GRIP PROGRAM-TASK 2.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# P.VIJAY SRINIVASAN -INTERN AT SPARKS FOUNDATION"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# GRIP PROGRAM JAN 2021-TASK NO 2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# TASK 2-PREDICTION USING SUPERVISED ML USING TREE CLASSIFIER"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# THE IRIS CLASSIFIER DATASET"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "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>SepalLength</th>\n",
       "      <th>SepalWidth</th>\n",
       "      <th>PetalLength</th>\n",
       "      <th>PetalWidth</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  SepalLength  SepalWidth  PetalLength  PetalWidth         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",
       "..   ...          ...         ...          ...         ...             ...\n",
       "145  146          6.7         3.0          5.2         2.3  Iris-virginica\n",
       "146  147          6.3         2.5          5.0         1.9  Iris-virginica\n",
       "147  148          6.5         3.0          5.2         2.0  Iris-virginica\n",
       "148  149          6.2         3.4          5.4         2.3  Iris-virginica\n",
       "149  150          5.9         3.0          5.1         1.8  Iris-virginica\n",
       "\n",
       "[150 rows x 6 columns]"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris=pd.read_csv('iris.csv')\n",
    "iris.columns=['id','SepalLength','SepalWidth','PetalLength','PetalWidth','Species']\n",
    "iris"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(150, 6)"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "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>SepalLength</th>\n",
       "      <th>SepalWidth</th>\n",
       "      <th>PetalLength</th>\n",
       "      <th>PetalWidth</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>150.000000</td>\n",
       "      <td>150.000000</td>\n",
       "      <td>150.000000</td>\n",
       "      <td>150.000000</td>\n",
       "      <td>150.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>75.500000</td>\n",
       "      <td>5.843333</td>\n",
       "      <td>3.054000</td>\n",
       "      <td>3.758667</td>\n",
       "      <td>1.198667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>43.445368</td>\n",
       "      <td>0.828066</td>\n",
       "      <td>0.433594</td>\n",
       "      <td>1.764420</td>\n",
       "      <td>0.763161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>4.300000</td>\n",
       "      <td>2.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.100000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>38.250000</td>\n",
       "      <td>5.100000</td>\n",
       "      <td>2.800000</td>\n",
       "      <td>1.600000</td>\n",
       "      <td>0.300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>75.500000</td>\n",
       "      <td>5.800000</td>\n",
       "      <td>3.000000</td>\n",
       "      <td>4.350000</td>\n",
       "      <td>1.300000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>112.750000</td>\n",
       "      <td>6.400000</td>\n",
       "      <td>3.300000</td>\n",
       "      <td>5.100000</td>\n",
       "      <td>1.800000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>150.000000</td>\n",
       "      <td>7.900000</td>\n",
       "      <td>4.400000</td>\n",
       "      <td>6.900000</td>\n",
       "      <td>2.500000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               id  SepalLength  SepalWidth  PetalLength  PetalWidth\n",
       "count  150.000000   150.000000  150.000000   150.000000  150.000000\n",
       "mean    75.500000     5.843333    3.054000     3.758667    1.198667\n",
       "std     43.445368     0.828066    0.433594     1.764420    0.763161\n",
       "min      1.000000     4.300000    2.000000     1.000000    0.100000\n",
       "25%     38.250000     5.100000    2.800000     1.600000    0.300000\n",
       "50%     75.500000     5.800000    3.000000     4.350000    1.300000\n",
       "75%    112.750000     6.400000    3.300000     5.100000    1.800000\n",
       "max    150.000000     7.900000    4.400000     6.900000    2.500000"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "id             0\n",
       "SepalLength    0\n",
       "SepalWidth     0\n",
       "PetalLength    0\n",
       "PetalWidth     0\n",
       "Species        0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "iris.isnull().sum()\n",
    "# NO NULL VALUES"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='SepalWidth', ylabel='PetalWidth'>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1440x1440 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax=plt.subplots(1,1,figsize=(20,20))\n",
    "plt.subplot(2,1,1)\n",
    "sns.scatterplot(x='SepalLength',y='PetalLength',hue='Species',data=iris)\n",
    "plt.subplot(2,1,2)\n",
    "sns.scatterplot(x='SepalWidth',y='PetalWidth',hue='Species',data=iris)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "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>SepalLength</th>\n",
       "      <th>SepalWidth</th>\n",
       "      <th>PetalLength</th>\n",
       "      <th>PetalWidth</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>id</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.716676</td>\n",
       "      <td>-0.397729</td>\n",
       "      <td>0.882747</td>\n",
       "      <td>0.899759</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SepalLength</th>\n",
       "      <td>0.716676</td>\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>SepalWidth</th>\n",
       "      <td>-0.397729</td>\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>PetalLength</th>\n",
       "      <td>0.882747</td>\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>PetalWidth</th>\n",
       "      <td>0.899759</td>\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": [
       "                   id  SepalLength  SepalWidth  PetalLength  PetalWidth\n",
       "id           1.000000     0.716676   -0.397729     0.882747    0.899759\n",
       "SepalLength  0.716676     1.000000   -0.109369     0.871754    0.817954\n",
       "SepalWidth  -0.397729    -0.109369    1.000000    -0.420516   -0.356544\n",
       "PetalLength  0.882747     0.871754   -0.420516     1.000000    0.962757\n",
       "PetalWidth   0.899759     0.817954   -0.356544     0.962757    1.000000"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# fig,ax=plt.subplots(4,4,figsize=(20,20))\n",
    "sns.heatmap(iris.corr(),annot=True)\n",
    "iris.corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='PetalWidth', ylabel='SepalWidth'>"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 2160x2160 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax=plt.subplots(1,1,figsize=(30,30))\n",
    "plt.subplot(2,1,1)\n",
    "sns.boxplot(x='PetalLength',y='SepalLength',hue='Species',data=iris)\n",
    "plt.subplot(2,1,2)\n",
    "sns.boxplot(x='PetalWidth',y='SepalWidth',hue='Species',data=iris)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:xlabel='PetalWidth', ylabel='SepalWidth'>"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 2160x1440 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig,ax=plt.subplots(1,1,figsize=(30,20))\n",
    "plt.subplot(2,1,1)\n",
    "sns.swarmplot(x='PetalLength',y='SepalLength',hue='Species',data=iris)\n",
    "plt.subplot(2,1,2)\n",
    "sns.swarmplot(x='PetalWidth',y='SepalWidth',hue='Species',data=iris)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Now let's train the machine using a classification algorithm called DECISION TREE CLASSIFIER which \n",
    "# mostly works based on many if or else conditions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.tree import DecisionTreeClassifier,plot_tree"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "34         Iris-setosa\n",
       "21         Iris-setosa\n",
       "60     Iris-versicolor\n",
       "121     Iris-virginica\n",
       "81     Iris-versicolor\n",
       "            ...       \n",
       "139     Iris-virginica\n",
       "115     Iris-virginica\n",
       "17         Iris-setosa\n",
       "129     Iris-virginica\n",
       "39         Iris-setosa\n",
       "Name: Species, Length: 120, dtype: object"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X=iris.drop('Species',axis=1)\n",
    "y=iris['Species']\n",
    "X_train,X_test,y_train,y_test=train_test_split(X,y,test_size=0.2)\n",
    "X_train\n",
    "y_train"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Predicting the model and converting into dataframe by testing it on one of the features(SepalWidth here)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "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>Species</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SepalWidth</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3.0</th>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2.8</th>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3.3</th>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3.5</th>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3.9</th>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2.7</th>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2.6</th>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3.1</th>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3.6</th>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2.5</th>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3.4</th>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2.9</th>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2.5</th>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2.7</th>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3.4</th>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3.0</th>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3.1</th>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4.2</th>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3.1</th>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3.8</th>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3.3</th>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2.7</th>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2.9</th>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3.2</th>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3.0</th>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3.4</th>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3.7</th>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2.8</th>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3.3</th>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2.3</th>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                    Species\n",
       "SepalWidth                 \n",
       "3.0          Iris-virginica\n",
       "2.8         Iris-versicolor\n",
       "3.3             Iris-setosa\n",
       "3.5             Iris-setosa\n",
       "3.9             Iris-setosa\n",
       "2.7         Iris-versicolor\n",
       "2.6          Iris-virginica\n",
       "3.1         Iris-versicolor\n",
       "3.6             Iris-setosa\n",
       "2.5          Iris-virginica\n",
       "3.4         Iris-versicolor\n",
       "2.9         Iris-versicolor\n",
       "2.5         Iris-versicolor\n",
       "2.7         Iris-versicolor\n",
       "3.4             Iris-setosa\n",
       "3.0             Iris-setosa\n",
       "3.1             Iris-setosa\n",
       "4.2             Iris-setosa\n",
       "3.1             Iris-setosa\n",
       "3.8             Iris-setosa\n",
       "3.3         Iris-versicolor\n",
       "2.7          Iris-virginica\n",
       "2.9         Iris-versicolor\n",
       "3.2          Iris-virginica\n",
       "3.0         Iris-versicolor\n",
       "3.4             Iris-setosa\n",
       "3.7             Iris-setosa\n",
       "2.8          Iris-virginica\n",
       "3.3          Iris-virginica\n",
       "2.3             Iris-setosa"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model=DecisionTreeClassifier(max_depth=4).fit(X_train,y_train)\n",
    "model\n",
    "predict=model.predict(X_test)\n",
    "pd.DataFrame(predict,index=X_test['SepalWidth'],columns={'Species'})"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Visualizing the working of  decision tree "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[Text(446.4, 906.0, 'PetalWidth <= 2.45\\ngini = 0.667\\nsamples = 120\\nvalue = [40, 41, 39]\\nclass = versicolor'),\n",
       " Text(223.2, 543.6, 'gini = 0.0\\nsamples = 40\\nvalue = [40, 0, 0]\\nclass = setosa'),\n",
       " Text(669.5999999999999, 543.6, 'SepalLength <= 100.5\\ngini = 0.5\\nsamples = 80\\nvalue = [0, 41, 39]\\nclass = versicolor'),\n",
       " Text(446.4, 181.19999999999993, 'gini = 0.0\\nsamples = 41\\nvalue = [0, 41, 0]\\nclass = versicolor'),\n",
       " Text(892.8, 181.19999999999993, 'gini = 0.0\\nsamples = 39\\nvalue = [0, 0, 39]\\nclass = virginica')]"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "features=['SepalLength','SepalWidth','PetalLength','PetalWidth']\n",
    "target=['setosa','versicolor','virginica']\n",
    "plt.figure(figsize=(20,20))\n",
    "plot_tree(model,feature_names=features,class_names=target,filled=True)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# THANK YOU "
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}