxtShmD2eK/3xXOmP50p/PFeG4fnKnBzdmJaIiIhyN9aoEBERkdliokJERERmi4kKERERmS0mKkRERGS2mKiYyMyZMyGTyfDFF19oLRMaGgqZTJbudfPmTeMFaiKTJ09O9749PDx0bnP06FFUqVIFtra2KFasGH777TcjRWtahp6rvHxdAcDDhw/Rs2dPFChQAPb29qhYsSLOnz+vc5u8em0Zeq7y8rXl6+ur8b0PGzZM6zZ59boyVI4emTanOnv2LJYsWYLAwEC9yoeHh6uNYlioUKHsCs2slC1bFocOHVJ9b2lpqbVsREQEWrRogQEDBmDNmjU4fvw4hg4dikKFCqFjx47GCNekDDlXqfLidfXq1SvUqVMHQUFB2Lt3L9zc3HD37l24uLho3SavXluZOVep8uK1dfbsWSgUCtX3V69eRZMmTdC5c2eN5fPqdZUZTFSM7M2bN+jRoweWLl2K6dOn67WNm5ubXh8OuY1cLs+wFiXVb7/9hqJFi2L+/PkAgDJlyuDcuXOYM2dOnvilN+RcpcqL19X3338Pb29vrFixQrXM19dX5zZ59drKzLlKlRevrbTJ2KxZs+Dv74/69etrLJ9Xr6vM4KMfIxs2bBhatmyJxo0b671NpUqV4OnpiUaNGuHIkSPZGJ15uX37Nry8vODn54du3brh3r17WsuePHkSTZs2VVsWHByMc+fOITk5ObtDNTlDzlWqvHhd7dy5E1WrVkXnzp3h5uaGSpUqYenSpTq3yavXVmbOVaq8eG19KCkpCWvWrEHfvn21TpibV6+rzGCiYkQbNmzA+fPnMXPmTL3Ke3p6YsmSJdi6dSu2bduGUqVKoVGjRvjnn3+yOVLTq1GjBlavXo39+/dj6dKliImJQe3atfHixQuN5WNiYuDu7q62zN3dHSkpKXj+/LkxQjYZQ89VXr6u7t27h0WLFqFEiRLYv38/Bg8ejBEjRmD16tVat8mr11ZmzlVevrY+tGPHDsTGxiIkJERrmbx6XWWKIKOIiooSbm5uIiwsTLWsfv36YuTIkQbtp1WrVqJ169ZZHJ35e/PmjXB3dxdz587VuL5EiRJixowZasuOHTsmAIjHjx8bI0SzkdG50iSvXFdWVlaiVq1aass+//xzUbNmTa3b5NVrKzPnSpO8cm19qGnTpqJVq1Y6y+TV6yozWKNiJOfPn8fTp09RpUoVyOVyyOVyHD16FAsXLoRcLldrhKVLzZo1cfv27WyO1vzky5cP5cuX1/rePTw8EBMTo7bs6dOnkMvlKFCggDFCNBsZnStN8sp15enpiYCAALVlZcqUQVRUlNZt8uq1lZlzpUleubZS3b9/H4cOHUL//v11lsur11VmMFExkkaNGuHKlSsICwtTvapWrYoePXogLCxMr14aAHDx4kV4enpmc7TmJzExETdu3ND63mvVqoWDBw+qLTtw4ACqVq0KKysrY4RoNjI6V5rkleuqTp06CA8PV1t269Yt+Pj4aN0mr15bmTlXmuSVayvVihUr4ObmhpYtW+osl1evq0wxdZVOXpb20c/XX38tevXqpfp+3rx5Yvv27eLWrVvi6tWr4uuvvxYAxNatW00QrXF99dVXIjQ0VNy7d0+cOnVKtGrVSjg6OorIyEghRPpzde/ePWFvby++/PJLcf36dbFs2TJhZWUltmzZYqq3YDSGnqu8fF2dOXNGyOVy8d1334nbt2+LtWvXCnt7e7FmzRpVGV5bksycq7x8bQkhhEKhEEWLFhVjx45Nt47XVeYxUTGhtIlK7969Rf369VXff//998Lf31/Y2tqK/Pnzi7p164rdu3cbP1AT6Nq1q/D09BRWVlbCy8tLdOjQQVy7dk21Pu25EkKI0NBQUalSJWFtbS18fX3FokWLjBy1aRh6rvLydSWEEH/99ZcoV66csLGxEaVLlxZLlixRW89r6z+Gnqu8fm3t379fABDh4eHp1vG6yjyZEEKYtk6HiIiISDO2USEiIiKzxUSFiIiIzBYTFSIiIjJbTFSIiIjIbDFRISIiIrPFRIWIiIjMFhMVIiIiMltMVIjIJGQyGXbs2GHqMDIlJCQE7dq1M3UYRHkCExWiPOTp06cYNGgQihYtChsbG3h4eCA4OBgnT540dWjpmEMyEBkZCZlMhrCwMJPGQZSXyU0dABEZT8eOHZGcnIxVq1ahWLFiePLkCQ4fPoyXL1+aOjQiIo1Yo0KUR8TGxuLYsWP4/vvvERQUBB8fH1SvXh3jxo1Tm+k1Li4OAwcOhJubG5ycnNCwYUNcunRJtX7y5MmoWLEiFi9eDG9vb9jb26Nz586IjY1VlTl79iyaNGmCggULwtnZGfXr18eFCxey9P1cv34dLVq0gIODA9zd3dGrVy88f/5ctb5BgwYYMWIExowZA1dXV3h4eGDy5Mlq+7h58ybq1q0LW1tbBAQE4NChQ2qPpPz8/AAAlSpVgkwmQ4MGDdS2nzNnDjw9PVGgQAEMGzYMycnJWfoeiYiJClGe4eDgAAcHB+zYsQOJiYkaywgh0LJlS8TExGDPnj04f/48KleujEaNGqnVuty5cwebNm3CX3/9hX379iEsLAzDhg1TrX/9+jV69+6Nf//9F6dOnUKJEiXQokULvH79Okvey+PHj1G/fn1UrFgR586dw759+/DkyRN06dJFrdyqVauQL18+nD59GrNnz8bUqVNx8OBBAIBSqUS7du1gb2+P06dPY8mSJfjmm2/Utj9z5gwA4NChQ3j8+DG2bdumWnfkyBHcvXsXR44cwapVq7By5UqsXLkyS94fEX3AxJMiEpERbdmyReTPn1/Y2tqK2rVri3HjxolLly6p1h8+fFg4OTmJhIQEte38/f3F4sWLhRBCTJo0SVhaWoro6GjV+r179woLCwvx+PFjjcdNSUkRjo6O4q+//lItAyC2b9+uNdbevXuLtm3balw3YcIE0bRpU7Vl0dHRajPX1q9fX9StW1etTLVq1cTYsWNVMcvlcrWYDx48qBZXRESEACAuXryYLjYfHx+RkpKiWta5c2fRtWtXre+HiDKHNSpEeUjHjh3x6NEj7Ny5E8HBwQgNDUXlypVVNQHnz5/HmzdvUKBAAVUNjIODAyIiInD37l3VfooWLYoiRYqovq9VqxaUSiXCw8MBSI12Bw8ejJIlS8LZ2RnOzs548+YNoqKisuR9nD9/HkeOHFGLsXTp0gCgFmdgYKDadp6ennj69CkAIDw8HN7e3vDw8FCtr169ut4xlC1bFpaWlhr3TURZh41pifIYW1tbNGnSBE2aNMHEiRPRv39/TJo0CSEhIVAqlfD09ERoaGi67VxcXLTuUyaTqf0fEhKCZ8+eYf78+fDx8YGNjQ1q1aqFpKSkLHkPSqUSrVu3xvfff59unaenp+prKyurdHEqlUoA0mOu1HgzQ9e+iSjrMFEhyuMCAgJUjUcrV66MmJgYyOVy+Pr6at0mKioKjx49gpeXFwDg5MmTsLCwQMmSJQEA//77L3799Ve0aNECABAdHa3W0PVjVa5cGVu3boWvry/k8sx9jJUuXRpRUVF48uQJ3N3dAUiNgD9kbW0NAFAoFB8XMBFlGh/9EOURL168QMOGDbFmzRpcvnwZERER2Lx5M2bPno22bdsCABo3boxatWqhXbt22L9/PyIjI3HixAl8++23OHfunGpftra26N27Ny5duoR///0XI0aMQJcuXVSPUYoXL44//vgDN27cwOnTp9GjRw/Y2dkZHHNcXBzCwsLUXlFRURg2bBhevnyJ7t2748yZM7h37x4OHDiAvn376p1UNGnSBP7+/ujduzcuX76M48ePqxrTpta0uLm5wc7OTtVYNy4uzuD3QEQfh4kKUR7h4OCAGjVqYN68eahXrx7KlSuHCRMmYMCAAfj5558BSDfoPXv2oF69eujbty9KliyJbt26ITIyUlXrAEiJSIcOHdCiRQs0bdoU5cqVw6+//qpav3z5crx69QqVKlVCr169MGLECLi5uRkcc2hoKCpVqqT2mjhxIry8vHD8+HEoFAoEBwejXLlyGDlyJJydnWFhod/HmqWlJXbs2IE3b96gWrVq6N+/P7799lsAUiIGAHK5HAsXLsTixYvh5eWlSuiIyHhkQghh6iCIKOeYPHkyduzYkStHaz1+/Djq1q2LO3fuwN/f39ThEBHYRoWI8rDt27fDwcEBJUqUwJ07dzBy5EjUqVOHSQqRGWGiQkR51uvXrzFmzBhER0ejYMGCaNy4MebOnWvqsIjoA3z0Q0RERGaLjWmJiIjIbDFRISIiIrPFRIWIiIjMFhMVIiIiMltMVIiIiMhsMVEhIiIis8VEhYiIiMwWExUiIiIyW0xUiIiIyGz9Pzsuqqh5c452AAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "color_class = {\n",
    "    'Iris-setosa' : 'red',\n",
    "    'Iris-versicolor' : 'green',\n",
    "    'Iris-virginica' : 'blue'\n",
    "}\n",
    "\n",
    "colors = [color_class[label] for label in y_pred_2]\n",
    "\n",
    "plt.scatter(x_test.SepalLengthCm, x_test.PetalLengthCm, c=colors)\n",
    "plt.xlabel('Sepal Length')\n",
    "plt.ylabel('Petal Length')\n",
    "plt.title('Predicted Species using Linear Regression Model')\n",
    "legend_entries = [\n",
    "    plt.Line2D([0], [0], marker='o', color='w', markerfacecolor=color, markersize=10, label=label)\n",
    "    for label, color in color_class.items()\n",
    "]\n",
    "plt.legend(handles=legend_entries, title='Species')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "72d492dc",
   "metadata": {},
   "source": [
    "### 8. Training using Linear Sub Vector Machine (SVM)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "318e733c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "LinearSVC()"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model_3 = LinearSVC()\n",
    "model_3.fit(x_train, y_train)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4d561a89",
   "metadata": {},
   "source": [
    "### 9. Evaluating the performance using the Linear Sub Vector Machine (SVM)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "7888611a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Iris-versicolor', 'Iris-virginica', 'Iris-virginica',\n",
       "       'Iris-versicolor', 'Iris-virginica', 'Iris-virginica',\n",
       "       'Iris-setosa', 'Iris-virginica', 'Iris-setosa', 'Iris-versicolor',\n",
       "       'Iris-virginica', 'Iris-virginica', 'Iris-versicolor',\n",
       "       'Iris-virginica', 'Iris-setosa', 'Iris-versicolor',\n",
       "       'Iris-virginica', 'Iris-setosa', 'Iris-versicolor',\n",
       "       'Iris-versicolor', 'Iris-setosa', 'Iris-setosa', 'Iris-setosa',\n",
       "       'Iris-virginica', 'Iris-virginica', 'Iris-virginica',\n",
       "       'Iris-versicolor', 'Iris-setosa', 'Iris-setosa', 'Iris-versicolor',\n",
       "       'Iris-versicolor', 'Iris-virginica', 'Iris-setosa',\n",
       "       'Iris-virginica', 'Iris-setosa', 'Iris-versicolor', 'Iris-setosa',\n",
       "       'Iris-versicolor', 'Iris-setosa', 'Iris-versicolor',\n",
       "       'Iris-virginica', 'Iris-virginica', 'Iris-versicolor',\n",
       "       'Iris-setosa', 'Iris-setosa'], dtype=object)"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_pred_3 = model_3.predict(x_test)\n",
    "y_pred_3"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "6180bf80",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[15  0  0]\n",
      " [ 0 13  1]\n",
      " [ 0  1 15]]\n"
     ]
    }
   ],
   "source": [
    "print(confusion_matrix(y_test, y_pred_3))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "b4aa466c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                 precision    recall  f1-score   support\n",
      "\n",
      "    Iris-setosa       1.00      1.00      1.00        15\n",
      "Iris-versicolor       0.93      0.93      0.93        14\n",
      " Iris-virginica       0.94      0.94      0.94        16\n",
      "\n",
      "       accuracy                           0.96        45\n",
      "      macro avg       0.96      0.96      0.96        45\n",
      "   weighted avg       0.96      0.96      0.96        45\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(classification_report(y_test, y_pred_3))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "5a30875b",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9555555555555556\n"
     ]
    }
   ],
   "source": [
    "print(accuracy_score(y_test,y_pred_3))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "e8b58203",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "color_class = {\n",
    "    'Iris-setosa' : 'red',\n",
    "    'Iris-versicolor' : 'green',\n",
    "    'Iris-virginica' : 'blue'\n",
    "}\n",
    "\n",
    "colors = [color_class[label] for label in y_pred_3]\n",
    "\n",
    "plt.scatter(x_test.SepalLengthCm, x_test.PetalLengthCm, c=colors)\n",
    "plt.xlabel('Sepal Length')\n",
    "plt.ylabel('Petal Length')\n",
    "plt.title('Predicted Species using Linear Sub-Vector Machine Model')\n",
    "legend_entries = [\n",
    "    plt.Line2D([0], [0], marker='o', color='w', markerfacecolor=color, markersize=10, label=label)\n",
    "    for label, color in color_class.items()\n",
    "]\n",
    "plt.legend(handles=legend_entries, title='Species')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7d2ab141",
   "metadata": {},
   "source": [
    "### 10. Training using Random Forest Classifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "d0b843f4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "RandomForestClassifier()"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "classifier = RandomForestClassifier(n_estimators=100)\n",
    "classifier.fit(x_train, y_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "ab68c5fb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Iris-versicolor', 'Iris-virginica', 'Iris-virginica',\n",
       "       'Iris-versicolor', 'Iris-virginica', 'Iris-virginica',\n",
       "       'Iris-setosa', 'Iris-virginica', 'Iris-setosa', 'Iris-virginica',\n",
       "       'Iris-virginica', 'Iris-virginica', 'Iris-versicolor',\n",
       "       'Iris-virginica', 'Iris-setosa', 'Iris-versicolor',\n",
       "       'Iris-virginica', 'Iris-setosa', 'Iris-versicolor',\n",
       "       'Iris-versicolor', 'Iris-setosa', 'Iris-setosa', 'Iris-setosa',\n",
       "       'Iris-virginica', 'Iris-virginica', 'Iris-virginica',\n",
       "       'Iris-versicolor', 'Iris-setosa', 'Iris-setosa', 'Iris-versicolor',\n",
       "       'Iris-versicolor', 'Iris-virginica', 'Iris-setosa',\n",
       "       'Iris-virginica', 'Iris-setosa', 'Iris-versicolor', 'Iris-setosa',\n",
       "       'Iris-versicolor', 'Iris-setosa', 'Iris-versicolor',\n",
       "       'Iris-virginica', 'Iris-virginica', 'Iris-versicolor',\n",
       "       'Iris-setosa', 'Iris-setosa'], dtype=object)"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y_pred_4 = classifier.predict(x_test)\n",
    "y_pred_4"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c16e40ae",
   "metadata": {},
   "source": [
    "### 11. Evaluation using Random Forest Classifier"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "d60de101",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy: 0.9777777777777777\n"
     ]
    }
   ],
   "source": [
    "accuracy = classifier.score(x_test, y_test)\n",
    "print(f\"Accuracy: {accuracy}\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "c8c40d27",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[15  0  0]\n",
      " [ 0 13  1]\n",
      " [ 0  0 16]]\n"
     ]
    }
   ],
   "source": [
    "print(confusion_matrix(y_test, y_pred_4))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "0db3fd9a",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                 precision    recall  f1-score   support\n",
      "\n",
      "    Iris-setosa       1.00      1.00      1.00        15\n",
      "Iris-versicolor       1.00      0.93      0.96        14\n",
      " Iris-virginica       0.94      1.00      0.97        16\n",
      "\n",
      "       accuracy                           0.98        45\n",
      "      macro avg       0.98      0.98      0.98        45\n",
      "   weighted avg       0.98      0.98      0.98        45\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(classification_report(y_test, y_pred_4))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "147712d5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9777777777777777\n"
     ]
    }
   ],
   "source": [
    "print(accuracy_score(y_test,y_pred_4))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "090c55c4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "color_class = {\n",
    "    'Iris-setosa' : 'red',\n",
    "    'Iris-versicolor' : 'green',\n",
    "    'Iris-virginica' : 'blue'\n",
    "}\n",
    "\n",
    "colors = [color_class[label] for label in y_pred_4]\n",
    "\n",
    "plt.scatter(x_test.SepalLengthCm, x_test.PetalLengthCm, c=colors)\n",
    "plt.xlabel('Sepal Length')\n",
    "plt.ylabel('Petal Length')\n",
    "plt.title('Predicted Species using Random Forest Classifier')\n",
    "legend_entries = [\n",
    "    plt.Line2D([0], [0], marker='o', color='y', markerfacecolor=color, markersize=10, label=label)\n",
    "    for label, color in color_class.items()\n",
    "]\n",
    "plt.legend(handles=legend_entries, title='Species')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5013911e",
   "metadata": {},
   "source": [
    "### 12 Final Conclusion \n",
    "\n",
    "#### Hence, we have classified the Iris Flower Dataset using four Classification Models namely Decision Tree Model, Linear Regression Model, Linear SVC Model and Random Forest Classifier\n",
    "\n",
    "### In, first three cases i.e. using Linear Regression Model and Random Forest Classifier Model  we achieved an overall accuracy score of 0.98; incase of Sub-vector Machine Model and Decision Tree Model we achieved an accuracy of 0.96\n",
    "\n",
    "#### From the Multi-class classification plot we can conclude that \n",
    "### <p style=\"color: red;\">1. For Flowers have Petal Length < 2.45 cm, belong to Setosa Species</p>\n",
    "### <p style=\"color: red;\">2. For Flowers having Petal Length > 3cm and Petal Length < 5cm, most of them belong Versicolor Species </p>\n",
    "### <p style=\"color: red;\"> 3. For Flowers having Petal Length > 5cm, belong to Virginca Species\n",
    "</p>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5d06b09a",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "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",
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}