Chapter_8/Lab_8.3.1_fitting_classification_trees.ipynb

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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Lab-8.3.1_Fitting_classification_trees"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "\n",
    "from sklearn.model_selection import train_test_split,cross_val_score\n",
    "from sklearn.tree import DecisionTreeClassifier\n",
    "from sklearn import tree\n",
    "from sklearn.metrics import confusion_matrix\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# for viewing graphs\n",
    "from IPython.display import HTML"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(400, 11)\n"
     ]
    },
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Sales</th>\n",
       "      <th>CompPrice</th>\n",
       "      <th>Income</th>\n",
       "      <th>Advertising</th>\n",
       "      <th>Population</th>\n",
       "      <th>Price</th>\n",
       "      <th>ShelveLoc</th>\n",
       "      <th>Age</th>\n",
       "      <th>Education</th>\n",
       "      <th>Urban</th>\n",
       "      <th>US</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>9.50</td>\n",
       "      <td>138</td>\n",
       "      <td>73</td>\n",
       "      <td>11</td>\n",
       "      <td>276</td>\n",
       "      <td>120</td>\n",
       "      <td>Bad</td>\n",
       "      <td>42</td>\n",
       "      <td>17</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>11.22</td>\n",
       "      <td>111</td>\n",
       "      <td>48</td>\n",
       "      <td>16</td>\n",
       "      <td>260</td>\n",
       "      <td>83</td>\n",
       "      <td>Good</td>\n",
       "      <td>65</td>\n",
       "      <td>10</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>10.06</td>\n",
       "      <td>113</td>\n",
       "      <td>35</td>\n",
       "      <td>10</td>\n",
       "      <td>269</td>\n",
       "      <td>80</td>\n",
       "      <td>Medium</td>\n",
       "      <td>59</td>\n",
       "      <td>12</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>7.40</td>\n",
       "      <td>117</td>\n",
       "      <td>100</td>\n",
       "      <td>4</td>\n",
       "      <td>466</td>\n",
       "      <td>97</td>\n",
       "      <td>Medium</td>\n",
       "      <td>55</td>\n",
       "      <td>14</td>\n",
       "      <td>Yes</td>\n",
       "      <td>Yes</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4.15</td>\n",
       "      <td>141</td>\n",
       "      <td>64</td>\n",
       "      <td>3</td>\n",
       "      <td>340</td>\n",
       "      <td>128</td>\n",
       "      <td>Bad</td>\n",
       "      <td>38</td>\n",
       "      <td>13</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      "text/plain": [
       "   Sales  CompPrice  Income  Advertising  Population  Price ShelveLoc  Age  \\\n",
       "0   9.50        138      73           11         276    120       Bad   42   \n",
       "1  11.22        111      48           16         260     83      Good   65   \n",
       "2  10.06        113      35           10         269     80    Medium   59   \n",
       "3   7.40        117     100            4         466     97    Medium   55   \n",
       "4   4.15        141      64            3         340    128       Bad   38   \n",
       "\n",
       "   Education Urban   US  \n",
       "0         17   Yes  Yes  \n",
       "1         10   Yes  Yes  \n",
       "2         12   Yes  Yes  \n",
       "3         14   Yes  Yes  \n",
       "4         13   Yes   No  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "carseats = pd.read_csv('E:\\programming\\dataset\\Into_to_statstical_learning\\Carseats.csv')\n",
    "data = carseats.copy() # i am used to treat data as \"data\"\n",
    "print(carseats.shape)\n",
    "carseats.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Before going furthur, according to me its a good advice to get familier with the data. The current data we have is of an organization who sells car seats (this is my take on the dataset), each row represents a region. Therefore for each region, the columns are - \n",
    "- Sales: unit sales in thousands\n",
    "- CompPrice: price charged by competitor at each location\n",
    "- Income: community income level in 1000s of dollars\n",
    "- Advertising: local ad budget at each location in 1000s of dollars\n",
    "- Population: regional pop in thousands\n",
    "- Price: price for car seats at each site\n",
    "- ShelveLoc: Bad, Good or Medium indicates quality of shelving location\n",
    "- Age: age level of the population\n",
    "- Education: ed level at location\n",
    "- Urban: Yes/No\n",
    "- US: Yes/No"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Looking at the above data we can get some idea what job we have in our hands, so the company wants to set up a busniess in some new region, we have the information of that region and want to predict what the sales would be..To make the model we will use this data as training data\n",
    "source - http://rstudio-pubs-static.s3.amazonaws.com/244643_520e0851a0f74d9fb588c8aaad481e21.html#:~:text=The%20Carseats%20data%20set%20tracks,different%20store)%20and%2011%20variables%3A&text=Price%3A%20price%20for%20car%20seats,indicates%20quality%20of%20shelving%20location"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Encoding the categorical variables"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['Bad' 'Good' 'Medium']\n",
      "['Yes' 'No']\n",
      "['Yes' 'No']\n"
     ]
    }
   ],
   "source": [
    "print(data['ShelveLoc'].unique())\n",
    "print(data['Urban'].unique())\n",
    "print(data['US'].unique())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# as the labels are ordinal, we would only be using label encoder, and since the values are small in number, we will map them\n",
    "yes_no_dict = {'Yes':1,'No':0}\n",
    "data['Urban'] = data['Urban'].map(yes_no_dict)\n",
    "data['US'] = data['US'].map(yes_no_dict)\n",
    "data['ShelveLoc'] = data['ShelveLoc'].map({'Bad':0,'Good':1,'Medium':3})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Sales          float64\n",
       "CompPrice        int64\n",
       "Income           int64\n",
       "Advertising      int64\n",
       "Population       int64\n",
       "Price            int64\n",
       "ShelveLoc        int64\n",
       "Age              int64\n",
       "Education        int64\n",
       "Urban            int64\n",
       "US               int64\n",
       "dtype: object"
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     },
     "execution_count": 5,
     "metadata": {},
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   ],
   "source": [
    "data.dtypes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# adding a binary target variable\n",
    "data['Sales_binary'] = np.where(data['Sales']<=9,0,1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "# splitting X and y\n",
    "X = data.drop(['Sales','Sales_binary'],axis = 1)\n",
    "y = data['Sales_binary']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "https://scikit-learn.org/stable/modules/generated/sklearn.tree.DecisionTreeClassifier.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "DecisionTreeClassifier(class_weight=None, criterion='gini', max_depth=6,\n",
       "                       max_features=None, max_leaf_nodes=None,\n",
       "                       min_impurity_decrease=0.0, min_impurity_split=None,\n",
       "                       min_samples_leaf=1, min_samples_split=2,\n",
       "                       min_weight_fraction_leaf=0.0, presort=False,\n",
       "                       random_state=None, splitter='best')"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "clf = DecisionTreeClassifier(max_depth=6) \n",
    "# earlier i fitted it without giving the max depth paramter, and the fitted tree was having depth = 10, which is a high number\n",
    "clf.fit(X,y)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Plotting tree - https://mljar.com/blog/visualize-decision-tree/"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
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       "<text text-anchor=\"middle\" x=\"154.5\" y=\"-528.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">CompPrice &lt;= 118.5</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"45.5\" y=\"-283.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"45.5\" y=\"-268.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 4</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"154.5\" y=\"-283.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"154.5\" y=\"-268.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 2</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"337.5\" y=\"-409.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">Education &lt;= 15.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"337.5\" y=\"-394.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.208</text>\r\n",
       "<text text-anchor=\"middle\" x=\"337.5\" y=\"-379.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 34</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"461.5\" y=\"-402.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"461.5\" y=\"-387.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 1</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"267.5\" y=\"-283.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"267.5\" y=\"-268.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 22</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"395.5\" y=\"-290.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">Education &lt;= 16.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"395.5\" y=\"-275.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.444</text>\r\n",
       "<text text-anchor=\"middle\" x=\"395.5\" y=\"-260.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 12</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"264.5\" y=\"-164.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"264.5\" y=\"-149.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 2</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"395.5\" y=\"-171.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">CompPrice &lt;= 116.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"395.5\" y=\"-156.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.32</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"286.5\" y=\"-52.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"286.5\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 7</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"395.5\" y=\"-52.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.444</text>\r\n",
       "<text text-anchor=\"middle\" x=\"395.5\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 3</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"876.5\" y=\"-528.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">CompPrice &lt;= 147.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"876.5\" y=\"-513.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.156</text>\r\n",
       "<text text-anchor=\"middle\" x=\"876.5\" y=\"-498.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 187</text>\r\n",
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       "<!-- 16&#45;&gt;17 -->\r\n",
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       "<text text-anchor=\"middle\" x=\"1572.5\" y=\"-528.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">ShelveLoc &lt;= 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1572.5\" y=\"-513.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.473</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1572.5\" y=\"-498.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 164</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1572.5\" y=\"-483.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [101, 63]</text>\r\n",
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       "<!-- 16&#45;&gt;38 -->\r\n",
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       "<text text-anchor=\"middle\" x=\"809.5\" y=\"-409.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">Price &lt;= 94.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"809.5\" y=\"-394.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.103</text>\r\n",
       "<text text-anchor=\"middle\" x=\"809.5\" y=\"-379.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 166</text>\r\n",
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       "<!-- 17&#45;&gt;18 -->\r\n",
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       "<polygon fill=\"#f2c09c\" stroke=\"black\" points=\"993.5,-425 893.5,-425 893.5,-342 993.5,-342 993.5,-425\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"943.5\" y=\"-409.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">Price &lt;= 122.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"943.5\" y=\"-394.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.444</text>\r\n",
       "<text text-anchor=\"middle\" x=\"943.5\" y=\"-379.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 21</text>\r\n",
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       "<!-- 17&#45;&gt;29 -->\r\n",
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       "<text text-anchor=\"middle\" x=\"680.5\" y=\"-290.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">Age &lt;= 53.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"680.5\" y=\"-275.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.426</text>\r\n",
       "<text text-anchor=\"middle\" x=\"680.5\" y=\"-260.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 13</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"809.5\" y=\"-290.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">Age &lt;= 50.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"809.5\" y=\"-275.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.063</text>\r\n",
       "<text text-anchor=\"middle\" x=\"809.5\" y=\"-260.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 153</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"549.5\" y=\"-171.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">CompPrice &lt;= 139.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"549.5\" y=\"-156.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.32</text>\r\n",
       "<text text-anchor=\"middle\" x=\"549.5\" y=\"-141.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 5</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"680.5\" y=\"-149.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 8</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"504.5\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 4</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"613.5\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 1</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"802.5\" y=\"-171.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">ShelveLoc &lt;= 2.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"802.5\" y=\"-156.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.155</text>\r\n",
       "<text text-anchor=\"middle\" x=\"802.5\" y=\"-141.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 59</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"928.5\" y=\"-149.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 94</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"726.5\" y=\"-52.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.293</text>\r\n",
       "<text text-anchor=\"middle\" x=\"726.5\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 28</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"842.5\" y=\"-52.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"842.5\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 31</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"943.5\" y=\"-283.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"943.5\" y=\"-268.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"943.5\" y=\"-253.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [0, 2]</text>\r\n",
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       "<!-- 29&#45;&gt;30 -->\r\n",
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       "<text text-anchor=\"middle\" x=\"1063.5\" y=\"-290.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">Age &lt;= 32.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1063.5\" y=\"-275.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.388</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1063.5\" y=\"-260.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 19</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"1063.5\" y=\"-171.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">CompPrice &lt;= 149.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1063.5\" y=\"-156.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.444</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1063.5\" y=\"-141.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 3</text>\r\n",
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       "<!-- 31&#45;&gt;32 -->\r\n",
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       "<text text-anchor=\"middle\" x=\"1216.5\" y=\"-171.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">CompPrice &lt;= 148.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1216.5\" y=\"-156.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.305</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1216.5\" y=\"-141.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 16</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"955.5\" y=\"-52.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"955.5\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 1</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"1173.5\" y=\"-52.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"1286.5\" y=\"-52.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.231</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1286.5\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 15</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1286.5\" y=\"-22.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [13, 2]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1286.5\" y=\"-7.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 0</text>\r\n",
       "</g>\r\n",
       "<!-- 35&#45;&gt;37 -->\r\n",
       "<g id=\"edge37\" class=\"edge\"><title>35&#45;&gt;37</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1242.57,-103.726C1248.16,-94.9703 1254.09,-85.7032 1259.71,-76.9051\"/>\r\n",
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       "<!-- 39 -->\r\n",
       "<g id=\"node40\" class=\"node\"><title>39</title>\r\n",
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       "<text text-anchor=\"middle\" x=\"1572.5\" y=\"-409.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">CompPrice &lt;= 137.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1572.5\" y=\"-394.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.157</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1572.5\" y=\"-379.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 35</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1572.5\" y=\"-364.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [32, 3]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1572.5\" y=\"-349.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 0</text>\r\n",
       "</g>\r\n",
       "<!-- 38&#45;&gt;39 -->\r\n",
       "<g id=\"edge39\" class=\"edge\"><title>38&#45;&gt;39</title>\r\n",
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       "<text text-anchor=\"middle\" x=\"1941.5\" y=\"-409.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">ShelveLoc &lt;= 2.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1941.5\" y=\"-394.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.498</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1941.5\" y=\"-379.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 129</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1941.5\" y=\"-364.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [69, 60]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1941.5\" y=\"-349.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 0</text>\r\n",
       "</g>\r\n",
       "<!-- 38&#45;&gt;48 -->\r\n",
       "<g id=\"edge48\" class=\"edge\"><title>38&#45;&gt;48</title>\r\n",
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       "<text text-anchor=\"middle\" x=\"1514.5\" y=\"-290.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">Age &lt;= 27.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1514.5\" y=\"-275.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.067</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1514.5\" y=\"-260.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 29</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1514.5\" y=\"-245.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [28, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1514.5\" y=\"-230.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 0</text>\r\n",
       "</g>\r\n",
       "<!-- 39&#45;&gt;40 -->\r\n",
       "<g id=\"edge40\" class=\"edge\"><title>39&#45;&gt;40</title>\r\n",
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       "<g id=\"node46\" class=\"node\"><title>45</title>\r\n",
       "<polygon fill=\"#f2c09c\" stroke=\"black\" points=\"1681.5,-306 1581.5,-306 1581.5,-223 1681.5,-223 1681.5,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1631.5\" y=\"-290.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">Price &lt;= 126.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1631.5\" y=\"-275.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.444</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1631.5\" y=\"-260.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 6</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1631.5\" y=\"-245.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [4, 2]</text>\r\n",
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       "</g>\r\n",
       "<!-- 39&#45;&gt;45 -->\r\n",
       "<g id=\"edge45\" class=\"edge\"><title>39&#45;&gt;45</title>\r\n",
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       "<g id=\"node42\" class=\"node\"><title>41</title>\r\n",
       "<polygon fill=\"#ffffff\" stroke=\"black\" points=\"1449.5,-187 1349.5,-187 1349.5,-104 1449.5,-104 1449.5,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1399.5\" y=\"-171.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">Price &lt;= 110.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1399.5\" y=\"-156.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1399.5\" y=\"-141.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1399.5\" y=\"-126.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [1, 1]</text>\r\n",
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       "</g>\r\n",
       "<!-- 40&#45;&gt;41 -->\r\n",
       "<g id=\"edge41\" class=\"edge\"><title>40&#45;&gt;41</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1474.6,-222.907C1465.5,-213.651 1455.75,-203.732 1446.39,-194.209\"/>\r\n",
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       "<!-- 44 -->\r\n",
       "<g id=\"node45\" class=\"node\"><title>44</title>\r\n",
       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"1565.5,-179.5 1467.5,-179.5 1467.5,-111.5 1565.5,-111.5 1565.5,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1516.5\" y=\"-164.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1516.5\" y=\"-149.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 27</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1516.5\" y=\"-134.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [27, 0]</text>\r\n",
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       "</g>\r\n",
       "<!-- 40&#45;&gt;44 -->\r\n",
       "<g id=\"edge44\" class=\"edge\"><title>40&#45;&gt;44</title>\r\n",
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       "<polygon fill=\"#399de5\" stroke=\"black\" points=\"1445,-68 1354,-68 1354,-0 1445,-0 1445,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1399.5\" y=\"-52.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1399.5\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1399.5\" y=\"-22.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [0, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1399.5\" y=\"-7.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 1</text>\r\n",
       "</g>\r\n",
       "<!-- 41&#45;&gt;42 -->\r\n",
       "<g id=\"edge42\" class=\"edge\"><title>41&#45;&gt;42</title>\r\n",
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       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"1554,-68 1463,-68 1463,-0 1554,-0 1554,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1508.5\" y=\"-52.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1508.5\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1508.5\" y=\"-22.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [1, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1508.5\" y=\"-7.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 0</text>\r\n",
       "</g>\r\n",
       "<!-- 41&#45;&gt;43 -->\r\n",
       "<g id=\"edge43\" class=\"edge\"><title>41&#45;&gt;43</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1440.09,-103.726C1449.26,-94.5142 1458.99,-84.7364 1468.15,-75.5343\"/>\r\n",
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       "<!-- 46 -->\r\n",
       "<g id=\"node47\" class=\"node\"><title>46</title>\r\n",
       "<polygon fill=\"#399de5\" stroke=\"black\" points=\"1675,-179.5 1584,-179.5 1584,-111.5 1675,-111.5 1675,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1629.5\" y=\"-164.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1629.5\" y=\"-149.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1629.5\" y=\"-134.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [0, 2]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1629.5\" y=\"-119.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 1</text>\r\n",
       "</g>\r\n",
       "<!-- 45&#45;&gt;46 -->\r\n",
       "<g id=\"edge46\" class=\"edge\"><title>45&#45;&gt;46</title>\r\n",
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       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"1784,-179.5 1693,-179.5 1693,-111.5 1784,-111.5 1784,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1738.5\" y=\"-164.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1738.5\" y=\"-149.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 4</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1738.5\" y=\"-134.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [4, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1738.5\" y=\"-119.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 0</text>\r\n",
       "</g>\r\n",
       "<!-- 45&#45;&gt;47 -->\r\n",
       "<g id=\"edge47\" class=\"edge\"><title>45&#45;&gt;47</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1668.62,-222.907C1679.22,-211.321 1690.76,-198.698 1701.36,-187.111\"/>\r\n",
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       "<!-- 49 -->\r\n",
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       "<polygon fill=\"#6ab6ec\" stroke=\"black\" points=\"1995,-306 1888,-306 1888,-223 1995,-223 1995,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1941.5\" y=\"-290.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">Income &lt;= 47.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1941.5\" y=\"-275.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.32</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1941.5\" y=\"-260.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 40</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1941.5\" y=\"-245.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [8, 32]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1941.5\" y=\"-230.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 1</text>\r\n",
       "</g>\r\n",
       "<!-- 48&#45;&gt;49 -->\r\n",
       "<g id=\"edge49\" class=\"edge\"><title>48&#45;&gt;49</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1941.5,-341.907C1941.5,-333.649 1941.5,-324.864 1941.5,-316.302\"/>\r\n",
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       "<polygon fill=\"#f1bb94\" stroke=\"black\" points=\"2304.5,-306 2200.5,-306 2200.5,-223 2304.5,-223 2304.5,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"2252.5\" y=\"-290.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">Price &lt;= 109.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2252.5\" y=\"-275.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.431</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2252.5\" y=\"-260.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 89</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2252.5\" y=\"-245.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [61, 28]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2252.5\" y=\"-230.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 0</text>\r\n",
       "</g>\r\n",
       "<!-- 48&#45;&gt;56 -->\r\n",
       "<g id=\"edge56\" class=\"edge\"><title>48&#45;&gt;56</title>\r\n",
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       "<text text-anchor=\"middle\" x=\"1867.5\" y=\"-171.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">Population &lt;= 340.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1867.5\" y=\"-156.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.48</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1867.5\" y=\"-141.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 10</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1867.5\" y=\"-126.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [6, 4]</text>\r\n",
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       "<!-- 49&#45;&gt;50 -->\r\n",
       "<g id=\"edge50\" class=\"edge\"><title>49&#45;&gt;50</title>\r\n",
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       "<text text-anchor=\"middle\" x=\"2016.5\" y=\"-171.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">Population &lt;= 477.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2016.5\" y=\"-156.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.124</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2016.5\" y=\"-141.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 30</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2016.5\" y=\"-126.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [2, 28]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2016.5\" y=\"-111.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 1</text>\r\n",
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       "<!-- 49&#45;&gt;53 -->\r\n",
       "<g id=\"edge53\" class=\"edge\"><title>49&#45;&gt;53</title>\r\n",
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       "<text text-anchor=\"middle\" x=\"1758.5\" y=\"-52.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.245</text>\r\n",
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      "text/plain": [
       "<IPython.core.display.HTML object>"
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     "metadata": {},
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   ],
   "source": [
    "#plotting tree\n",
    "import graphviz \n",
    "# I faced a problem that i was not able to import it even after installing, to solve this issue \n",
    "# first run \"conda install graphviz\" and then \"conda install python-graphviz\"\n",
    "\n",
    "# DOT data\n",
    "dot_data = tree.export_graphviz(clf, out_file=None, \n",
    "                                feature_names=X.columns,  \n",
    "                                class_names=['0','1'],\n",
    "                                filled=True)\n",
    "\n",
    "# Draw graph\n",
    "graph = graphviz.Source(dot_data) \n",
    "display(HTML(graph._repr_svg_()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
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       "<text text-anchor=\"middle\" x=\"399.5\" y=\"-498.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 35</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"45.5\" y=\"-402.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"45.5\" y=\"-387.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 8</text>\r\n",
       "<text text-anchor=\"middle\" x=\"45.5\" y=\"-372.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [8, 0]</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"154.5\" y=\"-409.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">Age &lt;= 78.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"154.5\" y=\"-394.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.444</text>\r\n",
       "<text text-anchor=\"middle\" x=\"154.5\" y=\"-379.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 6</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"45.5\" y=\"-283.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"45.5\" y=\"-268.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 4</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"154.5\" y=\"-283.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"154.5\" y=\"-268.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 2</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"337.5\" y=\"-409.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">Education &lt;= 15.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"337.5\" y=\"-394.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.208</text>\r\n",
       "<text text-anchor=\"middle\" x=\"337.5\" y=\"-379.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 34</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"461.5\" y=\"-402.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"461.5\" y=\"-387.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 1</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"267.5\" y=\"-283.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"267.5\" y=\"-268.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 22</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"395.5\" y=\"-290.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">Education &lt;= 16.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"395.5\" y=\"-275.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.444</text>\r\n",
       "<text text-anchor=\"middle\" x=\"395.5\" y=\"-260.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 12</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"264.5\" y=\"-164.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"264.5\" y=\"-149.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 2</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"264.5\" y=\"-119.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 0</text>\r\n",
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       "<!-- 10&#45;&gt;11 -->\r\n",
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       "<text text-anchor=\"middle\" x=\"395.5\" y=\"-171.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">CompPrice &lt;= 116.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"395.5\" y=\"-156.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.32</text>\r\n",
       "<text text-anchor=\"middle\" x=\"395.5\" y=\"-141.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 10</text>\r\n",
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       "<!-- 10&#45;&gt;12 -->\r\n",
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       "<text text-anchor=\"middle\" x=\"286.5\" y=\"-52.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"286.5\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 7</text>\r\n",
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       "<!-- 12&#45;&gt;13 -->\r\n",
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       "<text text-anchor=\"middle\" x=\"395.5\" y=\"-52.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.444</text>\r\n",
       "<text text-anchor=\"middle\" x=\"395.5\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 3</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"876.5\" y=\"-528.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">CompPrice &lt;= 147.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"876.5\" y=\"-513.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.156</text>\r\n",
       "<text text-anchor=\"middle\" x=\"876.5\" y=\"-498.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 187</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"1572.5\" y=\"-528.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">ShelveLoc &lt;= 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1572.5\" y=\"-513.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.473</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1572.5\" y=\"-498.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 164</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"809.5\" y=\"-409.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">Price &lt;= 94.5</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"943.5\" y=\"-409.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">Price &lt;= 122.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"943.5\" y=\"-394.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.444</text>\r\n",
       "<text text-anchor=\"middle\" x=\"943.5\" y=\"-379.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 21</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"680.5\" y=\"-290.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">Age &lt;= 53.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"680.5\" y=\"-275.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.426</text>\r\n",
       "<text text-anchor=\"middle\" x=\"680.5\" y=\"-260.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 13</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"809.5\" y=\"-290.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">Age &lt;= 50.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"809.5\" y=\"-275.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.063</text>\r\n",
       "<text text-anchor=\"middle\" x=\"809.5\" y=\"-260.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 153</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"549.5\" y=\"-171.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">CompPrice &lt;= 139.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"549.5\" y=\"-156.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.32</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"680.5\" y=\"-164.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"680.5\" y=\"-149.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 8</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"504.5\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 4</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"613.5\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 1</text>\r\n",
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       "<!-- 20&#45;&gt;22 -->\r\n",
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       "<text text-anchor=\"middle\" x=\"802.5\" y=\"-171.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">ShelveLoc &lt;= 2.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"802.5\" y=\"-156.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.155</text>\r\n",
       "<text text-anchor=\"middle\" x=\"802.5\" y=\"-141.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 59</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"928.5\" y=\"-164.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"928.5\" y=\"-149.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 94</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"726.5\" y=\"-52.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.293</text>\r\n",
       "<text text-anchor=\"middle\" x=\"726.5\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 28</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"943.5\" y=\"-283.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"943.5\" y=\"-268.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 2</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"1063.5\" y=\"-290.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">Age &lt;= 32.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1063.5\" y=\"-275.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.388</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1063.5\" y=\"-260.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 19</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"1063.5\" y=\"-171.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">CompPrice &lt;= 149.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1063.5\" y=\"-156.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.444</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1063.5\" y=\"-141.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 3</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"955.5\" y=\"-52.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"955.5\" y=\"-7.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 0</text>\r\n",
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       "<!-- 32&#45;&gt;33 -->\r\n",
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       "<text text-anchor=\"middle\" x=\"1064.5\" y=\"-52.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1064.5\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1064.5\" y=\"-22.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [0, 2]</text>\r\n",
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       "<!-- 32&#45;&gt;34 -->\r\n",
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       "<text text-anchor=\"middle\" x=\"1173.5\" y=\"-52.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1173.5\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 1</text>\r\n",
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       "<!-- 35&#45;&gt;36 -->\r\n",
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       "<text text-anchor=\"middle\" x=\"1286.5\" y=\"-52.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.231</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1286.5\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 15</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1286.5\" y=\"-22.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [13, 2]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1286.5\" y=\"-7.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 0</text>\r\n",
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       "<!-- 35&#45;&gt;37 -->\r\n",
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       "<path fill=\"none\" stroke=\"black\" d=\"M1242.57,-103.726C1248.16,-94.9703 1254.09,-85.7032 1259.71,-76.9051\"/>\r\n",
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       "<!-- 39 -->\r\n",
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       "<text text-anchor=\"middle\" x=\"1572.5\" y=\"-409.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">CompPrice &lt;= 137.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1572.5\" y=\"-394.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.157</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1572.5\" y=\"-379.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 35</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1572.5\" y=\"-364.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [32, 3]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1572.5\" y=\"-349.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 0</text>\r\n",
       "</g>\r\n",
       "<!-- 38&#45;&gt;39 -->\r\n",
       "<g id=\"edge39\" class=\"edge\"><title>38&#45;&gt;39</title>\r\n",
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       "<text text-anchor=\"middle\" x=\"1941.5\" y=\"-409.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">ShelveLoc &lt;= 2.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1941.5\" y=\"-394.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.498</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1941.5\" y=\"-379.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 129</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1941.5\" y=\"-364.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [69, 60]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1941.5\" y=\"-349.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 0</text>\r\n",
       "</g>\r\n",
       "<!-- 38&#45;&gt;48 -->\r\n",
       "<g id=\"edge48\" class=\"edge\"><title>38&#45;&gt;48</title>\r\n",
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       "<polygon fill=\"#e68640\" stroke=\"black\" points=\"1563.5,-306 1465.5,-306 1465.5,-223 1563.5,-223 1563.5,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1514.5\" y=\"-290.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">Age &lt;= 27.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1514.5\" y=\"-275.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.067</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1514.5\" y=\"-260.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 29</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1514.5\" y=\"-245.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [28, 1]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1514.5\" y=\"-230.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 0</text>\r\n",
       "</g>\r\n",
       "<!-- 39&#45;&gt;40 -->\r\n",
       "<g id=\"edge40\" class=\"edge\"><title>39&#45;&gt;40</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1552.38,-341.907C1548.1,-333.286 1543.54,-324.09 1539.13,-315.175\"/>\r\n",
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       "<polygon fill=\"#f2c09c\" stroke=\"black\" points=\"1681.5,-306 1581.5,-306 1581.5,-223 1681.5,-223 1681.5,-306\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1631.5\" y=\"-290.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">Price &lt;= 126.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1631.5\" y=\"-275.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.444</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1631.5\" y=\"-260.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 6</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1631.5\" y=\"-245.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [4, 2]</text>\r\n",
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       "</g>\r\n",
       "<!-- 39&#45;&gt;45 -->\r\n",
       "<g id=\"edge45\" class=\"edge\"><title>39&#45;&gt;45</title>\r\n",
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       "<polygon fill=\"#ffffff\" stroke=\"black\" points=\"1449.5,-187 1349.5,-187 1349.5,-104 1449.5,-104 1449.5,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1399.5\" y=\"-171.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">Price &lt;= 110.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1399.5\" y=\"-156.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1399.5\" y=\"-141.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1399.5\" y=\"-126.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [1, 1]</text>\r\n",
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       "</g>\r\n",
       "<!-- 40&#45;&gt;41 -->\r\n",
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       "<path fill=\"none\" stroke=\"black\" d=\"M1474.6,-222.907C1465.5,-213.651 1455.75,-203.732 1446.39,-194.209\"/>\r\n",
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       "<!-- 44 -->\r\n",
       "<g id=\"node45\" class=\"node\"><title>44</title>\r\n",
       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"1565.5,-179.5 1467.5,-179.5 1467.5,-111.5 1565.5,-111.5 1565.5,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1516.5\" y=\"-164.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1516.5\" y=\"-149.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 27</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1516.5\" y=\"-134.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [27, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1516.5\" y=\"-119.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 0</text>\r\n",
       "</g>\r\n",
       "<!-- 40&#45;&gt;44 -->\r\n",
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       "<polygon fill=\"#399de5\" stroke=\"black\" points=\"1445,-68 1354,-68 1354,-0 1445,-0 1445,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1399.5\" y=\"-52.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1399.5\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 1</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"1399.5\" y=\"-7.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 1</text>\r\n",
       "</g>\r\n",
       "<!-- 41&#45;&gt;42 -->\r\n",
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       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"1554,-68 1463,-68 1463,-0 1554,-0 1554,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1508.5\" y=\"-52.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1508.5\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1508.5\" y=\"-22.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [1, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1508.5\" y=\"-7.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 0</text>\r\n",
       "</g>\r\n",
       "<!-- 41&#45;&gt;43 -->\r\n",
       "<g id=\"edge43\" class=\"edge\"><title>41&#45;&gt;43</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1440.09,-103.726C1449.26,-94.5142 1458.99,-84.7364 1468.15,-75.5343\"/>\r\n",
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       "<!-- 46 -->\r\n",
       "<g id=\"node47\" class=\"node\"><title>46</title>\r\n",
       "<polygon fill=\"#399de5\" stroke=\"black\" points=\"1675,-179.5 1584,-179.5 1584,-111.5 1675,-111.5 1675,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1629.5\" y=\"-164.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1629.5\" y=\"-149.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 2</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1629.5\" y=\"-134.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [0, 2]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1629.5\" y=\"-119.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 1</text>\r\n",
       "</g>\r\n",
       "<!-- 45&#45;&gt;46 -->\r\n",
       "<g id=\"edge46\" class=\"edge\"><title>45&#45;&gt;46</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1630.81,-222.907C1630.62,-212.204 1630.43,-200.615 1630.24,-189.776\"/>\r\n",
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       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"1784,-179.5 1693,-179.5 1693,-111.5 1784,-111.5 1784,-179.5\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1738.5\" y=\"-164.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1738.5\" y=\"-149.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 4</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1738.5\" y=\"-134.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [4, 0]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1738.5\" y=\"-119.3\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 0</text>\r\n",
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       "<!-- 45&#45;&gt;47 -->\r\n",
       "<g id=\"edge47\" class=\"edge\"><title>45&#45;&gt;47</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1668.62,-222.907C1679.22,-211.321 1690.76,-198.698 1701.36,-187.111\"/>\r\n",
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       "<text text-anchor=\"middle\" x=\"1941.5\" y=\"-290.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">Income &lt;= 47.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1941.5\" y=\"-275.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.32</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1941.5\" y=\"-260.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 40</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1941.5\" y=\"-245.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [8, 32]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1941.5\" y=\"-230.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 1</text>\r\n",
       "</g>\r\n",
       "<!-- 48&#45;&gt;49 -->\r\n",
       "<g id=\"edge49\" class=\"edge\"><title>48&#45;&gt;49</title>\r\n",
       "<path fill=\"none\" stroke=\"black\" d=\"M1941.5,-341.907C1941.5,-333.649 1941.5,-324.864 1941.5,-316.302\"/>\r\n",
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       "<text text-anchor=\"middle\" x=\"2252.5\" y=\"-290.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">Price &lt;= 109.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2252.5\" y=\"-275.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.431</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2252.5\" y=\"-260.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 89</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2252.5\" y=\"-245.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [61, 28]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2252.5\" y=\"-230.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 0</text>\r\n",
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       "<!-- 48&#45;&gt;56 -->\r\n",
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       "<polygon fill=\"#f6d5bd\" stroke=\"black\" points=\"1933,-187 1802,-187 1802,-104 1933,-104 1933,-187\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1867.5\" y=\"-171.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">Population &lt;= 340.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1867.5\" y=\"-156.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.48</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1867.5\" y=\"-141.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 10</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1867.5\" y=\"-126.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [6, 4]</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"2016.5\" y=\"-171.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">Population &lt;= 477.5</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2016.5\" y=\"-156.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.124</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2016.5\" y=\"-141.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 30</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2016.5\" y=\"-126.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [2, 28]</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"1758.5\" y=\"-52.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.245</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1758.5\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 7</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"1867.5\" y=\"-52.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1867.5\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 3</text>\r\n",
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       "<polygon fill=\"#40a0e6\" stroke=\"black\" points=\"2029.5,-68 1931.5,-68 1931.5,-0 2029.5,-0 2029.5,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"1980.5\" y=\"-52.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.067</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1980.5\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 29</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1980.5\" y=\"-22.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [1, 28]</text>\r\n",
       "<text text-anchor=\"middle\" x=\"1980.5\" y=\"-7.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">class = 1</text>\r\n",
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       "<!-- 53&#45;&gt;54 -->\r\n",
       "<g id=\"edge54\" class=\"edge\"><title>53&#45;&gt;54</title>\r\n",
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       "<polygon fill=\"#e58139\" stroke=\"black\" points=\"2139,-68 2048,-68 2048,-0 2139,-0 2139,-68\"/>\r\n",
       "<text text-anchor=\"middle\" x=\"2093.5\" y=\"-52.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2093.5\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 1</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2093.5\" y=\"-22.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [1, 0]</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"2252.5\" y=\"-171.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">Population &lt;= 399.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2252.5\" y=\"-156.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.48</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2252.5\" y=\"-141.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 30</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2252.5\" y=\"-126.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [12, 18]</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"2435.5\" y=\"-171.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">Age &lt;= 54.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2435.5\" y=\"-156.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.282</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2435.5\" y=\"-141.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 59</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2435.5\" y=\"-126.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">value = [49, 10]</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"2206.5\" y=\"-52.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.49</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2206.5\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 21</text>\r\n",
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       "<text text-anchor=\"middle\" x=\"2319.5\" y=\"-52.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">gini = 0.0</text>\r\n",
       "<text text-anchor=\"middle\" x=\"2319.5\" y=\"-37.8\" font-family=\"Times New Roman,serif\" font-size=\"14.00\">samples = 9</text>\r\n",
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       "</svg>\r\n"
      ],
      "text/plain": [
       "<graphviz.files.Source at 0x24b031be2b0>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# to make the above graph more readable, we can use -\n",
    "# DOT data\n",
    "dot_data = tree.export_graphviz(clf, out_file=None, \n",
    "                                feature_names=X.columns,  \n",
    "                                class_names=['0','1'],\n",
    "                                filled=True)\n",
    "\n",
    "# Draw graph\n",
    "graph = graphviz.Source(dot_data, format=\"png\") \n",
    "graph"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "What we can get from the above tree is that the most important crietrion is the price feature. if the price is less than or equal to 89.5, we look at shelving condition, else we look at advertising cost.."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Finding the test error"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train,X_test,y_train,y_test = train_test_split(data.drop(['Sales','Sales_binary'],axis = 1),data['Sales_binary'],test_size = 0.5,random_state = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Training accuracy  0.94\n",
      "Test Accuracy  0.715\n"
     ]
    }
   ],
   "source": [
    "clf = DecisionTreeClassifier(max_depth = 5)\n",
    "clf.fit(X_train,y_train)\n",
    "print('Training accuracy ',clf.score(X_train,y_train))\n",
    "print('Test Accuracy ',clf.score(X_test,y_test))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[125,  21],\n",
       "       [ 36,  18]], dtype=int64)"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cm = confusion_matrix(y_test,clf.predict(X_test))\n",
    "cm"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# cross validating for optimal size (just as we are doing pruing in the book)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "scores_dict = {}\n",
    "for max_depth in np.arange(2,15):\n",
    "    clf = DecisionTreeClassifier(max_depth = max_depth)\n",
    "    scores_dict[max_depth] = np.mean(cross_val_score(clf,X,y,cv = 10))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x24b05e78668>"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 720x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize = (10,6))\n",
    "plt.plot(list(scores_dict.keys()),list(scores_dict.values()),marker ='o')\n",
    "plt.plot(max(scores_dict, key=scores_dict.get),max(list(scores_dict.values())),marker = 'o',markersize = 8,color = 'r',label = 'Best Tree')\n",
    "plt.xlabel('Depth of Tree')\n",
    "plt.ylabel('10 CV accuracy')\n",
    "plt.legend()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Happy Learning :)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}