Task-6 Prediction using Decision Tree Algorithm.ipynb

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   "source": [
    "# Data Science and Business Analytics Internship-Dec20\n",
    "#### GRIP @ The Sparks Foundation\n",
    "### Create the Decision Tree classifier and visualize it graphically. \n",
    "### Task-6 Prediction using Decision Tree Algorithm\n",
    "### Author: Abu Bakkar Siddikk\n",
    "##### Batch: December-2020"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-19T17:13:21.234774Z",
     "start_time": "2020-12-19T17:13:20.796840Z"
    }
   },
   "outputs": [],
   "source": [
    "# Import Neccessary Dependency\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from sklearn.model_selection import train_test_split\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn import metrics\n",
    "\n",
    "import mglearn\n",
    "from sklearn.tree import export_graphviz  \n",
    "from IPython.display import Image  \n",
    "import pydotplus\n",
    "from IPython.display import display\n",
    "from io import StringIO\n",
    "\n",
    "from sklearn.metrics import confusion_matrix,accuracy_score, classification_report"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-19T16:06:14.232855Z",
     "start_time": "2020-12-19T16:06:14.175820Z"
    }
   },
   "outputs": [],
   "source": [
    "# To Load Dataset\n",
    "ds = pd.read_csv('IRIS.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-19T16:07:20.952874Z",
     "start_time": "2020-12-19T16:07:20.920868Z"
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   "outputs": [
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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",
       "  </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"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# To see the first five row\n",
    "ds.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-19T16:07:57.836314Z",
     "start_time": "2020-12-19T16:07:57.821349Z"
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   },
   "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": [
    "# To see the dataset Information\n",
    "ds.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-19T16:08:35.037399Z",
     "start_time": "2020-12-19T16:08:34.985390Z"
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   "outputs": [
    {
     "data": {
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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",
       "    </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  SepalLengthCm  SepalWidthCm  PetalLengthCm  PetalWidthCm\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": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# To see the description of dataset\n",
    "ds.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-19T16:09:17.518899Z",
     "start_time": "2020-12-19T16:09:17.501896Z"
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   "outputs": [
    {
     "data": {
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       "  <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",
       "    </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>SepalLengthCm</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>SepalWidthCm</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>PetalLengthCm</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>PetalWidthCm</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",
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      ],
      "text/plain": [
       "                     Id  SepalLengthCm  SepalWidthCm  PetalLengthCm  \\\n",
       "Id             1.000000       0.716676     -0.397729       0.882747   \n",
       "SepalLengthCm  0.716676       1.000000     -0.109369       0.871754   \n",
       "SepalWidthCm  -0.397729      -0.109369      1.000000      -0.420516   \n",
       "PetalLengthCm  0.882747       0.871754     -0.420516       1.000000   \n",
       "PetalWidthCm   0.899759       0.817954     -0.356544       0.962757   \n",
       "\n",
       "               PetalWidthCm  \n",
       "Id                 0.899759  \n",
       "SepalLengthCm      0.817954  \n",
       "SepalWidthCm      -0.356544  \n",
       "PetalLengthCm      0.962757  \n",
       "PetalWidthCm       1.000000  "
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# To see the Correlation \n",
    "corr = ds.corr()\n",
    "corr"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-19T16:13:21.664512Z",
     "start_time": "2020-12-19T16:13:21.135516Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
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    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.heatmap(corr, annot=True, cmap='magma_r')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-19T16:14:37.747475Z",
     "start_time": "2020-12-19T16:14:37.736473Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Id               0\n",
       "SepalLengthCm    0\n",
       "SepalWidthCm     0\n",
       "PetalLengthCm    0\n",
       "PetalWidthCm     0\n",
       "Species          0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# to see null value\n",
    "ds.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-19T16:20:05.346796Z",
     "start_time": "2020-12-19T16:19:57.203799Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1003.25x900 with 30 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "# To See the pairplot\n",
    "sns.pairplot(data=ds,hue=\"Species\", hue_order=None, palette=None, kind='scatter', diag_kind='hist', markers=None, height=2.5)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-19T16:57:36.056193Z",
     "start_time": "2020-12-19T16:57:28.745196Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 1800x360 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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OpXVr5+fWevbsyYcfflhnndLT08nKcs76MjMzGTp0KMaYuE612iQCdtairLAupohI3U6PYfuz1vLcc8/VmPLUf9Y7IKxpVYOx1jJmzBgeeuihGmn+05z6T5UaidPTpvqXkZmZyaZNm6iqqgray/bPk5SUVG3q1XhNtaohERGptyuvvJLHHnvs9CRxbNy4Eag5rWm406oGGjp0KMuWLePgwYMAfPbZZ3X2gnNzc3nuuecAWLJkiW/5Oee0DGuq1S5dupCTk8PUqVN9+1VWVpaQX5YJ5YzoYTf2X/VQ/SReGsuZ4+9//3vuuOMOLr30Uk6dOkV6ejqrVq1iyJAhPPzww2RnZzNq/G/CnlZ14cKFvuGMyipLyTvOxb9hw4Zx6tQpUlJSmDdvHp06dQpZxuzZsxk9ejQzZsygoKDAN+TRrUcmycnJ9OrVi7Fjx9K2bduQZSxYsIBJkybRtWtXUlNTad++PY888ki1dRJ5z/cZEbBFJHGOHKl5R0dqaiqPP/54jeXnnnsu77zzDuAEtks7tqn2s13Tp08HoF/e5fziemcceuzYsYwdO9a3zubyw3Ts2IaRI0cycuTIWuszYsQIRowYwebyw1x44YW8/fbbGGNYsmSJ746UlJQUXn/99Wpl+G9v1apVvuff+c53fBcxA23dutX33P9soXPnztXSYkkBW0TOSCUlJUyYMAFrLW3atPH9eIKXaQy7gSXyXmHdlxw/8WjbxnDveyhe+Or3wIED2bRpE5s3b+Zf//oXXbt2begq1ZsCtoiIRyhgi4h4RNwCdqxPERvidL4xn5KKQ8M834r1MIUXhj0SpbG0hXrYIiIeobtERPx47Z707d17+J6nANvrWV6PHXWXkJycTLfuPWlmbMymV33nrXX8btFfeOGFF0hLS2PXrl20bduW/fv30+u7F7B27Vouv/xyANLS0tixYwf33HMPd911Fz179qxW1sKFC3l5zXqWLHyCFStWkJGR4Vtn8ODB3Hb3VC7tOKRGHYqKipg8eTIHDhygRYsW9O3bl7lz54bct4agHraIRCQ1NZW//XNtXKZXNcaQm5vLW2+9BUBhYSHdL7mUwsJCAHbu3Em7du1o164dCxYsqBGsA61YsYL33nuvzu0eOHCA66+/npkzZ7Jz5042btxIQUFBWN+ITKRwfyKsjTFmmTFmhzFmuzEmL94VE5HGL1bTq/rLz8/3BejCwkJGj/tltQA+YMAAwOktFxcXA/DUU0+RkZFB//79Wb9+vW/dlStXcvfdd5Odnc2ePXsAeOUfK+jfvz8ZGRmsXbsWgHnz5jFmzBjy8r4NbSNGjKBDhw5MmzaN++/8JQMHDqRTp04sX76cKVOmkJWVRUFBQdgTWMVCuD3sOcDL1truQC/qf+Z1xtKFyjNXvC5wevU9E6/pVQcMGOAL2EVFRQwtuIa9e/cCThDOz8+vtv7+/fuZOnUq69evZ926db4edX5+PsOHD+eRRx6htLSULl26AFB1soqioiJmz57NAw88ADjfWuzbt2/Ifd374Qe8/vrrrFy5ktGjRzNkyBC2bNlCamoqa197pf6NGaY6x7CNMa2BQcBYAGvtCeBEfKslIo3VsWPH+NmVAzk7JTku06v269ePjRs3cvToUSorK2lxTksuuugidu/eTWFhIZMmTaq2/oYNGxg8eDBpaWkAjBw5ksJ3Q8+xMvSqb6diDXca1MsH/4CUlBSysrKoqqqioKAAgKysLPaV19zPeAmnh50OVABPGWM2GmMWuL+iXo0xZrwxptgYU1xRUeFb7tXeg0TPK7fa6b0ZndNj2KWlpTz22GM0b97cN71qaWkp/7tqDR999BE9evSokff09Kpbt27lhRde4Pjx4zXWadGiBd26dePJJ5+kT58+gDPz3osvvsjBgwdrTOEaqebNnWlQ/adizczMpKSkpM48SUlJ1aZzTUpKoipOU6kGE07Abgb0Af6ftbY3cBS4N3Ala+18a22OtTbn9CediDQNsZ5eNT8/n9mzZ/vGlPPy8pgzZw65ubm+YHnaZZddxptvvsmhQ4eorKzk2Wef9aUFbj+UCRMmsGjRomrzdy9fvtz3c2ONRTi39ZUD5dba03uyjCABW0QSz/82vNOz4QVTWxrAtk+3kdk+M+p6+E+v+vWJk/To1qVe06sOGDCAOXPmkJeXx9dAnz59KC8vZ9y4cTXWPf/885k2bRp5eXm0adOG7OxsvjzhfHDccMMN3HrrrcydO5dly5aF3F6HDh1YsmQJkydP5uDBgyQlJTFo0CDf0EdjUWfAttZ+YozZa4y52Fq7ExgK1H2fTD3oF2JEGq8jR47U+Oaf//Sq/h8O0UyvCnD99df7euubyw9z1lln8c0331Tb5po1a3zPb775Zm6++Wbf/6fr1+biNtVu61uzZo0vrX379tXGsPPy8nx3jfibNm1atf31n841MC1c5Z8fo+aAUd3C/eLM7cAzxpjmwPvAzXWsLyIiMRZWwLbWlgI58a2KiIjUpkG+6ej1+1kb890FXrlDo6mJ5Xvm9FBBU9dYJmSKlLUWS3Svob6aLuIhZ599NocOHVLQ9ihrLYcOHeLDw9F9O1KTP3mQ1yYoCkYXlqPTsWNHysvL8f+uw2kHPj/G9q9Sg+arLQ3gkyOfkFRRvf8WbXmh0hqivEj3K5T6tG2gs88+m8c2fM6ttc+HFZQCtoiHpKSkkJ6eHjTtqlo+yGtLA/jZop/V+ACNtrxQaQ1RXqT7FUp92jaYL7+J7kY7DYmIiHiE5wJ2Y77gJ/Xj9QumiXxvaltNk+cCtohIU6WALSLiEQrYjZxOR6Ux03smsRSwRUQ8QgFbRBKqqfXKY7m/CtgiIh6hgC0i4hEK2E1MUzsdFTmTKGCLiHiEAraIiJ/GfBaqgC0i4hEK2CIiHhFWwDbGlBljthhjSo0xxfGu1JlK31qURDgTX/va9snL+xtp3SOZD3uItfbTyKojIiKxoiERERGPCDdgW+AVY0yJMWZ8sBWMMeONMcXGmOJgP18ksdfYTwUbe/1EItXQ7+lwA/bl1to+wFXAr40xgwJXsNbOt9bmWGtz0tLSYlpJEREJM2Bbaz92/x4Engf6x7NSieD1XzeR6nRBV5qCOgO2MeYcY0yr08+BYcDWeFdMRESqC+cukQ7A88aY0+svtta+HNdaiYhIDXX2sK2171tre7mPTGvtjERUTKQhadijftR+8aHb+kREPEIBW0TEIxSwRUQ8QgFbRMQjFLBFRDxCAVtExCMUsEVEPKLJB2zdLyoiXtHkA7aIiFcoYIuIeIQCtoiIRyhgi4h4hAK2iIhHKGCLiHiEAraIiEcoYIuIeIQCtoiIR4QdsI0xycaYjcaYVfGskIiIBBdJD3sisD1eFRERkdqFFbCNMR2Bq4EF8a2OiIiEEm4PezYwBTgVagVjzHhjTLExpriioiIWdRMRET91BmxjzDXAQWttSW3rWWvnW2tzrLU5aWlpMaugiIg4wulhDwCGG2PKgCXA940xT8e1ViIiUkOdAdta+1trbUdrbWfgBuB1a+3ouNdMRESq0X3YIiIeEVHAttausdZeE6/KSCM1rXVD10BEUA9bRMQzFLBFRDxCAVtExCMUsEVEPEIBO5Z0cU5E4kgBW0TEIxSwRUQ8QgFbRMQjFLBFRDxCAVtExCMUsEUkNN35VD8xbj8FbBERj4hvwNanszQ0vQclGI++L9TDFhHxCAVsERGPUMBOFI+egsVFY2iLxlAHia8z8DVWwBYR8YhwfjX9bGNMkTFmkzFmmzHmgURUTEQauWh6sLXlOQN7xLHWLIx1vgG+b609YoxJAdYZY16y1r4d57qJiIifOgO2tdYCR9x/U9yHjWelRESkprDGsI0xycaYUuAg8Kq1dkOQdcYbY4qNMcUVFRXR1yja06Iz8XQqkft0JrZfPMR6GKAxaOz1S6RExp8o8oQVsK21VdbabKAj0N8Yc0mQdeZba3OstTlpaWkRV0RERGoX0V0i1trDwBtAQVxqIyIiIYVzl0iaMaaN+zwV+CGwI871Ck5DBCLShIVzl8j5wCJjTDJOgP+btXZVfKslIiKB6uxhW2s3W2t7W2svtdZeYq19MBEVk3rw8tlBqLqfqWdXupdZIqBvOoqIeIQCtoiIRzRcwNap27fUFvWj9mu6mthrrx62iIhHKGCLiHiEArZIU9HEhg/ORArYIiIekZCAvb17j0RsJnJx6nEkZH/VWxKpl4iP00ZwzKmHLSLiEQrYIiIeoYAtInVqtMOaTYwCtoiIRyhgN0Gx7i1FW556bY1LY389Evk+ayzHSCAFbBERj1DAFhHxCAVsiY9GcM/qma6xD2FI7Clgi4h4RDi/6fhdY8wbxpj3jDHbjDETE1ExERGpLpwe9klgkrW2J5AL/NoY0zO+1Wq8V2kbgpfr3hgksv30WoVH7RSdcH7Tcb+19l33+VfAduDCeFdMRESqi2gM2xjTGegNbAiSNt4YU2yMKa6oqIhR9c48OnOoW237dCbub22a2v56WSJeq7ADtjGmJfAccIe19svAdGvtfGttjrU2Jy0tLZZ1FBERwgzYxpgUnGD9jLV2eXyrJCIiwYRzl4gB/gfYbq3971huXKd731JbiESvqVxYDqeHPQC4Cfi+MabUffwozvUSEZEA4dwlss5aa6y1l1prs93Hi4moXCiNoTfaGOoQD17er1hP8uPltmgM1H7hiaSd9E1HERGPUMAWEfEIBWx06iYi3qCALSLiEQrYIiIeoYAtkiAaepP6UsAWEfEIBWyJK/UqG4ba/cykgC0i4hEK2CIiHqGALdKEaKjE2xSwRUQ8QgFbRMQjFLBFRDxCAVtExCMUsEVEPEIBW0TEI8L5TccnjTEHjTFbE1EhEREJLpwe9kKgIM71EBGROoTzm47/Aj5LQF1ERKQWMRvDNsaMN8YUG2OKKyoqYlWsiIi4YhawrbXzrbU51tqctLS0WBUrIiIu3SUiIuIRCtgiIh4Rzm19fwXeAi42xpQbY34R/2qJiEigZnWtYK39eSIqIiIitdOQiIiIRyhgi4h4hAK2iIhHKGCLiHiEAraIiEcoYIuIeIQCtoiIRyhgi4h4hAK2iIhHKGCLiHiEAraIiEcoYIuIeIQCtoiIRyhgi4h4hAK2iIhHKGCLiHiEAraIiEcoYIuIeERYAdsYU2CM2WmM2W2MuTfelRIRkZrC+RHeZGAecBXQE/i5MaZnvCsmIiLVhdPD7g/stta+b609ASwBro1vtUREJJCx1ta+gjEjgAJr7Tj3/5uAy6y1EwLWGw+Md/+9GNjpPm8PfBqi+FBp0eTxcnmJ3FZjLy+R22pq5SVyW429vERuK9w8nay1aSHWc1hra30AI4AFfv/fBPyprnx+6xdHmhZNHi+X5+W6qy28U56X694U2yLYI5whkY+B7/r939FdJiIiCRROwH4H6GaMSTfGNAduAFbGt1oiIhKoWV0rWGtPGmMmAP8EkoEnrbXbItjG/CjSosnj5fISua3GXl4it9XUykvkthp7eYncVrTl1VDnRUcREWkc9E1HERGPUMAWEfEIBWwREY9QwBYR8QgFbBERj6jztr5oGGM6ABe6/35srT1Qx/otrbVHwiz7XGvtZyHShltrg94jHiyfMaYr0AvYDuyz1h6uZbvNrLUnT9cX6A68b639zBiThvOFoip32RF3PYMzF4uvLYAiW8utOcaY7sAea21lwPL2wGcA1tpT7j3xlwBlwdrDGPMra+2fA5a1BDKA94GvgcrTdTHGDAH6AO/hvGaba6nj94AvrbWHjTGdgRxgh7V2qzEmB+eLVlXAv621O9QW1dvCzdeojpFQecI9Rmo7PtxlQY8RN01tEa5IvhZZ1wPIBt52d2i1+9jhLusTIk8W8A2wF+eexLZ+ae+5ZW0DLgNeBfa4694LXOf3+Cnwift8sV8ZPYF/Ax8Ax4Bh7vKb3OULgC1u460GfgG0CajjWOCQu/5VOAf5a8B+N+9u4ASwwd3OQuDH7vKX3G0sAF52lw0L0RZDgJM4cwu8AnT2S9sDHHC3ea27rdeAcrfsu/wek9wy1gN3ufkvBz4C3nDb7/3TbQ3cDRQC97ttfArYBfwn0DOgjve6+7gDGOf+/R932V63DT8HVrnbXwPcqLbwtcWVNPwxshi4LsjxUQYUA+0jOUYIfXzsBSa7eYIdI5erLXxt0TqsGBvjgF2KMzFU4PJcnB7VXUEe7wNfAW3cHdoGdHHzHXVfoDycg+5yd3kfnANpFfAk8JT7+Mr9+6nftv8BXOV3oBe6z98B2rnPW+AE82uAZ9wG/zvOtzpT3ReoPZAOfOlXvxJgp/u8P7DIfX6ru17nIG2RjtM7nBvkcQA44q43AidQ5Lr/fw38h18dLnaXd3LfPEuBPwBT3cfnwD5gqrveG7gHAXARcMyvTsVAqvu8mdsWlwAz3DfXJpw3fGf39UkF2rntnebm2wRs99vH593nPwSOqC18bfElDX+MHML5AhxUPz76A1/71SncY2QrwY+PDm79LvYr3/8YOay28LXFsoYI2LtqSTuF00uZGvD4BDjst94Q3IMzoMG2B5S3A+eT65d+yz5w/77rt2yj/3Ngq99Be7b7PJnqB20q8DNguftifO6Xts/v+SZgs9///ts9ATQL0g7N3bYYD4wJeHxE9Q+bTJxZD38c0BZbA8rcAjwLzARauMveD6hPSUCeI8Al7vOX+baHebZ/W/i9uf4bpwd71K/NDgJJ7v+b/do2OWDb36gtvm2Lhj5GCHF8uP9/DVwY4TFyEvesFr/jw/0/sP2qHSNqi+D1DfWI6TcdjTFzgS7A/+KcAoAzhvd/cD7lrrHWlgTk2YTzydXRb9mlwHNAurW2mbvsx9baFX7rbAUuBW7HOYjvAZZYay8yxhwG/gUYnBeyk7X2a2PMYJwD8r+Ac906/RPn1Kyntfb0OJp//VrjvFj/BFrhnDZtxHlxngBScE6DrsM50G8xxqTg9OjKceYP92+LG4DvADdZawsDtlUMnGet/Z7fso44PYMsIMU6Y7b9rbVFbnoysMlae4kx5lpgCvCou4//gdMrNDg9wu9Zaz83xiThBL+vcT50AAa4bZaFcxrYOUhbGOBFnB7rOW7+k26bTsXpkf4eGI4zFnmXMaYFzunlx2oL0wLnPfEWDXiM4Lz3axwfbp4P3H15jvCPkRdxzmw+pPrx8QPgV8CfgNepeYwcxBl+Uls4H/AXB5ZXo/xYBmy3wlfhjCv6X1xaiTMc8Zm1tiJg/VE4PdiXApZ/Dycg/uR0A/qldQF+aq39L/f/C3EOzBw3YF8RUK13rbVfuRc3RuO8CBk4B1U5zunMNdbaWSH26TvArwGL0+AFOEH6E5zeYyecg/1hdzutgR7AFyHa4hPgeJD9+gFQYa3dFLC8NfAQzhjs8YC0zjinfk+7/58DTMMZw7spYFf2WWsr3Yt2g9z9HhbQFv8EfmStXRyiLZoB17ttsQynxznKzXsc6Oq2xZPW2ipjTCpwHk5QG6624Dycs4VgbRHPY+QCYDbORdGbA3alxFp7xD0+RgBPu/sR1jES5Pi40t3GR8AcnHHengQ/RtoSOl4cstZWm0faw23xIc5QX8i2sNa+HVhejfJjHbBFRKJljDnPWnswkrRo8rhpHWyQO1LqUV5M6xd0/RgPibQGfovzidkB51PmIM4n0p9xTgl+jNPLOJ32spv9qoDlteWJNi3W2zpdXkGQ/X3Yhr7t5yVr7VWRpEWTJ5Hl1bGtV3Au0HYEXrTW/tUv7QmcC0QdgZdO92bdnsobOFf+fctry1PP8g7h9PLCql89tvUUTu/7FM6F0dtxTo93ANOBXwak/RRnrPVznLF2/+Xba8kTKu06nCGqSMoLp36f4VxUC5bn/+IcG4Hbmopzcdnfu0BvnJ73Yb/lBuc9NMR9fjhgeW15gqWd3lZgebXVIZr6hZOnN04sDnr7ob9Y34f9N5zxmSHW2k8AjDH/gTN88C7wCDA4IO1fbt5BAcvH1JIn2rRYb6u28l4yxvw6SBsZIMcY0ydIWo8QabXlSWR50W5rIE4bPgfcYpyfnRtlrf0G57Tzcb+0n+Kcgj6FE0D/0395bXliWF6d9avHtq7DuWXwHJyg/gxwNU5n4FWcAOef9iOcoZmTOLeg+S+vLU+otKujKC+a+tWV58c4H2hlVHchznulc4i0991tlUeQxwvlWZw7lmpnw7gyGe4D9xa3EGlBrwjjXPAJmi9UnmjTYr2tOsqzOB9ebwR5hEqzOBcsIsmTyPKi3dapgLa5D+e+5Hb4XdkPSNtC9avo4eRJZHn13hbwUUD+oGk4F65KI8njkfI+xjlLzfJb9oH7d1KwtFDLa8vjhfLCfcQ6YL+Cc2W+g9+yDjhXZA+FSPs3zm05keSJNi3W26qtvCNAtxDtVBksDecezv2R5ElkefXcVlLAsrE499CGSvsG+DDCPIksL9ptnfBbNj1gnWPB0nAuUG2JJI9HytuCM5z0LM6tkq1wvvl3Oj1oWjR5vFBeOI9YB+y2OPe/7sAZ0/oMZ6xqJs7pQLC02e4jkjzRpsV6W7WVNwb3Jvkg7TQzWBrOKfavIsmTyPLqsa3lwA+CLC9w2yxY2rNAeYR5ElletNs6BLQMktYVZ4ggWNpjuF++iSCPF8pb5vf/cJxvOH4SZN2gadHk8UJ5tT3CXrG+D+DmSNOiydNYttXUyvNy3dUWjaM8nC+gXBJJWjR5vFBeyDYLZ6VYPAgYvwonLZo8jWVbTa08L9ddbeGd8rxc92jL83/E9C4RY0yoWc0M0DFEejfgrCBpteWJNi3W22pq5Xm57moL75Tn5bpHW16HIMtrruhG95gwxhzA+WbP50EqtAfoGyStGOcOg34R5Ik2LdbbamrlebnuagvvlOflukdbXqG19gLqEOv7sFfhXGAoDUwwxpQFSzPGrMSZ1+HDcPNEmxbrbTW18rxcd7WFd8rzct3rUd6awGXB6KvpIiIekdTQFRARkfAoYIuIeIQCtoiIRyhgi4h4xP8HVWFciDbkl+MAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(25,5))\n",
    "part = ds.iloc[:,1:]\n",
    "part.groupby('Species').plot.bar()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-19T16:58:27.863739Z",
     "start_time": "2020-12-19T16:58:26.976741Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x1080 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "part.hist(figsize=(15,15))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-19T17:20:55.357804Z",
     "start_time": "2020-12-19T17:20:55.318813Z"
    }
   },
   "outputs": [],
   "source": [
    "feature_v = ds[[\"SepalLengthCm\",\"SepalWidthCm\",\"PetalLengthCm\",\"PetalWidthCm\"]].values\n",
    "target_v = ds[\"Species\"].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-19T17:22:11.373931Z",
     "start_time": "2020-12-19T17:22:11.354935Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[5.1, 3.5, 1.4, 0.2],\n",
       "       [4.9, 3. , 1.4, 0.2],\n",
       "       [4.7, 3.2, 1.3, 0.2],\n",
       "       [4.6, 3.1, 1.5, 0.2],\n",
       "       [5. , 3.6, 1.4, 0.2],\n",
       "       [5.4, 3.9, 1.7, 0.4],\n",
       "       [4.6, 3.4, 1.4, 0.3],\n",
       "       [5. , 3.4, 1.5, 0.2],\n",
       "       [4.4, 2.9, 1.4, 0.2],\n",
       "       [4.9, 3.1, 1.5, 0.1],\n",
       "       [5.4, 3.7, 1.5, 0.2],\n",
       "       [4.8, 3.4, 1.6, 0.2],\n",
       "       [4.8, 3. , 1.4, 0.1],\n",
       "       [4.3, 3. , 1.1, 0.1],\n",
       "       [5.8, 4. , 1.2, 0.2],\n",
       "       [5.7, 4.4, 1.5, 0.4],\n",
       "       [5.4, 3.9, 1.3, 0.4],\n",
       "       [5.1, 3.5, 1.4, 0.3],\n",
       "       [5.7, 3.8, 1.7, 0.3],\n",
       "       [5.1, 3.8, 1.5, 0.3],\n",
       "       [5.4, 3.4, 1.7, 0.2],\n",
       "       [5.1, 3.7, 1.5, 0.4],\n",
       "       [4.6, 3.6, 1. , 0.2],\n",
       "       [5.1, 3.3, 1.7, 0.5],\n",
       "       [4.8, 3.4, 1.9, 0.2],\n",
       "       [5. , 3. , 1.6, 0.2],\n",
       "       [5. , 3.4, 1.6, 0.4],\n",
       "       [5.2, 3.5, 1.5, 0.2],\n",
       "       [5.2, 3.4, 1.4, 0.2],\n",
       "       [4.7, 3.2, 1.6, 0.2],\n",
       "       [4.8, 3.1, 1.6, 0.2],\n",
       "       [5.4, 3.4, 1.5, 0.4],\n",
       "       [5.2, 4.1, 1.5, 0.1],\n",
       "       [5.5, 4.2, 1.4, 0.2],\n",
       "       [4.9, 3.1, 1.5, 0.1],\n",
       "       [5. , 3.2, 1.2, 0.2],\n",
       "       [5.5, 3.5, 1.3, 0.2],\n",
       "       [4.9, 3.1, 1.5, 0.1],\n",
       "       [4.4, 3. , 1.3, 0.2],\n",
       "       [5.1, 3.4, 1.5, 0.2],\n",
       "       [5. , 3.5, 1.3, 0.3],\n",
       "       [4.5, 2.3, 1.3, 0.3],\n",
       "       [4.4, 3.2, 1.3, 0.2],\n",
       "       [5. , 3.5, 1.6, 0.6],\n",
       "       [5.1, 3.8, 1.9, 0.4],\n",
       "       [4.8, 3. , 1.4, 0.3],\n",
       "       [5.1, 3.8, 1.6, 0.2],\n",
       "       [4.6, 3.2, 1.4, 0.2],\n",
       "       [5.3, 3.7, 1.5, 0.2],\n",
       "       [5. , 3.3, 1.4, 0.2],\n",
       "       [7. , 3.2, 4.7, 1.4],\n",
       "       [6.4, 3.2, 4.5, 1.5],\n",
       "       [6.9, 3.1, 4.9, 1.5],\n",
       "       [5.5, 2.3, 4. , 1.3],\n",
       "       [6.5, 2.8, 4.6, 1.5],\n",
       "       [5.7, 2.8, 4.5, 1.3],\n",
       "       [6.3, 3.3, 4.7, 1.6],\n",
       "       [4.9, 2.4, 3.3, 1. ],\n",
       "       [6.6, 2.9, 4.6, 1.3],\n",
       "       [5.2, 2.7, 3.9, 1.4],\n",
       "       [5. , 2. , 3.5, 1. ],\n",
       "       [5.9, 3. , 4.2, 1.5],\n",
       "       [6. , 2.2, 4. , 1. ],\n",
       "       [6.1, 2.9, 4.7, 1.4],\n",
       "       [5.6, 2.9, 3.6, 1.3],\n",
       "       [6.7, 3.1, 4.4, 1.4],\n",
       "       [5.6, 3. , 4.5, 1.5],\n",
       "       [5.8, 2.7, 4.1, 1. ],\n",
       "       [6.2, 2.2, 4.5, 1.5],\n",
       "       [5.6, 2.5, 3.9, 1.1],\n",
       "       [5.9, 3.2, 4.8, 1.8],\n",
       "       [6.1, 2.8, 4. , 1.3],\n",
       "       [6.3, 2.5, 4.9, 1.5],\n",
       "       [6.1, 2.8, 4.7, 1.2],\n",
       "       [6.4, 2.9, 4.3, 1.3],\n",
       "       [6.6, 3. , 4.4, 1.4],\n",
       "       [6.8, 2.8, 4.8, 1.4],\n",
       "       [6.7, 3. , 5. , 1.7],\n",
       "       [6. , 2.9, 4.5, 1.5],\n",
       "       [5.7, 2.6, 3.5, 1. ],\n",
       "       [5.5, 2.4, 3.8, 1.1],\n",
       "       [5.5, 2.4, 3.7, 1. ],\n",
       "       [5.8, 2.7, 3.9, 1.2],\n",
       "       [6. , 2.7, 5.1, 1.6],\n",
       "       [5.4, 3. , 4.5, 1.5],\n",
       "       [6. , 3.4, 4.5, 1.6],\n",
       "       [6.7, 3.1, 4.7, 1.5],\n",
       "       [6.3, 2.3, 4.4, 1.3],\n",
       "       [5.6, 3. , 4.1, 1.3],\n",
       "       [5.5, 2.5, 4. , 1.3],\n",
       "       [5.5, 2.6, 4.4, 1.2],\n",
       "       [6.1, 3. , 4.6, 1.4],\n",
       "       [5.8, 2.6, 4. , 1.2],\n",
       "       [5. , 2.3, 3.3, 1. ],\n",
       "       [5.6, 2.7, 4.2, 1.3],\n",
       "       [5.7, 3. , 4.2, 1.2],\n",
       "       [5.7, 2.9, 4.2, 1.3],\n",
       "       [6.2, 2.9, 4.3, 1.3],\n",
       "       [5.1, 2.5, 3. , 1.1],\n",
       "       [5.7, 2.8, 4.1, 1.3],\n",
       "       [6.3, 3.3, 6. , 2.5],\n",
       "       [5.8, 2.7, 5.1, 1.9],\n",
       "       [7.1, 3. , 5.9, 2.1],\n",
       "       [6.3, 2.9, 5.6, 1.8],\n",
       "       [6.5, 3. , 5.8, 2.2],\n",
       "       [7.6, 3. , 6.6, 2.1],\n",
       "       [4.9, 2.5, 4.5, 1.7],\n",
       "       [7.3, 2.9, 6.3, 1.8],\n",
       "       [6.7, 2.5, 5.8, 1.8],\n",
       "       [7.2, 3.6, 6.1, 2.5],\n",
       "       [6.5, 3.2, 5.1, 2. ],\n",
       "       [6.4, 2.7, 5.3, 1.9],\n",
       "       [6.8, 3. , 5.5, 2.1],\n",
       "       [5.7, 2.5, 5. , 2. ],\n",
       "       [5.8, 2.8, 5.1, 2.4],\n",
       "       [6.4, 3.2, 5.3, 2.3],\n",
       "       [6.5, 3. , 5.5, 1.8],\n",
       "       [7.7, 3.8, 6.7, 2.2],\n",
       "       [7.7, 2.6, 6.9, 2.3],\n",
       "       [6. , 2.2, 5. , 1.5],\n",
       "       [6.9, 3.2, 5.7, 2.3],\n",
       "       [5.6, 2.8, 4.9, 2. ],\n",
       "       [7.7, 2.8, 6.7, 2. ],\n",
       "       [6.3, 2.7, 4.9, 1.8],\n",
       "       [6.7, 3.3, 5.7, 2.1],\n",
       "       [7.2, 3.2, 6. , 1.8],\n",
       "       [6.2, 2.8, 4.8, 1.8],\n",
       "       [6.1, 3. , 4.9, 1.8],\n",
       "       [6.4, 2.8, 5.6, 2.1],\n",
       "       [7.2, 3. , 5.8, 1.6],\n",
       "       [7.4, 2.8, 6.1, 1.9],\n",
       "       [7.9, 3.8, 6.4, 2. ],\n",
       "       [6.4, 2.8, 5.6, 2.2],\n",
       "       [6.3, 2.8, 5.1, 1.5],\n",
       "       [6.1, 2.6, 5.6, 1.4],\n",
       "       [7.7, 3. , 6.1, 2.3],\n",
       "       [6.3, 3.4, 5.6, 2.4],\n",
       "       [6.4, 3.1, 5.5, 1.8],\n",
       "       [6. , 3. , 4.8, 1.8],\n",
       "       [6.9, 3.1, 5.4, 2.1],\n",
       "       [6.7, 3.1, 5.6, 2.4],\n",
       "       [6.9, 3.1, 5.1, 2.3],\n",
       "       [5.8, 2.7, 5.1, 1.9],\n",
       "       [6.8, 3.2, 5.9, 2.3],\n",
       "       [6.7, 3.3, 5.7, 2.5],\n",
       "       [6.7, 3. , 5.2, 2.3],\n",
       "       [6.3, 2.5, 5. , 1.9],\n",
       "       [6.5, 3. , 5.2, 2. ],\n",
       "       [6.2, 3.4, 5.4, 2.3],\n",
       "       [5.9, 3. , 5.1, 1.8]])"
      ]
     },
     "execution_count": 74,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "feature_v"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-19T17:22:21.217501Z",
     "start_time": "2020-12-19T17:22:21.208504Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Iris-setosa', 'Iris-setosa', 'Iris-setosa', 'Iris-setosa',\n",
       "       'Iris-setosa', 'Iris-setosa', 'Iris-setosa', 'Iris-setosa',\n",
       "       'Iris-setosa', 'Iris-setosa', 'Iris-setosa', 'Iris-setosa',\n",
       "       'Iris-setosa', 'Iris-setosa', 'Iris-setosa', 'Iris-setosa',\n",
       "       'Iris-setosa', 'Iris-setosa', 'Iris-setosa', 'Iris-setosa',\n",
       "       'Iris-setosa', 'Iris-setosa', 'Iris-setosa', 'Iris-setosa',\n",
       "       'Iris-setosa', 'Iris-setosa', 'Iris-setosa', 'Iris-setosa',\n",
       "       'Iris-setosa', 'Iris-setosa', 'Iris-setosa', 'Iris-setosa',\n",
       "       'Iris-setosa', 'Iris-setosa', 'Iris-setosa', 'Iris-setosa',\n",
       "       'Iris-setosa', 'Iris-setosa', 'Iris-setosa', 'Iris-setosa',\n",
       "       'Iris-setosa', 'Iris-setosa', 'Iris-setosa', 'Iris-setosa',\n",
       "       'Iris-setosa', 'Iris-setosa', 'Iris-setosa', 'Iris-setosa',\n",
       "       'Iris-setosa', 'Iris-setosa', 'Iris-versicolor', 'Iris-versicolor',\n",
       "       'Iris-versicolor', 'Iris-versicolor', 'Iris-versicolor',\n",
       "       'Iris-versicolor', 'Iris-versicolor', 'Iris-versicolor',\n",
       "       'Iris-versicolor', 'Iris-versicolor', 'Iris-versicolor',\n",
       "       'Iris-versicolor', 'Iris-versicolor', 'Iris-versicolor',\n",
       "       'Iris-versicolor', 'Iris-versicolor', 'Iris-versicolor',\n",
       "       'Iris-versicolor', 'Iris-versicolor', 'Iris-versicolor',\n",
       "       'Iris-versicolor', 'Iris-versicolor', 'Iris-versicolor',\n",
       "       'Iris-versicolor', 'Iris-versicolor', 'Iris-versicolor',\n",
       "       'Iris-versicolor', 'Iris-versicolor', 'Iris-versicolor',\n",
       "       'Iris-versicolor', 'Iris-versicolor', 'Iris-versicolor',\n",
       "       'Iris-versicolor', 'Iris-versicolor', 'Iris-versicolor',\n",
       "       'Iris-versicolor', 'Iris-versicolor', 'Iris-versicolor',\n",
       "       'Iris-versicolor', 'Iris-versicolor', 'Iris-versicolor',\n",
       "       'Iris-versicolor', 'Iris-versicolor', 'Iris-versicolor',\n",
       "       'Iris-versicolor', 'Iris-versicolor', 'Iris-versicolor',\n",
       "       'Iris-versicolor', 'Iris-versicolor', 'Iris-versicolor',\n",
       "       'Iris-virginica', 'Iris-virginica', 'Iris-virginica',\n",
       "       'Iris-virginica', 'Iris-virginica', 'Iris-virginica',\n",
       "       'Iris-virginica', 'Iris-virginica', 'Iris-virginica',\n",
       "       'Iris-virginica', 'Iris-virginica', 'Iris-virginica',\n",
       "       'Iris-virginica', 'Iris-virginica', 'Iris-virginica',\n",
       "       'Iris-virginica', 'Iris-virginica', 'Iris-virginica',\n",
       "       'Iris-virginica', 'Iris-virginica', 'Iris-virginica',\n",
       "       'Iris-virginica', 'Iris-virginica', 'Iris-virginica',\n",
       "       'Iris-virginica', 'Iris-virginica', 'Iris-virginica',\n",
       "       'Iris-virginica', 'Iris-virginica', 'Iris-virginica',\n",
       "       'Iris-virginica', 'Iris-virginica', 'Iris-virginica',\n",
       "       'Iris-virginica', 'Iris-virginica', 'Iris-virginica',\n",
       "       'Iris-virginica', 'Iris-virginica', 'Iris-virginica',\n",
       "       'Iris-virginica', 'Iris-virginica', 'Iris-virginica',\n",
       "       'Iris-virginica', 'Iris-virginica', 'Iris-virginica',\n",
       "       'Iris-virginica', 'Iris-virginica', 'Iris-virginica',\n",
       "       'Iris-virginica', 'Iris-virginica'], dtype=object)"
      ]
     },
     "execution_count": 75,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "target_v"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-19T17:23:20.688874Z",
     "start_time": "2020-12-19T17:23:20.680875Z"
    }
   },
   "outputs": [],
   "source": [
    "feature_names=[\"SepalLengthCm\",\"SepalWidthCm\",\"PetalLengthCm\",\"PetalWidthCm\"]\n",
    "target_name=['setosa', 'versicolor', 'virginica']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-19T17:03:42.396402Z",
     "start_time": "2020-12-19T17:03:42.390401Z"
    }
   },
   "outputs": [],
   "source": [
    "# Select feature data and target data\n",
    "X = part.iloc[:,:-1]\n",
    "y = part.iloc[:,-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-19T17:07:34.768668Z",
     "start_time": "2020-12-19T17:07:34.707592Z"
    }
   },
   "outputs": [],
   "source": [
    "# to devide dataset into train and test\n",
    "X_train, X_test, y_train, y_test = train_test_split(X,y,test_size=0.35, random_state = 42)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-19T17:22:31.397220Z",
     "start_time": "2020-12-19T17:22:31.383226Z"
    }
   },
   "outputs": [],
   "source": [
    "# To load the DecisionTreeClassifier\n",
    "dtc = DecisionTreeClassifier()\n",
    "dtc.fit(X_train, y_train)\n",
    "c_pred=dtc.predict(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-19T17:27:30.946765Z",
     "start_time": "2020-12-19T17:27:30.917765Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Confusion Matrix: [[19  0  0]\n",
      " [ 0 17  1]\n",
      " [ 0  0 16]]\n"
     ]
    }
   ],
   "source": [
    "print(\"Confusion Matrix:\",confusion_matrix(c_pred,y_test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-19T17:28:15.807695Z",
     "start_time": "2020-12-19T17:28:15.773695Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Classification Report:                  precision    recall  f1-score   support\n",
      "\n",
      "    Iris-setosa       1.00      1.00      1.00        19\n",
      "Iris-versicolor       1.00      0.94      0.97        18\n",
      " Iris-virginica       0.94      1.00      0.97        16\n",
      "\n",
      "       accuracy                           0.98        53\n",
      "      macro avg       0.98      0.98      0.98        53\n",
      "   weighted avg       0.98      0.98      0.98        53\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(\"Classification Report:\",classification_report(c_pred,y_test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 85,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-19T17:26:26.104467Z",
     "start_time": "2020-12-19T17:26:26.096470Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy of Test data : 98.11320754716981 %\n"
     ]
    }
   ],
   "source": [
    "print(\"Accuracy of Test data :\",accuracy_score(c_pred,y_test)*100,\"%\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 89,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-19T17:30:02.808758Z",
     "start_time": "2020-12-19T17:30:02.766749Z"
    }
   },
   "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>index</th>\n",
       "      <th>Actual</th>\n",
       "      <th>Predicted</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>73</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>18</td>\n",
       "      <td>Iris-setosa</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>118</td>\n",
       "      <td>Iris-virginica</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>78</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>76</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>31</td>\n",
       "      <td>Iris-setosa</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>64</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>141</td>\n",
       "      <td>Iris-virginica</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>68</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>82</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>110</td>\n",
       "      <td>Iris-virginica</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>12</td>\n",
       "      <td>Iris-setosa</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>36</td>\n",
       "      <td>Iris-setosa</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>9</td>\n",
       "      <td>Iris-setosa</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>19</td>\n",
       "      <td>Iris-setosa</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>56</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>104</td>\n",
       "      <td>Iris-virginica</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>69</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>55</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>132</td>\n",
       "      <td>Iris-virginica</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>29</td>\n",
       "      <td>Iris-setosa</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>127</td>\n",
       "      <td>Iris-virginica</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>26</td>\n",
       "      <td>Iris-setosa</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>128</td>\n",
       "      <td>Iris-virginica</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>131</td>\n",
       "      <td>Iris-virginica</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>145</td>\n",
       "      <td>Iris-virginica</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>108</td>\n",
       "      <td>Iris-virginica</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>143</td>\n",
       "      <td>Iris-virginica</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>45</td>\n",
       "      <td>Iris-setosa</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>30</td>\n",
       "      <td>Iris-setosa</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>22</td>\n",
       "      <td>Iris-setosa</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>15</td>\n",
       "      <td>Iris-setosa</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>65</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>11</td>\n",
       "      <td>Iris-setosa</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>42</td>\n",
       "      <td>Iris-setosa</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>146</td>\n",
       "      <td>Iris-virginica</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>51</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>27</td>\n",
       "      <td>Iris-setosa</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>4</td>\n",
       "      <td>Iris-setosa</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>32</td>\n",
       "      <td>Iris-setosa</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>142</td>\n",
       "      <td>Iris-virginica</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>85</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>86</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>16</td>\n",
       "      <td>Iris-setosa</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>10</td>\n",
       "      <td>Iris-setosa</td>\n",
       "      <td>Iris-setosa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>81</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>133</td>\n",
       "      <td>Iris-virginica</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>137</td>\n",
       "      <td>Iris-virginica</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>75</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>109</td>\n",
       "      <td>Iris-virginica</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>96</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>105</td>\n",
       "      <td>Iris-virginica</td>\n",
       "      <td>Iris-virginica</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>66</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "      <td>Iris-versicolor</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    index           Actual        Predicted\n",
       "0      73  Iris-versicolor  Iris-versicolor\n",
       "1      18      Iris-setosa      Iris-setosa\n",
       "2     118   Iris-virginica   Iris-virginica\n",
       "3      78  Iris-versicolor  Iris-versicolor\n",
       "4      76  Iris-versicolor  Iris-versicolor\n",
       "5      31      Iris-setosa      Iris-setosa\n",
       "6      64  Iris-versicolor  Iris-versicolor\n",
       "7     141   Iris-virginica   Iris-virginica\n",
       "8      68  Iris-versicolor  Iris-versicolor\n",
       "9      82  Iris-versicolor  Iris-versicolor\n",
       "10    110   Iris-virginica   Iris-virginica\n",
       "11     12      Iris-setosa      Iris-setosa\n",
       "12     36      Iris-setosa      Iris-setosa\n",
       "13      9      Iris-setosa      Iris-setosa\n",
       "14     19      Iris-setosa      Iris-setosa\n",
       "15     56  Iris-versicolor  Iris-versicolor\n",
       "16    104   Iris-virginica   Iris-virginica\n",
       "17     69  Iris-versicolor  Iris-versicolor\n",
       "18     55  Iris-versicolor  Iris-versicolor\n",
       "19    132   Iris-virginica   Iris-virginica\n",
       "20     29      Iris-setosa      Iris-setosa\n",
       "21    127   Iris-virginica   Iris-virginica\n",
       "22     26      Iris-setosa      Iris-setosa\n",
       "23    128   Iris-virginica   Iris-virginica\n",
       "24    131   Iris-virginica   Iris-virginica\n",
       "25    145   Iris-virginica   Iris-virginica\n",
       "26    108   Iris-virginica   Iris-virginica\n",
       "27    143   Iris-virginica   Iris-virginica\n",
       "28     45      Iris-setosa      Iris-setosa\n",
       "29     30      Iris-setosa      Iris-setosa\n",
       "30     22      Iris-setosa      Iris-setosa\n",
       "31     15      Iris-setosa      Iris-setosa\n",
       "32     65  Iris-versicolor  Iris-versicolor\n",
       "33     11      Iris-setosa      Iris-setosa\n",
       "34     42      Iris-setosa      Iris-setosa\n",
       "35    146   Iris-virginica   Iris-virginica\n",
       "36     51  Iris-versicolor  Iris-versicolor\n",
       "37     27      Iris-setosa      Iris-setosa\n",
       "38      4      Iris-setosa      Iris-setosa\n",
       "39     32      Iris-setosa      Iris-setosa\n",
       "40    142   Iris-virginica   Iris-virginica\n",
       "41     85  Iris-versicolor  Iris-versicolor\n",
       "42     86  Iris-versicolor  Iris-versicolor\n",
       "43     16      Iris-setosa      Iris-setosa\n",
       "44     10      Iris-setosa      Iris-setosa\n",
       "45     81  Iris-versicolor  Iris-versicolor\n",
       "46    133   Iris-virginica  Iris-versicolor\n",
       "47    137   Iris-virginica   Iris-virginica\n",
       "48     75  Iris-versicolor  Iris-versicolor\n",
       "49    109   Iris-virginica   Iris-virginica\n",
       "50     96  Iris-versicolor  Iris-versicolor\n",
       "51    105   Iris-virginica   Iris-virginica\n",
       "52     66  Iris-versicolor  Iris-versicolor"
      ]
     },
     "execution_count": 89,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Creat DataFrame to comparing Actual vs Predicted\n",
    "df=pd.DataFrame({'Actual': y_test, 'Predicted': c_pred})\n",
    "df.reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 93,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-19T17:31:18.606745Z",
     "start_time": "2020-12-19T17:31:18.236739Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot:>"
      ]
     },
     "execution_count": 93,
     "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": [
    "sns.heatmap(confusion_matrix(c_pred,y_test),annot = True,cmap = 'RdGy_r')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 94,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-19T17:33:32.876680Z",
     "start_time": "2020-12-19T17:33:31.444683Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1296x1296 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn import tree\n",
    "plt.figure(figsize = (18,18))\n",
    "tree.plot_tree(dtc,filled = True,rounded = True,proportion = True,node_ids = True , feature_names = feature_names)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "metadata": {
    "ExecuteTime": {
     "end_time": "2020-12-19T17:37:38.148284Z",
     "start_time": "2020-12-19T17:37:38.139296Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Iris-setosa'], dtype=object)"
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# To Predict for class X.\n",
    "dtc.predict([[5.1, 3.5, 1.4, 0.2]])"
   ]
  },
  {
   "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": "3.8.6"
  },
  "varInspector": {
   "cols": {
    "lenName": 16,
    "lenType": 16,
    "lenVar": 40
   },
   "kernels_config": {
    "python": {
     "delete_cmd_postfix": "",
     "delete_cmd_prefix": "del ",
     "library": "var_list.py",
     "varRefreshCmd": "print(var_dic_list())"
    },
    "r": {
     "delete_cmd_postfix": ") ",
     "delete_cmd_prefix": "rm(",
     "library": "var_list.r",
     "varRefreshCmd": "cat(var_dic_list()) "
    }
   },
   "types_to_exclude": [
    "module",
    "function",
    "builtin_function_or_method",
    "instance",
    "_Feature"
   ],
   "window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}