CustomerChurnML.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Reading dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>State</th>\n",
       "      <th>Account length</th>\n",
       "      <th>Area code</th>\n",
       "      <th>International plan</th>\n",
       "      <th>Voice mail plan</th>\n",
       "      <th>Number vmail messages</th>\n",
       "      <th>Total day minutes</th>\n",
       "      <th>Total day calls</th>\n",
       "      <th>Total day charge</th>\n",
       "      <th>Total eve minutes</th>\n",
       "      <th>Total eve calls</th>\n",
       "      <th>Total eve charge</th>\n",
       "      <th>Total night minutes</th>\n",
       "      <th>Total night calls</th>\n",
       "      <th>Total night charge</th>\n",
       "      <th>Total intl minutes</th>\n",
       "      <th>Total intl calls</th>\n",
       "      <th>Total intl charge</th>\n",
       "      <th>Customer service calls</th>\n",
       "      <th>Churn</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>KS</td>\n",
       "      <td>128</td>\n",
       "      <td>415</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>25</td>\n",
       "      <td>265.1</td>\n",
       "      <td>110</td>\n",
       "      <td>45.07</td>\n",
       "      <td>197.4</td>\n",
       "      <td>99</td>\n",
       "      <td>16.78</td>\n",
       "      <td>244.7</td>\n",
       "      <td>91</td>\n",
       "      <td>11.01</td>\n",
       "      <td>10.0</td>\n",
       "      <td>3</td>\n",
       "      <td>2.70</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>OH</td>\n",
       "      <td>107</td>\n",
       "      <td>415</td>\n",
       "      <td>No</td>\n",
       "      <td>Yes</td>\n",
       "      <td>26</td>\n",
       "      <td>161.6</td>\n",
       "      <td>123</td>\n",
       "      <td>27.47</td>\n",
       "      <td>195.5</td>\n",
       "      <td>103</td>\n",
       "      <td>16.62</td>\n",
       "      <td>254.4</td>\n",
       "      <td>103</td>\n",
       "      <td>11.45</td>\n",
       "      <td>13.7</td>\n",
       "      <td>3</td>\n",
       "      <td>3.70</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>NJ</td>\n",
       "      <td>137</td>\n",
       "      <td>415</td>\n",
       "      <td>No</td>\n",
       "      <td>No</td>\n",
       "      <td>0</td>\n",
       "      <td>243.4</td>\n",
       "      <td>114</td>\n",
       "      <td>41.38</td>\n",
       "      <td>121.2</td>\n",
       "      <td>110</td>\n",
       "      <td>10.30</td>\n",
       "      <td>162.6</td>\n",
       "      <td>104</td>\n",
       "      <td>7.32</td>\n",
       "      <td>12.2</td>\n",
       "      <td>5</td>\n",
       "      <td>3.29</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>OH</td>\n",
       "      <td>84</td>\n",
       "      <td>408</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>0</td>\n",
       "      <td>299.4</td>\n",
       "      <td>71</td>\n",
       "      <td>50.90</td>\n",
       "      <td>61.9</td>\n",
       "      <td>88</td>\n",
       "      <td>5.26</td>\n",
       "      <td>196.9</td>\n",
       "      <td>89</td>\n",
       "      <td>8.86</td>\n",
       "      <td>6.6</td>\n",
       "      <td>7</td>\n",
       "      <td>1.78</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>OK</td>\n",
       "      <td>75</td>\n",
       "      <td>415</td>\n",
       "      <td>Yes</td>\n",
       "      <td>No</td>\n",
       "      <td>0</td>\n",
       "      <td>166.7</td>\n",
       "      <td>113</td>\n",
       "      <td>28.34</td>\n",
       "      <td>148.3</td>\n",
       "      <td>122</td>\n",
       "      <td>12.61</td>\n",
       "      <td>186.9</td>\n",
       "      <td>121</td>\n",
       "      <td>8.41</td>\n",
       "      <td>10.1</td>\n",
       "      <td>3</td>\n",
       "      <td>2.73</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  State  Account length  Area code International plan Voice mail plan  \\\n",
       "0    KS             128        415                 No             Yes   \n",
       "1    OH             107        415                 No             Yes   \n",
       "2    NJ             137        415                 No              No   \n",
       "3    OH              84        408                Yes              No   \n",
       "4    OK              75        415                Yes              No   \n",
       "\n",
       "   Number vmail messages  Total day minutes  Total day calls  \\\n",
       "0                     25              265.1              110   \n",
       "1                     26              161.6              123   \n",
       "2                      0              243.4              114   \n",
       "3                      0              299.4               71   \n",
       "4                      0              166.7              113   \n",
       "\n",
       "   Total day charge  Total eve minutes  Total eve calls  Total eve charge  \\\n",
       "0             45.07              197.4               99             16.78   \n",
       "1             27.47              195.5              103             16.62   \n",
       "2             41.38              121.2              110             10.30   \n",
       "3             50.90               61.9               88              5.26   \n",
       "4             28.34              148.3              122             12.61   \n",
       "\n",
       "   Total night minutes  Total night calls  Total night charge  \\\n",
       "0                244.7                 91               11.01   \n",
       "1                254.4                103               11.45   \n",
       "2                162.6                104                7.32   \n",
       "3                196.9                 89                8.86   \n",
       "4                186.9                121                8.41   \n",
       "\n",
       "   Total intl minutes  Total intl calls  Total intl charge  \\\n",
       "0                10.0                 3               2.70   \n",
       "1                13.7                 3               3.70   \n",
       "2                12.2                 5               3.29   \n",
       "3                 6.6                 7               1.78   \n",
       "4                10.1                 3               2.73   \n",
       "\n",
       "   Customer service calls  Churn  \n",
       "0                       1  False  \n",
       "1                       1  False  \n",
       "2                       0  False  \n",
       "3                       2  False  \n",
       "4                       3  False  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "from IPython.display import Image\n",
    "\n",
    "\"\"\"# **Read Dataset Customer Churn **\"\"\"\n",
    "\n",
    "originalData = pd.read_csv(\"CustomerChurn.csv\")\n",
    "display(originalData.head(5))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Check missing data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CustomerChurn missing:\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "State                     0.0\n",
       "Account length            0.0\n",
       "Area code                 0.0\n",
       "International plan        0.0\n",
       "Voice mail plan           0.0\n",
       "Number vmail messages     0.0\n",
       "Total day minutes         0.0\n",
       "Total day calls           0.0\n",
       "Total day charge          0.0\n",
       "Total eve minutes         0.0\n",
       "Total eve calls           0.0\n",
       "Total eve charge          0.0\n",
       "Total night minutes       0.0\n",
       "Total night calls         0.0\n",
       "Total night charge        0.0\n",
       "Total intl minutes        0.0\n",
       "Total intl calls          0.0\n",
       "Total intl charge         0.0\n",
       "Customer service calls    0.0\n",
       "Churn                     0.0\n",
       "dtype: float64"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "missingPercentage = originalData.isnull().sum()/originalData.shape[0]*100\n",
    "print(\"CustomerChurn missing:\")\n",
    "display(missingPercentage)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There is no missing data\n",
    "# Get dataset dimensions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Customer churn observations and attributes: 3333 20\n"
     ]
    }
   ],
   "source": [
    "observations, attributes = originalData.shape\n",
    "print(\"Customer churn observations and attributes:\", observations, attributes)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Calculate mean and std"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Describe CustomerChurn: \n"
     ]
    },
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Account length</th>\n",
       "      <th>Area code</th>\n",
       "      <th>Number vmail messages</th>\n",
       "      <th>Total day minutes</th>\n",
       "      <th>Total day calls</th>\n",
       "      <th>Total day charge</th>\n",
       "      <th>Total eve minutes</th>\n",
       "      <th>Total eve calls</th>\n",
       "      <th>Total eve charge</th>\n",
       "      <th>Total night minutes</th>\n",
       "      <th>Total night calls</th>\n",
       "      <th>Total night charge</th>\n",
       "      <th>Total intl minutes</th>\n",
       "      <th>Total intl calls</th>\n",
       "      <th>Total intl charge</th>\n",
       "      <th>Customer service calls</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>101.064806</td>\n",
       "      <td>437.182418</td>\n",
       "      <td>8.099010</td>\n",
       "      <td>179.775098</td>\n",
       "      <td>100.435644</td>\n",
       "      <td>30.562307</td>\n",
       "      <td>200.980348</td>\n",
       "      <td>100.114311</td>\n",
       "      <td>17.083540</td>\n",
       "      <td>200.872037</td>\n",
       "      <td>100.107711</td>\n",
       "      <td>9.039325</td>\n",
       "      <td>10.237294</td>\n",
       "      <td>4.479448</td>\n",
       "      <td>2.764581</td>\n",
       "      <td>1.562856</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>39.822106</td>\n",
       "      <td>42.371290</td>\n",
       "      <td>13.688365</td>\n",
       "      <td>54.467389</td>\n",
       "      <td>20.069084</td>\n",
       "      <td>9.259435</td>\n",
       "      <td>50.713844</td>\n",
       "      <td>19.922625</td>\n",
       "      <td>4.310668</td>\n",
       "      <td>50.573847</td>\n",
       "      <td>19.568609</td>\n",
       "      <td>2.275873</td>\n",
       "      <td>2.791840</td>\n",
       "      <td>2.461214</td>\n",
       "      <td>0.753773</td>\n",
       "      <td>1.315491</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Account length   Area code  Number vmail messages  Total day minutes  \\\n",
       "mean      101.064806  437.182418               8.099010         179.775098   \n",
       "std        39.822106   42.371290              13.688365          54.467389   \n",
       "\n",
       "      Total day calls  Total day charge  Total eve minutes  Total eve calls  \\\n",
       "mean       100.435644         30.562307         200.980348       100.114311   \n",
       "std         20.069084          9.259435          50.713844        19.922625   \n",
       "\n",
       "      Total eve charge  Total night minutes  Total night calls  \\\n",
       "mean         17.083540           200.872037         100.107711   \n",
       "std           4.310668            50.573847          19.568609   \n",
       "\n",
       "      Total night charge  Total intl minutes  Total intl calls  \\\n",
       "mean            9.039325           10.237294          4.479448   \n",
       "std             2.275873            2.791840          2.461214   \n",
       "\n",
       "      Total intl charge  Customer service calls  \n",
       "mean           2.764581                1.562856  \n",
       "std            0.753773                1.315491  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "describeData = originalData.describe().loc[['mean', 'std']]\n",
    "print(\"Describe CustomerChurn: \")\n",
    "display(describeData)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Encode string data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>State</th>\n",
       "      <th>Account length</th>\n",
       "      <th>Area code</th>\n",
       "      <th>International plan</th>\n",
       "      <th>Voice mail plan</th>\n",
       "      <th>Number vmail messages</th>\n",
       "      <th>Total day minutes</th>\n",
       "      <th>Total day calls</th>\n",
       "      <th>Total day charge</th>\n",
       "      <th>Total eve minutes</th>\n",
       "      <th>Total eve calls</th>\n",
       "      <th>Total eve charge</th>\n",
       "      <th>Total night minutes</th>\n",
       "      <th>Total night calls</th>\n",
       "      <th>Total night charge</th>\n",
       "      <th>Total intl minutes</th>\n",
       "      <th>Total intl calls</th>\n",
       "      <th>Total intl charge</th>\n",
       "      <th>Customer service calls</th>\n",
       "      <th>Churn</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>16</td>\n",
       "      <td>128</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>265.1</td>\n",
       "      <td>110</td>\n",
       "      <td>45.07</td>\n",
       "      <td>197.4</td>\n",
       "      <td>99</td>\n",
       "      <td>16.78</td>\n",
       "      <td>244.7</td>\n",
       "      <td>91</td>\n",
       "      <td>11.01</td>\n",
       "      <td>10.0</td>\n",
       "      <td>3</td>\n",
       "      <td>2.70</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>35</td>\n",
       "      <td>107</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>26</td>\n",
       "      <td>161.6</td>\n",
       "      <td>123</td>\n",
       "      <td>27.47</td>\n",
       "      <td>195.5</td>\n",
       "      <td>103</td>\n",
       "      <td>16.62</td>\n",
       "      <td>254.4</td>\n",
       "      <td>103</td>\n",
       "      <td>11.45</td>\n",
       "      <td>13.7</td>\n",
       "      <td>3</td>\n",
       "      <td>3.70</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>31</td>\n",
       "      <td>137</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>243.4</td>\n",
       "      <td>114</td>\n",
       "      <td>41.38</td>\n",
       "      <td>121.2</td>\n",
       "      <td>110</td>\n",
       "      <td>10.30</td>\n",
       "      <td>162.6</td>\n",
       "      <td>104</td>\n",
       "      <td>7.32</td>\n",
       "      <td>12.2</td>\n",
       "      <td>5</td>\n",
       "      <td>3.29</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>35</td>\n",
       "      <td>84</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>299.4</td>\n",
       "      <td>71</td>\n",
       "      <td>50.90</td>\n",
       "      <td>61.9</td>\n",
       "      <td>88</td>\n",
       "      <td>5.26</td>\n",
       "      <td>196.9</td>\n",
       "      <td>89</td>\n",
       "      <td>8.86</td>\n",
       "      <td>6.6</td>\n",
       "      <td>7</td>\n",
       "      <td>1.78</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>36</td>\n",
       "      <td>75</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>166.7</td>\n",
       "      <td>113</td>\n",
       "      <td>28.34</td>\n",
       "      <td>148.3</td>\n",
       "      <td>122</td>\n",
       "      <td>12.61</td>\n",
       "      <td>186.9</td>\n",
       "      <td>121</td>\n",
       "      <td>8.41</td>\n",
       "      <td>10.1</td>\n",
       "      <td>3</td>\n",
       "      <td>2.73</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1</td>\n",
       "      <td>118</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>223.4</td>\n",
       "      <td>98</td>\n",
       "      <td>37.98</td>\n",
       "      <td>220.6</td>\n",
       "      <td>101</td>\n",
       "      <td>18.75</td>\n",
       "      <td>203.9</td>\n",
       "      <td>118</td>\n",
       "      <td>9.18</td>\n",
       "      <td>6.3</td>\n",
       "      <td>6</td>\n",
       "      <td>1.70</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>19</td>\n",
       "      <td>121</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>24</td>\n",
       "      <td>218.2</td>\n",
       "      <td>88</td>\n",
       "      <td>37.09</td>\n",
       "      <td>348.5</td>\n",
       "      <td>108</td>\n",
       "      <td>29.62</td>\n",
       "      <td>212.6</td>\n",
       "      <td>118</td>\n",
       "      <td>9.57</td>\n",
       "      <td>7.5</td>\n",
       "      <td>7</td>\n",
       "      <td>2.03</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>24</td>\n",
       "      <td>147</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>157.0</td>\n",
       "      <td>79</td>\n",
       "      <td>26.69</td>\n",
       "      <td>103.1</td>\n",
       "      <td>94</td>\n",
       "      <td>8.76</td>\n",
       "      <td>211.8</td>\n",
       "      <td>96</td>\n",
       "      <td>9.53</td>\n",
       "      <td>7.1</td>\n",
       "      <td>6</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>18</td>\n",
       "      <td>117</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>184.5</td>\n",
       "      <td>97</td>\n",
       "      <td>31.37</td>\n",
       "      <td>351.6</td>\n",
       "      <td>80</td>\n",
       "      <td>29.89</td>\n",
       "      <td>215.8</td>\n",
       "      <td>90</td>\n",
       "      <td>9.71</td>\n",
       "      <td>8.7</td>\n",
       "      <td>4</td>\n",
       "      <td>2.35</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>49</td>\n",
       "      <td>141</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>37</td>\n",
       "      <td>258.6</td>\n",
       "      <td>84</td>\n",
       "      <td>43.96</td>\n",
       "      <td>222.0</td>\n",
       "      <td>111</td>\n",
       "      <td>18.87</td>\n",
       "      <td>326.4</td>\n",
       "      <td>97</td>\n",
       "      <td>14.69</td>\n",
       "      <td>11.2</td>\n",
       "      <td>5</td>\n",
       "      <td>3.02</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   State  Account length  Area code  International plan  Voice mail plan  \\\n",
       "0     16             128          1                   0                1   \n",
       "1     35             107          1                   0                1   \n",
       "2     31             137          1                   0                0   \n",
       "3     35              84          0                   1                0   \n",
       "4     36              75          1                   1                0   \n",
       "5      1             118          2                   1                0   \n",
       "6     19             121          2                   0                1   \n",
       "7     24             147          1                   1                0   \n",
       "8     18             117          0                   0                0   \n",
       "9     49             141          1                   1                1   \n",
       "\n",
       "   Number vmail messages  Total day minutes  Total day calls  \\\n",
       "0                     25              265.1              110   \n",
       "1                     26              161.6              123   \n",
       "2                      0              243.4              114   \n",
       "3                      0              299.4               71   \n",
       "4                      0              166.7              113   \n",
       "5                      0              223.4               98   \n",
       "6                     24              218.2               88   \n",
       "7                      0              157.0               79   \n",
       "8                      0              184.5               97   \n",
       "9                     37              258.6               84   \n",
       "\n",
       "   Total day charge  Total eve minutes  Total eve calls  Total eve charge  \\\n",
       "0             45.07              197.4               99             16.78   \n",
       "1             27.47              195.5              103             16.62   \n",
       "2             41.38              121.2              110             10.30   \n",
       "3             50.90               61.9               88              5.26   \n",
       "4             28.34              148.3              122             12.61   \n",
       "5             37.98              220.6              101             18.75   \n",
       "6             37.09              348.5              108             29.62   \n",
       "7             26.69              103.1               94              8.76   \n",
       "8             31.37              351.6               80             29.89   \n",
       "9             43.96              222.0              111             18.87   \n",
       "\n",
       "   Total night minutes  Total night calls  Total night charge  \\\n",
       "0                244.7                 91               11.01   \n",
       "1                254.4                103               11.45   \n",
       "2                162.6                104                7.32   \n",
       "3                196.9                 89                8.86   \n",
       "4                186.9                121                8.41   \n",
       "5                203.9                118                9.18   \n",
       "6                212.6                118                9.57   \n",
       "7                211.8                 96                9.53   \n",
       "8                215.8                 90                9.71   \n",
       "9                326.4                 97               14.69   \n",
       "\n",
       "   Total intl minutes  Total intl calls  Total intl charge  \\\n",
       "0                10.0                 3               2.70   \n",
       "1                13.7                 3               3.70   \n",
       "2                12.2                 5               3.29   \n",
       "3                 6.6                 7               1.78   \n",
       "4                10.1                 3               2.73   \n",
       "5                 6.3                 6               1.70   \n",
       "6                 7.5                 7               2.03   \n",
       "7                 7.1                 6               1.92   \n",
       "8                 8.7                 4               2.35   \n",
       "9                11.2                 5               3.02   \n",
       "\n",
       "   Customer service calls  Churn  \n",
       "0                       1  False  \n",
       "1                       1  False  \n",
       "2                       0  False  \n",
       "3                       2  False  \n",
       "4                       3  False  \n",
       "5                       0  False  \n",
       "6                       3  False  \n",
       "7                       0  False  \n",
       "8                       1  False  \n",
       "9                       0  False  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from sklearn.preprocessing import LabelEncoder\n",
    "le = LabelEncoder()\n",
    "dataEncoded = originalData.copy();\n",
    "dataEncoded[\"State\"] = le.fit_transform(originalData[\"State\"])\n",
    "dataEncoded[\"International plan\"] = le.fit_transform(originalData[\"International plan\"])\n",
    "dataEncoded[\"Voice mail plan\"] = le.fit_transform(originalData[\"Voice mail plan\"])\n",
    "dataEncoded[\"Area code\"] = le.fit_transform(originalData[\"Area code\"])\n",
    "dataEncoded.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Define function for splitting data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "outputs": [],
   "source": [
    "def splitDataFrameToTrainAndTest(dataframe, trainDataRate, targetAtt): \n",
    "#     df = dataframe.copy()\n",
    "    trainData = dataframe.sample(frac=trainDataRate, random_state=1)\n",
    "    testData = dataframe.loc[~dataframe.index.isin(trainData.index)]\n",
    "    x_train = trainData.drop(targetAtt, 1)\n",
    "    y_train = trainData[targetAtt]\n",
    "    x_test = testData.drop(targetAtt, 1)\n",
    "    y_test = testData[targetAtt]\n",
    "    return x_train, y_train, x_test, y_test"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Split data for training and testing"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_train, y_train, x_test, y_test = splitDataFrameToTrainAndTest(dataframe=dataEncoded, trainDataRate=0.6, targetAtt='Churn')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Define Naive Bayes trainer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.naive_bayes import GaussianNB\n",
    "from sklearn.metrics import accuracy_score\n",
    "def NaiveBayesLearning(DataTrain, TargetTrain):\n",
    "    NBModel = GaussianNB()\n",
    "    NBModel.fit(DataTrain, TargetTrain.ravel())\n",
    "    return NBModel\n",
    "\n",
    "def NaiveBayesTesting(NBModel, DataTest, TargetTest):\n",
    "    PredictTest = NBModel.predict(DataTest)\n",
    "    Accuracy = accuracy_score(TargetTest, PredictTest)\n",
    "    return Accuracy, PredictTest"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Running train and test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy: 0.8664666166541636\n",
      "Predict: [False  True  True ...  True  True False]\n"
     ]
    }
   ],
   "source": [
    "import datetime\n",
    "a = datetime.datetime.now()\n",
    "model = NaiveBayesLearning(x_train, y_train)\n",
    "b = datetime.datetime.now()\n",
    "NBTime = b-a\n",
    "accuracy, predictTest = NaiveBayesTesting(model, x_test, y_test)\n",
    "print(\"Accuracy:\", accuracy)\n",
    "print(\"Predict:\", predictTest)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Define Decision Tree trainer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn import tree\n",
    "def DecisionTreeLearning(DataTrain, TargetTrain):\n",
    "    if (type(TargetTrain) == bool):\n",
    "        clf = tree.DecisionTreeClassifier()\n",
    "    else:\n",
    "        clf = tree.DecisionTreeRegressor()\n",
    "    clf.fit(DataTrain, TargetTrain)\n",
    "    return clf\n",
    "\n",
    "def DecisionTreeTesting(DTModel, DataTest, TargetTest):\n",
    "    predictTest = DTModel.predict(DataTest)\n",
    "    accuracy = accuracy_score(TargetTest, predictTest)\n",
    "    return accuracy, predictTest"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Train and test the model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy: 0.90847711927982\n",
      "Predicted: [0. 0. 1. ... 0. 1. 0.]\n"
     ]
    }
   ],
   "source": [
    "a = datetime.datetime.now()\n",
    "dt = DecisionTreeLearning(x_train, y_train)\n",
    "b = datetime.datetime.now()\n",
    "DTTime = b-a\n",
    "acc, predict = DecisionTreeTesting(dt, x_test, y_test)\n",
    "print(\"Accuracy:\", acc)\n",
    "print(\"Predicted:\", predict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<svg height=\"2037pt\" viewBox=\"0.00 0.00 6332.00 2037.00\" width=\"6332pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\n",
       "<g class=\"graph\" id=\"graph0\" transform=\"scale(1 1) rotate(0) translate(4 2033)\">\n",
       "<title>Tree</title>\n",
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       "<!-- 0 -->\n",
       "<g class=\"node\" id=\"node1\"><title>0</title>\n",
       "<path d=\"M5227,-2029C5227,-2029 5078,-2029 5078,-2029 5072,-2029 5066,-2023 5066,-2017 5066,-2017 5066,-1973 5066,-1973 5066,-1967 5072,-1961 5078,-1961 5078,-1961 5227,-1961 5227,-1961 5233,-1961 5239,-1967 5239,-1973 5239,-1973 5239,-2017 5239,-2017 5239,-2023 5233,-2029 5227,-2029\" fill=\"#e58139\" fill-opacity=\"0.145098\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5074\" y=\"-2013.8\">Total day charge ≤ 44.96</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5112\" y=\"-1998.8\">mse = 0.125</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5101\" y=\"-1983.8\">samples = 2000</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5109.5\" y=\"-1968.8\">value = 0.146</text>\n",
       "</g>\n",
       "<!-- 1 -->\n",
       "<g class=\"node\" id=\"node2\"><title>1</title>\n",
       "<path d=\"M4809.5,-1925C4809.5,-1925 4637.5,-1925 4637.5,-1925 4631.5,-1925 4625.5,-1919 4625.5,-1913 4625.5,-1913 4625.5,-1869 4625.5,-1869 4625.5,-1863 4631.5,-1857 4637.5,-1857 4637.5,-1857 4809.5,-1857 4809.5,-1857 4815.5,-1857 4821.5,-1863 4821.5,-1869 4821.5,-1869 4821.5,-1913 4821.5,-1913 4821.5,-1919 4815.5,-1925 4809.5,-1925\" fill=\"#e58139\" fill-opacity=\"0.113725\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4633.5\" y=\"-1909.8\">Customer service calls ≤ 3.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4683\" y=\"-1894.8\">mse = 0.101</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4672\" y=\"-1879.8\">samples = 1867</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4680.5\" y=\"-1864.8\">value = 0.114</text>\n",
       "</g>\n",
       "<!-- 0&#45;&gt;1 -->\n",
       "<g class=\"edge\" id=\"edge1\"><title>0-&gt;1</title>\n",
       "<path d=\"M5065.94,-1973.42C4998.39,-1957.36 4904.15,-1934.95 4831.63,-1917.71\" fill=\"none\" stroke=\"black\"/>\n",
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       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"4834.65\" y=\"-1932.9\">True</text>\n",
       "</g>\n",
       "<!-- 230 -->\n",
       "<g class=\"node\" id=\"node231\"><title>230</title>\n",
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       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5550.5\" y=\"-1909.8\">Voice mail plan ≤ 0.5</text>\n",
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       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5569\" y=\"-1879.8\">samples = 133</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5573.5\" y=\"-1864.8\">value = 0.602</text>\n",
       "</g>\n",
       "<!-- 0&#45;&gt;230 -->\n",
       "<g class=\"edge\" id=\"edge230\"><title>0-&gt;230</title>\n",
       "<path d=\"M5239.23,-1974.93C5323.17,-1956.48 5449.55,-1928.7 5532.53,-1910.46\" fill=\"none\" stroke=\"black\"/>\n",
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       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"5528.96\" y=\"-1925.64\">False</text>\n",
       "</g>\n",
       "<!-- 2 -->\n",
       "<g class=\"node\" id=\"node3\"><title>2</title>\n",
       "<path d=\"M4222.5,-1821C4222.5,-1821 4088.5,-1821 4088.5,-1821 4082.5,-1821 4076.5,-1815 4076.5,-1809 4076.5,-1809 4076.5,-1765 4076.5,-1765 4076.5,-1759 4082.5,-1753 4088.5,-1753 4088.5,-1753 4222.5,-1753 4222.5,-1753 4228.5,-1753 4234.5,-1759 4234.5,-1765 4234.5,-1765 4234.5,-1809 4234.5,-1809 4234.5,-1815 4228.5,-1821 4222.5,-1821\" fill=\"#e58139\" fill-opacity=\"0.082353\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4084.5\" y=\"-1805.8\">International plan ≤ 0.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4115\" y=\"-1790.8\">mse = 0.075</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4104\" y=\"-1775.8\">samples = 1720</text>\n",
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       "<!-- 1&#45;&gt;2 -->\n",
       "<g class=\"edge\" id=\"edge2\"><title>1-&gt;2</title>\n",
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       "<!-- 1&#45;&gt;195 -->\n",
       "<g class=\"edge\" id=\"edge195\"><title>1-&gt;195</title>\n",
       "<path d=\"M4723.5,-1856.88C4723.5,-1848.78 4723.5,-1839.98 4723.5,-1831.47\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"4727,-1831.3 4723.5,-1821.3 4720,-1831.3 4727,-1831.3\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 3 -->\n",
       "<g class=\"node\" id=\"node4\"><title>3</title>\n",
       "<path d=\"M3495,-1717C3495,-1717 3340,-1717 3340,-1717 3334,-1717 3328,-1711 3328,-1705 3328,-1705 3328,-1661 3328,-1661 3328,-1655 3334,-1649 3340,-1649 3340,-1649 3495,-1649 3495,-1649 3501,-1649 3507,-1655 3507,-1661 3507,-1661 3507,-1705 3507,-1705 3507,-1711 3501,-1717 3495,-1717\" fill=\"#e58139\" fill-opacity=\"0.047059\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3336\" y=\"-1701.8\">Total day minutes ≤ 224.1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3377\" y=\"-1686.8\">mse = 0.047</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3366\" y=\"-1671.8\">samples = 1551</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3374.5\" y=\"-1656.8\">value = 0.049</text>\n",
       "</g>\n",
       "<!-- 2&#45;&gt;3 -->\n",
       "<g class=\"edge\" id=\"edge3\"><title>2-&gt;3</title>\n",
       "<path d=\"M4076.17,-1775.04C3940.79,-1756.33 3665.45,-1718.27 3517.26,-1697.79\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3517.63,-1694.31 3507.25,-1696.4 3516.67,-1701.24 3517.63,-1694.31\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 178 -->\n",
       "<g class=\"node\" id=\"node179\"><title>178</title>\n",
       "<path d=\"M4227.5,-1717C4227.5,-1717 4083.5,-1717 4083.5,-1717 4077.5,-1717 4071.5,-1711 4071.5,-1705 4071.5,-1705 4071.5,-1661 4071.5,-1661 4071.5,-1655 4077.5,-1649 4083.5,-1649 4083.5,-1649 4227.5,-1649 4227.5,-1649 4233.5,-1649 4239.5,-1655 4239.5,-1661 4239.5,-1661 4239.5,-1705 4239.5,-1705 4239.5,-1711 4233.5,-1717 4227.5,-1717\" fill=\"#e58139\" fill-opacity=\"0.380392\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4079.5\" y=\"-1701.8\">Total intl charge ≤ 3.535</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4115\" y=\"-1686.8\">mse = 0.235</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4108\" y=\"-1671.8\">samples = 169</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4112.5\" y=\"-1656.8\">value = 0.379</text>\n",
       "</g>\n",
       "<!-- 2&#45;&gt;178 -->\n",
       "<g class=\"edge\" id=\"edge178\"><title>2-&gt;178</title>\n",
       "<path d=\"M4155.5,-1752.88C4155.5,-1744.78 4155.5,-1735.98 4155.5,-1727.47\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"4159,-1727.3 4155.5,-1717.3 4152,-1727.3 4159,-1727.3\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 4 -->\n",
       "<g class=\"node\" id=\"node5\"><title>4</title>\n",
       "<path d=\"M2710.5,-1613C2710.5,-1613 2554.5,-1613 2554.5,-1613 2548.5,-1613 2542.5,-1607 2542.5,-1601 2542.5,-1601 2542.5,-1557 2542.5,-1557 2542.5,-1551 2548.5,-1545 2554.5,-1545 2554.5,-1545 2710.5,-1545 2710.5,-1545 2716.5,-1545 2722.5,-1551 2722.5,-1557 2722.5,-1557 2722.5,-1601 2722.5,-1601 2722.5,-1607 2716.5,-1613 2710.5,-1613\" fill=\"#e58139\" fill-opacity=\"0.027451\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2550.5\" y=\"-1597.8\">Total eve minutes ≤ 349.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2592\" y=\"-1582.8\">mse = 0.026</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2581\" y=\"-1567.8\">samples = 1326</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2589.5\" y=\"-1552.8\">value = 0.027</text>\n",
       "</g>\n",
       "<!-- 3&#45;&gt;4 -->\n",
       "<g class=\"edge\" id=\"edge4\"><title>3-&gt;4</title>\n",
       "<path d=\"M3327.83,-1670.35C3180.12,-1651.16 2886.65,-1613.02 2732.46,-1592.99\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2732.87,-1589.51 2722.51,-1591.69 2731.97,-1596.45 2732.87,-1589.51\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 133 -->\n",
       "<g class=\"node\" id=\"node134\"><title>133</title>\n",
       "<path d=\"M3495.5,-1613C3495.5,-1613 3339.5,-1613 3339.5,-1613 3333.5,-1613 3327.5,-1607 3327.5,-1601 3327.5,-1601 3327.5,-1557 3327.5,-1557 3327.5,-1551 3333.5,-1545 3339.5,-1545 3339.5,-1545 3495.5,-1545 3495.5,-1545 3501.5,-1545 3507.5,-1551 3507.5,-1557 3507.5,-1557 3507.5,-1601 3507.5,-1601 3507.5,-1607 3501.5,-1613 3495.5,-1613\" fill=\"#e58139\" fill-opacity=\"0.176471\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3335.5\" y=\"-1597.8\">Total eve minutes ≤ 267.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3377\" y=\"-1582.8\">mse = 0.146</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3370\" y=\"-1567.8\">samples = 225</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3374.5\" y=\"-1552.8\">value = 0.178</text>\n",
       "</g>\n",
       "<!-- 3&#45;&gt;133 -->\n",
       "<g class=\"edge\" id=\"edge133\"><title>3-&gt;133</title>\n",
       "<path d=\"M3417.5,-1648.88C3417.5,-1640.78 3417.5,-1631.98 3417.5,-1623.47\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3421,-1623.3 3417.5,-1613.3 3414,-1623.3 3421,-1623.3\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 5 -->\n",
       "<g class=\"node\" id=\"node6\"><title>5</title>\n",
       "<path d=\"M2007.5,-1509C2007.5,-1509 1849.5,-1509 1849.5,-1509 1843.5,-1509 1837.5,-1503 1837.5,-1497 1837.5,-1497 1837.5,-1453 1837.5,-1453 1837.5,-1447 1843.5,-1441 1849.5,-1441 1849.5,-1441 2007.5,-1441 2007.5,-1441 2013.5,-1441 2019.5,-1447 2019.5,-1453 2019.5,-1453 2019.5,-1497 2019.5,-1497 2019.5,-1503 2013.5,-1509 2007.5,-1509\" fill=\"#e58139\" fill-opacity=\"0.027451\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1845.5\" y=\"-1493.8\">Total eve charge ≤ 14.375</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1888\" y=\"-1478.8\">mse = 0.026</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1877\" y=\"-1463.8\">samples = 1324</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1885.5\" y=\"-1448.8\">value = 0.026</text>\n",
       "</g>\n",
       "<!-- 4&#45;&gt;5 -->\n",
       "<g class=\"edge\" id=\"edge5\"><title>4-&gt;5</title>\n",
       "<path d=\"M2542.26,-1564.93C2410.78,-1545.88 2167.27,-1510.59 2029.8,-1490.68\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2030.09,-1487.18 2019.69,-1489.21 2029.08,-1494.11 2030.09,-1487.18\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 130 -->\n",
       "<g class=\"node\" id=\"node131\"><title>130</title>\n",
       "<path d=\"M2668,-1509C2668,-1509 2597,-1509 2597,-1509 2591,-1509 2585,-1503 2585,-1497 2585,-1497 2585,-1453 2585,-1453 2585,-1447 2591,-1441 2597,-1441 2597,-1441 2668,-1441 2668,-1441 2674,-1441 2680,-1447 2680,-1453 2680,-1453 2680,-1497 2680,-1497 2680,-1503 2674,-1509 2668,-1509\" fill=\"#e58139\" fill-opacity=\"0.501961\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2594\" y=\"-1493.8\">State ≤ 28.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2596\" y=\"-1478.8\">mse = 0.25</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2593\" y=\"-1463.8\">samples = 2</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2597.5\" y=\"-1448.8\">value = 0.5</text>\n",
       "</g>\n",
       "<!-- 4&#45;&gt;130 -->\n",
       "<g class=\"edge\" id=\"edge130\"><title>4-&gt;130</title>\n",
       "<path d=\"M2632.5,-1544.88C2632.5,-1536.78 2632.5,-1527.98 2632.5,-1519.47\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2636,-1519.3 2632.5,-1509.3 2629,-1519.3 2636,-1519.3\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 6 -->\n",
       "<g class=\"node\" id=\"node7\"><title>6</title>\n",
       "<path d=\"M1739.5,-1405C1739.5,-1405 1609.5,-1405 1609.5,-1405 1603.5,-1405 1597.5,-1399 1597.5,-1393 1597.5,-1393 1597.5,-1349 1597.5,-1349 1597.5,-1343 1603.5,-1337 1609.5,-1337 1609.5,-1337 1739.5,-1337 1739.5,-1337 1745.5,-1337 1751.5,-1343 1751.5,-1349 1751.5,-1349 1751.5,-1393 1751.5,-1393 1751.5,-1399 1745.5,-1405 1739.5,-1405\" fill=\"#e58139\" fill-opacity=\"0.003922\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1605.5\" y=\"-1389.8\">Account length ≤ 26.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1634\" y=\"-1374.8\">mse = 0.003</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1627\" y=\"-1359.8\">samples = 358</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1631.5\" y=\"-1344.8\">value = 0.003</text>\n",
       "</g>\n",
       "<!-- 5&#45;&gt;6 -->\n",
       "<g class=\"edge\" id=\"edge6\"><title>5-&gt;6</title>\n",
       "<path d=\"M1846.03,-1440.88C1818.95,-1430.01 1788.78,-1417.89 1761.38,-1406.89\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1762.4,-1403.53 1751.81,-1403.05 1759.79,-1410.02 1762.4,-1403.53\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 11 -->\n",
       "<g class=\"node\" id=\"node12\"><title>11</title>\n",
       "<path d=\"M2007.5,-1405C2007.5,-1405 1849.5,-1405 1849.5,-1405 1843.5,-1405 1837.5,-1399 1837.5,-1393 1837.5,-1393 1837.5,-1349 1837.5,-1349 1837.5,-1343 1843.5,-1337 1849.5,-1337 1849.5,-1337 2007.5,-1337 2007.5,-1337 2013.5,-1337 2019.5,-1343 2019.5,-1349 2019.5,-1349 2019.5,-1393 2019.5,-1393 2019.5,-1399 2013.5,-1405 2007.5,-1405\" fill=\"#e58139\" fill-opacity=\"0.035294\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1845.5\" y=\"-1389.8\">Total eve charge ≤ 14.385</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1888\" y=\"-1374.8\">mse = 0.034</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1881\" y=\"-1359.8\">samples = 966</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1885.5\" y=\"-1344.8\">value = 0.035</text>\n",
       "</g>\n",
       "<!-- 5&#45;&gt;11 -->\n",
       "<g class=\"edge\" id=\"edge11\"><title>5-&gt;11</title>\n",
       "<path d=\"M1928.5,-1440.88C1928.5,-1432.78 1928.5,-1423.98 1928.5,-1415.47\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1932,-1415.3 1928.5,-1405.3 1925,-1415.3 1932,-1415.3\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 7 -->\n",
       "<g class=\"node\" id=\"node8\"><title>7</title>\n",
       "<path d=\"M1588.5,-1301C1588.5,-1301 1458.5,-1301 1458.5,-1301 1452.5,-1301 1446.5,-1295 1446.5,-1289 1446.5,-1289 1446.5,-1245 1446.5,-1245 1446.5,-1239 1452.5,-1233 1458.5,-1233 1458.5,-1233 1588.5,-1233 1588.5,-1233 1594.5,-1233 1600.5,-1239 1600.5,-1245 1600.5,-1245 1600.5,-1289 1600.5,-1289 1600.5,-1295 1594.5,-1301 1588.5,-1301\" fill=\"#e58139\" fill-opacity=\"0.141176\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1454.5\" y=\"-1285.8\">Account length ≤ 22.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1483\" y=\"-1270.8\">mse = 0.122</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1484\" y=\"-1255.8\">samples = 7</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1480.5\" y=\"-1240.8\">value = 0.143</text>\n",
       "</g>\n",
       "<!-- 6&#45;&gt;7 -->\n",
       "<g class=\"edge\" id=\"edge7\"><title>6-&gt;7</title>\n",
       "<path d=\"M1625.47,-1336.88C1611.29,-1327.3 1595.68,-1316.76 1581.03,-1306.86\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1582.78,-1303.82 1572.54,-1301.12 1578.87,-1309.62 1582.78,-1303.82\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 10 -->\n",
       "<g class=\"node\" id=\"node11\"><title>10</title>\n",
       "<path d=\"M1718,-1293.5C1718,-1293.5 1631,-1293.5 1631,-1293.5 1625,-1293.5 1619,-1287.5 1619,-1281.5 1619,-1281.5 1619,-1252.5 1619,-1252.5 1619,-1246.5 1625,-1240.5 1631,-1240.5 1631,-1240.5 1718,-1240.5 1718,-1240.5 1724,-1240.5 1730,-1246.5 1730,-1252.5 1730,-1252.5 1730,-1281.5 1730,-1281.5 1730,-1287.5 1724,-1293.5 1718,-1293.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1642.5\" y=\"-1278.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1627\" y=\"-1263.3\">samples = 351</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1639.5\" y=\"-1248.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 6&#45;&gt;10 -->\n",
       "<g class=\"edge\" id=\"edge10\"><title>6-&gt;10</title>\n",
       "<path d=\"M1674.5,-1336.88C1674.5,-1326.33 1674.5,-1314.6 1674.5,-1303.85\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1678,-1303.52 1674.5,-1293.52 1671,-1303.52 1678,-1303.52\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 8 -->\n",
       "<g class=\"node\" id=\"node9\"><title>8</title>\n",
       "<path d=\"M1483,-1189.5C1483,-1189.5 1412,-1189.5 1412,-1189.5 1406,-1189.5 1400,-1183.5 1400,-1177.5 1400,-1177.5 1400,-1148.5 1400,-1148.5 1400,-1142.5 1406,-1136.5 1412,-1136.5 1412,-1136.5 1483,-1136.5 1483,-1136.5 1489,-1136.5 1495,-1142.5 1495,-1148.5 1495,-1148.5 1495,-1177.5 1495,-1177.5 1495,-1183.5 1489,-1189.5 1483,-1189.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1415.5\" y=\"-1174.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1408\" y=\"-1159.3\">samples = 6</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1412.5\" y=\"-1144.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 7&#45;&gt;8 -->\n",
       "<g class=\"edge\" id=\"edge8\"><title>7-&gt;8</title>\n",
       "<path d=\"M1498.82,-1232.88C1490.47,-1221.67 1481.12,-1209.13 1472.72,-1197.85\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1475.3,-1195.45 1466.51,-1189.52 1469.68,-1199.63 1475.3,-1195.45\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 9 -->\n",
       "<g class=\"node\" id=\"node10\"><title>9</title>\n",
       "<path d=\"M1596,-1189.5C1596,-1189.5 1525,-1189.5 1525,-1189.5 1519,-1189.5 1513,-1183.5 1513,-1177.5 1513,-1177.5 1513,-1148.5 1513,-1148.5 1513,-1142.5 1519,-1136.5 1525,-1136.5 1525,-1136.5 1596,-1136.5 1596,-1136.5 1602,-1136.5 1608,-1142.5 1608,-1148.5 1608,-1148.5 1608,-1177.5 1608,-1177.5 1608,-1183.5 1602,-1189.5 1596,-1189.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1528.5\" y=\"-1174.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1521\" y=\"-1159.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1525.5\" y=\"-1144.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 7&#45;&gt;9 -->\n",
       "<g class=\"edge\" id=\"edge9\"><title>7-&gt;9</title>\n",
       "<path d=\"M1535.51,-1232.88C1539.42,-1222.11 1543.77,-1210.11 1547.74,-1199.18\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1551.12,-1200.11 1551.24,-1189.52 1544.54,-1197.73 1551.12,-1200.11\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 12 -->\n",
       "<g class=\"node\" id=\"node13\"><title>12</title>\n",
       "<path d=\"M1884.5,-1301C1884.5,-1301 1760.5,-1301 1760.5,-1301 1754.5,-1301 1748.5,-1295 1748.5,-1289 1748.5,-1289 1748.5,-1245 1748.5,-1245 1748.5,-1239 1754.5,-1233 1760.5,-1233 1760.5,-1233 1884.5,-1233 1884.5,-1233 1890.5,-1233 1896.5,-1239 1896.5,-1245 1896.5,-1245 1896.5,-1289 1896.5,-1289 1896.5,-1295 1890.5,-1301 1884.5,-1301\" fill=\"#e58139\" fill-opacity=\"0.501961\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1756.5\" y=\"-1285.8\">Voice mail plan ≤ 0.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1786\" y=\"-1270.8\">mse = 0.25</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1783\" y=\"-1255.8\">samples = 2</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1787.5\" y=\"-1240.8\">value = 0.5</text>\n",
       "</g>\n",
       "<!-- 11&#45;&gt;12 -->\n",
       "<g class=\"edge\" id=\"edge12\"><title>11-&gt;12</title>\n",
       "<path d=\"M1894.08,-1336.88C1884.64,-1327.8 1874.3,-1317.85 1864.48,-1308.4\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1866.74,-1305.71 1857.11,-1301.3 1861.88,-1310.76 1866.74,-1305.71\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 15 -->\n",
       "<g class=\"node\" id=\"node16\"><title>15</title>\n",
       "<path d=\"M2068.5,-1301C2068.5,-1301 1926.5,-1301 1926.5,-1301 1920.5,-1301 1914.5,-1295 1914.5,-1289 1914.5,-1289 1914.5,-1245 1914.5,-1245 1914.5,-1239 1920.5,-1233 1926.5,-1233 1926.5,-1233 2068.5,-1233 2068.5,-1233 2074.5,-1233 2080.5,-1239 2080.5,-1245 2080.5,-1245 2080.5,-1289 2080.5,-1289 2080.5,-1295 2074.5,-1301 2068.5,-1301\" fill=\"#e58139\" fill-opacity=\"0.035294\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1922.5\" y=\"-1285.8\">Total night calls ≤ 114.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1957\" y=\"-1270.8\">mse = 0.033</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1950\" y=\"-1255.8\">samples = 964</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1954.5\" y=\"-1240.8\">value = 0.034</text>\n",
       "</g>\n",
       "<!-- 11&#45;&gt;15 -->\n",
       "<g class=\"edge\" id=\"edge15\"><title>11-&gt;15</title>\n",
       "<path d=\"M1950.9,-1336.88C1956.75,-1328.24 1963.12,-1318.82 1969.23,-1309.79\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1972.27,-1311.54 1974.97,-1301.3 1966.47,-1307.62 1972.27,-1311.54\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 13 -->\n",
       "<g class=\"node\" id=\"node14\"><title>13</title>\n",
       "<path d=\"M1745,-1189.5C1745,-1189.5 1674,-1189.5 1674,-1189.5 1668,-1189.5 1662,-1183.5 1662,-1177.5 1662,-1177.5 1662,-1148.5 1662,-1148.5 1662,-1142.5 1668,-1136.5 1674,-1136.5 1674,-1136.5 1745,-1136.5 1745,-1136.5 1751,-1136.5 1757,-1142.5 1757,-1148.5 1757,-1148.5 1757,-1177.5 1757,-1177.5 1757,-1183.5 1751,-1189.5 1745,-1189.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1677.5\" y=\"-1174.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1670\" y=\"-1159.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1674.5\" y=\"-1144.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 12&#45;&gt;13 -->\n",
       "<g class=\"edge\" id=\"edge13\"><title>12-&gt;13</title>\n",
       "<path d=\"M1785.81,-1232.88C1772.9,-1221.23 1758.4,-1208.14 1745.54,-1196.53\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1747.54,-1193.62 1737.77,-1189.52 1742.85,-1198.82 1747.54,-1193.62\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 14 -->\n",
       "<g class=\"node\" id=\"node15\"><title>14</title>\n",
       "<path d=\"M1858,-1189.5C1858,-1189.5 1787,-1189.5 1787,-1189.5 1781,-1189.5 1775,-1183.5 1775,-1177.5 1775,-1177.5 1775,-1148.5 1775,-1148.5 1775,-1142.5 1781,-1136.5 1787,-1136.5 1787,-1136.5 1858,-1136.5 1858,-1136.5 1864,-1136.5 1870,-1142.5 1870,-1148.5 1870,-1148.5 1870,-1177.5 1870,-1177.5 1870,-1183.5 1864,-1189.5 1858,-1189.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1790.5\" y=\"-1174.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1783\" y=\"-1159.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1787.5\" y=\"-1144.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 12&#45;&gt;14 -->\n",
       "<g class=\"edge\" id=\"edge14\"><title>12-&gt;14</title>\n",
       "<path d=\"M1822.5,-1232.88C1822.5,-1222.33 1822.5,-1210.6 1822.5,-1199.85\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1826,-1199.52 1822.5,-1189.52 1819,-1199.52 1826,-1199.52\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 16 -->\n",
       "<g class=\"node\" id=\"node17\"><title>16</title>\n",
       "<path d=\"M2093,-1197C2093,-1197 1900,-1197 1900,-1197 1894,-1197 1888,-1191 1888,-1185 1888,-1185 1888,-1141 1888,-1141 1888,-1135 1894,-1129 1900,-1129 1900,-1129 2093,-1129 2093,-1129 2099,-1129 2105,-1135 2105,-1141 2105,-1141 2105,-1185 2105,-1185 2105,-1191 2099,-1197 2093,-1197\" fill=\"#e58139\" fill-opacity=\"0.023529\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1896\" y=\"-1181.8\">Number vmail messages ≤ 43.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1956\" y=\"-1166.8\">mse = 0.023</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1949\" y=\"-1151.8\">samples = 723</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1953.5\" y=\"-1136.8\">value = 0.024</text>\n",
       "</g>\n",
       "<!-- 15&#45;&gt;16 -->\n",
       "<g class=\"edge\" id=\"edge16\"><title>15-&gt;16</title>\n",
       "<path d=\"M1997.18,-1232.88C1997.1,-1224.78 1997.01,-1215.98 1996.93,-1207.47\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2000.42,-1207.26 1996.83,-1197.3 1993.42,-1207.33 2000.42,-1207.26\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 83 -->\n",
       "<g class=\"node\" id=\"node84\"><title>83</title>\n",
       "<path d=\"M2377,-1197C2377,-1197 2212,-1197 2212,-1197 2206,-1197 2200,-1191 2200,-1185 2200,-1185 2200,-1141 2200,-1141 2200,-1135 2206,-1129 2212,-1129 2212,-1129 2377,-1129 2377,-1129 2383,-1129 2389,-1135 2389,-1141 2389,-1141 2389,-1185 2389,-1185 2389,-1191 2383,-1197 2377,-1197\" fill=\"#e58139\" fill-opacity=\"0.066667\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2208\" y=\"-1181.8\">Total night charge ≤ 10.975</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2254\" y=\"-1166.8\">mse = 0.062</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2247\" y=\"-1151.8\">samples = 241</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2251.5\" y=\"-1136.8\">value = 0.066</text>\n",
       "</g>\n",
       "<!-- 15&#45;&gt;83 -->\n",
       "<g class=\"edge\" id=\"edge83\"><title>15-&gt;83</title>\n",
       "<path d=\"M2080.63,-1237.45C2114.65,-1225.77 2154.4,-1212.12 2190.34,-1199.77\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2191.55,-1203.06 2199.87,-1196.5 2189.28,-1196.44 2191.55,-1203.06\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 17 -->\n",
       "<g class=\"node\" id=\"node18\"><title>17</title>\n",
       "<path d=\"M1588.5,-1093C1588.5,-1093 1450.5,-1093 1450.5,-1093 1444.5,-1093 1438.5,-1087 1438.5,-1081 1438.5,-1081 1438.5,-1037 1438.5,-1037 1438.5,-1031 1444.5,-1025 1450.5,-1025 1450.5,-1025 1588.5,-1025 1588.5,-1025 1594.5,-1025 1600.5,-1031 1600.5,-1037 1600.5,-1037 1600.5,-1081 1600.5,-1081 1600.5,-1087 1594.5,-1093 1588.5,-1093\" fill=\"#e58139\" fill-opacity=\"0.023529\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1446.5\" y=\"-1077.8\">Account length ≤ 217.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1479\" y=\"-1062.8\">mse = 0.022</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1472\" y=\"-1047.8\">samples = 721</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1476.5\" y=\"-1032.8\">value = 0.022</text>\n",
       "</g>\n",
       "<!-- 16&#45;&gt;17 -->\n",
       "<g class=\"edge\" id=\"edge17\"><title>16-&gt;17</title>\n",
       "<path d=\"M1887.93,-1131.27C1884.75,-1130.49 1881.61,-1129.73 1878.5,-1129 1788.08,-1107.71 1683.7,-1088.21 1610.88,-1075.41\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1611.27,-1071.92 1600.82,-1073.65 1610.07,-1078.82 1611.27,-1071.92\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 80 -->\n",
       "<g class=\"node\" id=\"node81\"><title>80</title>\n",
       "<path d=\"M2024,-1093C2024,-1093 1875,-1093 1875,-1093 1869,-1093 1863,-1087 1863,-1081 1863,-1081 1863,-1037 1863,-1037 1863,-1031 1869,-1025 1875,-1025 1875,-1025 2024,-1025 2024,-1025 2030,-1025 2036,-1031 2036,-1037 2036,-1037 2036,-1081 2036,-1081 2036,-1087 2030,-1093 2024,-1093\" fill=\"#e58139\" fill-opacity=\"0.501961\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1871\" y=\"-1077.8\">Total night charge ≤ 8.97</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1913\" y=\"-1062.8\">mse = 0.25</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1910\" y=\"-1047.8\">samples = 2</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1914.5\" y=\"-1032.8\">value = 0.5</text>\n",
       "</g>\n",
       "<!-- 16&#45;&gt;80 -->\n",
       "<g class=\"edge\" id=\"edge80\"><title>16-&gt;80</title>\n",
       "<path d=\"M1981.24,-1128.88C1977.38,-1120.51 1973.18,-1111.4 1969.14,-1102.63\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1972.21,-1100.92 1964.84,-1093.3 1965.85,-1103.85 1972.21,-1100.92\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 18 -->\n",
       "<g class=\"node\" id=\"node19\"><title>18</title>\n",
       "<path d=\"M1332.5,-989C1332.5,-989 1198.5,-989 1198.5,-989 1192.5,-989 1186.5,-983 1186.5,-977 1186.5,-977 1186.5,-933 1186.5,-933 1186.5,-927 1192.5,-921 1198.5,-921 1198.5,-921 1332.5,-921 1332.5,-921 1338.5,-921 1344.5,-927 1344.5,-933 1344.5,-933 1344.5,-977 1344.5,-977 1344.5,-983 1338.5,-989 1332.5,-989\" fill=\"#e58139\" fill-opacity=\"0.019608\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1194.5\" y=\"-973.8\">Total day calls ≤ 119.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1229\" y=\"-958.8\">mse = 0.02</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1218\" y=\"-943.8\">samples = 718</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1222.5\" y=\"-928.8\">value = 0.021</text>\n",
       "</g>\n",
       "<!-- 17&#45;&gt;18 -->\n",
       "<g class=\"edge\" id=\"edge18\"><title>17-&gt;18</title>\n",
       "<path d=\"M1438.43,-1025.45C1411.68,-1014.7 1381.78,-1002.7 1354.47,-991.729\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1355.51,-988.375 1344.93,-987.896 1352.9,-994.871 1355.51,-988.375\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 77 -->\n",
       "<g class=\"node\" id=\"node78\"><title>77</title>\n",
       "<path d=\"M1597.5,-989C1597.5,-989 1441.5,-989 1441.5,-989 1435.5,-989 1429.5,-983 1429.5,-977 1429.5,-977 1429.5,-933 1429.5,-933 1429.5,-927 1435.5,-921 1441.5,-921 1441.5,-921 1597.5,-921 1597.5,-921 1603.5,-921 1609.5,-927 1609.5,-933 1609.5,-933 1609.5,-977 1609.5,-977 1609.5,-983 1603.5,-989 1597.5,-989\" fill=\"#e58139\" fill-opacity=\"0.333333\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1437.5\" y=\"-973.8\">Total eve minutes ≤ 260.1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1479\" y=\"-958.8\">mse = 0.222</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1480\" y=\"-943.8\">samples = 3</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1476.5\" y=\"-928.8\">value = 0.333</text>\n",
       "</g>\n",
       "<!-- 17&#45;&gt;77 -->\n",
       "<g class=\"edge\" id=\"edge77\"><title>17-&gt;77</title>\n",
       "<path d=\"M1519.5,-1024.88C1519.5,-1016.78 1519.5,-1007.98 1519.5,-999.472\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1523,-999.299 1519.5,-989.299 1516,-999.299 1523,-999.299\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 19 -->\n",
       "<g class=\"node\" id=\"node20\"><title>19</title>\n",
       "<path d=\"M1081,-885C1081,-885 946,-885 946,-885 940,-885 934,-879 934,-873 934,-873 934,-829 934,-829 934,-823 940,-817 946,-817 946,-817 1081,-817 1081,-817 1087,-817 1093,-823 1093,-829 1093,-829 1093,-873 1093,-873 1093,-879 1087,-885 1081,-885\" fill=\"#e58139\" fill-opacity=\"0.011765\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"942\" y=\"-869.8\">Total eve calls ≤ 146.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"973\" y=\"-854.8\">mse = 0.012</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"966\" y=\"-839.8\">samples = 598</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"970.5\" y=\"-824.8\">value = 0.012</text>\n",
       "</g>\n",
       "<!-- 18&#45;&gt;19 -->\n",
       "<g class=\"edge\" id=\"edge19\"><title>18-&gt;19</title>\n",
       "<path d=\"M1186.46,-922.006C1159.86,-911.24 1130,-899.156 1102.68,-888.096\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1103.71,-884.738 1093.13,-884.231 1101.09,-891.227 1103.71,-884.738\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 48 -->\n",
       "<g class=\"node\" id=\"node49\"><title>48</title>\n",
       "<path d=\"M1362,-885C1362,-885 1169,-885 1169,-885 1163,-885 1157,-879 1157,-873 1157,-873 1157,-829 1157,-829 1157,-823 1163,-817 1169,-817 1169,-817 1362,-817 1362,-817 1368,-817 1374,-823 1374,-829 1374,-829 1374,-873 1374,-873 1374,-879 1368,-885 1362,-885\" fill=\"#e58139\" fill-opacity=\"0.066667\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1165\" y=\"-869.8\">Number vmail messages ≤ 39.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1225\" y=\"-854.8\">mse = 0.062</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1218\" y=\"-839.8\">samples = 120</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1222.5\" y=\"-824.8\">value = 0.067</text>\n",
       "</g>\n",
       "<!-- 18&#45;&gt;48 -->\n",
       "<g class=\"edge\" id=\"edge48\"><title>18-&gt;48</title>\n",
       "<path d=\"M1265.5,-920.884C1265.5,-912.778 1265.5,-903.982 1265.5,-895.472\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1269,-895.299 1265.5,-885.299 1262,-895.299 1269,-895.299\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 20 -->\n",
       "<g class=\"node\" id=\"node21\"><title>20</title>\n",
       "<path d=\"M839,-781C839,-781 690,-781 690,-781 684,-781 678,-775 678,-769 678,-769 678,-725 678,-725 678,-719 684,-713 690,-713 690,-713 839,-713 839,-713 845,-713 851,-719 851,-725 851,-725 851,-769 851,-769 851,-775 845,-781 839,-781\" fill=\"#e58139\" fill-opacity=\"0.011765\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"686\" y=\"-765.8\">Total day charge ≤ 37.02</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"728\" y=\"-750.8\">mse = 0.01</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"717\" y=\"-735.8\">samples = 592</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"725.5\" y=\"-720.8\">value = 0.01</text>\n",
       "</g>\n",
       "<!-- 19&#45;&gt;20 -->\n",
       "<g class=\"edge\" id=\"edge20\"><title>19-&gt;20</title>\n",
       "<path d=\"M933.687,-817.306C908.476,-806.978 880.446,-795.496 854.569,-784.896\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"855.723,-781.586 845.142,-781.034 853.069,-788.064 855.723,-781.586\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 45 -->\n",
       "<g class=\"node\" id=\"node46\"><title>45</title>\n",
       "<path d=\"M1088,-781C1088,-781 939,-781 939,-781 933,-781 927,-775 927,-769 927,-769 927,-725 927,-725 927,-719 933,-713 939,-713 939,-713 1088,-713 1088,-713 1094,-713 1100,-719 1100,-725 1100,-725 1100,-769 1100,-769 1100,-775 1094,-781 1088,-781\" fill=\"#e58139\" fill-opacity=\"0.164706\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"935\" y=\"-765.8\">Total day charge ≤ 32.03</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"973\" y=\"-750.8\">mse = 0.139</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"974\" y=\"-735.8\">samples = 6</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"970.5\" y=\"-720.8\">value = 0.167</text>\n",
       "</g>\n",
       "<!-- 19&#45;&gt;45 -->\n",
       "<g class=\"edge\" id=\"edge45\"><title>19-&gt;45</title>\n",
       "<path d=\"M1013.5,-816.884C1013.5,-808.778 1013.5,-799.982 1013.5,-791.472\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1017,-791.299 1013.5,-781.299 1010,-791.299 1017,-791.299\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 21 -->\n",
       "<g class=\"node\" id=\"node22\"><title>21</title>\n",
       "<path d=\"M628,-677C628,-677 479,-677 479,-677 473,-677 467,-671 467,-665 467,-665 467,-621 467,-621 467,-615 473,-609 479,-609 479,-609 628,-609 628,-609 634,-609 640,-615 640,-621 640,-621 640,-665 640,-665 640,-671 634,-677 628,-677\" fill=\"#e58139\" fill-opacity=\"0.007843\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"475\" y=\"-661.8\">Total day charge ≤ 16.46</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"513\" y=\"-646.8\">mse = 0.007</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"506\" y=\"-631.8\">samples = 568</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"510.5\" y=\"-616.8\">value = 0.007</text>\n",
       "</g>\n",
       "<!-- 20&#45;&gt;21 -->\n",
       "<g class=\"edge\" id=\"edge21\"><title>20-&gt;21</title>\n",
       "<path d=\"M695.994,-712.884C675.252,-702.856 652.325,-691.773 631.035,-681.482\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"632.549,-678.326 622.023,-677.125 629.503,-684.628 632.549,-678.326\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 42 -->\n",
       "<g class=\"node\" id=\"node43\"><title>42</title>\n",
       "<path d=\"M847,-677C847,-677 682,-677 682,-677 676,-677 670,-671 670,-665 670,-665 670,-621 670,-621 670,-615 676,-609 682,-609 682,-609 847,-609 847,-609 853,-609 859,-615 859,-621 859,-621 859,-665 859,-665 859,-671 853,-677 847,-677\" fill=\"#e58139\" fill-opacity=\"0.082353\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"678\" y=\"-661.8\">Total night charge ≤ 12.225</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"724\" y=\"-646.8\">mse = 0.076</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"721\" y=\"-631.8\">samples = 24</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"721.5\" y=\"-616.8\">value = 0.083</text>\n",
       "</g>\n",
       "<!-- 20&#45;&gt;42 -->\n",
       "<g class=\"edge\" id=\"edge42\"><title>20-&gt;42</title>\n",
       "<path d=\"M764.5,-712.884C764.5,-704.778 764.5,-695.982 764.5,-687.472\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"768,-687.299 764.5,-677.299 761,-687.299 768,-687.299\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 22 -->\n",
       "<g class=\"node\" id=\"node23\"><title>22</title>\n",
       "<path d=\"M430,-573C430,-573 281,-573 281,-573 275,-573 269,-567 269,-561 269,-561 269,-517 269,-517 269,-511 275,-505 281,-505 281,-505 430,-505 430,-505 436,-505 442,-511 442,-517 442,-517 442,-561 442,-561 442,-567 436,-573 430,-573\" fill=\"#e58139\" fill-opacity=\"0.043137\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"277\" y=\"-557.8\">Total day charge ≤ 16.38</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"315\" y=\"-542.8\">mse = 0.041</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"312\" y=\"-527.8\">samples = 47</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"312.5\" y=\"-512.8\">value = 0.043</text>\n",
       "</g>\n",
       "<!-- 21&#45;&gt;22 -->\n",
       "<g class=\"edge\" id=\"edge22\"><title>21-&gt;22</title>\n",
       "<path d=\"M489.215,-608.884C469.924,-598.946 448.62,-587.971 428.794,-577.757\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"430.294,-574.593 419.801,-573.125 427.088,-580.816 430.294,-574.593\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 29 -->\n",
       "<g class=\"node\" id=\"node30\"><title>29</title>\n",
       "<path d=\"M632.5,-573C632.5,-573 474.5,-573 474.5,-573 468.5,-573 462.5,-567 462.5,-561 462.5,-561 462.5,-517 462.5,-517 462.5,-511 468.5,-505 474.5,-505 474.5,-505 632.5,-505 632.5,-505 638.5,-505 644.5,-511 644.5,-517 644.5,-517 644.5,-561 644.5,-561 644.5,-567 638.5,-573 632.5,-573\" fill=\"#e58139\" fill-opacity=\"0.003922\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"470.5\" y=\"-557.8\">Total eve charge ≤ 14.535</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"513\" y=\"-542.8\">mse = 0.004</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"506\" y=\"-527.8\">samples = 521</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"510.5\" y=\"-512.8\">value = 0.004</text>\n",
       "</g>\n",
       "<!-- 21&#45;&gt;29 -->\n",
       "<g class=\"edge\" id=\"edge29\"><title>21-&gt;29</title>\n",
       "<path d=\"M553.5,-608.884C553.5,-600.778 553.5,-591.982 553.5,-583.472\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"557,-583.299 553.5,-573.299 550,-583.299 557,-583.299\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 23 -->\n",
       "<g class=\"node\" id=\"node24\"><title>23</title>\n",
       "<path d=\"M277.5,-469C277.5,-469 147.5,-469 147.5,-469 141.5,-469 135.5,-463 135.5,-457 135.5,-457 135.5,-413 135.5,-413 135.5,-407 141.5,-401 147.5,-401 147.5,-401 277.5,-401 277.5,-401 283.5,-401 289.5,-407 289.5,-413 289.5,-413 289.5,-457 289.5,-457 289.5,-463 283.5,-469 277.5,-469\" fill=\"#e58139\" fill-opacity=\"0.023529\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"143.5\" y=\"-453.8\">Account length ≤ 45.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"172\" y=\"-438.8\">mse = 0.021</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"169\" y=\"-423.8\">samples = 46</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"169.5\" y=\"-408.8\">value = 0.022</text>\n",
       "</g>\n",
       "<!-- 22&#45;&gt;23 -->\n",
       "<g class=\"edge\" id=\"edge23\"><title>22-&gt;23</title>\n",
       "<path d=\"M309.072,-504.884C295.835,-495.442 281.285,-485.064 267.585,-475.292\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"269.358,-472.257 259.184,-469.299 265.293,-477.956 269.358,-472.257\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 28 -->\n",
       "<g class=\"node\" id=\"node29\"><title>28</title>\n",
       "<path d=\"M391,-461.5C391,-461.5 320,-461.5 320,-461.5 314,-461.5 308,-455.5 308,-449.5 308,-449.5 308,-420.5 308,-420.5 308,-414.5 314,-408.5 320,-408.5 320,-408.5 391,-408.5 391,-408.5 397,-408.5 403,-414.5 403,-420.5 403,-420.5 403,-449.5 403,-449.5 403,-455.5 397,-461.5 391,-461.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"323.5\" y=\"-446.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"316\" y=\"-431.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"320.5\" y=\"-416.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 22&#45;&gt;28 -->\n",
       "<g class=\"edge\" id=\"edge28\"><title>22-&gt;28</title>\n",
       "<path d=\"M355.5,-504.884C355.5,-494.326 355.5,-482.597 355.5,-471.854\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"359,-471.52 355.5,-461.52 352,-471.52 359,-471.52\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 24 -->\n",
       "<g class=\"node\" id=\"node25\"><title>24</title>\n",
       "<path d=\"M150.5,-365C150.5,-365 56.5,-365 56.5,-365 50.5,-365 44.5,-359 44.5,-353 44.5,-353 44.5,-309 44.5,-309 44.5,-303 50.5,-297 56.5,-297 56.5,-297 150.5,-297 150.5,-297 156.5,-297 162.5,-303 162.5,-309 162.5,-309 162.5,-353 162.5,-353 162.5,-359 156.5,-365 150.5,-365\" fill=\"#e58139\" fill-opacity=\"0.250980\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"52.5\" y=\"-349.8\">Area code ≤ 1.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"63\" y=\"-334.8\">mse = 0.188</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"64\" y=\"-319.8\">samples = 4</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"64.5\" y=\"-304.8\">value = 0.25</text>\n",
       "</g>\n",
       "<!-- 23&#45;&gt;24 -->\n",
       "<g class=\"edge\" id=\"edge24\"><title>23-&gt;24</title>\n",
       "<path d=\"M177.111,-400.884C167.402,-391.798 156.766,-381.845 146.673,-372.4\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"148.778,-369.577 139.085,-365.299 143.995,-374.688 148.778,-369.577\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 27 -->\n",
       "<g class=\"node\" id=\"node28\"><title>27</title>\n",
       "<path d=\"M272,-357.5C272,-357.5 193,-357.5 193,-357.5 187,-357.5 181,-351.5 181,-345.5 181,-345.5 181,-316.5 181,-316.5 181,-310.5 187,-304.5 193,-304.5 193,-304.5 272,-304.5 272,-304.5 278,-304.5 284,-310.5 284,-316.5 284,-316.5 284,-345.5 284,-345.5 284,-351.5 278,-357.5 272,-357.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"200.5\" y=\"-342.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"189\" y=\"-327.3\">samples = 42</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"197.5\" y=\"-312.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 23&#45;&gt;27 -->\n",
       "<g class=\"edge\" id=\"edge27\"><title>23-&gt;27</title>\n",
       "<path d=\"M218.993,-400.884C221.085,-390.216 223.411,-378.352 225.536,-367.519\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"229.006,-368.007 227.496,-357.52 222.137,-366.66 229.006,-368.007\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 25 -->\n",
       "<g class=\"node\" id=\"node26\"><title>25</title>\n",
       "<path d=\"M83,-253.5C83,-253.5 12,-253.5 12,-253.5 6,-253.5 0,-247.5 0,-241.5 0,-241.5 0,-212.5 0,-212.5 0,-206.5 6,-200.5 12,-200.5 12,-200.5 83,-200.5 83,-200.5 89,-200.5 95,-206.5 95,-212.5 95,-212.5 95,-241.5 95,-241.5 95,-247.5 89,-253.5 83,-253.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"15.5\" y=\"-238.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"8\" y=\"-223.3\">samples = 3</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"12.5\" y=\"-208.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 24&#45;&gt;25 -->\n",
       "<g class=\"edge\" id=\"edge25\"><title>24-&gt;25</title>\n",
       "<path d=\"M85.3184,-296.884C79.2804,-285.886 72.5448,-273.617 66.4503,-262.517\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"69.3916,-260.601 61.5109,-253.52 63.2556,-263.97 69.3916,-260.601\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 26 -->\n",
       "<g class=\"node\" id=\"node27\"><title>26</title>\n",
       "<path d=\"M196,-253.5C196,-253.5 125,-253.5 125,-253.5 119,-253.5 113,-247.5 113,-241.5 113,-241.5 113,-212.5 113,-212.5 113,-206.5 119,-200.5 125,-200.5 125,-200.5 196,-200.5 196,-200.5 202,-200.5 208,-206.5 208,-212.5 208,-212.5 208,-241.5 208,-241.5 208,-247.5 202,-253.5 196,-253.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"128.5\" y=\"-238.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"121\" y=\"-223.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"125.5\" y=\"-208.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 24&#45;&gt;26 -->\n",
       "<g class=\"edge\" id=\"edge26\"><title>24-&gt;26</title>\n",
       "<path d=\"M122.006,-296.884C128.152,-285.886 135.008,-273.617 141.211,-262.517\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"144.416,-263.957 146.239,-253.52 138.305,-260.542 144.416,-263.957\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 30 -->\n",
       "<g class=\"node\" id=\"node31\"><title>30</title>\n",
       "<path d=\"M546,-469C546,-469 433,-469 433,-469 427,-469 421,-463 421,-457 421,-457 421,-413 421,-413 421,-407 427,-401 433,-401 433,-401 546,-401 546,-401 552,-401 558,-407 558,-413 558,-413 558,-457 558,-457 558,-463 552,-469 546,-469\" fill=\"#e58139\" fill-opacity=\"0.070588\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"429\" y=\"-453.8\">Total intl calls ≤ 6.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"449\" y=\"-438.8\">mse = 0.066</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"446\" y=\"-423.8\">samples = 14</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"446.5\" y=\"-408.8\">value = 0.071</text>\n",
       "</g>\n",
       "<!-- 29&#45;&gt;30 -->\n",
       "<g class=\"edge\" id=\"edge30\"><title>29-&gt;30</title>\n",
       "<path d=\"M532.721,-504.884C527.3,-496.243 521.387,-486.819 515.723,-477.793\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"518.673,-475.91 510.394,-469.299 512.744,-479.63 518.673,-475.91\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 33 -->\n",
       "<g class=\"node\" id=\"node34\"><title>33</title>\n",
       "<path d=\"M722.5,-469C722.5,-469 588.5,-469 588.5,-469 582.5,-469 576.5,-463 576.5,-457 576.5,-457 576.5,-413 576.5,-413 576.5,-407 582.5,-401 588.5,-401 588.5,-401 722.5,-401 722.5,-401 728.5,-401 734.5,-407 734.5,-413 734.5,-413 734.5,-457 734.5,-457 734.5,-463 728.5,-469 722.5,-469\" fill=\"#e58139\" fill-opacity=\"0.003922\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"584.5\" y=\"-453.8\">Total day calls ≤ 115.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"615\" y=\"-438.8\">mse = 0.002</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"608\" y=\"-423.8\">samples = 507</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"612.5\" y=\"-408.8\">value = 0.002</text>\n",
       "</g>\n",
       "<!-- 29&#45;&gt;33 -->\n",
       "<g class=\"edge\" id=\"edge33\"><title>29-&gt;33</title>\n",
       "<path d=\"M586.616,-504.884C595.702,-495.798 605.655,-485.845 615.1,-476.4\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"617.604,-478.845 622.201,-469.299 612.655,-473.896 617.604,-478.845\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 31 -->\n",
       "<g class=\"node\" id=\"node32\"><title>31</title>\n",
       "<path d=\"M412,-357.5C412,-357.5 333,-357.5 333,-357.5 327,-357.5 321,-351.5 321,-345.5 321,-345.5 321,-316.5 321,-316.5 321,-310.5 327,-304.5 333,-304.5 333,-304.5 412,-304.5 412,-304.5 418,-304.5 424,-310.5 424,-316.5 424,-316.5 424,-345.5 424,-345.5 424,-351.5 418,-357.5 412,-357.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"340.5\" y=\"-342.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"329\" y=\"-327.3\">samples = 13</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"337.5\" y=\"-312.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 30&#45;&gt;31 -->\n",
       "<g class=\"edge\" id=\"edge31\"><title>30-&gt;31</title>\n",
       "<path d=\"M451.513,-400.884C438.015,-389.116 422.849,-375.894 409.439,-364.203\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"411.611,-361.453 401.773,-357.52 407.011,-366.73 411.611,-361.453\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 32 -->\n",
       "<g class=\"node\" id=\"node33\"><title>32</title>\n",
       "<path d=\"M525,-357.5C525,-357.5 454,-357.5 454,-357.5 448,-357.5 442,-351.5 442,-345.5 442,-345.5 442,-316.5 442,-316.5 442,-310.5 448,-304.5 454,-304.5 454,-304.5 525,-304.5 525,-304.5 531,-304.5 537,-310.5 537,-316.5 537,-316.5 537,-345.5 537,-345.5 537,-351.5 531,-357.5 525,-357.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"457.5\" y=\"-342.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"450\" y=\"-327.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"454.5\" y=\"-312.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 30&#45;&gt;32 -->\n",
       "<g class=\"edge\" id=\"edge32\"><title>30-&gt;32</title>\n",
       "<path d=\"M489.5,-400.884C489.5,-390.326 489.5,-378.597 489.5,-367.854\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"493,-367.52 489.5,-357.52 486,-367.52 493,-367.52\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 34 -->\n",
       "<g class=\"node\" id=\"node35\"><title>34</title>\n",
       "<path d=\"M654,-357.5C654,-357.5 567,-357.5 567,-357.5 561,-357.5 555,-351.5 555,-345.5 555,-345.5 555,-316.5 555,-316.5 555,-310.5 561,-304.5 567,-304.5 567,-304.5 654,-304.5 654,-304.5 660,-304.5 666,-310.5 666,-316.5 666,-316.5 666,-345.5 666,-345.5 666,-351.5 660,-357.5 654,-357.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"578.5\" y=\"-342.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"563\" y=\"-327.3\">samples = 466</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"575.5\" y=\"-312.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 33&#45;&gt;34 -->\n",
       "<g class=\"edge\" id=\"edge34\"><title>33-&gt;34</title>\n",
       "<path d=\"M640.89,-400.884C636.086,-389.996 630.734,-377.863 625.875,-366.85\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"628.997,-365.256 621.759,-357.52 622.593,-368.082 628.997,-365.256\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 35 -->\n",
       "<g class=\"node\" id=\"node36\"><title>35</title>\n",
       "<path d=\"M830.5,-365C830.5,-365 696.5,-365 696.5,-365 690.5,-365 684.5,-359 684.5,-353 684.5,-353 684.5,-309 684.5,-309 684.5,-303 690.5,-297 696.5,-297 696.5,-297 830.5,-297 830.5,-297 836.5,-297 842.5,-303 842.5,-309 842.5,-309 842.5,-353 842.5,-353 842.5,-359 836.5,-365 830.5,-365\" fill=\"#e58139\" fill-opacity=\"0.023529\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"692.5\" y=\"-349.8\">Total night calls ≤ 74.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"723\" y=\"-334.8\">mse = 0.024</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"720\" y=\"-319.8\">samples = 41</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"720.5\" y=\"-304.8\">value = 0.024</text>\n",
       "</g>\n",
       "<!-- 33&#45;&gt;35 -->\n",
       "<g class=\"edge\" id=\"edge35\"><title>33-&gt;35</title>\n",
       "<path d=\"M690.565,-400.884C700.184,-391.798 710.722,-381.845 720.723,-372.4\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"723.375,-374.71 728.242,-365.299 718.569,-369.621 723.375,-374.71\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 36 -->\n",
       "<g class=\"node\" id=\"node37\"><title>36</title>\n",
       "<path d=\"M761.5,-261C761.5,-261 627.5,-261 627.5,-261 621.5,-261 615.5,-255 615.5,-249 615.5,-249 615.5,-205 615.5,-205 615.5,-199 621.5,-193 627.5,-193 627.5,-193 761.5,-193 761.5,-193 767.5,-193 773.5,-199 773.5,-205 773.5,-205 773.5,-249 773.5,-249 773.5,-255 767.5,-261 761.5,-261\" fill=\"#e58139\" fill-opacity=\"0.164706\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"623.5\" y=\"-245.8\">Total night calls ≤ 70.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"654\" y=\"-230.8\">mse = 0.139</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"655\" y=\"-215.8\">samples = 6</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"651.5\" y=\"-200.8\">value = 0.167</text>\n",
       "</g>\n",
       "<!-- 35&#45;&gt;36 -->\n",
       "<g class=\"edge\" id=\"edge36\"><title>35-&gt;36</title>\n",
       "<path d=\"M741.098,-296.884C735.253,-288.243 728.878,-278.819 722.772,-269.793\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"725.528,-267.621 717.026,-261.299 719.73,-271.543 725.528,-267.621\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 41 -->\n",
       "<g class=\"node\" id=\"node42\"><title>41</title>\n",
       "<path d=\"M883,-253.5C883,-253.5 804,-253.5 804,-253.5 798,-253.5 792,-247.5 792,-241.5 792,-241.5 792,-212.5 792,-212.5 792,-206.5 798,-200.5 804,-200.5 804,-200.5 883,-200.5 883,-200.5 889,-200.5 895,-206.5 895,-212.5 895,-212.5 895,-241.5 895,-241.5 895,-247.5 889,-253.5 883,-253.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"811.5\" y=\"-238.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"800\" y=\"-223.3\">samples = 35</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"808.5\" y=\"-208.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 35&#45;&gt;41 -->\n",
       "<g class=\"edge\" id=\"edge41\"><title>35-&gt;41</title>\n",
       "<path d=\"M789.474,-296.884C798.358,-285.556 808.3,-272.88 817.209,-261.521\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"820.067,-263.548 823.484,-253.52 814.559,-259.228 820.067,-263.548\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 37 -->\n",
       "<g class=\"node\" id=\"node38\"><title>37</title>\n",
       "<path d=\"M660,-149.5C660,-149.5 589,-149.5 589,-149.5 583,-149.5 577,-143.5 577,-137.5 577,-137.5 577,-108.5 577,-108.5 577,-102.5 583,-96.5 589,-96.5 589,-96.5 660,-96.5 660,-96.5 666,-96.5 672,-102.5 672,-108.5 672,-108.5 672,-137.5 672,-137.5 672,-143.5 666,-149.5 660,-149.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"592.5\" y=\"-134.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"585\" y=\"-119.3\">samples = 4</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"589.5\" y=\"-104.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 36&#45;&gt;37 -->\n",
       "<g class=\"edge\" id=\"edge37\"><title>36-&gt;37</title>\n",
       "<path d=\"M671.773,-192.884C664.074,-181.666 655.469,-169.126 647.732,-157.852\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"650.558,-155.785 642.014,-149.52 644.786,-159.746 650.558,-155.785\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 38 -->\n",
       "<g class=\"node\" id=\"node39\"><title>38</title>\n",
       "<path d=\"M829,-157C829,-157 702,-157 702,-157 696,-157 690,-151 690,-145 690,-145 690,-101 690,-101 690,-95 696,-89 702,-89 702,-89 829,-89 829,-89 835,-89 841,-95 841,-101 841,-101 841,-145 841,-145 841,-151 835,-157 829,-157\" fill=\"#e58139\" fill-opacity=\"0.501961\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"698\" y=\"-141.8\">Total eve calls ≤ 86.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"729\" y=\"-126.8\">mse = 0.25</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"726\" y=\"-111.8\">samples = 2</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"730.5\" y=\"-96.8\">value = 0.5</text>\n",
       "</g>\n",
       "<!-- 36&#45;&gt;38 -->\n",
       "<g class=\"edge\" id=\"edge38\"><title>36-&gt;38</title>\n",
       "<path d=\"M717.552,-192.884C723.628,-184.154 730.261,-174.625 736.603,-165.514\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"739.481,-167.506 742.321,-157.299 733.735,-163.507 739.481,-167.506\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 39 -->\n",
       "<g class=\"node\" id=\"node40\"><title>39</title>\n",
       "<path d=\"M745,-53C745,-53 674,-53 674,-53 668,-53 662,-47 662,-41 662,-41 662,-12 662,-12 662,-6 668,-0 674,-0 674,-0 745,-0 745,-0 751,-0 757,-6 757,-12 757,-12 757,-41 757,-41 757,-47 751,-53 745,-53\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"677.5\" y=\"-37.8\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"670\" y=\"-22.8\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"674.5\" y=\"-7.8\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 38&#45;&gt;39 -->\n",
       "<g class=\"edge\" id=\"edge39\"><title>38-&gt;39</title>\n",
       "<path d=\"M745.914,-88.9485C740.764,-80.2579 735.195,-70.8608 729.999,-62.0917\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"732.86,-60.0553 724.751,-53.2367 726.838,-63.624 732.86,-60.0553\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 40 -->\n",
       "<g class=\"node\" id=\"node41\"><title>40</title>\n",
       "<path d=\"M858,-53C858,-53 787,-53 787,-53 781,-53 775,-47 775,-41 775,-41 775,-12 775,-12 775,-6 781,-0 787,-0 787,-0 858,-0 858,-0 864,-0 870,-6 870,-12 870,-12 870,-41 870,-41 870,-47 864,-53 858,-53\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"790.5\" y=\"-37.8\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"783\" y=\"-22.8\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"787.5\" y=\"-7.8\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 38&#45;&gt;40 -->\n",
       "<g class=\"edge\" id=\"edge40\"><title>38-&gt;40</title>\n",
       "<path d=\"M785.436,-88.9485C790.733,-80.1664 796.465,-70.6629 801.802,-61.815\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"804.808,-63.6074 806.976,-53.2367 798.814,-59.9919 804.808,-63.6074\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 43 -->\n",
       "<g class=\"node\" id=\"node44\"><title>43</title>\n",
       "<path d=\"M779,-565.5C779,-565.5 700,-565.5 700,-565.5 694,-565.5 688,-559.5 688,-553.5 688,-553.5 688,-524.5 688,-524.5 688,-518.5 694,-512.5 700,-512.5 700,-512.5 779,-512.5 779,-512.5 785,-512.5 791,-518.5 791,-524.5 791,-524.5 791,-553.5 791,-553.5 791,-559.5 785,-565.5 779,-565.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"707.5\" y=\"-550.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"696\" y=\"-535.3\">samples = 22</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"704.5\" y=\"-520.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 42&#45;&gt;43 -->\n",
       "<g class=\"edge\" id=\"edge43\"><title>42-&gt;43</title>\n",
       "<path d=\"M756.383,-608.884C753.769,-598.216 750.861,-586.352 748.206,-575.519\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"751.535,-574.399 745.755,-565.52 744.736,-576.066 751.535,-574.399\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 44 -->\n",
       "<g class=\"node\" id=\"node45\"><title>44</title>\n",
       "<path d=\"M892,-565.5C892,-565.5 821,-565.5 821,-565.5 815,-565.5 809,-559.5 809,-553.5 809,-553.5 809,-524.5 809,-524.5 809,-518.5 815,-512.5 821,-512.5 821,-512.5 892,-512.5 892,-512.5 898,-512.5 904,-518.5 904,-524.5 904,-524.5 904,-553.5 904,-553.5 904,-559.5 898,-565.5 892,-565.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"824.5\" y=\"-550.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"817\" y=\"-535.3\">samples = 2</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"821.5\" y=\"-520.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 42&#45;&gt;44 -->\n",
       "<g class=\"edge\" id=\"edge44\"><title>42-&gt;44</title>\n",
       "<path d=\"M794.37,-608.884C804.686,-597.446 816.242,-584.634 826.564,-573.19\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"829.383,-575.29 833.482,-565.52 824.185,-570.601 829.383,-575.29\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 46 -->\n",
       "<g class=\"node\" id=\"node47\"><title>46</title>\n",
       "<path d=\"M966,-669.5C966,-669.5 895,-669.5 895,-669.5 889,-669.5 883,-663.5 883,-657.5 883,-657.5 883,-628.5 883,-628.5 883,-622.5 889,-616.5 895,-616.5 895,-616.5 966,-616.5 966,-616.5 972,-616.5 978,-622.5 978,-628.5 978,-628.5 978,-657.5 978,-657.5 978,-663.5 972,-669.5 966,-669.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"898.5\" y=\"-654.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"891\" y=\"-639.3\">samples = 5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"895.5\" y=\"-624.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 45&#45;&gt;46 -->\n",
       "<g class=\"edge\" id=\"edge46\"><title>45-&gt;46</title>\n",
       "<path d=\"M986.552,-712.884C977.335,-701.556 967.02,-688.88 957.777,-677.521\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"960.293,-675.067 951.266,-669.52 954.863,-679.486 960.293,-675.067\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 47 -->\n",
       "<g class=\"node\" id=\"node48\"><title>47</title>\n",
       "<path d=\"M1079,-669.5C1079,-669.5 1008,-669.5 1008,-669.5 1002,-669.5 996,-663.5 996,-657.5 996,-657.5 996,-628.5 996,-628.5 996,-622.5 1002,-616.5 1008,-616.5 1008,-616.5 1079,-616.5 1079,-616.5 1085,-616.5 1091,-622.5 1091,-628.5 1091,-628.5 1091,-657.5 1091,-657.5 1091,-663.5 1085,-669.5 1079,-669.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1011.5\" y=\"-654.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1004\" y=\"-639.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1008.5\" y=\"-624.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 45&#45;&gt;47 -->\n",
       "<g class=\"edge\" id=\"edge47\"><title>45-&gt;47</title>\n",
       "<path d=\"M1023.24,-712.884C1026.41,-702.106 1029.94,-690.108 1033.15,-679.184\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1036.53,-680.101 1035.99,-669.52 1029.81,-678.126 1036.53,-680.101\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 49 -->\n",
       "<g class=\"node\" id=\"node50\"><title>49</title>\n",
       "<path d=\"M1304.5,-781C1304.5,-781 1146.5,-781 1146.5,-781 1140.5,-781 1134.5,-775 1134.5,-769 1134.5,-769 1134.5,-725 1134.5,-725 1134.5,-719 1140.5,-713 1146.5,-713 1146.5,-713 1304.5,-713 1304.5,-713 1310.5,-713 1316.5,-719 1316.5,-725 1316.5,-725 1316.5,-769 1316.5,-769 1316.5,-775 1310.5,-781 1304.5,-781\" fill=\"#e58139\" fill-opacity=\"0.058824\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1142.5\" y=\"-765.8\">Total eve charge ≤ 25.665</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1185\" y=\"-750.8\">mse = 0.055</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1178\" y=\"-735.8\">samples = 119</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1182.5\" y=\"-720.8\">value = 0.059</text>\n",
       "</g>\n",
       "<!-- 48&#45;&gt;49 -->\n",
       "<g class=\"edge\" id=\"edge49\"><title>48-&gt;49</title>\n",
       "<path d=\"M1252.51,-816.884C1249.23,-808.511 1245.66,-799.401 1242.22,-790.631\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1245.47,-789.331 1238.56,-781.299 1238.95,-791.887 1245.47,-789.331\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 76 -->\n",
       "<g class=\"node\" id=\"node77\"><title>76</title>\n",
       "<path d=\"M1418,-773.5C1418,-773.5 1347,-773.5 1347,-773.5 1341,-773.5 1335,-767.5 1335,-761.5 1335,-761.5 1335,-732.5 1335,-732.5 1335,-726.5 1341,-720.5 1347,-720.5 1347,-720.5 1418,-720.5 1418,-720.5 1424,-720.5 1430,-726.5 1430,-732.5 1430,-732.5 1430,-761.5 1430,-761.5 1430,-767.5 1424,-773.5 1418,-773.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1350.5\" y=\"-758.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1343\" y=\"-743.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1347.5\" y=\"-728.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 48&#45;&gt;76 -->\n",
       "<g class=\"edge\" id=\"edge76\"><title>48-&gt;76</title>\n",
       "<path d=\"M1303.49,-816.884C1316.98,-805.116 1332.15,-791.894 1345.56,-780.203\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1347.99,-782.73 1353.23,-773.52 1343.39,-777.453 1347.99,-782.73\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 50 -->\n",
       "<g class=\"node\" id=\"node51\"><title>50</title>\n",
       "<path d=\"M1262.5,-677C1262.5,-677 1124.5,-677 1124.5,-677 1118.5,-677 1112.5,-671 1112.5,-665 1112.5,-665 1112.5,-621 1112.5,-621 1112.5,-615 1118.5,-609 1124.5,-609 1124.5,-609 1262.5,-609 1262.5,-609 1268.5,-609 1274.5,-615 1274.5,-621 1274.5,-621 1274.5,-665 1274.5,-665 1274.5,-671 1268.5,-677 1262.5,-677\" fill=\"#e58139\" fill-opacity=\"0.050980\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1120.5\" y=\"-661.8\">Account length ≤ 119.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1153\" y=\"-646.8\">mse = 0.049</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1146\" y=\"-631.8\">samples = 117</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1150.5\" y=\"-616.8\">value = 0.051</text>\n",
       "</g>\n",
       "<!-- 49&#45;&gt;50 -->\n",
       "<g class=\"edge\" id=\"edge50\"><title>49-&gt;50</title>\n",
       "<path d=\"M1215.11,-712.884C1212.51,-704.6 1209.69,-695.595 1206.96,-686.911\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1210.28,-685.793 1203.95,-677.299 1203.6,-687.889 1210.28,-685.793\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 73 -->\n",
       "<g class=\"node\" id=\"node74\"><title>73</title>\n",
       "<path d=\"M1462.5,-677C1462.5,-677 1304.5,-677 1304.5,-677 1298.5,-677 1292.5,-671 1292.5,-665 1292.5,-665 1292.5,-621 1292.5,-621 1292.5,-615 1298.5,-609 1304.5,-609 1304.5,-609 1462.5,-609 1462.5,-609 1468.5,-609 1474.5,-615 1474.5,-621 1474.5,-621 1474.5,-665 1474.5,-665 1474.5,-671 1468.5,-677 1462.5,-677\" fill=\"#e58139\" fill-opacity=\"0.501961\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1300.5\" y=\"-661.8\">Total day charge ≤ 23.465</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1347\" y=\"-646.8\">mse = 0.25</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1344\" y=\"-631.8\">samples = 2</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1348.5\" y=\"-616.8\">value = 0.5</text>\n",
       "</g>\n",
       "<!-- 49&#45;&gt;73 -->\n",
       "<g class=\"edge\" id=\"edge73\"><title>49-&gt;73</title>\n",
       "<path d=\"M1276.8,-712.884C1291.78,-703.214 1308.27,-692.563 1323.73,-682.587\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1325.69,-685.489 1332.19,-677.125 1321.89,-679.608 1325.69,-685.489\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 51 -->\n",
       "<g class=\"node\" id=\"node52\"><title>51</title>\n",
       "<path d=\"M1117,-573C1117,-573 1004,-573 1004,-573 998,-573 992,-567 992,-561 992,-561 992,-517 992,-517 992,-511 998,-505 1004,-505 1004,-505 1117,-505 1117,-505 1123,-505 1129,-511 1129,-517 1129,-517 1129,-561 1129,-561 1129,-567 1123,-573 1117,-573\" fill=\"#e58139\" fill-opacity=\"0.011765\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1000\" y=\"-557.8\">Total intl calls ≤ 6.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1020\" y=\"-542.8\">mse = 0.012</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1017\" y=\"-527.8\">samples = 80</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1017.5\" y=\"-512.8\">value = 0.012</text>\n",
       "</g>\n",
       "<!-- 50&#45;&gt;51 -->\n",
       "<g class=\"edge\" id=\"edge51\"><title>50-&gt;51</title>\n",
       "<path d=\"M1150.32,-608.884C1138.12,-599.531 1124.73,-589.259 1112.09,-579.568\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1113.98,-576.608 1103.92,-573.299 1109.72,-582.162 1113.98,-576.608\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 58 -->\n",
       "<g class=\"node\" id=\"node59\"><title>58</title>\n",
       "<path d=\"M1305.5,-573C1305.5,-573 1167.5,-573 1167.5,-573 1161.5,-573 1155.5,-567 1155.5,-561 1155.5,-561 1155.5,-517 1155.5,-517 1155.5,-511 1161.5,-505 1167.5,-505 1167.5,-505 1305.5,-505 1305.5,-505 1311.5,-505 1317.5,-511 1317.5,-517 1317.5,-517 1317.5,-561 1317.5,-561 1317.5,-567 1311.5,-573 1305.5,-573\" fill=\"#e58139\" fill-opacity=\"0.133333\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1163.5\" y=\"-557.8\">Account length ≤ 122.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1196\" y=\"-542.8\">mse = 0.117</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1193\" y=\"-527.8\">samples = 37</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1193.5\" y=\"-512.8\">value = 0.135</text>\n",
       "</g>\n",
       "<!-- 50&#45;&gt;58 -->\n",
       "<g class=\"edge\" id=\"edge58\"><title>50-&gt;58</title>\n",
       "<path d=\"M1207.46,-608.884C1210.99,-600.511 1214.83,-591.401 1218.53,-582.631\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1221.8,-583.874 1222.46,-573.299 1215.35,-581.154 1221.8,-583.874\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 52 -->\n",
       "<g class=\"node\" id=\"node53\"><title>52</title>\n",
       "<path d=\"M951,-461.5C951,-461.5 872,-461.5 872,-461.5 866,-461.5 860,-455.5 860,-449.5 860,-449.5 860,-420.5 860,-420.5 860,-414.5 866,-408.5 872,-408.5 872,-408.5 951,-408.5 951,-408.5 957,-408.5 963,-414.5 963,-420.5 963,-420.5 963,-449.5 963,-449.5 963,-455.5 957,-461.5 951,-461.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"879.5\" y=\"-446.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"868\" y=\"-431.3\">samples = 63</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"876.5\" y=\"-416.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 51&#45;&gt;52 -->\n",
       "<g class=\"edge\" id=\"edge52\"><title>51-&gt;52</title>\n",
       "<path d=\"M1012.12,-504.884C994.452,-492.786 974.534,-479.151 957.111,-467.224\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"959.008,-464.281 948.779,-461.52 955.054,-470.057 959.008,-464.281\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 53 -->\n",
       "<g class=\"node\" id=\"node54\"><title>53</title>\n",
       "<path d=\"M1128,-469C1128,-469 993,-469 993,-469 987,-469 981,-463 981,-457 981,-457 981,-413 981,-413 981,-407 987,-401 993,-401 993,-401 1128,-401 1128,-401 1134,-401 1140,-407 1140,-413 1140,-413 1140,-457 1140,-457 1140,-463 1134,-469 1128,-469\" fill=\"#e58139\" fill-opacity=\"0.058824\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"989\" y=\"-453.8\">Total eve calls ≤ 110.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1020\" y=\"-438.8\">mse = 0.055</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1017\" y=\"-423.8\">samples = 17</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1017.5\" y=\"-408.8\">value = 0.059</text>\n",
       "</g>\n",
       "<!-- 51&#45;&gt;53 -->\n",
       "<g class=\"edge\" id=\"edge53\"><title>51-&gt;53</title>\n",
       "<path d=\"M1060.5,-504.884C1060.5,-496.778 1060.5,-487.982 1060.5,-479.472\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1064,-479.299 1060.5,-469.299 1057,-479.299 1064,-479.299\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 54 -->\n",
       "<g class=\"node\" id=\"node55\"><title>54</title>\n",
       "<path d=\"M952,-357.5C952,-357.5 873,-357.5 873,-357.5 867,-357.5 861,-351.5 861,-345.5 861,-345.5 861,-316.5 861,-316.5 861,-310.5 867,-304.5 873,-304.5 873,-304.5 952,-304.5 952,-304.5 958,-304.5 964,-310.5 964,-316.5 964,-316.5 964,-345.5 964,-345.5 964,-351.5 958,-357.5 952,-357.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"880.5\" y=\"-342.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"869\" y=\"-327.3\">samples = 14</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"877.5\" y=\"-312.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 53&#45;&gt;54 -->\n",
       "<g class=\"edge\" id=\"edge54\"><title>53-&gt;54</title>\n",
       "<path d=\"M1012.45,-400.884C994.895,-388.786 975.111,-375.151 957.805,-363.224\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"959.749,-360.313 949.529,-357.52 955.777,-366.077 959.749,-360.313\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 55 -->\n",
       "<g class=\"node\" id=\"node56\"><title>55</title>\n",
       "<path d=\"M1128.5,-365C1128.5,-365 994.5,-365 994.5,-365 988.5,-365 982.5,-359 982.5,-353 982.5,-353 982.5,-309 982.5,-309 982.5,-303 988.5,-297 994.5,-297 994.5,-297 1128.5,-297 1128.5,-297 1134.5,-297 1140.5,-303 1140.5,-309 1140.5,-309 1140.5,-353 1140.5,-353 1140.5,-359 1134.5,-365 1128.5,-365\" fill=\"#e58139\" fill-opacity=\"0.333333\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"990.5\" y=\"-349.8\">Total day calls ≤ 135.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1021\" y=\"-334.8\">mse = 0.222</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1022\" y=\"-319.8\">samples = 3</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1018.5\" y=\"-304.8\">value = 0.333</text>\n",
       "</g>\n",
       "<!-- 53&#45;&gt;55 -->\n",
       "<g class=\"edge\" id=\"edge55\"><title>53-&gt;55</title>\n",
       "<path d=\"M1060.82,-400.884C1060.9,-392.778 1060.99,-383.982 1061.07,-375.472\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1064.58,-375.333 1061.17,-365.299 1057.58,-375.265 1064.58,-375.333\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 56 -->\n",
       "<g class=\"node\" id=\"node57\"><title>56</title>\n",
       "<path d=\"M1051,-253.5C1051,-253.5 980,-253.5 980,-253.5 974,-253.5 968,-247.5 968,-241.5 968,-241.5 968,-212.5 968,-212.5 968,-206.5 974,-200.5 980,-200.5 980,-200.5 1051,-200.5 1051,-200.5 1057,-200.5 1063,-206.5 1063,-212.5 1063,-212.5 1063,-241.5 1063,-241.5 1063,-247.5 1057,-253.5 1051,-253.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"983.5\" y=\"-238.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"976\" y=\"-223.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"980.5\" y=\"-208.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 55&#45;&gt;56 -->\n",
       "<g class=\"edge\" id=\"edge56\"><title>55-&gt;56</title>\n",
       "<path d=\"M1046.57,-296.884C1041.65,-285.996 1036.18,-273.863 1031.22,-262.85\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1034.31,-261.197 1027.01,-253.52 1027.93,-264.075 1034.31,-261.197\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 57 -->\n",
       "<g class=\"node\" id=\"node58\"><title>57</title>\n",
       "<path d=\"M1164,-253.5C1164,-253.5 1093,-253.5 1093,-253.5 1087,-253.5 1081,-247.5 1081,-241.5 1081,-241.5 1081,-212.5 1081,-212.5 1081,-206.5 1087,-200.5 1093,-200.5 1093,-200.5 1164,-200.5 1164,-200.5 1170,-200.5 1176,-206.5 1176,-212.5 1176,-212.5 1176,-241.5 1176,-241.5 1176,-247.5 1170,-253.5 1164,-253.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1096.5\" y=\"-238.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1089\" y=\"-223.3\">samples = 2</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1093.5\" y=\"-208.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 55&#45;&gt;57 -->\n",
       "<g class=\"edge\" id=\"edge57\"><title>55-&gt;57</title>\n",
       "<path d=\"M1083.25,-296.884C1090.55,-285.776 1098.7,-273.372 1106.05,-262.184\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1109.17,-263.8 1111.74,-253.52 1103.32,-259.957 1109.17,-263.8\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 59 -->\n",
       "<g class=\"node\" id=\"node60\"><title>59</title>\n",
       "<path d=\"M1304.5,-469C1304.5,-469 1170.5,-469 1170.5,-469 1164.5,-469 1158.5,-463 1158.5,-457 1158.5,-457 1158.5,-413 1158.5,-413 1158.5,-407 1164.5,-401 1170.5,-401 1170.5,-401 1304.5,-401 1304.5,-401 1310.5,-401 1316.5,-407 1316.5,-413 1316.5,-413 1316.5,-457 1316.5,-457 1316.5,-463 1310.5,-469 1304.5,-469\" fill=\"#e58139\" fill-opacity=\"0.501961\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1166.5\" y=\"-453.8\">Total day calls ≤ 124.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1201\" y=\"-438.8\">mse = 0.25</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1198\" y=\"-423.8\">samples = 4</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1202.5\" y=\"-408.8\">value = 0.5</text>\n",
       "</g>\n",
       "<!-- 58&#45;&gt;59 -->\n",
       "<g class=\"edge\" id=\"edge59\"><title>58-&gt;59</title>\n",
       "<path d=\"M1236.82,-504.884C1236.9,-496.778 1236.99,-487.982 1237.07,-479.472\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1240.58,-479.333 1237.17,-469.299 1233.58,-479.265 1240.58,-479.333\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 62 -->\n",
       "<g class=\"node\" id=\"node63\"><title>62</title>\n",
       "<path d=\"M1504,-469C1504,-469 1425,-469 1425,-469 1419,-469 1413,-463 1413,-457 1413,-457 1413,-413 1413,-413 1413,-407 1419,-401 1425,-401 1425,-401 1504,-401 1504,-401 1510,-401 1516,-407 1516,-413 1516,-413 1516,-457 1516,-457 1516,-463 1510,-469 1504,-469\" fill=\"#e58139\" fill-opacity=\"0.090196\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1426\" y=\"-453.8\">State ≤ 29.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1424\" y=\"-438.8\">mse = 0.083</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1421\" y=\"-423.8\">samples = 33</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1421.5\" y=\"-408.8\">value = 0.091</text>\n",
       "</g>\n",
       "<!-- 58&#45;&gt;62 -->\n",
       "<g class=\"edge\" id=\"edge62\"><title>58-&gt;62</title>\n",
       "<path d=\"M1310.53,-504.884C1340.55,-491.452 1374.81,-476.126 1403.38,-463.345\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1405.13,-466.394 1412.83,-459.115 1402.27,-460.004 1405.13,-466.394\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 60 -->\n",
       "<g class=\"node\" id=\"node61\"><title>60</title>\n",
       "<path d=\"M1242,-357.5C1242,-357.5 1171,-357.5 1171,-357.5 1165,-357.5 1159,-351.5 1159,-345.5 1159,-345.5 1159,-316.5 1159,-316.5 1159,-310.5 1165,-304.5 1171,-304.5 1171,-304.5 1242,-304.5 1242,-304.5 1248,-304.5 1254,-310.5 1254,-316.5 1254,-316.5 1254,-345.5 1254,-345.5 1254,-351.5 1248,-357.5 1242,-357.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1174.5\" y=\"-342.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1167\" y=\"-327.3\">samples = 2</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1171.5\" y=\"-312.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 59&#45;&gt;60 -->\n",
       "<g class=\"edge\" id=\"edge60\"><title>59-&gt;60</title>\n",
       "<path d=\"M1227.44,-400.884C1224.16,-390.106 1220.51,-378.108 1217.19,-367.184\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1220.51,-366.07 1214.26,-357.52 1213.82,-368.106 1220.51,-366.07\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 61 -->\n",
       "<g class=\"node\" id=\"node62\"><title>61</title>\n",
       "<path d=\"M1355,-357.5C1355,-357.5 1284,-357.5 1284,-357.5 1278,-357.5 1272,-351.5 1272,-345.5 1272,-345.5 1272,-316.5 1272,-316.5 1272,-310.5 1278,-304.5 1284,-304.5 1284,-304.5 1355,-304.5 1355,-304.5 1361,-304.5 1367,-310.5 1367,-316.5 1367,-316.5 1367,-345.5 1367,-345.5 1367,-351.5 1361,-357.5 1355,-357.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1287.5\" y=\"-342.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1280\" y=\"-327.3\">samples = 2</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1284.5\" y=\"-312.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 59&#45;&gt;61 -->\n",
       "<g class=\"edge\" id=\"edge61\"><title>59-&gt;61</title>\n",
       "<path d=\"M1264.12,-400.884C1273.23,-389.556 1283.42,-376.88 1292.55,-365.521\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1295.45,-367.507 1298.98,-357.52 1289.99,-363.121 1295.45,-367.507\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 63 -->\n",
       "<g class=\"node\" id=\"node64\"><title>63</title>\n",
       "<path d=\"M1532,-365C1532,-365 1397,-365 1397,-365 1391,-365 1385,-359 1385,-353 1385,-353 1385,-309 1385,-309 1385,-303 1391,-297 1397,-297 1397,-297 1532,-297 1532,-297 1538,-297 1544,-303 1544,-309 1544,-309 1544,-353 1544,-353 1544,-359 1538,-365 1532,-365\" fill=\"#e58139\" fill-opacity=\"0.188235\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1393\" y=\"-349.8\">Total eve calls ≤ 108.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1424\" y=\"-334.8\">mse = 0.152</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1421\" y=\"-319.8\">samples = 16</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1421.5\" y=\"-304.8\">value = 0.188</text>\n",
       "</g>\n",
       "<!-- 62&#45;&gt;63 -->\n",
       "<g class=\"edge\" id=\"edge63\"><title>62-&gt;63</title>\n",
       "<path d=\"M1464.5,-400.884C1464.5,-392.778 1464.5,-383.982 1464.5,-375.472\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1468,-375.299 1464.5,-365.299 1461,-375.299 1468,-375.299\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 72 -->\n",
       "<g class=\"node\" id=\"node73\"><title>72</title>\n",
       "<path d=\"M1653,-357.5C1653,-357.5 1574,-357.5 1574,-357.5 1568,-357.5 1562,-351.5 1562,-345.5 1562,-345.5 1562,-316.5 1562,-316.5 1562,-310.5 1568,-304.5 1574,-304.5 1574,-304.5 1653,-304.5 1653,-304.5 1659,-304.5 1665,-310.5 1665,-316.5 1665,-316.5 1665,-345.5 1665,-345.5 1665,-351.5 1659,-357.5 1653,-357.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1581.5\" y=\"-342.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1570\" y=\"-327.3\">samples = 17</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1578.5\" y=\"-312.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 62&#45;&gt;72 -->\n",
       "<g class=\"edge\" id=\"edge72\"><title>62-&gt;72</title>\n",
       "<path d=\"M1512.88,-400.884C1530.55,-388.786 1550.47,-375.151 1567.89,-363.224\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1569.95,-366.057 1576.22,-357.52 1565.99,-360.281 1569.95,-366.057\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 64 -->\n",
       "<g class=\"node\" id=\"node65\"><title>64</title>\n",
       "<path d=\"M1399.5,-261C1399.5,-261 1227.5,-261 1227.5,-261 1221.5,-261 1215.5,-255 1215.5,-249 1215.5,-249 1215.5,-205 1215.5,-205 1215.5,-199 1221.5,-193 1227.5,-193 1227.5,-193 1399.5,-193 1399.5,-193 1405.5,-193 1411.5,-199 1411.5,-205 1411.5,-205 1411.5,-249 1411.5,-249 1411.5,-255 1405.5,-261 1399.5,-261\" fill=\"#e58139\" fill-opacity=\"0.078431\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1223.5\" y=\"-245.8\">Customer service calls ≤ 2.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1273\" y=\"-230.8\">mse = 0.071</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1270\" y=\"-215.8\">samples = 13</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1270.5\" y=\"-200.8\">value = 0.077</text>\n",
       "</g>\n",
       "<!-- 63&#45;&gt;64 -->\n",
       "<g class=\"edge\" id=\"edge64\"><title>63-&gt;64</title>\n",
       "<path d=\"M1415.47,-296.884C1401.29,-287.304 1385.68,-276.761 1371.03,-266.864\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1372.78,-263.822 1362.54,-261.125 1368.87,-269.623 1372.78,-263.822\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 69 -->\n",
       "<g class=\"node\" id=\"node70\"><title>69</title>\n",
       "<path d=\"M1577.5,-261C1577.5,-261 1441.5,-261 1441.5,-261 1435.5,-261 1429.5,-255 1429.5,-249 1429.5,-249 1429.5,-205 1429.5,-205 1429.5,-199 1435.5,-193 1441.5,-193 1441.5,-193 1577.5,-193 1577.5,-193 1583.5,-193 1589.5,-199 1589.5,-205 1589.5,-205 1589.5,-249 1589.5,-249 1589.5,-255 1583.5,-261 1577.5,-261\" fill=\"#e58139\" fill-opacity=\"0.666667\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1437.5\" y=\"-245.8\">Total intl charge ≤ 2.12</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1469\" y=\"-230.8\">mse = 0.222</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1470\" y=\"-215.8\">samples = 3</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1466.5\" y=\"-200.8\">value = 0.667</text>\n",
       "</g>\n",
       "<!-- 63&#45;&gt;69 -->\n",
       "<g class=\"edge\" id=\"edge69\"><title>63-&gt;69</title>\n",
       "<path d=\"M1479.11,-296.884C1482.8,-288.511 1486.82,-279.401 1490.69,-270.631\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1493.97,-271.861 1494.81,-261.299 1487.57,-269.036 1493.97,-271.861\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 65 -->\n",
       "<g class=\"node\" id=\"node66\"><title>65</title>\n",
       "<path d=\"M1203,-149.5C1203,-149.5 1124,-149.5 1124,-149.5 1118,-149.5 1112,-143.5 1112,-137.5 1112,-137.5 1112,-108.5 1112,-108.5 1112,-102.5 1118,-96.5 1124,-96.5 1124,-96.5 1203,-96.5 1203,-96.5 1209,-96.5 1215,-102.5 1215,-108.5 1215,-108.5 1215,-137.5 1215,-137.5 1215,-143.5 1209,-149.5 1203,-149.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1131.5\" y=\"-134.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1120\" y=\"-119.3\">samples = 11</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1128.5\" y=\"-104.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 64&#45;&gt;65 -->\n",
       "<g class=\"edge\" id=\"edge65\"><title>64-&gt;65</title>\n",
       "<path d=\"M1264.8,-192.884C1247.01,-180.786 1226.96,-167.151 1209.42,-155.224\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1211.27,-152.249 1201.03,-149.52 1207.33,-158.037 1211.27,-152.249\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 66 -->\n",
       "<g class=\"node\" id=\"node67\"><title>66</title>\n",
       "<path d=\"M1402,-157C1402,-157 1245,-157 1245,-157 1239,-157 1233,-151 1233,-145 1233,-145 1233,-101 1233,-101 1233,-95 1239,-89 1245,-89 1245,-89 1402,-89 1402,-89 1408,-89 1414,-95 1414,-101 1414,-101 1414,-145 1414,-145 1414,-151 1408,-157 1402,-157\" fill=\"#e58139\" fill-opacity=\"0.501961\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1241\" y=\"-141.8\">Total night charge ≤ 8.185</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1287\" y=\"-126.8\">mse = 0.25</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1284\" y=\"-111.8\">samples = 2</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1288.5\" y=\"-96.8\">value = 0.5</text>\n",
       "</g>\n",
       "<!-- 64&#45;&gt;66 -->\n",
       "<g class=\"edge\" id=\"edge66\"><title>64-&gt;66</title>\n",
       "<path d=\"M1316.75,-192.884C1317.54,-184.778 1318.4,-175.982 1319.24,-167.472\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1322.74,-167.593 1320.24,-157.299 1315.78,-166.91 1322.74,-167.593\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 67 -->\n",
       "<g class=\"node\" id=\"node68\"><title>67</title>\n",
       "<path d=\"M1302,-53C1302,-53 1231,-53 1231,-53 1225,-53 1219,-47 1219,-41 1219,-41 1219,-12 1219,-12 1219,-6 1225,-0 1231,-0 1231,-0 1302,-0 1302,-0 1308,-0 1314,-6 1314,-12 1314,-12 1314,-41 1314,-41 1314,-47 1308,-53 1302,-53\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1234.5\" y=\"-37.8\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1227\" y=\"-22.8\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1231.5\" y=\"-7.8\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 66&#45;&gt;67 -->\n",
       "<g class=\"edge\" id=\"edge67\"><title>66-&gt;67</title>\n",
       "<path d=\"M1303.56,-88.9485C1298.27,-80.1664 1292.53,-70.6629 1287.2,-61.815\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1290.19,-59.9919 1282.02,-53.2367 1284.19,-63.6074 1290.19,-59.9919\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 68 -->\n",
       "<g class=\"node\" id=\"node69\"><title>68</title>\n",
       "<path d=\"M1415,-53C1415,-53 1344,-53 1344,-53 1338,-53 1332,-47 1332,-41 1332,-41 1332,-12 1332,-12 1332,-6 1338,-0 1344,-0 1344,-0 1415,-0 1415,-0 1421,-0 1427,-6 1427,-12 1427,-12 1427,-41 1427,-41 1427,-47 1421,-53 1415,-53\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1347.5\" y=\"-37.8\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1340\" y=\"-22.8\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1344.5\" y=\"-7.8\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 66&#45;&gt;68 -->\n",
       "<g class=\"edge\" id=\"edge68\"><title>66-&gt;68</title>\n",
       "<path d=\"M1343.09,-88.9485C1348.24,-80.2579 1353.8,-70.8608 1359,-62.0917\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1362.16,-63.624 1364.25,-53.2367 1356.14,-60.0553 1362.16,-63.624\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 70 -->\n",
       "<g class=\"node\" id=\"node71\"><title>70</title>\n",
       "<path d=\"M1535,-149.5C1535,-149.5 1464,-149.5 1464,-149.5 1458,-149.5 1452,-143.5 1452,-137.5 1452,-137.5 1452,-108.5 1452,-108.5 1452,-102.5 1458,-96.5 1464,-96.5 1464,-96.5 1535,-96.5 1535,-96.5 1541,-96.5 1547,-102.5 1547,-108.5 1547,-108.5 1547,-137.5 1547,-137.5 1547,-143.5 1541,-149.5 1535,-149.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1467.5\" y=\"-134.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1460\" y=\"-119.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1464.5\" y=\"-104.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 69&#45;&gt;70 -->\n",
       "<g class=\"edge\" id=\"edge70\"><title>69-&gt;70</title>\n",
       "<path d=\"M1506.25,-192.884C1505.21,-182.216 1504.04,-170.352 1502.98,-159.519\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1506.46,-159.131 1502,-149.52 1499.49,-159.814 1506.46,-159.131\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 71 -->\n",
       "<g class=\"node\" id=\"node72\"><title>71</title>\n",
       "<path d=\"M1648,-149.5C1648,-149.5 1577,-149.5 1577,-149.5 1571,-149.5 1565,-143.5 1565,-137.5 1565,-137.5 1565,-108.5 1565,-108.5 1565,-102.5 1571,-96.5 1577,-96.5 1577,-96.5 1648,-96.5 1648,-96.5 1654,-96.5 1660,-102.5 1660,-108.5 1660,-108.5 1660,-137.5 1660,-137.5 1660,-143.5 1654,-149.5 1648,-149.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1580.5\" y=\"-134.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1573\" y=\"-119.3\">samples = 2</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1577.5\" y=\"-104.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 69&#45;&gt;71 -->\n",
       "<g class=\"edge\" id=\"edge71\"><title>69-&gt;71</title>\n",
       "<path d=\"M1542.94,-192.884C1554.6,-181.336 1567.68,-168.387 1579.32,-156.86\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1582.09,-159.043 1586.73,-149.52 1577.16,-154.07 1582.09,-159.043\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 74 -->\n",
       "<g class=\"node\" id=\"node75\"><title>74</title>\n",
       "<path d=\"M1419,-565.5C1419,-565.5 1348,-565.5 1348,-565.5 1342,-565.5 1336,-559.5 1336,-553.5 1336,-553.5 1336,-524.5 1336,-524.5 1336,-518.5 1342,-512.5 1348,-512.5 1348,-512.5 1419,-512.5 1419,-512.5 1425,-512.5 1431,-518.5 1431,-524.5 1431,-524.5 1431,-553.5 1431,-553.5 1431,-559.5 1425,-565.5 1419,-565.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1351.5\" y=\"-550.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1344\" y=\"-535.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1348.5\" y=\"-520.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 73&#45;&gt;74 -->\n",
       "<g class=\"edge\" id=\"edge74\"><title>73-&gt;74</title>\n",
       "<path d=\"M1383.5,-608.884C1383.5,-598.326 1383.5,-586.597 1383.5,-575.854\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1387,-575.52 1383.5,-565.52 1380,-575.52 1387,-575.52\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 75 -->\n",
       "<g class=\"node\" id=\"node76\"><title>75</title>\n",
       "<path d=\"M1532,-565.5C1532,-565.5 1461,-565.5 1461,-565.5 1455,-565.5 1449,-559.5 1449,-553.5 1449,-553.5 1449,-524.5 1449,-524.5 1449,-518.5 1455,-512.5 1461,-512.5 1461,-512.5 1532,-512.5 1532,-512.5 1538,-512.5 1544,-518.5 1544,-524.5 1544,-524.5 1544,-553.5 1544,-553.5 1544,-559.5 1538,-565.5 1532,-565.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1464.5\" y=\"-550.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1457\" y=\"-535.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1461.5\" y=\"-520.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 73&#45;&gt;75 -->\n",
       "<g class=\"edge\" id=\"edge75\"><title>73-&gt;75</title>\n",
       "<path d=\"M1420.19,-608.884C1433.1,-597.226 1447.6,-584.141 1460.46,-572.532\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1463.15,-574.819 1468.23,-565.52 1458.46,-569.622 1463.15,-574.819\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 78 -->\n",
       "<g class=\"node\" id=\"node79\"><title>78</title>\n",
       "<path d=\"M1498,-877.5C1498,-877.5 1427,-877.5 1427,-877.5 1421,-877.5 1415,-871.5 1415,-865.5 1415,-865.5 1415,-836.5 1415,-836.5 1415,-830.5 1421,-824.5 1427,-824.5 1427,-824.5 1498,-824.5 1498,-824.5 1504,-824.5 1510,-830.5 1510,-836.5 1510,-836.5 1510,-865.5 1510,-865.5 1510,-871.5 1504,-877.5 1498,-877.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1430.5\" y=\"-862.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1423\" y=\"-847.3\">samples = 2</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1427.5\" y=\"-832.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 77&#45;&gt;78 -->\n",
       "<g class=\"edge\" id=\"edge78\"><title>77-&gt;78</title>\n",
       "<path d=\"M1500.99,-920.884C1494.85,-909.886 1487.99,-897.617 1481.79,-886.517\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1484.69,-884.542 1476.76,-877.52 1478.58,-887.957 1484.69,-884.542\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 79 -->\n",
       "<g class=\"node\" id=\"node80\"><title>79</title>\n",
       "<path d=\"M1611,-877.5C1611,-877.5 1540,-877.5 1540,-877.5 1534,-877.5 1528,-871.5 1528,-865.5 1528,-865.5 1528,-836.5 1528,-836.5 1528,-830.5 1534,-824.5 1540,-824.5 1540,-824.5 1611,-824.5 1611,-824.5 1617,-824.5 1623,-830.5 1623,-836.5 1623,-836.5 1623,-865.5 1623,-865.5 1623,-871.5 1617,-877.5 1611,-877.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1543.5\" y=\"-862.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1536\" y=\"-847.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1540.5\" y=\"-832.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 77&#45;&gt;79 -->\n",
       "<g class=\"edge\" id=\"edge79\"><title>77-&gt;79</title>\n",
       "<path d=\"M1537.68,-920.884C1543.72,-909.886 1550.46,-897.617 1556.55,-886.517\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1559.74,-887.97 1561.49,-877.52 1553.61,-884.601 1559.74,-887.97\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 81 -->\n",
       "<g class=\"node\" id=\"node82\"><title>81</title>\n",
       "<path d=\"M1872,-981.5C1872,-981.5 1801,-981.5 1801,-981.5 1795,-981.5 1789,-975.5 1789,-969.5 1789,-969.5 1789,-940.5 1789,-940.5 1789,-934.5 1795,-928.5 1801,-928.5 1801,-928.5 1872,-928.5 1872,-928.5 1878,-928.5 1884,-934.5 1884,-940.5 1884,-940.5 1884,-969.5 1884,-969.5 1884,-975.5 1878,-981.5 1872,-981.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1804.5\" y=\"-966.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1797\" y=\"-951.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1801.5\" y=\"-936.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 80&#45;&gt;81 -->\n",
       "<g class=\"edge\" id=\"edge81\"><title>80-&gt;81</title>\n",
       "<path d=\"M1912.81,-1024.88C1899.9,-1013.23 1885.4,-1000.14 1872.54,-988.532\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1874.54,-985.622 1864.77,-981.52 1869.85,-990.819 1874.54,-985.622\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 82 -->\n",
       "<g class=\"node\" id=\"node83\"><title>82</title>\n",
       "<path d=\"M1985,-981.5C1985,-981.5 1914,-981.5 1914,-981.5 1908,-981.5 1902,-975.5 1902,-969.5 1902,-969.5 1902,-940.5 1902,-940.5 1902,-934.5 1908,-928.5 1914,-928.5 1914,-928.5 1985,-928.5 1985,-928.5 1991,-928.5 1997,-934.5 1997,-940.5 1997,-940.5 1997,-969.5 1997,-969.5 1997,-975.5 1991,-981.5 1985,-981.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1917.5\" y=\"-966.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1910\" y=\"-951.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1914.5\" y=\"-936.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 80&#45;&gt;82 -->\n",
       "<g class=\"edge\" id=\"edge82\"><title>80-&gt;82</title>\n",
       "<path d=\"M1949.5,-1024.88C1949.5,-1014.33 1949.5,-1002.6 1949.5,-991.854\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1953,-991.52 1949.5,-981.52 1946,-991.52 1953,-991.52\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 84 -->\n",
       "<g class=\"node\" id=\"node85\"><title>84</title>\n",
       "<path d=\"M2363.5,-1093C2363.5,-1093 2225.5,-1093 2225.5,-1093 2219.5,-1093 2213.5,-1087 2213.5,-1081 2213.5,-1081 2213.5,-1037 2213.5,-1037 2213.5,-1031 2219.5,-1025 2225.5,-1025 2225.5,-1025 2363.5,-1025 2363.5,-1025 2369.5,-1025 2375.5,-1031 2375.5,-1037 2375.5,-1037 2375.5,-1081 2375.5,-1081 2375.5,-1087 2369.5,-1093 2363.5,-1093\" fill=\"#e58139\" fill-opacity=\"0.043137\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2221.5\" y=\"-1077.8\">Account length ≤ 148.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2258\" y=\"-1062.8\">mse = 0.04</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2247\" y=\"-1047.8\">samples = 191</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2251.5\" y=\"-1032.8\">value = 0.042</text>\n",
       "</g>\n",
       "<!-- 83&#45;&gt;84 -->\n",
       "<g class=\"edge\" id=\"edge84\"><title>83-&gt;84</title>\n",
       "<path d=\"M2294.5,-1128.88C2294.5,-1120.78 2294.5,-1111.98 2294.5,-1103.47\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2298,-1103.3 2294.5,-1093.3 2291,-1103.3 2298,-1103.3\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 111 -->\n",
       "<g class=\"node\" id=\"node112\"><title>111</title>\n",
       "<path d=\"M2607.5,-1093C2607.5,-1093 2443.5,-1093 2443.5,-1093 2437.5,-1093 2431.5,-1087 2431.5,-1081 2431.5,-1081 2431.5,-1037 2431.5,-1037 2431.5,-1031 2437.5,-1025 2443.5,-1025 2443.5,-1025 2607.5,-1025 2607.5,-1025 2613.5,-1025 2619.5,-1031 2619.5,-1037 2619.5,-1037 2619.5,-1081 2619.5,-1081 2619.5,-1087 2613.5,-1093 2607.5,-1093\" fill=\"#e58139\" fill-opacity=\"0.160784\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2439.5\" y=\"-1077.8\">Total eve minutes ≤ 180.75</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2485\" y=\"-1062.8\">mse = 0.134</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2482\" y=\"-1047.8\">samples = 50</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2486.5\" y=\"-1032.8\">value = 0.16</text>\n",
       "</g>\n",
       "<!-- 83&#45;&gt;111 -->\n",
       "<g class=\"edge\" id=\"edge111\"><title>83-&gt;111</title>\n",
       "<path d=\"M2369.5,-1128.88C2392.41,-1118.77 2417.76,-1107.58 2441.24,-1097.21\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2442.75,-1100.37 2450.48,-1093.12 2439.92,-1093.96 2442.75,-1100.37\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 85 -->\n",
       "<g class=\"node\" id=\"node86\"><title>85</title>\n",
       "<path d=\"M2220,-989C2220,-989 2027,-989 2027,-989 2021,-989 2015,-983 2015,-977 2015,-977 2015,-933 2015,-933 2015,-927 2021,-921 2027,-921 2027,-921 2220,-921 2220,-921 2226,-921 2232,-927 2232,-933 2232,-933 2232,-977 2232,-977 2232,-983 2226,-989 2220,-989\" fill=\"#e58139\" fill-opacity=\"0.031373\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2023\" y=\"-973.8\">Number vmail messages ≤ 27.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2083\" y=\"-958.8\">mse = 0.029</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2076\" y=\"-943.8\">samples = 170</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2080.5\" y=\"-928.8\">value = 0.029</text>\n",
       "</g>\n",
       "<!-- 84&#45;&gt;85 -->\n",
       "<g class=\"edge\" id=\"edge85\"><title>84-&gt;85</title>\n",
       "<path d=\"M2238.98,-1024.88C2222.62,-1015.12 2204.58,-1004.37 2187.73,-994.31\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2189.41,-991.242 2179.03,-989.125 2185.83,-997.253 2189.41,-991.242\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 102 -->\n",
       "<g class=\"node\" id=\"node103\"><title>102</title>\n",
       "<path d=\"M2404.5,-989C2404.5,-989 2262.5,-989 2262.5,-989 2256.5,-989 2250.5,-983 2250.5,-977 2250.5,-977 2250.5,-933 2250.5,-933 2250.5,-927 2256.5,-921 2262.5,-921 2262.5,-921 2404.5,-921 2404.5,-921 2410.5,-921 2416.5,-927 2416.5,-933 2416.5,-933 2416.5,-977 2416.5,-977 2416.5,-983 2410.5,-989 2404.5,-989\" fill=\"#e58139\" fill-opacity=\"0.141176\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2258.5\" y=\"-973.8\">Total night calls ≤ 140.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2293\" y=\"-958.8\">mse = 0.122</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2290\" y=\"-943.8\">samples = 21</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2290.5\" y=\"-928.8\">value = 0.143</text>\n",
       "</g>\n",
       "<!-- 84&#45;&gt;102 -->\n",
       "<g class=\"edge\" id=\"edge102\"><title>84-&gt;102</title>\n",
       "<path d=\"M2307.16,-1024.88C2310.33,-1016.6 2313.77,-1007.6 2317.09,-998.911\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2320.47,-999.89 2320.77,-989.299 2313.93,-997.39 2320.47,-999.89\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 86 -->\n",
       "<g class=\"node\" id=\"node87\"><title>86</title>\n",
       "<path d=\"M1881,-885C1881,-885 1768,-885 1768,-885 1762,-885 1756,-879 1756,-873 1756,-873 1756,-829 1756,-829 1756,-823 1762,-817 1768,-817 1768,-817 1881,-817 1881,-817 1887,-817 1893,-823 1893,-829 1893,-829 1893,-873 1893,-873 1893,-879 1887,-885 1881,-885\" fill=\"#e58139\" fill-opacity=\"0.015686\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1764\" y=\"-869.8\">Total intl calls ≤ 1.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1784\" y=\"-854.8\">mse = 0.014</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1777\" y=\"-839.8\">samples = 144</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1781.5\" y=\"-824.8\">value = 0.014</text>\n",
       "</g>\n",
       "<!-- 85&#45;&gt;86 -->\n",
       "<g class=\"edge\" id=\"edge86\"><title>85-&gt;86</title>\n",
       "<path d=\"M2026.42,-920.884C1986.51,-907.267 1940.88,-891.703 1903.11,-878.818\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1903.78,-875.348 1893.19,-875.431 1901.52,-881.973 1903.78,-875.348\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 95 -->\n",
       "<g class=\"node\" id=\"node96\"><title>95</title>\n",
       "<path d=\"M2194.5,-885C2194.5,-885 2052.5,-885 2052.5,-885 2046.5,-885 2040.5,-879 2040.5,-873 2040.5,-873 2040.5,-829 2040.5,-829 2040.5,-823 2046.5,-817 2052.5,-817 2052.5,-817 2194.5,-817 2194.5,-817 2200.5,-817 2206.5,-823 2206.5,-829 2206.5,-829 2206.5,-873 2206.5,-873 2206.5,-879 2200.5,-885 2194.5,-885\" fill=\"#e58139\" fill-opacity=\"0.113725\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2048.5\" y=\"-869.8\">Total night calls ≤ 115.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2083\" y=\"-854.8\">mse = 0.102</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2080\" y=\"-839.8\">samples = 26</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2080.5\" y=\"-824.8\">value = 0.115</text>\n",
       "</g>\n",
       "<!-- 85&#45;&gt;95 -->\n",
       "<g class=\"edge\" id=\"edge95\"><title>85-&gt;95</title>\n",
       "<path d=\"M2123.5,-920.884C2123.5,-912.778 2123.5,-903.982 2123.5,-895.472\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2127,-895.299 2123.5,-885.299 2120,-895.299 2127,-895.299\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 87 -->\n",
       "<g class=\"node\" id=\"node88\"><title>87</title>\n",
       "<path d=\"M1692.5,-781C1692.5,-781 1614.5,-781 1614.5,-781 1608.5,-781 1602.5,-775 1602.5,-769 1602.5,-769 1602.5,-725 1602.5,-725 1602.5,-719 1608.5,-713 1614.5,-713 1614.5,-713 1692.5,-713 1692.5,-713 1698.5,-713 1704.5,-719 1704.5,-725 1704.5,-725 1704.5,-769 1704.5,-769 1704.5,-775 1698.5,-781 1692.5,-781\" fill=\"#e58139\" fill-opacity=\"0.164706\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1615\" y=\"-765.8\">State ≤ 39.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1613\" y=\"-750.8\">mse = 0.139</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1614\" y=\"-735.8\">samples = 6</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1610.5\" y=\"-720.8\">value = 0.167</text>\n",
       "</g>\n",
       "<!-- 86&#45;&gt;87 -->\n",
       "<g class=\"edge\" id=\"edge87\"><title>86-&gt;87</title>\n",
       "<path d=\"M1768.98,-816.884C1751.21,-806.286 1731.47,-794.508 1713.4,-783.732\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1715.07,-780.649 1704.69,-778.532 1711.48,-786.661 1715.07,-780.649\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 90 -->\n",
       "<g class=\"node\" id=\"node91\"><title>90</title>\n",
       "<path d=\"M1888,-781C1888,-781 1761,-781 1761,-781 1755,-781 1749,-775 1749,-769 1749,-769 1749,-725 1749,-725 1749,-719 1755,-713 1761,-713 1761,-713 1888,-713 1888,-713 1894,-713 1900,-719 1900,-725 1900,-725 1900,-769 1900,-769 1900,-775 1894,-781 1888,-781\" fill=\"#e58139\" fill-opacity=\"0.007843\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1757\" y=\"-765.8\">Total eve calls ≤ 68.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1784\" y=\"-750.8\">mse = 0.007</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1777\" y=\"-735.8\">samples = 138</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1781.5\" y=\"-720.8\">value = 0.007</text>\n",
       "</g>\n",
       "<!-- 86&#45;&gt;90 -->\n",
       "<g class=\"edge\" id=\"edge90\"><title>86-&gt;90</title>\n",
       "<path d=\"M1824.5,-816.884C1824.5,-808.778 1824.5,-799.982 1824.5,-791.472\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1828,-791.299 1824.5,-781.299 1821,-791.299 1828,-791.299\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 88 -->\n",
       "<g class=\"node\" id=\"node89\"><title>88</title>\n",
       "<path d=\"M1576,-669.5C1576,-669.5 1505,-669.5 1505,-669.5 1499,-669.5 1493,-663.5 1493,-657.5 1493,-657.5 1493,-628.5 1493,-628.5 1493,-622.5 1499,-616.5 1505,-616.5 1505,-616.5 1576,-616.5 1576,-616.5 1582,-616.5 1588,-622.5 1588,-628.5 1588,-628.5 1588,-657.5 1588,-657.5 1588,-663.5 1582,-669.5 1576,-669.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1508.5\" y=\"-654.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1501\" y=\"-639.3\">samples = 5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1505.5\" y=\"-624.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 87&#45;&gt;88 -->\n",
       "<g class=\"edge\" id=\"edge88\"><title>87-&gt;88</title>\n",
       "<path d=\"M1616.81,-712.884C1603.9,-701.226 1589.4,-688.141 1576.54,-676.532\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1578.54,-673.622 1568.77,-669.52 1573.85,-678.819 1578.54,-673.622\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 89 -->\n",
       "<g class=\"node\" id=\"node90\"><title>89</title>\n",
       "<path d=\"M1689,-669.5C1689,-669.5 1618,-669.5 1618,-669.5 1612,-669.5 1606,-663.5 1606,-657.5 1606,-657.5 1606,-628.5 1606,-628.5 1606,-622.5 1612,-616.5 1618,-616.5 1618,-616.5 1689,-616.5 1689,-616.5 1695,-616.5 1701,-622.5 1701,-628.5 1701,-628.5 1701,-657.5 1701,-657.5 1701,-663.5 1695,-669.5 1689,-669.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1621.5\" y=\"-654.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1614\" y=\"-639.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1618.5\" y=\"-624.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 87&#45;&gt;89 -->\n",
       "<g class=\"edge\" id=\"edge89\"><title>87-&gt;89</title>\n",
       "<path d=\"M1653.5,-712.884C1653.5,-702.326 1653.5,-690.597 1653.5,-679.854\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1657,-679.52 1653.5,-669.52 1650,-679.52 1657,-679.52\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 91 -->\n",
       "<g class=\"node\" id=\"node92\"><title>91</title>\n",
       "<path d=\"M1886,-677C1886,-677 1731,-677 1731,-677 1725,-677 1719,-671 1719,-665 1719,-665 1719,-621 1719,-621 1719,-615 1725,-609 1731,-609 1731,-609 1886,-609 1886,-609 1892,-609 1898,-615 1898,-621 1898,-621 1898,-665 1898,-665 1898,-671 1892,-677 1886,-677\" fill=\"#e58139\" fill-opacity=\"0.141176\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1727\" y=\"-661.8\">Total day minutes ≤ 151.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1768\" y=\"-646.8\">mse = 0.122</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1769\" y=\"-631.8\">samples = 7</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1765.5\" y=\"-616.8\">value = 0.143</text>\n",
       "</g>\n",
       "<!-- 90&#45;&gt;91 -->\n",
       "<g class=\"edge\" id=\"edge91\"><title>90-&gt;91</title>\n",
       "<path d=\"M1819.31,-712.884C1818.02,-704.689 1816.62,-695.789 1815.28,-687.192\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1818.73,-686.636 1813.72,-677.299 1811.82,-687.721 1818.73,-686.636\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 94 -->\n",
       "<g class=\"node\" id=\"node95\"><title>94</title>\n",
       "<path d=\"M2015,-669.5C2015,-669.5 1928,-669.5 1928,-669.5 1922,-669.5 1916,-663.5 1916,-657.5 1916,-657.5 1916,-628.5 1916,-628.5 1916,-622.5 1922,-616.5 1928,-616.5 1928,-616.5 2015,-616.5 2015,-616.5 2021,-616.5 2027,-622.5 2027,-628.5 2027,-628.5 2027,-657.5 2027,-657.5 2027,-663.5 2021,-669.5 2015,-669.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1939.5\" y=\"-654.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1924\" y=\"-639.3\">samples = 131</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1936.5\" y=\"-624.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 90&#45;&gt;94 -->\n",
       "<g class=\"edge\" id=\"edge94\"><title>90-&gt;94</title>\n",
       "<path d=\"M1872.23,-712.884C1889.66,-700.786 1909.31,-687.151 1926.5,-675.224\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1928.5,-678.096 1934.72,-669.52 1924.51,-672.345 1928.5,-678.096\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 92 -->\n",
       "<g class=\"node\" id=\"node93\"><title>92</title>\n",
       "<path d=\"M1788,-565.5C1788,-565.5 1717,-565.5 1717,-565.5 1711,-565.5 1705,-559.5 1705,-553.5 1705,-553.5 1705,-524.5 1705,-524.5 1705,-518.5 1711,-512.5 1717,-512.5 1717,-512.5 1788,-512.5 1788,-512.5 1794,-512.5 1800,-518.5 1800,-524.5 1800,-524.5 1800,-553.5 1800,-553.5 1800,-559.5 1794,-565.5 1788,-565.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1720.5\" y=\"-550.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1713\" y=\"-535.3\">samples = 6</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1717.5\" y=\"-520.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 91&#45;&gt;92 -->\n",
       "<g class=\"edge\" id=\"edge92\"><title>91-&gt;92</title>\n",
       "<path d=\"M1790.32,-608.884C1784.28,-597.886 1777.54,-585.617 1771.45,-574.517\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1774.39,-572.601 1766.51,-565.52 1768.26,-575.97 1774.39,-572.601\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 93 -->\n",
       "<g class=\"node\" id=\"node94\"><title>93</title>\n",
       "<path d=\"M1901,-565.5C1901,-565.5 1830,-565.5 1830,-565.5 1824,-565.5 1818,-559.5 1818,-553.5 1818,-553.5 1818,-524.5 1818,-524.5 1818,-518.5 1824,-512.5 1830,-512.5 1830,-512.5 1901,-512.5 1901,-512.5 1907,-512.5 1913,-518.5 1913,-524.5 1913,-524.5 1913,-553.5 1913,-553.5 1913,-559.5 1907,-565.5 1901,-565.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1833.5\" y=\"-550.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1826\" y=\"-535.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1830.5\" y=\"-520.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 91&#45;&gt;93 -->\n",
       "<g class=\"edge\" id=\"edge93\"><title>91-&gt;93</title>\n",
       "<path d=\"M1827.01,-608.884C1833.15,-597.886 1840.01,-585.617 1846.21,-574.517\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1849.42,-575.957 1851.24,-565.52 1843.31,-572.542 1849.42,-575.957\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 96 -->\n",
       "<g class=\"node\" id=\"node97\"><title>96</title>\n",
       "<path d=\"M2016,-773.5C2016,-773.5 1945,-773.5 1945,-773.5 1939,-773.5 1933,-767.5 1933,-761.5 1933,-761.5 1933,-732.5 1933,-732.5 1933,-726.5 1939,-720.5 1945,-720.5 1945,-720.5 2016,-720.5 2016,-720.5 2022,-720.5 2028,-726.5 2028,-732.5 2028,-732.5 2028,-761.5 2028,-761.5 2028,-767.5 2022,-773.5 2016,-773.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1948.5\" y=\"-758.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1941\" y=\"-743.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1945.5\" y=\"-728.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 95&#45;&gt;96 -->\n",
       "<g class=\"edge\" id=\"edge96\"><title>95-&gt;96</title>\n",
       "<path d=\"M2077.07,-816.884C2060.27,-804.896 2041.34,-791.399 2024.73,-779.549\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2026.45,-776.478 2016.28,-773.52 2022.39,-782.176 2026.45,-776.478\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 97 -->\n",
       "<g class=\"node\" id=\"node98\"><title>97</title>\n",
       "<path d=\"M2196.5,-781C2196.5,-781 2058.5,-781 2058.5,-781 2052.5,-781 2046.5,-775 2046.5,-769 2046.5,-769 2046.5,-725 2046.5,-725 2046.5,-719 2052.5,-713 2058.5,-713 2058.5,-713 2196.5,-713 2196.5,-713 2202.5,-713 2208.5,-719 2208.5,-725 2208.5,-725 2208.5,-769 2208.5,-769 2208.5,-775 2202.5,-781 2196.5,-781\" fill=\"#e58139\" fill-opacity=\"0.078431\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2054.5\" y=\"-765.8\">Account length ≤ 121.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2087\" y=\"-750.8\">mse = 0.074</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2084\" y=\"-735.8\">samples = 25</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2088.5\" y=\"-720.8\">value = 0.08</text>\n",
       "</g>\n",
       "<!-- 95&#45;&gt;97 -->\n",
       "<g class=\"edge\" id=\"edge97\"><title>95-&gt;97</title>\n",
       "<path d=\"M2124.8,-816.884C2125.12,-808.778 2125.46,-799.982 2125.8,-791.472\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2129.3,-791.429 2126.19,-781.299 2122.3,-791.155 2129.3,-791.429\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 98 -->\n",
       "<g class=\"node\" id=\"node99\"><title>98</title>\n",
       "<path d=\"M2136,-669.5C2136,-669.5 2057,-669.5 2057,-669.5 2051,-669.5 2045,-663.5 2045,-657.5 2045,-657.5 2045,-628.5 2045,-628.5 2045,-622.5 2051,-616.5 2057,-616.5 2057,-616.5 2136,-616.5 2136,-616.5 2142,-616.5 2148,-622.5 2148,-628.5 2148,-628.5 2148,-657.5 2148,-657.5 2148,-663.5 2142,-669.5 2136,-669.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2064.5\" y=\"-654.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2053\" y=\"-639.3\">samples = 20</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2061.5\" y=\"-624.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 97&#45;&gt;98 -->\n",
       "<g class=\"edge\" id=\"edge98\"><title>97-&gt;98</title>\n",
       "<path d=\"M2117.44,-712.884C2114.16,-702.106 2110.51,-690.108 2107.19,-679.184\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2110.51,-678.07 2104.26,-669.52 2103.82,-680.106 2110.51,-678.07\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 99 -->\n",
       "<g class=\"node\" id=\"node100\"><title>99</title>\n",
       "<path d=\"M2327,-677C2327,-677 2178,-677 2178,-677 2172,-677 2166,-671 2166,-665 2166,-665 2166,-621 2166,-621 2166,-615 2172,-609 2178,-609 2178,-609 2327,-609 2327,-609 2333,-609 2339,-615 2339,-621 2339,-621 2339,-665 2339,-665 2339,-671 2333,-677 2327,-677\" fill=\"#e58139\" fill-opacity=\"0.400000\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2174\" y=\"-661.8\">Total night charge ≤ 7.57</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2216\" y=\"-646.8\">mse = 0.24</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2213\" y=\"-631.8\">samples = 5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2217.5\" y=\"-616.8\">value = 0.4</text>\n",
       "</g>\n",
       "<!-- 97&#45;&gt;99 -->\n",
       "<g class=\"edge\" id=\"edge99\"><title>97-&gt;99</title>\n",
       "<path d=\"M2168.08,-712.884C2179.44,-703.62 2191.89,-693.455 2203.67,-683.845\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2206.16,-686.333 2211.69,-677.299 2201.73,-680.91 2206.16,-686.333\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 100 -->\n",
       "<g class=\"node\" id=\"node101\"><title>100</title>\n",
       "<path d=\"M2226,-565.5C2226,-565.5 2155,-565.5 2155,-565.5 2149,-565.5 2143,-559.5 2143,-553.5 2143,-553.5 2143,-524.5 2143,-524.5 2143,-518.5 2149,-512.5 2155,-512.5 2155,-512.5 2226,-512.5 2226,-512.5 2232,-512.5 2238,-518.5 2238,-524.5 2238,-524.5 2238,-553.5 2238,-553.5 2238,-559.5 2232,-565.5 2226,-565.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2158.5\" y=\"-550.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2151\" y=\"-535.3\">samples = 2</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2155.5\" y=\"-520.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 99&#45;&gt;100 -->\n",
       "<g class=\"edge\" id=\"edge100\"><title>99-&gt;100</title>\n",
       "<path d=\"M2232.37,-608.884C2225.62,-597.776 2218.08,-585.372 2211.28,-574.184\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2214.2,-572.247 2206.01,-565.52 2208.22,-575.883 2214.2,-572.247\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 101 -->\n",
       "<g class=\"node\" id=\"node102\"><title>101</title>\n",
       "<path d=\"M2339,-565.5C2339,-565.5 2268,-565.5 2268,-565.5 2262,-565.5 2256,-559.5 2256,-553.5 2256,-553.5 2256,-524.5 2256,-524.5 2256,-518.5 2262,-512.5 2268,-512.5 2268,-512.5 2339,-512.5 2339,-512.5 2345,-512.5 2351,-518.5 2351,-524.5 2351,-524.5 2351,-553.5 2351,-553.5 2351,-559.5 2345,-565.5 2339,-565.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2271.5\" y=\"-550.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2264\" y=\"-535.3\">samples = 3</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2268.5\" y=\"-520.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 99&#45;&gt;101 -->\n",
       "<g class=\"edge\" id=\"edge101\"><title>99-&gt;101</title>\n",
       "<path d=\"M2269.06,-608.884C2274.56,-597.886 2280.69,-585.617 2286.24,-574.517\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2289.4,-576.029 2290.74,-565.52 2283.14,-572.899 2289.4,-576.029\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 103 -->\n",
       "<g class=\"node\" id=\"node104\"><title>103</title>\n",
       "<path d=\"M2325,-885C2325,-885 2246,-885 2246,-885 2240,-885 2234,-879 2234,-873 2234,-873 2234,-829 2234,-829 2234,-823 2240,-817 2246,-817 2246,-817 2325,-817 2325,-817 2331,-817 2337,-823 2337,-829 2337,-829 2337,-873 2337,-873 2337,-879 2331,-885 2325,-885\" fill=\"#e58139\" fill-opacity=\"0.101961\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2247\" y=\"-869.8\">State ≤ 47.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2249\" y=\"-854.8\">mse = 0.09</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2242\" y=\"-839.8\">samples = 20</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2250.5\" y=\"-824.8\">value = 0.1</text>\n",
       "</g>\n",
       "<!-- 102&#45;&gt;103 -->\n",
       "<g class=\"edge\" id=\"edge103\"><title>102-&gt;103</title>\n",
       "<path d=\"M2317.92,-920.884C2313.93,-912.422 2309.6,-903.207 2305.43,-894.352\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2308.6,-892.857 2301.17,-885.299 2302.26,-895.838 2308.6,-892.857\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 110 -->\n",
       "<g class=\"node\" id=\"node111\"><title>110</title>\n",
       "<path d=\"M2438,-877.5C2438,-877.5 2367,-877.5 2367,-877.5 2361,-877.5 2355,-871.5 2355,-865.5 2355,-865.5 2355,-836.5 2355,-836.5 2355,-830.5 2361,-824.5 2367,-824.5 2367,-824.5 2438,-824.5 2438,-824.5 2444,-824.5 2450,-830.5 2450,-836.5 2450,-836.5 2450,-865.5 2450,-865.5 2450,-871.5 2444,-877.5 2438,-877.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2370.5\" y=\"-862.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2363\" y=\"-847.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2367.5\" y=\"-832.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 102&#45;&gt;110 -->\n",
       "<g class=\"edge\" id=\"edge110\"><title>102-&gt;110</title>\n",
       "<path d=\"M2355.9,-920.884C2363.49,-909.666 2371.97,-897.126 2379.6,-885.852\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2382.53,-887.764 2385.24,-877.52 2376.73,-883.842 2382.53,-887.764\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 104 -->\n",
       "<g class=\"node\" id=\"node105\"><title>104</title>\n",
       "<path d=\"M2420,-781C2420,-781 2271,-781 2271,-781 2265,-781 2259,-775 2259,-769 2259,-769 2259,-725 2259,-725 2259,-719 2265,-713 2271,-713 2271,-713 2420,-713 2420,-713 2426,-713 2432,-719 2432,-725 2432,-725 2432,-769 2432,-769 2432,-775 2426,-781 2420,-781\" fill=\"#e58139\" fill-opacity=\"0.050980\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2267\" y=\"-765.8\">Total day charge ≤ 33.61</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2309\" y=\"-750.8\">mse = 0.05</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2302\" y=\"-735.8\">samples = 19</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2302.5\" y=\"-720.8\">value = 0.053</text>\n",
       "</g>\n",
       "<!-- 103&#45;&gt;104 -->\n",
       "<g class=\"edge\" id=\"edge104\"><title>103-&gt;104</title>\n",
       "<path d=\"M2304.98,-816.884C2310.01,-808.332 2315.49,-799.013 2320.75,-790.072\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2323.86,-791.693 2325.91,-781.299 2317.83,-788.144 2323.86,-791.693\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 109 -->\n",
       "<g class=\"node\" id=\"node110\"><title>109</title>\n",
       "<path d=\"M2533,-773.5C2533,-773.5 2462,-773.5 2462,-773.5 2456,-773.5 2450,-767.5 2450,-761.5 2450,-761.5 2450,-732.5 2450,-732.5 2450,-726.5 2456,-720.5 2462,-720.5 2462,-720.5 2533,-720.5 2533,-720.5 2539,-720.5 2545,-726.5 2545,-732.5 2545,-732.5 2545,-761.5 2545,-761.5 2545,-767.5 2539,-773.5 2533,-773.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2465.5\" y=\"-758.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2458\" y=\"-743.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2462.5\" y=\"-728.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 103&#45;&gt;109 -->\n",
       "<g class=\"edge\" id=\"edge109\"><title>103-&gt;109</title>\n",
       "<path d=\"M2337.3,-820.926C2340.06,-819.563 2342.8,-818.246 2345.5,-817 2386.49,-798.073 2399.72,-800.375 2440.5,-781 2442.28,-780.154 2444.08,-779.271 2445.89,-778.362\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2447.71,-781.362 2454.95,-773.63 2444.47,-775.157 2447.71,-781.362\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 105 -->\n",
       "<g class=\"node\" id=\"node106\"><title>105</title>\n",
       "<path d=\"M2448,-669.5C2448,-669.5 2369,-669.5 2369,-669.5 2363,-669.5 2357,-663.5 2357,-657.5 2357,-657.5 2357,-628.5 2357,-628.5 2357,-622.5 2363,-616.5 2369,-616.5 2369,-616.5 2448,-616.5 2448,-616.5 2454,-616.5 2460,-622.5 2460,-628.5 2460,-628.5 2460,-657.5 2460,-657.5 2460,-663.5 2454,-669.5 2448,-669.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2376.5\" y=\"-654.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2365\" y=\"-639.3\">samples = 17</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2373.5\" y=\"-624.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 104&#45;&gt;105 -->\n",
       "<g class=\"edge\" id=\"edge105\"><title>104-&gt;105</title>\n",
       "<path d=\"M2365.95,-712.884C2372.82,-701.776 2380.48,-689.372 2387.39,-678.184\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2390.46,-679.867 2392.74,-669.52 2384.5,-676.189 2390.46,-679.867\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 106 -->\n",
       "<g class=\"node\" id=\"node107\"><title>106</title>\n",
       "<path d=\"M2639,-677C2639,-677 2490,-677 2490,-677 2484,-677 2478,-671 2478,-665 2478,-665 2478,-621 2478,-621 2478,-615 2484,-609 2490,-609 2490,-609 2639,-609 2639,-609 2645,-609 2651,-615 2651,-621 2651,-621 2651,-665 2651,-665 2651,-671 2645,-677 2639,-677\" fill=\"#e58139\" fill-opacity=\"0.501961\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2486\" y=\"-661.8\">Total day charge ≤ 35.92</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2528\" y=\"-646.8\">mse = 0.25</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2525\" y=\"-631.8\">samples = 2</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2529.5\" y=\"-616.8\">value = 0.5</text>\n",
       "</g>\n",
       "<!-- 104&#45;&gt;106 -->\n",
       "<g class=\"edge\" id=\"edge106\"><title>104-&gt;106</title>\n",
       "<path d=\"M2416.6,-712.884C2438.13,-702.856 2461.93,-691.773 2484.02,-681.482\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2485.79,-684.52 2493.38,-677.125 2482.84,-678.174 2485.79,-684.52\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 107 -->\n",
       "<g class=\"node\" id=\"node108\"><title>107</title>\n",
       "<path d=\"M2504,-565.5C2504,-565.5 2433,-565.5 2433,-565.5 2427,-565.5 2421,-559.5 2421,-553.5 2421,-553.5 2421,-524.5 2421,-524.5 2421,-518.5 2427,-512.5 2433,-512.5 2433,-512.5 2504,-512.5 2504,-512.5 2510,-512.5 2516,-518.5 2516,-524.5 2516,-524.5 2516,-553.5 2516,-553.5 2516,-559.5 2510,-565.5 2504,-565.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2436.5\" y=\"-550.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2429\" y=\"-535.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2433.5\" y=\"-520.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 106&#45;&gt;107 -->\n",
       "<g class=\"edge\" id=\"edge107\"><title>106-&gt;107</title>\n",
       "<path d=\"M2533.33,-608.884C2522.46,-597.336 2510.28,-584.387 2499.43,-572.86\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2501.92,-570.403 2492.52,-565.52 2496.82,-575.201 2501.92,-570.403\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 108 -->\n",
       "<g class=\"node\" id=\"node109\"><title>108</title>\n",
       "<path d=\"M2617,-565.5C2617,-565.5 2546,-565.5 2546,-565.5 2540,-565.5 2534,-559.5 2534,-553.5 2534,-553.5 2534,-524.5 2534,-524.5 2534,-518.5 2540,-512.5 2546,-512.5 2546,-512.5 2617,-512.5 2617,-512.5 2623,-512.5 2629,-518.5 2629,-524.5 2629,-524.5 2629,-553.5 2629,-553.5 2629,-559.5 2623,-565.5 2617,-565.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2549.5\" y=\"-550.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2542\" y=\"-535.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2546.5\" y=\"-520.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 106&#45;&gt;108 -->\n",
       "<g class=\"edge\" id=\"edge108\"><title>106-&gt;108</title>\n",
       "<path d=\"M2570.02,-608.884C2571.8,-598.216 2573.77,-586.352 2575.58,-575.519\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2579.05,-575.959 2577.25,-565.52 2572.15,-574.808 2579.05,-575.959\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 112 -->\n",
       "<g class=\"node\" id=\"node113\"><title>112</title>\n",
       "<path d=\"M2596.5,-989C2596.5,-989 2454.5,-989 2454.5,-989 2448.5,-989 2442.5,-983 2442.5,-977 2442.5,-977 2442.5,-933 2442.5,-933 2442.5,-927 2448.5,-921 2454.5,-921 2454.5,-921 2596.5,-921 2596.5,-921 2602.5,-921 2608.5,-927 2608.5,-933 2608.5,-933 2608.5,-977 2608.5,-977 2608.5,-983 2602.5,-989 2596.5,-989\" fill=\"#e58139\" fill-opacity=\"0.749020\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2450.5\" y=\"-973.8\">Total night calls ≤ 122.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2485\" y=\"-958.8\">mse = 0.188</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2486\" y=\"-943.8\">samples = 4</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2486.5\" y=\"-928.8\">value = 0.75</text>\n",
       "</g>\n",
       "<!-- 111&#45;&gt;112 -->\n",
       "<g class=\"edge\" id=\"edge112\"><title>111-&gt;112</title>\n",
       "<path d=\"M2525.5,-1024.88C2525.5,-1016.78 2525.5,-1007.98 2525.5,-999.472\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2529,-999.299 2525.5,-989.299 2522,-999.299 2529,-999.299\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 115 -->\n",
       "<g class=\"node\" id=\"node116\"><title>115</title>\n",
       "<path d=\"M2827,-989C2827,-989 2656,-989 2656,-989 2650,-989 2644,-983 2644,-977 2644,-977 2644,-933 2644,-933 2644,-927 2650,-921 2656,-921 2656,-921 2827,-921 2827,-921 2833,-921 2839,-927 2839,-933 2839,-933 2839,-977 2839,-977 2839,-983 2833,-989 2827,-989\" fill=\"#e58139\" fill-opacity=\"0.109804\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2652\" y=\"-973.8\">Total night minutes ≤ 244.55</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2701\" y=\"-958.8\">mse = 0.097</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2698\" y=\"-943.8\">samples = 46</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2698.5\" y=\"-928.8\">value = 0.109</text>\n",
       "</g>\n",
       "<!-- 111&#45;&gt;115 -->\n",
       "<g class=\"edge\" id=\"edge115\"><title>111-&gt;115</title>\n",
       "<path d=\"M2595.63,-1024.88C2616.86,-1014.86 2640.33,-1003.77 2662.13,-993.482\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2663.81,-996.56 2671.35,-989.125 2660.82,-990.23 2663.81,-996.56\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 113 -->\n",
       "<g class=\"node\" id=\"node114\"><title>113</title>\n",
       "<path d=\"M2551,-877.5C2551,-877.5 2480,-877.5 2480,-877.5 2474,-877.5 2468,-871.5 2468,-865.5 2468,-865.5 2468,-836.5 2468,-836.5 2468,-830.5 2474,-824.5 2480,-824.5 2480,-824.5 2551,-824.5 2551,-824.5 2557,-824.5 2563,-830.5 2563,-836.5 2563,-836.5 2563,-865.5 2563,-865.5 2563,-871.5 2557,-877.5 2551,-877.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2483.5\" y=\"-862.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2476\" y=\"-847.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2480.5\" y=\"-832.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 112&#45;&gt;113 -->\n",
       "<g class=\"edge\" id=\"edge113\"><title>112-&gt;113</title>\n",
       "<path d=\"M2522.25,-920.884C2521.21,-910.216 2520.04,-898.352 2518.98,-887.519\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2522.46,-887.131 2518,-877.52 2515.49,-887.814 2522.46,-887.131\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 114 -->\n",
       "<g class=\"node\" id=\"node115\"><title>114</title>\n",
       "<path d=\"M2664,-877.5C2664,-877.5 2593,-877.5 2593,-877.5 2587,-877.5 2581,-871.5 2581,-865.5 2581,-865.5 2581,-836.5 2581,-836.5 2581,-830.5 2587,-824.5 2593,-824.5 2593,-824.5 2664,-824.5 2664,-824.5 2670,-824.5 2676,-830.5 2676,-836.5 2676,-836.5 2676,-865.5 2676,-865.5 2676,-871.5 2670,-877.5 2664,-877.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2596.5\" y=\"-862.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2589\" y=\"-847.3\">samples = 3</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2593.5\" y=\"-832.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 112&#45;&gt;114 -->\n",
       "<g class=\"edge\" id=\"edge114\"><title>112-&gt;114</title>\n",
       "<path d=\"M2558.94,-920.884C2570.6,-909.336 2583.68,-896.387 2595.32,-884.86\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2598.09,-887.043 2602.73,-877.52 2593.16,-882.07 2598.09,-887.043\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 116 -->\n",
       "<g class=\"node\" id=\"node117\"><title>116</title>\n",
       "<path d=\"M2777,-877.5C2777,-877.5 2706,-877.5 2706,-877.5 2700,-877.5 2694,-871.5 2694,-865.5 2694,-865.5 2694,-836.5 2694,-836.5 2694,-830.5 2700,-824.5 2706,-824.5 2706,-824.5 2777,-824.5 2777,-824.5 2783,-824.5 2789,-830.5 2789,-836.5 2789,-836.5 2789,-865.5 2789,-865.5 2789,-871.5 2783,-877.5 2777,-877.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2709.5\" y=\"-862.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2702\" y=\"-847.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2706.5\" y=\"-832.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 115&#45;&gt;116 -->\n",
       "<g class=\"edge\" id=\"edge116\"><title>115-&gt;116</title>\n",
       "<path d=\"M2741.5,-920.884C2741.5,-910.326 2741.5,-898.597 2741.5,-887.854\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2745,-887.52 2741.5,-877.52 2738,-887.52 2745,-887.52\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 117 -->\n",
       "<g class=\"node\" id=\"node118\"><title>117</title>\n",
       "<path d=\"M2977.5,-885C2977.5,-885 2819.5,-885 2819.5,-885 2813.5,-885 2807.5,-879 2807.5,-873 2807.5,-873 2807.5,-829 2807.5,-829 2807.5,-823 2813.5,-817 2819.5,-817 2819.5,-817 2977.5,-817 2977.5,-817 2983.5,-817 2989.5,-823 2989.5,-829 2989.5,-829 2989.5,-873 2989.5,-873 2989.5,-879 2983.5,-885 2977.5,-885\" fill=\"#e58139\" fill-opacity=\"0.090196\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2815.5\" y=\"-869.8\">Total day charge ≤ 37.765</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2858\" y=\"-854.8\">mse = 0.081</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2855\" y=\"-839.8\">samples = 45</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2855.5\" y=\"-824.8\">value = 0.089</text>\n",
       "</g>\n",
       "<!-- 115&#45;&gt;117 -->\n",
       "<g class=\"edge\" id=\"edge117\"><title>115-&gt;117</title>\n",
       "<path d=\"M2792.47,-920.884C2807.36,-911.214 2823.75,-900.563 2839.11,-890.587\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2841.04,-893.508 2847.51,-885.125 2837.22,-887.638 2841.04,-893.508\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 118 -->\n",
       "<g class=\"node\" id=\"node119\"><title>118</title>\n",
       "<path d=\"M2910.5,-781C2910.5,-781 2754.5,-781 2754.5,-781 2748.5,-781 2742.5,-775 2742.5,-769 2742.5,-769 2742.5,-725 2742.5,-725 2742.5,-719 2748.5,-713 2754.5,-713 2754.5,-713 2910.5,-713 2910.5,-713 2916.5,-713 2922.5,-719 2922.5,-725 2922.5,-725 2922.5,-769 2922.5,-769 2922.5,-775 2916.5,-781 2910.5,-781\" fill=\"#e58139\" fill-opacity=\"0.066667\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2750.5\" y=\"-765.8\">Total eve minutes ≤ 329.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2792\" y=\"-750.8\">mse = 0.064</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2789\" y=\"-735.8\">samples = 44</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2789.5\" y=\"-720.8\">value = 0.068</text>\n",
       "</g>\n",
       "<!-- 117&#45;&gt;118 -->\n",
       "<g class=\"edge\" id=\"edge118\"><title>117-&gt;118</title>\n",
       "<path d=\"M2877.07,-816.884C2871.48,-808.243 2865.38,-798.819 2859.54,-789.793\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2862.42,-787.794 2854.05,-781.299 2856.54,-791.596 2862.42,-787.794\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 129 -->\n",
       "<g class=\"node\" id=\"node130\"><title>129</title>\n",
       "<path d=\"M3024,-773.5C3024,-773.5 2953,-773.5 2953,-773.5 2947,-773.5 2941,-767.5 2941,-761.5 2941,-761.5 2941,-732.5 2941,-732.5 2941,-726.5 2947,-720.5 2953,-720.5 2953,-720.5 3024,-720.5 3024,-720.5 3030,-720.5 3036,-726.5 3036,-732.5 3036,-732.5 3036,-761.5 3036,-761.5 3036,-767.5 3030,-773.5 3024,-773.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2956.5\" y=\"-758.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2949\" y=\"-743.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2953.5\" y=\"-728.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 117&#45;&gt;129 -->\n",
       "<g class=\"edge\" id=\"edge129\"><title>117-&gt;129</title>\n",
       "<path d=\"M2927.72,-816.884C2937.81,-805.446 2949.12,-792.634 2959.21,-781.19\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2961.99,-783.334 2965.98,-773.52 2956.74,-778.703 2961.99,-783.334\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 119 -->\n",
       "<g class=\"node\" id=\"node120\"><title>119</title>\n",
       "<path d=\"M2838.5,-677C2838.5,-677 2712.5,-677 2712.5,-677 2706.5,-677 2700.5,-671 2700.5,-665 2700.5,-665 2700.5,-621 2700.5,-621 2700.5,-615 2706.5,-609 2712.5,-609 2712.5,-609 2838.5,-609 2838.5,-609 2844.5,-609 2850.5,-615 2850.5,-621 2850.5,-621 2850.5,-665 2850.5,-665 2850.5,-671 2844.5,-677 2838.5,-677\" fill=\"#e58139\" fill-opacity=\"0.047059\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2708.5\" y=\"-661.8\">Total day calls ≤ 97.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2735\" y=\"-646.8\">mse = 0.044</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2732\" y=\"-631.8\">samples = 43</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2732.5\" y=\"-616.8\">value = 0.047</text>\n",
       "</g>\n",
       "<!-- 118&#45;&gt;119 -->\n",
       "<g class=\"edge\" id=\"edge119\"><title>118-&gt;119</title>\n",
       "<path d=\"M2813.99,-712.884C2809.22,-704.332 2804.01,-695.013 2799.01,-686.072\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2802.04,-684.321 2794.11,-677.299 2795.93,-687.736 2802.04,-684.321\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 128 -->\n",
       "<g class=\"node\" id=\"node129\"><title>128</title>\n",
       "<path d=\"M2952,-669.5C2952,-669.5 2881,-669.5 2881,-669.5 2875,-669.5 2869,-663.5 2869,-657.5 2869,-657.5 2869,-628.5 2869,-628.5 2869,-622.5 2875,-616.5 2881,-616.5 2881,-616.5 2952,-616.5 2952,-616.5 2958,-616.5 2964,-622.5 2964,-628.5 2964,-628.5 2964,-657.5 2964,-657.5 2964,-663.5 2958,-669.5 2952,-669.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2884.5\" y=\"-654.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2877\" y=\"-639.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2881.5\" y=\"-624.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 118&#45;&gt;128 -->\n",
       "<g class=\"edge\" id=\"edge128\"><title>118-&gt;128</title>\n",
       "<path d=\"M2859.77,-712.884C2869.1,-701.556 2879.54,-688.88 2888.89,-677.521\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2891.83,-679.464 2895.48,-669.52 2886.42,-675.014 2891.83,-679.464\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 120 -->\n",
       "<g class=\"node\" id=\"node121\"><title>120</title>\n",
       "<path d=\"M2820.5,-573C2820.5,-573 2694.5,-573 2694.5,-573 2688.5,-573 2682.5,-567 2682.5,-561 2682.5,-561 2682.5,-517 2682.5,-517 2682.5,-511 2688.5,-505 2694.5,-505 2694.5,-505 2820.5,-505 2820.5,-505 2826.5,-505 2832.5,-511 2832.5,-517 2832.5,-517 2832.5,-561 2832.5,-561 2832.5,-567 2826.5,-573 2820.5,-573\" fill=\"#e58139\" fill-opacity=\"0.117647\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2690.5\" y=\"-557.8\">Total day calls ≤ 90.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2717\" y=\"-542.8\">mse = 0.104</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2714\" y=\"-527.8\">samples = 17</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2714.5\" y=\"-512.8\">value = 0.118</text>\n",
       "</g>\n",
       "<!-- 119&#45;&gt;120 -->\n",
       "<g class=\"edge\" id=\"edge120\"><title>119-&gt;120</title>\n",
       "<path d=\"M2769.66,-608.884C2768.21,-600.689 2766.64,-591.789 2765.12,-583.192\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2768.56,-582.539 2763.38,-573.299 2761.67,-583.755 2768.56,-582.539\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 127 -->\n",
       "<g class=\"node\" id=\"node128\"><title>127</title>\n",
       "<path d=\"M2942,-565.5C2942,-565.5 2863,-565.5 2863,-565.5 2857,-565.5 2851,-559.5 2851,-553.5 2851,-553.5 2851,-524.5 2851,-524.5 2851,-518.5 2857,-512.5 2863,-512.5 2863,-512.5 2942,-512.5 2942,-512.5 2948,-512.5 2954,-518.5 2954,-524.5 2954,-524.5 2954,-553.5 2954,-553.5 2954,-559.5 2948,-565.5 2942,-565.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2870.5\" y=\"-550.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2859\" y=\"-535.3\">samples = 26</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2867.5\" y=\"-520.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 119&#45;&gt;127 -->\n",
       "<g class=\"edge\" id=\"edge127\"><title>119-&gt;127</title>\n",
       "<path d=\"M2816.73,-608.884C2831.52,-597.006 2848.16,-583.646 2862.81,-571.876\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2865.12,-574.511 2870.73,-565.52 2860.74,-569.053 2865.12,-574.511\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 121 -->\n",
       "<g class=\"node\" id=\"node122\"><title>121</title>\n",
       "<path d=\"M2738,-461.5C2738,-461.5 2659,-461.5 2659,-461.5 2653,-461.5 2647,-455.5 2647,-449.5 2647,-449.5 2647,-420.5 2647,-420.5 2647,-414.5 2653,-408.5 2659,-408.5 2659,-408.5 2738,-408.5 2738,-408.5 2744,-408.5 2750,-414.5 2750,-420.5 2750,-420.5 2750,-449.5 2750,-449.5 2750,-455.5 2744,-461.5 2738,-461.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2666.5\" y=\"-446.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2655\" y=\"-431.3\">samples = 12</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2663.5\" y=\"-416.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 120&#45;&gt;121 -->\n",
       "<g class=\"edge\" id=\"edge121\"><title>120-&gt;121</title>\n",
       "<path d=\"M2738.34,-504.884C2731.92,-493.776 2724.74,-481.372 2718.27,-470.184\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2721.3,-468.424 2713.26,-461.52 2715.24,-471.929 2721.3,-468.424\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 122 -->\n",
       "<g class=\"node\" id=\"node123\"><title>122</title>\n",
       "<path d=\"M2851,-469C2851,-469 2780,-469 2780,-469 2774,-469 2768,-463 2768,-457 2768,-457 2768,-413 2768,-413 2768,-407 2774,-401 2780,-401 2780,-401 2851,-401 2851,-401 2857,-401 2863,-407 2863,-413 2863,-413 2863,-457 2863,-457 2863,-463 2857,-469 2851,-469\" fill=\"#e58139\" fill-opacity=\"0.400000\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2777\" y=\"-453.8\">State ≤ 32.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2779\" y=\"-438.8\">mse = 0.24</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2776\" y=\"-423.8\">samples = 5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2780.5\" y=\"-408.8\">value = 0.4</text>\n",
       "</g>\n",
       "<!-- 120&#45;&gt;122 -->\n",
       "<g class=\"edge\" id=\"edge122\"><title>120-&gt;122</title>\n",
       "<path d=\"M2776.33,-504.884C2781.19,-496.332 2786.49,-487.013 2791.58,-478.072\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2794.66,-479.722 2796.57,-469.299 2788.58,-476.262 2794.66,-479.722\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 123 -->\n",
       "<g class=\"node\" id=\"node124\"><title>123</title>\n",
       "<path d=\"M2810.5,-365C2810.5,-365 2672.5,-365 2672.5,-365 2666.5,-365 2660.5,-359 2660.5,-353 2660.5,-353 2660.5,-309 2660.5,-309 2660.5,-303 2666.5,-297 2672.5,-297 2672.5,-297 2810.5,-297 2810.5,-297 2816.5,-297 2822.5,-303 2822.5,-309 2822.5,-309 2822.5,-353 2822.5,-353 2822.5,-359 2816.5,-365 2810.5,-365\" fill=\"#e58139\" fill-opacity=\"0.666667\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2668.5\" y=\"-349.8\">Account length ≤ 121.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2701\" y=\"-334.8\">mse = 0.222</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2702\" y=\"-319.8\">samples = 3</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2698.5\" y=\"-304.8\">value = 0.667</text>\n",
       "</g>\n",
       "<!-- 122&#45;&gt;123 -->\n",
       "<g class=\"edge\" id=\"edge123\"><title>122-&gt;123</title>\n",
       "<path d=\"M2791.47,-400.884C2785.14,-392.154 2778.23,-382.625 2771.62,-373.514\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2774.36,-371.338 2765.66,-365.299 2768.7,-375.449 2774.36,-371.338\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 126 -->\n",
       "<g class=\"node\" id=\"node127\"><title>126</title>\n",
       "<path d=\"M2924,-357.5C2924,-357.5 2853,-357.5 2853,-357.5 2847,-357.5 2841,-351.5 2841,-345.5 2841,-345.5 2841,-316.5 2841,-316.5 2841,-310.5 2847,-304.5 2853,-304.5 2853,-304.5 2924,-304.5 2924,-304.5 2930,-304.5 2936,-310.5 2936,-316.5 2936,-316.5 2936,-345.5 2936,-345.5 2936,-351.5 2930,-357.5 2924,-357.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2856.5\" y=\"-342.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2849\" y=\"-327.3\">samples = 2</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2853.5\" y=\"-312.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 122&#45;&gt;126 -->\n",
       "<g class=\"edge\" id=\"edge126\"><title>122-&gt;126</title>\n",
       "<path d=\"M2839.2,-400.884C2847.23,-389.666 2856.2,-377.126 2864.27,-365.852\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2867.26,-367.689 2870.24,-357.52 2861.57,-363.615 2867.26,-367.689\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 124 -->\n",
       "<g class=\"node\" id=\"node125\"><title>124</title>\n",
       "<path d=\"M2720,-253.5C2720,-253.5 2649,-253.5 2649,-253.5 2643,-253.5 2637,-247.5 2637,-241.5 2637,-241.5 2637,-212.5 2637,-212.5 2637,-206.5 2643,-200.5 2649,-200.5 2649,-200.5 2720,-200.5 2720,-200.5 2726,-200.5 2732,-206.5 2732,-212.5 2732,-212.5 2732,-241.5 2732,-241.5 2732,-247.5 2726,-253.5 2720,-253.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2652.5\" y=\"-238.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2645\" y=\"-223.3\">samples = 2</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2649.5\" y=\"-208.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 123&#45;&gt;124 -->\n",
       "<g class=\"edge\" id=\"edge124\"><title>123-&gt;124</title>\n",
       "<path d=\"M2722.99,-296.884C2716.85,-285.886 2709.99,-273.617 2703.79,-262.517\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2706.69,-260.542 2698.76,-253.52 2700.58,-263.957 2706.69,-260.542\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 125 -->\n",
       "<g class=\"node\" id=\"node126\"><title>125</title>\n",
       "<path d=\"M2833,-253.5C2833,-253.5 2762,-253.5 2762,-253.5 2756,-253.5 2750,-247.5 2750,-241.5 2750,-241.5 2750,-212.5 2750,-212.5 2750,-206.5 2756,-200.5 2762,-200.5 2762,-200.5 2833,-200.5 2833,-200.5 2839,-200.5 2845,-206.5 2845,-212.5 2845,-212.5 2845,-241.5 2845,-241.5 2845,-247.5 2839,-253.5 2833,-253.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2765.5\" y=\"-238.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2758\" y=\"-223.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2762.5\" y=\"-208.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 123&#45;&gt;125 -->\n",
       "<g class=\"edge\" id=\"edge125\"><title>123-&gt;125</title>\n",
       "<path d=\"M2759.68,-296.884C2765.72,-285.886 2772.46,-273.617 2778.55,-262.517\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2781.74,-263.97 2783.49,-253.52 2775.61,-260.601 2781.74,-263.97\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 131 -->\n",
       "<g class=\"node\" id=\"node132\"><title>131</title>\n",
       "<path d=\"M2611,-1397.5C2611,-1397.5 2540,-1397.5 2540,-1397.5 2534,-1397.5 2528,-1391.5 2528,-1385.5 2528,-1385.5 2528,-1356.5 2528,-1356.5 2528,-1350.5 2534,-1344.5 2540,-1344.5 2540,-1344.5 2611,-1344.5 2611,-1344.5 2617,-1344.5 2623,-1350.5 2623,-1356.5 2623,-1356.5 2623,-1385.5 2623,-1385.5 2623,-1391.5 2617,-1397.5 2611,-1397.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2543.5\" y=\"-1382.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2536\" y=\"-1367.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2540.5\" y=\"-1352.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 130&#45;&gt;131 -->\n",
       "<g class=\"edge\" id=\"edge131\"><title>130-&gt;131</title>\n",
       "<path d=\"M2613.99,-1440.88C2607.85,-1429.89 2600.99,-1417.62 2594.79,-1406.52\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2597.69,-1404.54 2589.76,-1397.52 2591.58,-1407.96 2597.69,-1404.54\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 132 -->\n",
       "<g class=\"node\" id=\"node133\"><title>132</title>\n",
       "<path d=\"M2724,-1397.5C2724,-1397.5 2653,-1397.5 2653,-1397.5 2647,-1397.5 2641,-1391.5 2641,-1385.5 2641,-1385.5 2641,-1356.5 2641,-1356.5 2641,-1350.5 2647,-1344.5 2653,-1344.5 2653,-1344.5 2724,-1344.5 2724,-1344.5 2730,-1344.5 2736,-1350.5 2736,-1356.5 2736,-1356.5 2736,-1385.5 2736,-1385.5 2736,-1391.5 2730,-1397.5 2724,-1397.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2656.5\" y=\"-1382.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2649\" y=\"-1367.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2653.5\" y=\"-1352.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 130&#45;&gt;132 -->\n",
       "<g class=\"edge\" id=\"edge132\"><title>130-&gt;132</title>\n",
       "<path d=\"M2650.68,-1440.88C2656.72,-1429.89 2663.46,-1417.62 2669.55,-1406.52\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2672.74,-1407.97 2674.49,-1397.52 2666.61,-1404.6 2672.74,-1407.97\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 134 -->\n",
       "<g class=\"node\" id=\"node135\"><title>134</title>\n",
       "<path d=\"M3363.5,-1509C3363.5,-1509 3199.5,-1509 3199.5,-1509 3193.5,-1509 3187.5,-1503 3187.5,-1497 3187.5,-1497 3187.5,-1453 3187.5,-1453 3187.5,-1447 3193.5,-1441 3199.5,-1441 3199.5,-1441 3363.5,-1441 3363.5,-1441 3369.5,-1441 3375.5,-1447 3375.5,-1453 3375.5,-1453 3375.5,-1497 3375.5,-1497 3375.5,-1503 3369.5,-1509 3363.5,-1509\" fill=\"#e58139\" fill-opacity=\"0.113725\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3195.5\" y=\"-1493.8\">Total eve minutes ≤ 241.25</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3249.5\" y=\"-1478.8\">mse = 0.1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3234\" y=\"-1463.8\">samples = 203</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3238.5\" y=\"-1448.8\">value = 0.113</text>\n",
       "</g>\n",
       "<!-- 133&#45;&gt;134 -->\n",
       "<g class=\"edge\" id=\"edge134\"><title>133-&gt;134</title>\n",
       "<path d=\"M3373.34,-1544.88C3360.87,-1535.53 3347.18,-1525.26 3334.26,-1515.57\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3336,-1512.5 3325.9,-1509.3 3331.8,-1518.1 3336,-1512.5\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 171 -->\n",
       "<g class=\"node\" id=\"node172\"><title>171</title>\n",
       "<path d=\"M3625,-1509C3625,-1509 3432,-1509 3432,-1509 3426,-1509 3420,-1503 3420,-1497 3420,-1497 3420,-1453 3420,-1453 3420,-1447 3426,-1441 3432,-1441 3432,-1441 3625,-1441 3625,-1441 3631,-1441 3637,-1447 3637,-1453 3637,-1453 3637,-1497 3637,-1497 3637,-1503 3631,-1509 3625,-1509\" fill=\"#e58139\" fill-opacity=\"0.772549\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3428\" y=\"-1493.8\">Number vmail messages ≤ 15.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3488\" y=\"-1478.8\">mse = 0.176</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3485\" y=\"-1463.8\">samples = 22</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3485.5\" y=\"-1448.8\">value = 0.773</text>\n",
       "</g>\n",
       "<!-- 133&#45;&gt;171 -->\n",
       "<g class=\"edge\" id=\"edge171\"><title>133-&gt;171</title>\n",
       "<path d=\"M3453.54,-1544.88C3463.52,-1535.71 3474.47,-1525.65 3484.84,-1516.12\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3487.27,-1518.64 3492.26,-1509.3 3482.53,-1513.49 3487.27,-1518.64\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 135 -->\n",
       "<g class=\"node\" id=\"node136\"><title>135</title>\n",
       "<path d=\"M3138.5,-1405C3138.5,-1405 2994.5,-1405 2994.5,-1405 2988.5,-1405 2982.5,-1399 2982.5,-1393 2982.5,-1393 2982.5,-1349 2982.5,-1349 2982.5,-1343 2988.5,-1337 2994.5,-1337 2994.5,-1337 3138.5,-1337 3138.5,-1337 3144.5,-1337 3150.5,-1343 3150.5,-1349 3150.5,-1349 3150.5,-1393 3150.5,-1393 3150.5,-1399 3144.5,-1405 3138.5,-1405\" fill=\"#e58139\" fill-opacity=\"0.074510\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2990.5\" y=\"-1389.8\">Total intl charge ≤ 4.655</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3030\" y=\"-1374.8\">mse = 0.07</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3019\" y=\"-1359.8\">samples = 172</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3023.5\" y=\"-1344.8\">value = 0.076</text>\n",
       "</g>\n",
       "<!-- 134&#45;&gt;135 -->\n",
       "<g class=\"edge\" id=\"edge135\"><title>134-&gt;135</title>\n",
       "<path d=\"M3211.7,-1440.88C3190.56,-1430.86 3167.2,-1419.77 3145.51,-1409.48\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3146.86,-1406.25 3136.32,-1405.12 3143.86,-1412.57 3146.86,-1406.25\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 164 -->\n",
       "<g class=\"node\" id=\"node165\"><title>164</title>\n",
       "<path d=\"M3356,-1405C3356,-1405 3207,-1405 3207,-1405 3201,-1405 3195,-1399 3195,-1393 3195,-1393 3195,-1349 3195,-1349 3195,-1343 3201,-1337 3207,-1337 3207,-1337 3356,-1337 3356,-1337 3362,-1337 3368,-1343 3368,-1349 3368,-1349 3368,-1393 3368,-1393 3368,-1399 3362,-1405 3356,-1405\" fill=\"#e58139\" fill-opacity=\"0.321569\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3203\" y=\"-1389.8\">Total night charge ≤ 9.01</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3241\" y=\"-1374.8\">mse = 0.219</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3238\" y=\"-1359.8\">samples = 31</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3238.5\" y=\"-1344.8\">value = 0.323</text>\n",
       "</g>\n",
       "<!-- 134&#45;&gt;164 -->\n",
       "<g class=\"edge\" id=\"edge164\"><title>134-&gt;164</title>\n",
       "<path d=\"M3281.5,-1440.88C3281.5,-1432.78 3281.5,-1423.98 3281.5,-1415.47\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3285,-1415.3 3281.5,-1405.3 3278,-1415.3 3285,-1415.3\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 136 -->\n",
       "<g class=\"node\" id=\"node137\"><title>136</title>\n",
       "<path d=\"M2988.5,-1301C2988.5,-1301 2850.5,-1301 2850.5,-1301 2844.5,-1301 2838.5,-1295 2838.5,-1289 2838.5,-1289 2838.5,-1245 2838.5,-1245 2838.5,-1239 2844.5,-1233 2850.5,-1233 2850.5,-1233 2988.5,-1233 2988.5,-1233 2994.5,-1233 3000.5,-1239 3000.5,-1245 3000.5,-1245 3000.5,-1289 3000.5,-1289 3000.5,-1295 2994.5,-1301 2988.5,-1301\" fill=\"#e58139\" fill-opacity=\"0.070588\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2846.5\" y=\"-1285.8\">Account length ≤ 203.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2879\" y=\"-1270.8\">mse = 0.065</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2872\" y=\"-1255.8\">samples = 171</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2880.5\" y=\"-1240.8\">value = 0.07</text>\n",
       "</g>\n",
       "<!-- 135&#45;&gt;136 -->\n",
       "<g class=\"edge\" id=\"edge136\"><title>135-&gt;136</title>\n",
       "<path d=\"M3018.77,-1336.88C3004.97,-1327.3 2989.77,-1316.76 2975.51,-1306.86\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2977.45,-1303.95 2967.24,-1301.12 2973.46,-1309.7 2977.45,-1303.95\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 163 -->\n",
       "<g class=\"node\" id=\"node164\"><title>163</title>\n",
       "<path d=\"M3102,-1293.5C3102,-1293.5 3031,-1293.5 3031,-1293.5 3025,-1293.5 3019,-1287.5 3019,-1281.5 3019,-1281.5 3019,-1252.5 3019,-1252.5 3019,-1246.5 3025,-1240.5 3031,-1240.5 3031,-1240.5 3102,-1240.5 3102,-1240.5 3108,-1240.5 3114,-1246.5 3114,-1252.5 3114,-1252.5 3114,-1281.5 3114,-1281.5 3114,-1287.5 3108,-1293.5 3102,-1293.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3034.5\" y=\"-1278.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3027\" y=\"-1263.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3031.5\" y=\"-1248.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 135&#45;&gt;163 -->\n",
       "<g class=\"edge\" id=\"edge163\"><title>135-&gt;163</title>\n",
       "<path d=\"M3066.5,-1336.88C3066.5,-1326.33 3066.5,-1314.6 3066.5,-1303.85\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3070,-1303.52 3066.5,-1293.52 3063,-1303.52 3070,-1303.52\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 137 -->\n",
       "<g class=\"node\" id=\"node138\"><title>137</title>\n",
       "<path d=\"M2982.5,-1197C2982.5,-1197 2856.5,-1197 2856.5,-1197 2850.5,-1197 2844.5,-1191 2844.5,-1185 2844.5,-1185 2844.5,-1141 2844.5,-1141 2844.5,-1135 2850.5,-1129 2856.5,-1129 2856.5,-1129 2982.5,-1129 2982.5,-1129 2988.5,-1129 2994.5,-1135 2994.5,-1141 2994.5,-1141 2994.5,-1185 2994.5,-1185 2994.5,-1191 2988.5,-1197 2982.5,-1197\" fill=\"#e58139\" fill-opacity=\"0.062745\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2852.5\" y=\"-1181.8\">Total day calls ≤ 49.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2879\" y=\"-1166.8\">mse = 0.061</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2872\" y=\"-1151.8\">samples = 170</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2876.5\" y=\"-1136.8\">value = 0.065</text>\n",
       "</g>\n",
       "<!-- 136&#45;&gt;137 -->\n",
       "<g class=\"edge\" id=\"edge137\"><title>136-&gt;137</title>\n",
       "<path d=\"M2919.5,-1232.88C2919.5,-1224.78 2919.5,-1215.98 2919.5,-1207.47\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2923,-1207.3 2919.5,-1197.3 2916,-1207.3 2923,-1207.3\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 162 -->\n",
       "<g class=\"node\" id=\"node163\"><title>162</title>\n",
       "<path d=\"M3096,-1189.5C3096,-1189.5 3025,-1189.5 3025,-1189.5 3019,-1189.5 3013,-1183.5 3013,-1177.5 3013,-1177.5 3013,-1148.5 3013,-1148.5 3013,-1142.5 3019,-1136.5 3025,-1136.5 3025,-1136.5 3096,-1136.5 3096,-1136.5 3102,-1136.5 3108,-1142.5 3108,-1148.5 3108,-1148.5 3108,-1177.5 3108,-1177.5 3108,-1183.5 3102,-1189.5 3096,-1189.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3028.5\" y=\"-1174.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3021\" y=\"-1159.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3025.5\" y=\"-1144.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 136&#45;&gt;162 -->\n",
       "<g class=\"edge\" id=\"edge162\"><title>136-&gt;162</title>\n",
       "<path d=\"M2965.28,-1232.88C2981.85,-1220.9 3000.51,-1207.4 3016.89,-1195.55\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3019.17,-1198.22 3025.22,-1189.52 3015.07,-1192.55 3019.17,-1198.22\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 138 -->\n",
       "<g class=\"node\" id=\"node139\"><title>138</title>\n",
       "<path d=\"M2955,-1085.5C2955,-1085.5 2884,-1085.5 2884,-1085.5 2878,-1085.5 2872,-1079.5 2872,-1073.5 2872,-1073.5 2872,-1044.5 2872,-1044.5 2872,-1038.5 2878,-1032.5 2884,-1032.5 2884,-1032.5 2955,-1032.5 2955,-1032.5 2961,-1032.5 2967,-1038.5 2967,-1044.5 2967,-1044.5 2967,-1073.5 2967,-1073.5 2967,-1079.5 2961,-1085.5 2955,-1085.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2887.5\" y=\"-1070.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2880\" y=\"-1055.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2884.5\" y=\"-1040.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 137&#45;&gt;138 -->\n",
       "<g class=\"edge\" id=\"edge138\"><title>137-&gt;138</title>\n",
       "<path d=\"M2919.5,-1128.88C2919.5,-1118.33 2919.5,-1106.6 2919.5,-1095.85\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2923,-1095.52 2919.5,-1085.52 2916,-1095.52 2923,-1095.52\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 139 -->\n",
       "<g class=\"node\" id=\"node140\"><title>139</title>\n",
       "<path d=\"M3162.5,-1093C3162.5,-1093 3032.5,-1093 3032.5,-1093 3026.5,-1093 3020.5,-1087 3020.5,-1081 3020.5,-1081 3020.5,-1037 3020.5,-1037 3020.5,-1031 3026.5,-1025 3032.5,-1025 3032.5,-1025 3162.5,-1025 3162.5,-1025 3168.5,-1025 3174.5,-1031 3174.5,-1037 3174.5,-1037 3174.5,-1081 3174.5,-1081 3174.5,-1087 3168.5,-1093 3162.5,-1093\" fill=\"#e58139\" fill-opacity=\"0.058824\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3028.5\" y=\"-1077.8\">Account length ≤ 25.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3057\" y=\"-1062.8\">mse = 0.056</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3050\" y=\"-1047.8\">samples = 169</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3054.5\" y=\"-1032.8\">value = 0.059</text>\n",
       "</g>\n",
       "<!-- 137&#45;&gt;139 -->\n",
       "<g class=\"edge\" id=\"edge139\"><title>137-&gt;139</title>\n",
       "<path d=\"M2977.29,-1128.88C2994.32,-1119.12 3013.1,-1108.37 3030.64,-1098.31\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3032.76,-1101.13 3039.69,-1093.12 3029.28,-1095.06 3032.76,-1101.13\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 140 -->\n",
       "<g class=\"node\" id=\"node141\"><title>140</title>\n",
       "<path d=\"M3175.5,-989C3175.5,-989 3019.5,-989 3019.5,-989 3013.5,-989 3007.5,-983 3007.5,-977 3007.5,-977 3007.5,-933 3007.5,-933 3007.5,-927 3013.5,-921 3019.5,-921 3019.5,-921 3175.5,-921 3175.5,-921 3181.5,-921 3187.5,-927 3187.5,-933 3187.5,-933 3187.5,-977 3187.5,-977 3187.5,-983 3181.5,-989 3175.5,-989\" fill=\"#e58139\" fill-opacity=\"0.400000\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3015.5\" y=\"-973.8\">Total eve minutes ≤ 168.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3061\" y=\"-958.8\">mse = 0.24</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3058\" y=\"-943.8\">samples = 5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3062.5\" y=\"-928.8\">value = 0.4</text>\n",
       "</g>\n",
       "<!-- 139&#45;&gt;140 -->\n",
       "<g class=\"edge\" id=\"edge140\"><title>139-&gt;140</title>\n",
       "<path d=\"M3097.5,-1024.88C3097.5,-1016.78 3097.5,-1007.98 3097.5,-999.472\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3101,-999.299 3097.5,-989.299 3094,-999.299 3101,-999.299\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 143 -->\n",
       "<g class=\"node\" id=\"node144\"><title>143</title>\n",
       "<path d=\"M3396,-989C3396,-989 3261,-989 3261,-989 3255,-989 3249,-983 3249,-977 3249,-977 3249,-933 3249,-933 3249,-927 3255,-921 3261,-921 3261,-921 3396,-921 3396,-921 3402,-921 3408,-927 3408,-933 3408,-933 3408,-977 3408,-977 3408,-983 3402,-989 3396,-989\" fill=\"#e58139\" fill-opacity=\"0.047059\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3257\" y=\"-973.8\">Total eve calls ≤ 124.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3288\" y=\"-958.8\">mse = 0.046</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3281\" y=\"-943.8\">samples = 164</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3285.5\" y=\"-928.8\">value = 0.049</text>\n",
       "</g>\n",
       "<!-- 139&#45;&gt;143 -->\n",
       "<g class=\"edge\" id=\"edge143\"><title>139-&gt;143</title>\n",
       "<path d=\"M3172.5,-1024.88C3195.41,-1014.77 3220.76,-1003.58 3244.24,-993.206\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3245.75,-996.366 3253.48,-989.125 3242.92,-989.962 3245.75,-996.366\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 141 -->\n",
       "<g class=\"node\" id=\"node142\"><title>141</title>\n",
       "<path d=\"M3091,-877.5C3091,-877.5 3020,-877.5 3020,-877.5 3014,-877.5 3008,-871.5 3008,-865.5 3008,-865.5 3008,-836.5 3008,-836.5 3008,-830.5 3014,-824.5 3020,-824.5 3020,-824.5 3091,-824.5 3091,-824.5 3097,-824.5 3103,-830.5 3103,-836.5 3103,-836.5 3103,-865.5 3103,-865.5 3103,-871.5 3097,-877.5 3091,-877.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3023.5\" y=\"-862.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3016\" y=\"-847.3\">samples = 3</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3020.5\" y=\"-832.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 140&#45;&gt;141 -->\n",
       "<g class=\"edge\" id=\"edge141\"><title>140-&gt;141</title>\n",
       "<path d=\"M3083.86,-920.884C3079.38,-909.996 3074.38,-897.863 3069.85,-886.85\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3073.05,-885.434 3066.01,-877.52 3066.58,-888.099 3073.05,-885.434\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 142 -->\n",
       "<g class=\"node\" id=\"node143\"><title>142</title>\n",
       "<path d=\"M3204,-877.5C3204,-877.5 3133,-877.5 3133,-877.5 3127,-877.5 3121,-871.5 3121,-865.5 3121,-865.5 3121,-836.5 3121,-836.5 3121,-830.5 3127,-824.5 3133,-824.5 3133,-824.5 3204,-824.5 3204,-824.5 3210,-824.5 3216,-830.5 3216,-836.5 3216,-836.5 3216,-865.5 3216,-865.5 3216,-871.5 3210,-877.5 3204,-877.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3136.5\" y=\"-862.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3129\" y=\"-847.3\">samples = 2</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3133.5\" y=\"-832.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 140&#45;&gt;142 -->\n",
       "<g class=\"edge\" id=\"edge142\"><title>140-&gt;142</title>\n",
       "<path d=\"M3120.55,-920.884C3128.36,-909.666 3137.09,-897.126 3144.94,-885.852\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3147.9,-887.727 3150.74,-877.52 3142.15,-883.728 3147.9,-887.727\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 144 -->\n",
       "<g class=\"node\" id=\"node145\"><title>144</title>\n",
       "<path d=\"M3410.5,-885C3410.5,-885 3246.5,-885 3246.5,-885 3240.5,-885 3234.5,-879 3234.5,-873 3234.5,-873 3234.5,-829 3234.5,-829 3234.5,-823 3240.5,-817 3246.5,-817 3246.5,-817 3410.5,-817 3410.5,-817 3416.5,-817 3422.5,-823 3422.5,-829 3422.5,-829 3422.5,-873 3422.5,-873 3422.5,-879 3416.5,-885 3410.5,-885\" fill=\"#e58139\" fill-opacity=\"0.027451\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3242.5\" y=\"-869.8\">Total eve minutes ≤ 135.45</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3288\" y=\"-854.8\">mse = 0.027</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3281\" y=\"-839.8\">samples = 143</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3285.5\" y=\"-824.8\">value = 0.028</text>\n",
       "</g>\n",
       "<!-- 143&#45;&gt;144 -->\n",
       "<g class=\"edge\" id=\"edge144\"><title>143-&gt;144</title>\n",
       "<path d=\"M3328.5,-920.884C3328.5,-912.778 3328.5,-903.982 3328.5,-895.472\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3332,-895.299 3328.5,-885.299 3325,-895.299 3332,-895.299\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 157 -->\n",
       "<g class=\"node\" id=\"node158\"><title>157</title>\n",
       "<path d=\"M3586.5,-885C3586.5,-885 3452.5,-885 3452.5,-885 3446.5,-885 3440.5,-879 3440.5,-873 3440.5,-873 3440.5,-829 3440.5,-829 3440.5,-823 3446.5,-817 3452.5,-817 3452.5,-817 3586.5,-817 3586.5,-817 3592.5,-817 3598.5,-823 3598.5,-829 3598.5,-829 3598.5,-873 3598.5,-873 3598.5,-879 3592.5,-885 3586.5,-885\" fill=\"#e58139\" fill-opacity=\"0.192157\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3448.5\" y=\"-869.8\">Total night calls ≤ 81.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3479\" y=\"-854.8\">mse = 0.154</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3476\" y=\"-839.8\">samples = 21</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3480.5\" y=\"-824.8\">value = 0.19</text>\n",
       "</g>\n",
       "<!-- 143&#45;&gt;157 -->\n",
       "<g class=\"edge\" id=\"edge157\"><title>143-&gt;157</title>\n",
       "<path d=\"M3390.51,-920.884C3409.04,-910.991 3429.49,-900.07 3448.54,-889.895\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3450.3,-892.923 3457.47,-885.125 3447,-886.748 3450.3,-892.923\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 145 -->\n",
       "<g class=\"node\" id=\"node146\"><title>145</title>\n",
       "<path d=\"M3234.5,-781C3234.5,-781 3070.5,-781 3070.5,-781 3064.5,-781 3058.5,-775 3058.5,-769 3058.5,-769 3058.5,-725 3058.5,-725 3058.5,-719 3064.5,-713 3070.5,-713 3070.5,-713 3234.5,-713 3234.5,-713 3240.5,-713 3246.5,-719 3246.5,-725 3246.5,-725 3246.5,-769 3246.5,-769 3246.5,-775 3240.5,-781 3234.5,-781\" fill=\"#e58139\" fill-opacity=\"0.133333\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3066.5\" y=\"-765.8\">Total eve minutes ≤ 133.55</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3112\" y=\"-750.8\">mse = 0.116</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3109\" y=\"-735.8\">samples = 15</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3109.5\" y=\"-720.8\">value = 0.133</text>\n",
       "</g>\n",
       "<!-- 144&#45;&gt;145 -->\n",
       "<g class=\"edge\" id=\"edge145\"><title>144-&gt;145</title>\n",
       "<path d=\"M3271.36,-816.884C3254.52,-807.125 3235.96,-796.366 3218.6,-786.31\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3220.06,-783.111 3209.66,-781.125 3216.55,-789.167 3220.06,-783.111\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 148 -->\n",
       "<g class=\"node\" id=\"node149\"><title>148</title>\n",
       "<path d=\"M3418.5,-781C3418.5,-781 3276.5,-781 3276.5,-781 3270.5,-781 3264.5,-775 3264.5,-769 3264.5,-769 3264.5,-725 3264.5,-725 3264.5,-719 3270.5,-713 3276.5,-713 3276.5,-713 3418.5,-713 3418.5,-713 3424.5,-713 3430.5,-719 3430.5,-725 3430.5,-725 3430.5,-769 3430.5,-769 3430.5,-775 3424.5,-781 3418.5,-781\" fill=\"#e58139\" fill-opacity=\"0.015686\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3272.5\" y=\"-765.8\">Total night calls ≤ 117.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3307\" y=\"-750.8\">mse = 0.015</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3300\" y=\"-735.8\">samples = 128</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3304.5\" y=\"-720.8\">value = 0.016</text>\n",
       "</g>\n",
       "<!-- 144&#45;&gt;148 -->\n",
       "<g class=\"edge\" id=\"edge148\"><title>144-&gt;148</title>\n",
       "<path d=\"M3334.67,-816.884C3336.2,-808.689 3337.85,-799.789 3339.45,-791.192\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3342.91,-791.771 3341.3,-781.299 3336.03,-790.489 3342.91,-791.771\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 146 -->\n",
       "<g class=\"node\" id=\"node147\"><title>146</title>\n",
       "<path d=\"M3089,-669.5C3089,-669.5 3010,-669.5 3010,-669.5 3004,-669.5 2998,-663.5 2998,-657.5 2998,-657.5 2998,-628.5 2998,-628.5 2998,-622.5 3004,-616.5 3010,-616.5 3010,-616.5 3089,-616.5 3089,-616.5 3095,-616.5 3101,-622.5 3101,-628.5 3101,-628.5 3101,-657.5 3101,-657.5 3101,-663.5 3095,-669.5 3089,-669.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3017.5\" y=\"-654.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3006\" y=\"-639.3\">samples = 13</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3014.5\" y=\"-624.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 145&#45;&gt;146 -->\n",
       "<g class=\"edge\" id=\"edge146\"><title>145-&gt;146</title>\n",
       "<path d=\"M3119.06,-712.884C3107.4,-701.336 3094.32,-688.387 3082.68,-676.86\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3084.84,-674.07 3075.27,-669.52 3079.91,-679.043 3084.84,-674.07\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 147 -->\n",
       "<g class=\"node\" id=\"node148\"><title>147</title>\n",
       "<path d=\"M3202,-669.5C3202,-669.5 3131,-669.5 3131,-669.5 3125,-669.5 3119,-663.5 3119,-657.5 3119,-657.5 3119,-628.5 3119,-628.5 3119,-622.5 3125,-616.5 3131,-616.5 3131,-616.5 3202,-616.5 3202,-616.5 3208,-616.5 3214,-622.5 3214,-628.5 3214,-628.5 3214,-657.5 3214,-657.5 3214,-663.5 3208,-669.5 3202,-669.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3134.5\" y=\"-654.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3127\" y=\"-639.3\">samples = 2</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3131.5\" y=\"-624.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 145&#45;&gt;147 -->\n",
       "<g class=\"edge\" id=\"edge147\"><title>145-&gt;147</title>\n",
       "<path d=\"M3157.05,-712.884C3158.51,-702.216 3160.14,-690.352 3161.62,-679.519\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3165.1,-679.903 3163,-669.52 3158.17,-678.951 3165.1,-679.903\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 149 -->\n",
       "<g class=\"node\" id=\"node150\"><title>149</title>\n",
       "<path d=\"M3339,-669.5C3339,-669.5 3252,-669.5 3252,-669.5 3246,-669.5 3240,-663.5 3240,-657.5 3240,-657.5 3240,-628.5 3240,-628.5 3240,-622.5 3246,-616.5 3252,-616.5 3252,-616.5 3339,-616.5 3339,-616.5 3345,-616.5 3351,-622.5 3351,-628.5 3351,-628.5 3351,-657.5 3351,-657.5 3351,-663.5 3345,-669.5 3339,-669.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3263.5\" y=\"-654.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3248\" y=\"-639.3\">samples = 102</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3260.5\" y=\"-624.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 148&#45;&gt;149 -->\n",
       "<g class=\"edge\" id=\"edge149\"><title>148-&gt;149</title>\n",
       "<path d=\"M3330.62,-712.884C3325.01,-701.886 3318.76,-689.617 3313.1,-678.517\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3316.17,-676.839 3308.51,-669.52 3309.93,-680.019 3316.17,-676.839\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 150 -->\n",
       "<g class=\"node\" id=\"node151\"><title>150</title>\n",
       "<path d=\"M3531.5,-677C3531.5,-677 3381.5,-677 3381.5,-677 3375.5,-677 3369.5,-671 3369.5,-665 3369.5,-665 3369.5,-621 3369.5,-621 3369.5,-615 3375.5,-609 3381.5,-609 3381.5,-609 3531.5,-609 3531.5,-609 3537.5,-609 3543.5,-615 3543.5,-621 3543.5,-621 3543.5,-665 3543.5,-665 3543.5,-671 3537.5,-677 3531.5,-677\" fill=\"#e58139\" fill-opacity=\"0.078431\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3377.5\" y=\"-661.8\">Total intl minutes ≤ 13.45</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3416\" y=\"-646.8\">mse = 0.071</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3413\" y=\"-631.8\">samples = 26</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3413.5\" y=\"-616.8\">value = 0.077</text>\n",
       "</g>\n",
       "<!-- 148&#45;&gt;150 -->\n",
       "<g class=\"edge\" id=\"edge150\"><title>148-&gt;150</title>\n",
       "<path d=\"M3382.89,-712.884C3392.6,-703.798 3403.23,-693.845 3413.33,-684.4\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3416.01,-686.688 3420.92,-677.299 3411.22,-681.577 3416.01,-686.688\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 151 -->\n",
       "<g class=\"node\" id=\"node152\"><title>151</title>\n",
       "<path d=\"M3452.5,-573C3452.5,-573 3310.5,-573 3310.5,-573 3304.5,-573 3298.5,-567 3298.5,-561 3298.5,-561 3298.5,-517 3298.5,-517 3298.5,-511 3304.5,-505 3310.5,-505 3310.5,-505 3452.5,-505 3452.5,-505 3458.5,-505 3464.5,-511 3464.5,-517 3464.5,-517 3464.5,-561 3464.5,-561 3464.5,-567 3458.5,-573 3452.5,-573\" fill=\"#e58139\" fill-opacity=\"0.039216\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3306.5\" y=\"-557.8\">Total night calls ≤ 118.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3341\" y=\"-542.8\">mse = 0.038</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3338\" y=\"-527.8\">samples = 25</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3342.5\" y=\"-512.8\">value = 0.04</text>\n",
       "</g>\n",
       "<!-- 150&#45;&gt;151 -->\n",
       "<g class=\"edge\" id=\"edge151\"><title>150-&gt;151</title>\n",
       "<path d=\"M3432.15,-608.884C3425.73,-600.154 3418.72,-590.625 3412.02,-581.514\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3414.73,-579.283 3405.98,-573.299 3409.09,-583.429 3414.73,-579.283\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 156 -->\n",
       "<g class=\"node\" id=\"node157\"><title>156</title>\n",
       "<path d=\"M3566,-565.5C3566,-565.5 3495,-565.5 3495,-565.5 3489,-565.5 3483,-559.5 3483,-553.5 3483,-553.5 3483,-524.5 3483,-524.5 3483,-518.5 3489,-512.5 3495,-512.5 3495,-512.5 3566,-512.5 3566,-512.5 3572,-512.5 3578,-518.5 3578,-524.5 3578,-524.5 3578,-553.5 3578,-553.5 3578,-559.5 3572,-565.5 3566,-565.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3498.5\" y=\"-550.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3491\" y=\"-535.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3495.5\" y=\"-520.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 150&#45;&gt;156 -->\n",
       "<g class=\"edge\" id=\"edge156\"><title>150-&gt;156</title>\n",
       "<path d=\"M3480.53,-608.884C3488.66,-597.666 3497.76,-585.126 3505.94,-573.852\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3508.95,-575.669 3511.99,-565.52 3503.28,-571.559 3508.95,-575.669\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 152 -->\n",
       "<g class=\"node\" id=\"node153\"><title>152</title>\n",
       "<path d=\"M3374,-469C3374,-469 3239,-469 3239,-469 3233,-469 3227,-463 3227,-457 3227,-457 3227,-413 3227,-413 3227,-407 3233,-401 3239,-401 3239,-401 3374,-401 3374,-401 3380,-401 3386,-407 3386,-413 3386,-413 3386,-457 3386,-457 3386,-463 3380,-469 3374,-469\" fill=\"#e58139\" fill-opacity=\"0.333333\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3235\" y=\"-453.8\">Total eve calls ≤ 105.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3266\" y=\"-438.8\">mse = 0.222</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3267\" y=\"-423.8\">samples = 3</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3263.5\" y=\"-408.8\">value = 0.333</text>\n",
       "</g>\n",
       "<!-- 151&#45;&gt;152 -->\n",
       "<g class=\"edge\" id=\"edge152\"><title>151-&gt;152</title>\n",
       "<path d=\"M3357.15,-504.884C3350.73,-496.154 3343.72,-486.625 3337.02,-477.514\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3339.73,-475.283 3330.98,-469.299 3334.09,-479.429 3339.73,-475.283\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 155 -->\n",
       "<g class=\"node\" id=\"node156\"><title>155</title>\n",
       "<path d=\"M3495,-461.5C3495,-461.5 3416,-461.5 3416,-461.5 3410,-461.5 3404,-455.5 3404,-449.5 3404,-449.5 3404,-420.5 3404,-420.5 3404,-414.5 3410,-408.5 3416,-408.5 3416,-408.5 3495,-408.5 3495,-408.5 3501,-408.5 3507,-414.5 3507,-420.5 3507,-420.5 3507,-449.5 3507,-449.5 3507,-455.5 3501,-461.5 3495,-461.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3423.5\" y=\"-446.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3412\" y=\"-431.3\">samples = 22</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3420.5\" y=\"-416.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 151&#45;&gt;155 -->\n",
       "<g class=\"edge\" id=\"edge155\"><title>151-&gt;155</title>\n",
       "<path d=\"M3405.53,-504.884C3413.66,-493.666 3422.76,-481.126 3430.94,-469.852\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3433.95,-471.669 3436.99,-461.52 3428.28,-467.559 3433.95,-471.669\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 153 -->\n",
       "<g class=\"node\" id=\"node154\"><title>153</title>\n",
       "<path d=\"M3285,-357.5C3285,-357.5 3214,-357.5 3214,-357.5 3208,-357.5 3202,-351.5 3202,-345.5 3202,-345.5 3202,-316.5 3202,-316.5 3202,-310.5 3208,-304.5 3214,-304.5 3214,-304.5 3285,-304.5 3285,-304.5 3291,-304.5 3297,-310.5 3297,-316.5 3297,-316.5 3297,-345.5 3297,-345.5 3297,-351.5 3291,-357.5 3285,-357.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3217.5\" y=\"-342.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3210\" y=\"-327.3\">samples = 2</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3214.5\" y=\"-312.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 152&#45;&gt;153 -->\n",
       "<g class=\"edge\" id=\"edge153\"><title>152-&gt;153</title>\n",
       "<path d=\"M3287.99,-400.884C3281.85,-389.886 3274.99,-377.617 3268.79,-366.517\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3271.69,-364.542 3263.76,-357.52 3265.58,-367.957 3271.69,-364.542\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 154 -->\n",
       "<g class=\"node\" id=\"node155\"><title>154</title>\n",
       "<path d=\"M3398,-357.5C3398,-357.5 3327,-357.5 3327,-357.5 3321,-357.5 3315,-351.5 3315,-345.5 3315,-345.5 3315,-316.5 3315,-316.5 3315,-310.5 3321,-304.5 3327,-304.5 3327,-304.5 3398,-304.5 3398,-304.5 3404,-304.5 3410,-310.5 3410,-316.5 3410,-316.5 3410,-345.5 3410,-345.5 3410,-351.5 3404,-357.5 3398,-357.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3330.5\" y=\"-342.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3323\" y=\"-327.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3327.5\" y=\"-312.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 152&#45;&gt;154 -->\n",
       "<g class=\"edge\" id=\"edge154\"><title>152-&gt;154</title>\n",
       "<path d=\"M3324.68,-400.884C3330.72,-389.886 3337.46,-377.617 3343.55,-366.517\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3346.74,-367.97 3348.49,-357.52 3340.61,-364.601 3346.74,-367.97\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 158 -->\n",
       "<g class=\"node\" id=\"node159\"><title>158</title>\n",
       "<path d=\"M3534,-773.5C3534,-773.5 3463,-773.5 3463,-773.5 3457,-773.5 3451,-767.5 3451,-761.5 3451,-761.5 3451,-732.5 3451,-732.5 3451,-726.5 3457,-720.5 3463,-720.5 3463,-720.5 3534,-720.5 3534,-720.5 3540,-720.5 3546,-726.5 3546,-732.5 3546,-732.5 3546,-761.5 3546,-761.5 3546,-767.5 3540,-773.5 3534,-773.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3466.5\" y=\"-758.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3459\" y=\"-743.3\">samples = 3</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3463.5\" y=\"-728.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 157&#45;&gt;158 -->\n",
       "<g class=\"edge\" id=\"edge158\"><title>157-&gt;158</title>\n",
       "<path d=\"M3512.68,-816.884C3510.49,-806.216 3508.04,-794.352 3505.81,-783.519\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3509.2,-782.609 3503.75,-773.52 3502.34,-784.02 3509.2,-782.609\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 159 -->\n",
       "<g class=\"node\" id=\"node160\"><title>159</title>\n",
       "<path d=\"M3702.5,-781C3702.5,-781 3576.5,-781 3576.5,-781 3570.5,-781 3564.5,-775 3564.5,-769 3564.5,-769 3564.5,-725 3564.5,-725 3564.5,-719 3570.5,-713 3576.5,-713 3576.5,-713 3702.5,-713 3702.5,-713 3708.5,-713 3714.5,-719 3714.5,-725 3714.5,-725 3714.5,-769 3714.5,-769 3714.5,-775 3708.5,-781 3702.5,-781\" fill=\"#e58139\" fill-opacity=\"0.054902\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3572.5\" y=\"-765.8\">Total day calls ≤ 74.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3599\" y=\"-750.8\">mse = 0.052</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3596\" y=\"-735.8\">samples = 18</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3596.5\" y=\"-720.8\">value = 0.056</text>\n",
       "</g>\n",
       "<!-- 157&#45;&gt;159 -->\n",
       "<g class=\"edge\" id=\"edge159\"><title>157-&gt;159</title>\n",
       "<path d=\"M3558.46,-816.884C3569.36,-807.62 3581.32,-797.455 3592.62,-787.845\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3594.97,-790.443 3600.32,-781.299 3590.44,-785.109 3594.97,-790.443\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 160 -->\n",
       "<g class=\"node\" id=\"node161\"><title>160</title>\n",
       "<path d=\"M3649,-669.5C3649,-669.5 3578,-669.5 3578,-669.5 3572,-669.5 3566,-663.5 3566,-657.5 3566,-657.5 3566,-628.5 3566,-628.5 3566,-622.5 3572,-616.5 3578,-616.5 3578,-616.5 3649,-616.5 3649,-616.5 3655,-616.5 3661,-622.5 3661,-628.5 3661,-628.5 3661,-657.5 3661,-657.5 3661,-663.5 3655,-669.5 3649,-669.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3581.5\" y=\"-654.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3574\" y=\"-639.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3578.5\" y=\"-624.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 159&#45;&gt;160 -->\n",
       "<g class=\"edge\" id=\"edge160\"><title>159-&gt;160</title>\n",
       "<path d=\"M3631.06,-712.884C3628.34,-702.216 3625.32,-690.352 3622.55,-679.519\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3625.87,-678.346 3620.01,-669.52 3619.08,-680.075 3625.87,-678.346\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 161 -->\n",
       "<g class=\"node\" id=\"node162\"><title>161</title>\n",
       "<path d=\"M3770,-669.5C3770,-669.5 3691,-669.5 3691,-669.5 3685,-669.5 3679,-663.5 3679,-657.5 3679,-657.5 3679,-628.5 3679,-628.5 3679,-622.5 3685,-616.5 3691,-616.5 3691,-616.5 3770,-616.5 3770,-616.5 3776,-616.5 3782,-622.5 3782,-628.5 3782,-628.5 3782,-657.5 3782,-657.5 3782,-663.5 3776,-669.5 3770,-669.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3698.5\" y=\"-654.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3687\" y=\"-639.3\">samples = 17</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3695.5\" y=\"-624.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 159&#45;&gt;161 -->\n",
       "<g class=\"edge\" id=\"edge161\"><title>159-&gt;161</title>\n",
       "<path d=\"M3669.05,-712.884C3679.25,-701.446 3690.68,-688.634 3700.89,-677.19\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3703.69,-679.312 3707.73,-669.52 3698.46,-674.652 3703.69,-679.312\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 165 -->\n",
       "<g class=\"node\" id=\"node166\"><title>165</title>\n",
       "<path d=\"M3223,-1293.5C3223,-1293.5 3144,-1293.5 3144,-1293.5 3138,-1293.5 3132,-1287.5 3132,-1281.5 3132,-1281.5 3132,-1252.5 3132,-1252.5 3132,-1246.5 3138,-1240.5 3144,-1240.5 3144,-1240.5 3223,-1240.5 3223,-1240.5 3229,-1240.5 3235,-1246.5 3235,-1252.5 3235,-1252.5 3235,-1281.5 3235,-1281.5 3235,-1287.5 3229,-1293.5 3223,-1293.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3151.5\" y=\"-1278.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3140\" y=\"-1263.3\">samples = 14</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3148.5\" y=\"-1248.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 164&#45;&gt;165 -->\n",
       "<g class=\"edge\" id=\"edge165\"><title>164-&gt;165</title>\n",
       "<path d=\"M3249.68,-1336.88C3238.59,-1325.34 3226.15,-1312.39 3215.07,-1300.86\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3217.47,-1298.31 3208.02,-1293.52 3212.42,-1303.16 3217.47,-1298.31\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 166 -->\n",
       "<g class=\"node\" id=\"node167\"><title>166</title>\n",
       "<path d=\"M3421.5,-1301C3421.5,-1301 3265.5,-1301 3265.5,-1301 3259.5,-1301 3253.5,-1295 3253.5,-1289 3253.5,-1289 3253.5,-1245 3253.5,-1245 3253.5,-1239 3259.5,-1233 3265.5,-1233 3265.5,-1233 3421.5,-1233 3421.5,-1233 3427.5,-1233 3433.5,-1239 3433.5,-1245 3433.5,-1245 3433.5,-1289 3433.5,-1289 3433.5,-1295 3427.5,-1301 3421.5,-1301\" fill=\"#e58139\" fill-opacity=\"0.588235\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3261.5\" y=\"-1285.8\">Total eve minutes ≤ 257.3</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3303\" y=\"-1270.8\">mse = 0.242</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3300\" y=\"-1255.8\">samples = 17</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3300.5\" y=\"-1240.8\">value = 0.588</text>\n",
       "</g>\n",
       "<!-- 164&#45;&gt;166 -->\n",
       "<g class=\"edge\" id=\"edge166\"><title>164-&gt;166</title>\n",
       "<path d=\"M3301.63,-1336.88C3306.83,-1328.33 3312.49,-1319.01 3317.93,-1310.07\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3321.06,-1311.66 3323.26,-1301.3 3315.07,-1308.03 3321.06,-1311.66\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 167 -->\n",
       "<g class=\"node\" id=\"node168\"><title>167</title>\n",
       "<path d=\"M3223,-1189.5C3223,-1189.5 3152,-1189.5 3152,-1189.5 3146,-1189.5 3140,-1183.5 3140,-1177.5 3140,-1177.5 3140,-1148.5 3140,-1148.5 3140,-1142.5 3146,-1136.5 3152,-1136.5 3152,-1136.5 3223,-1136.5 3223,-1136.5 3229,-1136.5 3235,-1142.5 3235,-1148.5 3235,-1148.5 3235,-1177.5 3235,-1177.5 3235,-1183.5 3229,-1189.5 3223,-1189.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3155.5\" y=\"-1174.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3148\" y=\"-1159.3\">samples = 8</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3152.5\" y=\"-1144.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 166&#45;&gt;167 -->\n",
       "<g class=\"edge\" id=\"edge167\"><title>166-&gt;167</title>\n",
       "<path d=\"M3292.85,-1232.88C3274.35,-1220.79 3253.5,-1207.15 3235.25,-1195.22\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3236.82,-1192.06 3226.53,-1189.52 3232.98,-1197.92 3236.82,-1192.06\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 168 -->\n",
       "<g class=\"node\" id=\"node169\"><title>168</title>\n",
       "<path d=\"M3422,-1197C3422,-1197 3265,-1197 3265,-1197 3259,-1197 3253,-1191 3253,-1185 3253,-1185 3253,-1141 3253,-1141 3253,-1135 3259,-1129 3265,-1129 3265,-1129 3422,-1129 3422,-1129 3428,-1129 3434,-1135 3434,-1141 3434,-1141 3434,-1185 3434,-1185 3434,-1191 3428,-1197 3422,-1197\" fill=\"#e58139\" fill-opacity=\"0.223529\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3261\" y=\"-1181.8\">Total night charge ≤ 9.345</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3303\" y=\"-1166.8\">mse = 0.173</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3304\" y=\"-1151.8\">samples = 9</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3300.5\" y=\"-1136.8\">value = 0.222</text>\n",
       "</g>\n",
       "<!-- 166&#45;&gt;168 -->\n",
       "<g class=\"edge\" id=\"edge168\"><title>166-&gt;168</title>\n",
       "<path d=\"M3343.5,-1232.88C3343.5,-1224.78 3343.5,-1215.98 3343.5,-1207.47\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3347,-1207.3 3343.5,-1197.3 3340,-1207.3 3347,-1207.3\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 169 -->\n",
       "<g class=\"node\" id=\"node170\"><title>169</title>\n",
       "<path d=\"M3345,-1085.5C3345,-1085.5 3274,-1085.5 3274,-1085.5 3268,-1085.5 3262,-1079.5 3262,-1073.5 3262,-1073.5 3262,-1044.5 3262,-1044.5 3262,-1038.5 3268,-1032.5 3274,-1032.5 3274,-1032.5 3345,-1032.5 3345,-1032.5 3351,-1032.5 3357,-1038.5 3357,-1044.5 3357,-1044.5 3357,-1073.5 3357,-1073.5 3357,-1079.5 3351,-1085.5 3345,-1085.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3277.5\" y=\"-1070.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3270\" y=\"-1055.3\">samples = 2</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3274.5\" y=\"-1040.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 168&#45;&gt;169 -->\n",
       "<g class=\"edge\" id=\"edge169\"><title>168-&gt;169</title>\n",
       "<path d=\"M3332.46,-1128.88C3328.87,-1118.11 3324.87,-1106.11 3321.23,-1095.18\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3324.49,-1093.9 3318.01,-1085.52 3317.85,-1096.11 3324.49,-1093.9\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 170 -->\n",
       "<g class=\"node\" id=\"node171\"><title>170</title>\n",
       "<path d=\"M3458,-1085.5C3458,-1085.5 3387,-1085.5 3387,-1085.5 3381,-1085.5 3375,-1079.5 3375,-1073.5 3375,-1073.5 3375,-1044.5 3375,-1044.5 3375,-1038.5 3381,-1032.5 3387,-1032.5 3387,-1032.5 3458,-1032.5 3458,-1032.5 3464,-1032.5 3470,-1038.5 3470,-1044.5 3470,-1044.5 3470,-1073.5 3470,-1073.5 3470,-1079.5 3464,-1085.5 3458,-1085.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3390.5\" y=\"-1070.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3383\" y=\"-1055.3\">samples = 7</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3387.5\" y=\"-1040.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 168&#45;&gt;170 -->\n",
       "<g class=\"edge\" id=\"edge170\"><title>168-&gt;170</title>\n",
       "<path d=\"M3369.15,-1128.88C3377.92,-1117.56 3387.74,-1104.88 3396.54,-1093.52\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3399.38,-1095.57 3402.73,-1085.52 3393.84,-1091.28 3399.38,-1095.57\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 172 -->\n",
       "<g class=\"node\" id=\"node173\"><title>172</title>\n",
       "<path d=\"M3614,-1405C3614,-1405 3443,-1405 3443,-1405 3437,-1405 3431,-1399 3431,-1393 3431,-1393 3431,-1349 3431,-1349 3431,-1343 3437,-1337 3443,-1337 3443,-1337 3614,-1337 3614,-1337 3620,-1337 3626,-1343 3626,-1349 3626,-1349 3626,-1393 3626,-1393 3626,-1399 3620,-1405 3614,-1405\" fill=\"#e58139\" fill-opacity=\"0.945098\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3439\" y=\"-1389.8\">Total night minutes ≤ 147.15</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3488\" y=\"-1374.8\">mse = 0.052</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3485\" y=\"-1359.8\">samples = 18</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3485.5\" y=\"-1344.8\">value = 0.944</text>\n",
       "</g>\n",
       "<!-- 171&#45;&gt;172 -->\n",
       "<g class=\"edge\" id=\"edge172\"><title>171-&gt;172</title>\n",
       "<path d=\"M3528.5,-1440.88C3528.5,-1432.78 3528.5,-1423.98 3528.5,-1415.47\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3532,-1415.3 3528.5,-1405.3 3525,-1415.3 3532,-1415.3\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 177 -->\n",
       "<g class=\"node\" id=\"node178\"><title>177</title>\n",
       "<path d=\"M3727,-1397.5C3727,-1397.5 3656,-1397.5 3656,-1397.5 3650,-1397.5 3644,-1391.5 3644,-1385.5 3644,-1385.5 3644,-1356.5 3644,-1356.5 3644,-1350.5 3650,-1344.5 3656,-1344.5 3656,-1344.5 3727,-1344.5 3727,-1344.5 3733,-1344.5 3739,-1350.5 3739,-1356.5 3739,-1356.5 3739,-1385.5 3739,-1385.5 3739,-1391.5 3733,-1397.5 3727,-1397.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3659.5\" y=\"-1382.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3652\" y=\"-1367.3\">samples = 4</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3656.5\" y=\"-1352.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 171&#45;&gt;177 -->\n",
       "<g class=\"edge\" id=\"edge177\"><title>171-&gt;177</title>\n",
       "<path d=\"M3581.42,-1440.88C3600.93,-1428.68 3622.94,-1414.9 3642.12,-1402.9\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3644.1,-1405.79 3650.72,-1397.52 3640.38,-1399.86 3644.1,-1405.79\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 173 -->\n",
       "<g class=\"node\" id=\"node174\"><title>173</title>\n",
       "<path d=\"M3593.5,-1301C3593.5,-1301 3463.5,-1301 3463.5,-1301 3457.5,-1301 3451.5,-1295 3451.5,-1289 3451.5,-1289 3451.5,-1245 3451.5,-1245 3451.5,-1239 3457.5,-1233 3463.5,-1233 3463.5,-1233 3593.5,-1233 3593.5,-1233 3599.5,-1233 3605.5,-1239 3605.5,-1245 3605.5,-1245 3605.5,-1289 3605.5,-1289 3605.5,-1295 3599.5,-1301 3593.5,-1301\" fill=\"#e58139\" fill-opacity=\"0.501961\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3459.5\" y=\"-1285.8\">Account length ≤ 81.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3492\" y=\"-1270.8\">mse = 0.25</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3489\" y=\"-1255.8\">samples = 2</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3493.5\" y=\"-1240.8\">value = 0.5</text>\n",
       "</g>\n",
       "<!-- 172&#45;&gt;173 -->\n",
       "<g class=\"edge\" id=\"edge173\"><title>172-&gt;173</title>\n",
       "<path d=\"M3528.5,-1336.88C3528.5,-1328.78 3528.5,-1319.98 3528.5,-1311.47\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3532,-1311.3 3528.5,-1301.3 3525,-1311.3 3532,-1311.3\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 176 -->\n",
       "<g class=\"node\" id=\"node177\"><title>176</title>\n",
       "<path d=\"M3715,-1293.5C3715,-1293.5 3636,-1293.5 3636,-1293.5 3630,-1293.5 3624,-1287.5 3624,-1281.5 3624,-1281.5 3624,-1252.5 3624,-1252.5 3624,-1246.5 3630,-1240.5 3636,-1240.5 3636,-1240.5 3715,-1240.5 3715,-1240.5 3721,-1240.5 3727,-1246.5 3727,-1252.5 3727,-1252.5 3727,-1281.5 3727,-1281.5 3727,-1287.5 3721,-1293.5 3715,-1293.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3643.5\" y=\"-1278.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3632\" y=\"-1263.3\">samples = 16</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3640.5\" y=\"-1248.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 172&#45;&gt;176 -->\n",
       "<g class=\"edge\" id=\"edge176\"><title>172-&gt;176</title>\n",
       "<path d=\"M3576.23,-1336.88C3593.66,-1324.79 3613.31,-1311.15 3630.5,-1299.22\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3632.5,-1302.1 3638.72,-1293.52 3628.51,-1296.35 3632.5,-1302.1\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 174 -->\n",
       "<g class=\"node\" id=\"node175\"><title>174</title>\n",
       "<path d=\"M3535,-1189.5C3535,-1189.5 3464,-1189.5 3464,-1189.5 3458,-1189.5 3452,-1183.5 3452,-1177.5 3452,-1177.5 3452,-1148.5 3452,-1148.5 3452,-1142.5 3458,-1136.5 3464,-1136.5 3464,-1136.5 3535,-1136.5 3535,-1136.5 3541,-1136.5 3547,-1142.5 3547,-1148.5 3547,-1148.5 3547,-1177.5 3547,-1177.5 3547,-1183.5 3541,-1189.5 3535,-1189.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3467.5\" y=\"-1174.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3460\" y=\"-1159.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3464.5\" y=\"-1144.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 173&#45;&gt;174 -->\n",
       "<g class=\"edge\" id=\"edge174\"><title>173-&gt;174</title>\n",
       "<path d=\"M3519.08,-1232.88C3516.02,-1222.11 3512.61,-1210.11 3509.5,-1199.18\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3512.86,-1198.18 3506.76,-1189.52 3506.12,-1200.1 3512.86,-1198.18\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 175 -->\n",
       "<g class=\"node\" id=\"node176\"><title>175</title>\n",
       "<path d=\"M3648,-1189.5C3648,-1189.5 3577,-1189.5 3577,-1189.5 3571,-1189.5 3565,-1183.5 3565,-1177.5 3565,-1177.5 3565,-1148.5 3565,-1148.5 3565,-1142.5 3571,-1136.5 3577,-1136.5 3577,-1136.5 3648,-1136.5 3648,-1136.5 3654,-1136.5 3660,-1142.5 3660,-1148.5 3660,-1148.5 3660,-1177.5 3660,-1177.5 3660,-1183.5 3654,-1189.5 3648,-1189.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3580.5\" y=\"-1174.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3573\" y=\"-1159.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3577.5\" y=\"-1144.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 173&#45;&gt;175 -->\n",
       "<g class=\"edge\" id=\"edge175\"><title>173-&gt;175</title>\n",
       "<path d=\"M3555.77,-1232.88C3565.1,-1221.56 3575.54,-1208.88 3584.89,-1197.52\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3587.83,-1199.46 3591.48,-1189.52 3582.42,-1195.01 3587.83,-1199.46\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 179 -->\n",
       "<g class=\"node\" id=\"node180\"><title>179</title>\n",
       "<path d=\"M4143,-1613C4143,-1613 4030,-1613 4030,-1613 4024,-1613 4018,-1607 4018,-1601 4018,-1601 4018,-1557 4018,-1557 4018,-1551 4024,-1545 4030,-1545 4030,-1545 4143,-1545 4143,-1545 4149,-1545 4155,-1551 4155,-1557 4155,-1557 4155,-1601 4155,-1601 4155,-1607 4149,-1613 4143,-1613\" fill=\"#e58139\" fill-opacity=\"0.239216\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4026\" y=\"-1597.8\">Total intl calls ≤ 2.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4046\" y=\"-1582.8\">mse = 0.182</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4039\" y=\"-1567.8\">samples = 138</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4043.5\" y=\"-1552.8\">value = 0.239</text>\n",
       "</g>\n",
       "<!-- 178&#45;&gt;179 -->\n",
       "<g class=\"edge\" id=\"edge179\"><title>178-&gt;179</title>\n",
       "<path d=\"M4133.1,-1648.88C4127.25,-1640.24 4120.88,-1630.82 4114.77,-1621.79\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"4117.53,-1619.62 4109.03,-1613.3 4111.73,-1623.54 4117.53,-1619.62\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 194 -->\n",
       "<g class=\"node\" id=\"node195\"><title>194</title>\n",
       "<path d=\"M4264,-1605.5C4264,-1605.5 4185,-1605.5 4185,-1605.5 4179,-1605.5 4173,-1599.5 4173,-1593.5 4173,-1593.5 4173,-1564.5 4173,-1564.5 4173,-1558.5 4179,-1552.5 4185,-1552.5 4185,-1552.5 4264,-1552.5 4264,-1552.5 4270,-1552.5 4276,-1558.5 4276,-1564.5 4276,-1564.5 4276,-1593.5 4276,-1593.5 4276,-1599.5 4270,-1605.5 4264,-1605.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4192.5\" y=\"-1590.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4181\" y=\"-1575.3\">samples = 31</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4189.5\" y=\"-1560.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 178&#45;&gt;194 -->\n",
       "<g class=\"edge\" id=\"edge194\"><title>178-&gt;194</title>\n",
       "<path d=\"M4177.9,-1648.88C4185.49,-1637.67 4193.97,-1625.13 4201.6,-1613.85\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"4204.53,-1615.76 4207.24,-1605.52 4198.73,-1611.84 4204.53,-1615.76\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 180 -->\n",
       "<g class=\"node\" id=\"node181\"><title>180</title>\n",
       "<path d=\"M4015,-1501.5C4015,-1501.5 3936,-1501.5 3936,-1501.5 3930,-1501.5 3924,-1495.5 3924,-1489.5 3924,-1489.5 3924,-1460.5 3924,-1460.5 3924,-1454.5 3930,-1448.5 3936,-1448.5 3936,-1448.5 4015,-1448.5 4015,-1448.5 4021,-1448.5 4027,-1454.5 4027,-1460.5 4027,-1460.5 4027,-1489.5 4027,-1489.5 4027,-1495.5 4021,-1501.5 4015,-1501.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3943.5\" y=\"-1486.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3932\" y=\"-1471.3\">samples = 27</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3940.5\" y=\"-1456.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 179&#45;&gt;180 -->\n",
       "<g class=\"edge\" id=\"edge180\"><title>179-&gt;180</title>\n",
       "<path d=\"M4050.46,-1544.88C4037.78,-1533.23 4023.54,-1520.14 4010.9,-1508.53\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"4013,-1505.71 4003.27,-1501.52 4008.27,-1510.86 4013,-1505.71\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 181 -->\n",
       "<g class=\"node\" id=\"node182\"><title>181</title>\n",
       "<path d=\"M4221.5,-1509C4221.5,-1509 4057.5,-1509 4057.5,-1509 4051.5,-1509 4045.5,-1503 4045.5,-1497 4045.5,-1497 4045.5,-1453 4045.5,-1453 4045.5,-1447 4051.5,-1441 4057.5,-1441 4057.5,-1441 4221.5,-1441 4221.5,-1441 4227.5,-1441 4233.5,-1447 4233.5,-1453 4233.5,-1453 4233.5,-1497 4233.5,-1497 4233.5,-1503 4227.5,-1509 4221.5,-1509\" fill=\"#e58139\" fill-opacity=\"0.054902\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4053.5\" y=\"-1493.8\">Total day minutes ≤ 251.45</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4099\" y=\"-1478.8\">mse = 0.051</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4092\" y=\"-1463.8\">samples = 111</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4096.5\" y=\"-1448.8\">value = 0.054</text>\n",
       "</g>\n",
       "<!-- 179&#45;&gt;181 -->\n",
       "<g class=\"edge\" id=\"edge181\"><title>179-&gt;181</title>\n",
       "<path d=\"M4103.71,-1544.88C4108.1,-1536.42 4112.89,-1527.21 4117.49,-1518.35\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"4120.69,-1519.79 4122.2,-1509.3 4114.48,-1516.56 4120.69,-1519.79\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 182 -->\n",
       "<g class=\"node\" id=\"node183\"><title>182</title>\n",
       "<path d=\"M4084.5,-1405C4084.5,-1405 3920.5,-1405 3920.5,-1405 3914.5,-1405 3908.5,-1399 3908.5,-1393 3908.5,-1393 3908.5,-1349 3908.5,-1349 3908.5,-1343 3914.5,-1337 3920.5,-1337 3920.5,-1337 4084.5,-1337 4084.5,-1337 4090.5,-1337 4096.5,-1343 4096.5,-1349 4096.5,-1349 4096.5,-1393 4096.5,-1393 4096.5,-1399 4090.5,-1405 4084.5,-1405\" fill=\"#e58139\" fill-opacity=\"0.027451\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3916.5\" y=\"-1389.8\">Total eve minutes ≤ 324.85</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3962\" y=\"-1374.8\">mse = 0.028</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3955\" y=\"-1359.8\">samples = 106</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3959.5\" y=\"-1344.8\">value = 0.028</text>\n",
       "</g>\n",
       "<!-- 181&#45;&gt;182 -->\n",
       "<g class=\"edge\" id=\"edge182\"><title>181-&gt;182</title>\n",
       "<path d=\"M4095.02,-1440.88C4082.34,-1431.44 4068.4,-1421.06 4055.27,-1411.29\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"4057.34,-1408.46 4047.23,-1405.3 4053.16,-1414.08 4057.34,-1408.46\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 189 -->\n",
       "<g class=\"node\" id=\"node190\"><title>189</title>\n",
       "<path d=\"M4282.5,-1405C4282.5,-1405 4126.5,-1405 4126.5,-1405 4120.5,-1405 4114.5,-1399 4114.5,-1393 4114.5,-1393 4114.5,-1349 4114.5,-1349 4114.5,-1343 4120.5,-1337 4126.5,-1337 4126.5,-1337 4282.5,-1337 4282.5,-1337 4288.5,-1337 4294.5,-1343 4294.5,-1349 4294.5,-1349 4294.5,-1393 4294.5,-1393 4294.5,-1399 4288.5,-1405 4282.5,-1405\" fill=\"#e58139\" fill-opacity=\"0.600000\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4122.5\" y=\"-1389.8\">Total eve minutes ≤ 234.3</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4168\" y=\"-1374.8\">mse = 0.24</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4165\" y=\"-1359.8\">samples = 5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4169.5\" y=\"-1344.8\">value = 0.6</text>\n",
       "</g>\n",
       "<!-- 181&#45;&gt;189 -->\n",
       "<g class=\"edge\" id=\"edge189\"><title>181-&gt;189</title>\n",
       "<path d=\"M4160.6,-1440.88C4166.11,-1432.24 4172.12,-1422.82 4177.87,-1413.79\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"4180.86,-1415.61 4183.28,-1405.3 4174.95,-1411.85 4180.86,-1415.61\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 183 -->\n",
       "<g class=\"node\" id=\"node184\"><title>183</title>\n",
       "<path d=\"M3912,-1301C3912,-1301 3757,-1301 3757,-1301 3751,-1301 3745,-1295 3745,-1289 3745,-1289 3745,-1245 3745,-1245 3745,-1239 3751,-1233 3757,-1233 3757,-1233 3912,-1233 3912,-1233 3918,-1233 3924,-1239 3924,-1245 3924,-1245 3924,-1289 3924,-1289 3924,-1295 3918,-1301 3912,-1301\" fill=\"#e58139\" fill-opacity=\"0.007843\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3753\" y=\"-1285.8\">Total night minutes ≤ 84.4</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3798\" y=\"-1270.8\">mse = 0.01</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3787\" y=\"-1255.8\">samples = 103</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3795.5\" y=\"-1240.8\">value = 0.01</text>\n",
       "</g>\n",
       "<!-- 182&#45;&gt;183 -->\n",
       "<g class=\"edge\" id=\"edge183\"><title>182-&gt;183</title>\n",
       "<path d=\"M3947.96,-1336.88C3932.03,-1327.21 3914.49,-1316.56 3898.06,-1306.59\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3899.42,-1303.32 3889.06,-1301.12 3895.79,-1309.31 3899.42,-1303.32\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 186 -->\n",
       "<g class=\"node\" id=\"node187\"><title>186</title>\n",
       "<path d=\"M4084.5,-1301C4084.5,-1301 3954.5,-1301 3954.5,-1301 3948.5,-1301 3942.5,-1295 3942.5,-1289 3942.5,-1289 3942.5,-1245 3942.5,-1245 3942.5,-1239 3948.5,-1233 3954.5,-1233 3954.5,-1233 4084.5,-1233 4084.5,-1233 4090.5,-1233 4096.5,-1239 4096.5,-1245 4096.5,-1245 4096.5,-1289 4096.5,-1289 4096.5,-1295 4090.5,-1301 4084.5,-1301\" fill=\"#e58139\" fill-opacity=\"0.666667\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3950.5\" y=\"-1285.8\">Account length ≤ 99.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3979\" y=\"-1270.8\">mse = 0.222</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3980\" y=\"-1255.8\">samples = 3</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3976.5\" y=\"-1240.8\">value = 0.667</text>\n",
       "</g>\n",
       "<!-- 182&#45;&gt;186 -->\n",
       "<g class=\"edge\" id=\"edge186\"><title>182-&gt;186</title>\n",
       "<path d=\"M4008.02,-1336.88C4009.39,-1328.69 4010.87,-1319.79 4012.3,-1311.19\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"4015.76,-1311.74 4013.95,-1301.3 4008.85,-1310.59 4015.76,-1311.74\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 184 -->\n",
       "<g class=\"node\" id=\"node185\"><title>184</title>\n",
       "<path d=\"M3761,-1189.5C3761,-1189.5 3690,-1189.5 3690,-1189.5 3684,-1189.5 3678,-1183.5 3678,-1177.5 3678,-1177.5 3678,-1148.5 3678,-1148.5 3678,-1142.5 3684,-1136.5 3690,-1136.5 3690,-1136.5 3761,-1136.5 3761,-1136.5 3767,-1136.5 3773,-1142.5 3773,-1148.5 3773,-1148.5 3773,-1177.5 3773,-1177.5 3773,-1183.5 3767,-1189.5 3761,-1189.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3693.5\" y=\"-1174.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3686\" y=\"-1159.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3690.5\" y=\"-1144.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 183&#45;&gt;184 -->\n",
       "<g class=\"edge\" id=\"edge184\"><title>183-&gt;184</title>\n",
       "<path d=\"M3799.11,-1232.88C3786.65,-1221.23 3772.67,-1208.14 3760.26,-1196.53\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3762.46,-1193.8 3752.77,-1189.52 3757.68,-1198.91 3762.46,-1193.8\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 185 -->\n",
       "<g class=\"node\" id=\"node186\"><title>185</title>\n",
       "<path d=\"M3890,-1189.5C3890,-1189.5 3803,-1189.5 3803,-1189.5 3797,-1189.5 3791,-1183.5 3791,-1177.5 3791,-1177.5 3791,-1148.5 3791,-1148.5 3791,-1142.5 3797,-1136.5 3803,-1136.5 3803,-1136.5 3890,-1136.5 3890,-1136.5 3896,-1136.5 3902,-1142.5 3902,-1148.5 3902,-1148.5 3902,-1177.5 3902,-1177.5 3902,-1183.5 3896,-1189.5 3890,-1189.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3814.5\" y=\"-1174.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3799\" y=\"-1159.3\">samples = 102</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3811.5\" y=\"-1144.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 183&#45;&gt;185 -->\n",
       "<g class=\"edge\" id=\"edge185\"><title>183-&gt;185</title>\n",
       "<path d=\"M3838.4,-1232.88C3839.65,-1222.22 3841.05,-1210.35 3842.32,-1199.52\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3845.81,-1199.86 3843.5,-1189.52 3838.85,-1199.04 3845.81,-1199.86\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 187 -->\n",
       "<g class=\"node\" id=\"node188\"><title>187</title>\n",
       "<path d=\"M4003,-1189.5C4003,-1189.5 3932,-1189.5 3932,-1189.5 3926,-1189.5 3920,-1183.5 3920,-1177.5 3920,-1177.5 3920,-1148.5 3920,-1148.5 3920,-1142.5 3926,-1136.5 3932,-1136.5 3932,-1136.5 4003,-1136.5 4003,-1136.5 4009,-1136.5 4015,-1142.5 4015,-1148.5 4015,-1148.5 4015,-1177.5 4015,-1177.5 4015,-1183.5 4009,-1189.5 4003,-1189.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3935.5\" y=\"-1174.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3928\" y=\"-1159.3\">samples = 2</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3932.5\" y=\"-1144.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 186&#45;&gt;187 -->\n",
       "<g class=\"edge\" id=\"edge187\"><title>186-&gt;187</title>\n",
       "<path d=\"M4002.62,-1232.88C3997.01,-1221.89 3990.76,-1209.62 3985.1,-1198.52\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3988.17,-1196.84 3980.51,-1189.52 3981.93,-1200.02 3988.17,-1196.84\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 188 -->\n",
       "<g class=\"node\" id=\"node189\"><title>188</title>\n",
       "<path d=\"M4116,-1189.5C4116,-1189.5 4045,-1189.5 4045,-1189.5 4039,-1189.5 4033,-1183.5 4033,-1177.5 4033,-1177.5 4033,-1148.5 4033,-1148.5 4033,-1142.5 4039,-1136.5 4045,-1136.5 4045,-1136.5 4116,-1136.5 4116,-1136.5 4122,-1136.5 4128,-1142.5 4128,-1148.5 4128,-1148.5 4128,-1177.5 4128,-1177.5 4128,-1183.5 4122,-1189.5 4116,-1189.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4048.5\" y=\"-1174.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4041\" y=\"-1159.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4045.5\" y=\"-1144.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 186&#45;&gt;188 -->\n",
       "<g class=\"edge\" id=\"edge188\"><title>186-&gt;188</title>\n",
       "<path d=\"M4039.3,-1232.88C4045.95,-1221.78 4053.37,-1209.37 4060.06,-1198.18\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"4063.11,-1199.9 4065.24,-1189.52 4057.1,-1196.31 4063.11,-1199.9\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 190 -->\n",
       "<g class=\"node\" id=\"node191\"><title>190</title>\n",
       "<path d=\"M4260.5,-1301C4260.5,-1301 4126.5,-1301 4126.5,-1301 4120.5,-1301 4114.5,-1295 4114.5,-1289 4114.5,-1289 4114.5,-1245 4114.5,-1245 4114.5,-1239 4120.5,-1233 4126.5,-1233 4126.5,-1233 4260.5,-1233 4260.5,-1233 4266.5,-1233 4272.5,-1239 4272.5,-1245 4272.5,-1245 4272.5,-1289 4272.5,-1289 4272.5,-1295 4266.5,-1301 4260.5,-1301\" fill=\"#e58139\" fill-opacity=\"0.333333\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4122.5\" y=\"-1285.8\">Total night calls ≤ 98.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4153\" y=\"-1270.8\">mse = 0.222</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4154\" y=\"-1255.8\">samples = 3</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4150.5\" y=\"-1240.8\">value = 0.333</text>\n",
       "</g>\n",
       "<!-- 189&#45;&gt;190 -->\n",
       "<g class=\"edge\" id=\"edge190\"><title>189-&gt;190</title>\n",
       "<path d=\"M4200.93,-1336.88C4200.05,-1328.78 4199.11,-1319.98 4198.19,-1311.47\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"4201.64,-1310.87 4197.09,-1301.3 4194.68,-1311.62 4201.64,-1310.87\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 193 -->\n",
       "<g class=\"node\" id=\"node194\"><title>193</title>\n",
       "<path d=\"M4374,-1293.5C4374,-1293.5 4303,-1293.5 4303,-1293.5 4297,-1293.5 4291,-1287.5 4291,-1281.5 4291,-1281.5 4291,-1252.5 4291,-1252.5 4291,-1246.5 4297,-1240.5 4303,-1240.5 4303,-1240.5 4374,-1240.5 4374,-1240.5 4380,-1240.5 4386,-1246.5 4386,-1252.5 4386,-1252.5 4386,-1281.5 4386,-1281.5 4386,-1287.5 4380,-1293.5 4374,-1293.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4306.5\" y=\"-1278.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4299\" y=\"-1263.3\">samples = 2</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4303.5\" y=\"-1248.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 189&#45;&gt;193 -->\n",
       "<g class=\"edge\" id=\"edge193\"><title>189-&gt;193</title>\n",
       "<path d=\"M4248.01,-1336.88C4263.61,-1325.01 4281.16,-1311.65 4296.62,-1299.88\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"4299.14,-1302.36 4304.97,-1293.52 4294.9,-1296.79 4299.14,-1302.36\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 191 -->\n",
       "<g class=\"node\" id=\"node192\"><title>191</title>\n",
       "<path d=\"M4229,-1189.5C4229,-1189.5 4158,-1189.5 4158,-1189.5 4152,-1189.5 4146,-1183.5 4146,-1177.5 4146,-1177.5 4146,-1148.5 4146,-1148.5 4146,-1142.5 4152,-1136.5 4158,-1136.5 4158,-1136.5 4229,-1136.5 4229,-1136.5 4235,-1136.5 4241,-1142.5 4241,-1148.5 4241,-1148.5 4241,-1177.5 4241,-1177.5 4241,-1183.5 4235,-1189.5 4229,-1189.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4161.5\" y=\"-1174.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4154\" y=\"-1159.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4158.5\" y=\"-1144.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 190&#45;&gt;191 -->\n",
       "<g class=\"edge\" id=\"edge191\"><title>190-&gt;191</title>\n",
       "<path d=\"M4193.5,-1232.88C4193.5,-1222.33 4193.5,-1210.6 4193.5,-1199.85\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"4197,-1199.52 4193.5,-1189.52 4190,-1199.52 4197,-1199.52\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 192 -->\n",
       "<g class=\"node\" id=\"node193\"><title>192</title>\n",
       "<path d=\"M4342,-1189.5C4342,-1189.5 4271,-1189.5 4271,-1189.5 4265,-1189.5 4259,-1183.5 4259,-1177.5 4259,-1177.5 4259,-1148.5 4259,-1148.5 4259,-1142.5 4265,-1136.5 4271,-1136.5 4271,-1136.5 4342,-1136.5 4342,-1136.5 4348,-1136.5 4354,-1142.5 4354,-1148.5 4354,-1148.5 4354,-1177.5 4354,-1177.5 4354,-1183.5 4348,-1189.5 4342,-1189.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4274.5\" y=\"-1174.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4267\" y=\"-1159.3\">samples = 2</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4271.5\" y=\"-1144.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 190&#45;&gt;192 -->\n",
       "<g class=\"edge\" id=\"edge192\"><title>190-&gt;192</title>\n",
       "<path d=\"M4230.19,-1232.88C4243.1,-1221.23 4257.6,-1208.14 4270.46,-1196.53\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"4273.15,-1198.82 4278.23,-1189.52 4268.46,-1193.62 4273.15,-1198.82\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 196 -->\n",
       "<g class=\"node\" id=\"node197\"><title>196</title>\n",
       "<path d=\"M4682,-1717C4682,-1717 4527,-1717 4527,-1717 4521,-1717 4515,-1711 4515,-1705 4515,-1705 4515,-1661 4515,-1661 4515,-1655 4521,-1649 4527,-1649 4527,-1649 4682,-1649 4682,-1649 4688,-1649 4694,-1655 4694,-1661 4694,-1661 4694,-1705 4694,-1705 4694,-1711 4688,-1717 4682,-1717\" fill=\"#e58139\" fill-opacity=\"0.870588\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4523\" y=\"-1701.8\">Total day minutes ≤ 138.7</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4564\" y=\"-1686.8\">mse = 0.112</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4561\" y=\"-1671.8\">samples = 62</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4561.5\" y=\"-1656.8\">value = 0.871</text>\n",
       "</g>\n",
       "<!-- 195&#45;&gt;196 -->\n",
       "<g class=\"edge\" id=\"edge196\"><title>195-&gt;196</title>\n",
       "<path d=\"M4684.86,-1752.88C4674.06,-1743.62 4662.2,-1733.45 4650.99,-1723.85\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"4653.22,-1721.15 4643.35,-1717.3 4648.66,-1726.46 4653.22,-1721.15\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 205 -->\n",
       "<g class=\"node\" id=\"node206\"><title>205</title>\n",
       "<path d=\"M4899.5,-1717C4899.5,-1717 4749.5,-1717 4749.5,-1717 4743.5,-1717 4737.5,-1711 4737.5,-1705 4737.5,-1705 4737.5,-1661 4737.5,-1661 4737.5,-1655 4743.5,-1649 4749.5,-1649 4749.5,-1649 4899.5,-1649 4899.5,-1649 4905.5,-1649 4911.5,-1655 4911.5,-1661 4911.5,-1661 4911.5,-1705 4911.5,-1705 4911.5,-1711 4905.5,-1717 4899.5,-1717\" fill=\"#e58139\" fill-opacity=\"0.223529\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4745.5\" y=\"-1701.8\">Total eve charge ≤ 13.22</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4784\" y=\"-1686.8\">mse = 0.174</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4781\" y=\"-1671.8\">samples = 85</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4781.5\" y=\"-1656.8\">value = 0.224</text>\n",
       "</g>\n",
       "<!-- 195&#45;&gt;205 -->\n",
       "<g class=\"edge\" id=\"edge205\"><title>195-&gt;205</title>\n",
       "<path d=\"M4756.29,-1752.88C4765.2,-1743.89 4774.95,-1734.04 4784.22,-1724.68\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"4786.98,-1726.87 4791.53,-1717.3 4782,-1721.94 4786.98,-1726.87\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 197 -->\n",
       "<g class=\"node\" id=\"node198\"><title>197</title>\n",
       "<path d=\"M4480,-1605.5C4480,-1605.5 4401,-1605.5 4401,-1605.5 4395,-1605.5 4389,-1599.5 4389,-1593.5 4389,-1593.5 4389,-1564.5 4389,-1564.5 4389,-1558.5 4395,-1552.5 4401,-1552.5 4401,-1552.5 4480,-1552.5 4480,-1552.5 4486,-1552.5 4492,-1558.5 4492,-1564.5 4492,-1564.5 4492,-1593.5 4492,-1593.5 4492,-1599.5 4486,-1605.5 4480,-1605.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4408.5\" y=\"-1590.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4397\" y=\"-1575.3\">samples = 36</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4405.5\" y=\"-1560.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 196&#45;&gt;197 -->\n",
       "<g class=\"edge\" id=\"edge197\"><title>196-&gt;197</title>\n",
       "<path d=\"M4551.25,-1648.88C4531.63,-1636.68 4509.48,-1622.9 4490.18,-1610.9\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"4491.87,-1607.83 4481.53,-1605.52 4488.18,-1613.77 4491.87,-1607.83\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 198 -->\n",
       "<g class=\"node\" id=\"node199\"><title>198</title>\n",
       "<path d=\"M4686.5,-1613C4686.5,-1613 4522.5,-1613 4522.5,-1613 4516.5,-1613 4510.5,-1607 4510.5,-1601 4510.5,-1601 4510.5,-1557 4510.5,-1557 4510.5,-1551 4516.5,-1545 4522.5,-1545 4522.5,-1545 4686.5,-1545 4686.5,-1545 4692.5,-1545 4698.5,-1551 4698.5,-1557 4698.5,-1557 4698.5,-1601 4698.5,-1601 4698.5,-1607 4692.5,-1613 4686.5,-1613\" fill=\"#e58139\" fill-opacity=\"0.694118\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4518.5\" y=\"-1597.8\">Total eve minutes ≤ 232.35</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4564\" y=\"-1582.8\">mse = 0.213</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4561\" y=\"-1567.8\">samples = 26</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4561.5\" y=\"-1552.8\">value = 0.692</text>\n",
       "</g>\n",
       "<!-- 196&#45;&gt;198 -->\n",
       "<g class=\"edge\" id=\"edge198\"><title>196-&gt;198</title>\n",
       "<path d=\"M4604.5,-1648.88C4604.5,-1640.78 4604.5,-1631.98 4604.5,-1623.47\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"4608,-1623.3 4604.5,-1613.3 4601,-1623.3 4608,-1623.3\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 199 -->\n",
       "<g class=\"node\" id=\"node200\"><title>199</title>\n",
       "<path d=\"M4527,-1509C4527,-1509 4364,-1509 4364,-1509 4358,-1509 4352,-1503 4352,-1497 4352,-1497 4352,-1453 4352,-1453 4352,-1447 4358,-1441 4364,-1441 4364,-1441 4527,-1441 4527,-1441 4533,-1441 4539,-1447 4539,-1453 4539,-1453 4539,-1497 4539,-1497 4539,-1503 4533,-1509 4527,-1509\" fill=\"#e58139\" fill-opacity=\"0.858824\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4360\" y=\"-1493.8\">Total night minutes ≤ 250.9</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4405\" y=\"-1478.8\">mse = 0.122</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4402\" y=\"-1463.8\">samples = 21</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4402.5\" y=\"-1448.8\">value = 0.857</text>\n",
       "</g>\n",
       "<!-- 198&#45;&gt;199 -->\n",
       "<g class=\"edge\" id=\"edge199\"><title>198-&gt;199</title>\n",
       "<path d=\"M4552.88,-1544.88C4537.8,-1535.21 4521.2,-1524.56 4505.65,-1514.59\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"4507.44,-1511.58 4497.14,-1509.12 4503.66,-1517.47 4507.44,-1511.58\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 204 -->\n",
       "<g class=\"node\" id=\"node205\"><title>204</title>\n",
       "<path d=\"M4640,-1501.5C4640,-1501.5 4569,-1501.5 4569,-1501.5 4563,-1501.5 4557,-1495.5 4557,-1489.5 4557,-1489.5 4557,-1460.5 4557,-1460.5 4557,-1454.5 4563,-1448.5 4569,-1448.5 4569,-1448.5 4640,-1448.5 4640,-1448.5 4646,-1448.5 4652,-1454.5 4652,-1460.5 4652,-1460.5 4652,-1489.5 4652,-1489.5 4652,-1495.5 4646,-1501.5 4640,-1501.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4572.5\" y=\"-1486.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4565\" y=\"-1471.3\">samples = 5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4569.5\" y=\"-1456.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 198&#45;&gt;204 -->\n",
       "<g class=\"edge\" id=\"edge204\"><title>198-&gt;204</title>\n",
       "<path d=\"M4604.5,-1544.88C4604.5,-1534.33 4604.5,-1522.6 4604.5,-1511.85\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"4608,-1511.52 4604.5,-1501.52 4601,-1511.52 4608,-1511.52\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 200 -->\n",
       "<g class=\"node\" id=\"node201\"><title>200</title>\n",
       "<path d=\"M4416,-1397.5C4416,-1397.5 4337,-1397.5 4337,-1397.5 4331,-1397.5 4325,-1391.5 4325,-1385.5 4325,-1385.5 4325,-1356.5 4325,-1356.5 4325,-1350.5 4331,-1344.5 4337,-1344.5 4337,-1344.5 4416,-1344.5 4416,-1344.5 4422,-1344.5 4428,-1350.5 4428,-1356.5 4428,-1356.5 4428,-1385.5 4428,-1385.5 4428,-1391.5 4422,-1397.5 4416,-1397.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4344.5\" y=\"-1382.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4333\" y=\"-1367.3\">samples = 16</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4341.5\" y=\"-1352.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 199&#45;&gt;200 -->\n",
       "<g class=\"edge\" id=\"edge200\"><title>199-&gt;200</title>\n",
       "<path d=\"M4423.1,-1440.88C4415.51,-1429.67 4407.03,-1417.13 4399.4,-1405.85\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"4402.27,-1403.84 4393.76,-1397.52 4396.47,-1407.76 4402.27,-1403.84\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 201 -->\n",
       "<g class=\"node\" id=\"node202\"><title>201</title>\n",
       "<path d=\"M4608.5,-1405C4608.5,-1405 4458.5,-1405 4458.5,-1405 4452.5,-1405 4446.5,-1399 4446.5,-1393 4446.5,-1393 4446.5,-1349 4446.5,-1349 4446.5,-1343 4452.5,-1337 4458.5,-1337 4458.5,-1337 4608.5,-1337 4608.5,-1337 4614.5,-1337 4620.5,-1343 4620.5,-1349 4620.5,-1349 4620.5,-1393 4620.5,-1393 4620.5,-1399 4614.5,-1405 4608.5,-1405\" fill=\"#e58139\" fill-opacity=\"0.400000\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4454.5\" y=\"-1389.8\">Total eve charge ≤ 15.09</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4497\" y=\"-1374.8\">mse = 0.24</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4494\" y=\"-1359.8\">samples = 5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4498.5\" y=\"-1344.8\">value = 0.4</text>\n",
       "</g>\n",
       "<!-- 199&#45;&gt;201 -->\n",
       "<g class=\"edge\" id=\"edge201\"><title>199-&gt;201</title>\n",
       "<path d=\"M4474.07,-1440.88C4481.76,-1431.98 4490.16,-1422.24 4498.16,-1412.96\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"4500.89,-1415.16 4504.77,-1405.3 4495.59,-1410.58 4500.89,-1415.16\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 202 -->\n",
       "<g class=\"node\" id=\"node203\"><title>202</title>\n",
       "<path d=\"M4487,-1293.5C4487,-1293.5 4416,-1293.5 4416,-1293.5 4410,-1293.5 4404,-1287.5 4404,-1281.5 4404,-1281.5 4404,-1252.5 4404,-1252.5 4404,-1246.5 4410,-1240.5 4416,-1240.5 4416,-1240.5 4487,-1240.5 4487,-1240.5 4493,-1240.5 4499,-1246.5 4499,-1252.5 4499,-1252.5 4499,-1281.5 4499,-1281.5 4499,-1287.5 4493,-1293.5 4487,-1293.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4419.5\" y=\"-1278.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4412\" y=\"-1263.3\">samples = 2</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4416.5\" y=\"-1248.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 201&#45;&gt;202 -->\n",
       "<g class=\"edge\" id=\"edge202\"><title>201-&gt;202</title>\n",
       "<path d=\"M4506.88,-1336.88C4497.77,-1325.56 4487.58,-1312.88 4478.45,-1301.52\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"4481.01,-1299.12 4472.02,-1293.52 4475.55,-1303.51 4481.01,-1299.12\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 203 -->\n",
       "<g class=\"node\" id=\"node204\"><title>203</title>\n",
       "<path d=\"M4600,-1293.5C4600,-1293.5 4529,-1293.5 4529,-1293.5 4523,-1293.5 4517,-1287.5 4517,-1281.5 4517,-1281.5 4517,-1252.5 4517,-1252.5 4517,-1246.5 4523,-1240.5 4529,-1240.5 4529,-1240.5 4600,-1240.5 4600,-1240.5 4606,-1240.5 4612,-1246.5 4612,-1252.5 4612,-1252.5 4612,-1281.5 4612,-1281.5 4612,-1287.5 4606,-1293.5 4600,-1293.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4532.5\" y=\"-1278.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4525\" y=\"-1263.3\">samples = 3</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4529.5\" y=\"-1248.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 201&#45;&gt;203 -->\n",
       "<g class=\"edge\" id=\"edge203\"><title>201-&gt;203</title>\n",
       "<path d=\"M4543.56,-1336.88C4546.84,-1326.11 4550.49,-1314.11 4553.81,-1303.18\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"4557.18,-1304.11 4556.74,-1293.52 4550.49,-1302.07 4557.18,-1304.11\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 206 -->\n",
       "<g class=\"node\" id=\"node207\"><title>206</title>\n",
       "<path d=\"M4902,-1613C4902,-1613 4747,-1613 4747,-1613 4741,-1613 4735,-1607 4735,-1601 4735,-1601 4735,-1557 4735,-1557 4735,-1551 4741,-1545 4747,-1545 4747,-1545 4902,-1545 4902,-1545 4908,-1545 4914,-1551 4914,-1557 4914,-1557 4914,-1601 4914,-1601 4914,-1607 4908,-1613 4902,-1613\" fill=\"#e58139\" fill-opacity=\"0.611765\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4743\" y=\"-1597.8\">Total day minutes ≤ 189.9</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4784\" y=\"-1582.8\">mse = 0.238</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4781\" y=\"-1567.8\">samples = 18</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4781.5\" y=\"-1552.8\">value = 0.611</text>\n",
       "</g>\n",
       "<!-- 205&#45;&gt;206 -->\n",
       "<g class=\"edge\" id=\"edge206\"><title>205-&gt;206</title>\n",
       "<path d=\"M4824.5,-1648.88C4824.5,-1640.78 4824.5,-1631.98 4824.5,-1623.47\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"4828,-1623.3 4824.5,-1613.3 4821,-1623.3 4828,-1623.3\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 215 -->\n",
       "<g class=\"node\" id=\"node216\"><title>215</title>\n",
       "<path d=\"M5116,-1613C5116,-1613 4981,-1613 4981,-1613 4975,-1613 4969,-1607 4969,-1601 4969,-1601 4969,-1557 4969,-1557 4969,-1551 4975,-1545 4981,-1545 4981,-1545 5116,-1545 5116,-1545 5122,-1545 5128,-1551 5128,-1557 5128,-1557 5128,-1601 5128,-1601 5128,-1607 5122,-1613 5116,-1613\" fill=\"#e58139\" fill-opacity=\"0.117647\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4977\" y=\"-1597.8\">Total eve calls ≤ 138.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5008\" y=\"-1582.8\">mse = 0.105</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5005\" y=\"-1567.8\">samples = 67</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5005.5\" y=\"-1552.8\">value = 0.119</text>\n",
       "</g>\n",
       "<!-- 205&#45;&gt;215 -->\n",
       "<g class=\"edge\" id=\"edge215\"><title>205-&gt;215</title>\n",
       "<path d=\"M4897.23,-1648.88C4919.35,-1638.81 4943.8,-1627.67 4966.49,-1617.34\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"4968.11,-1620.45 4975.76,-1613.12 4965.2,-1614.08 4968.11,-1620.45\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 207 -->\n",
       "<g class=\"node\" id=\"node208\"><title>207</title>\n",
       "<path d=\"M4753,-1501.5C4753,-1501.5 4682,-1501.5 4682,-1501.5 4676,-1501.5 4670,-1495.5 4670,-1489.5 4670,-1489.5 4670,-1460.5 4670,-1460.5 4670,-1454.5 4676,-1448.5 4682,-1448.5 4682,-1448.5 4753,-1448.5 4753,-1448.5 4759,-1448.5 4765,-1454.5 4765,-1460.5 4765,-1460.5 4765,-1489.5 4765,-1489.5 4765,-1495.5 4759,-1501.5 4753,-1501.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4685.5\" y=\"-1486.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4678\" y=\"-1471.3\">samples = 7</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4682.5\" y=\"-1456.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 206&#45;&gt;207 -->\n",
       "<g class=\"edge\" id=\"edge207\"><title>206-&gt;207</title>\n",
       "<path d=\"M4789.76,-1544.88C4777.53,-1533.23 4763.8,-1520.14 4751.63,-1508.53\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"4753.92,-1505.89 4744.27,-1501.52 4749.09,-1510.95 4753.92,-1505.89\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 208 -->\n",
       "<g class=\"node\" id=\"node209\"><title>208</title>\n",
       "<path d=\"M4889.5,-1509C4889.5,-1509 4795.5,-1509 4795.5,-1509 4789.5,-1509 4783.5,-1503 4783.5,-1497 4783.5,-1497 4783.5,-1453 4783.5,-1453 4783.5,-1447 4789.5,-1441 4795.5,-1441 4795.5,-1441 4889.5,-1441 4889.5,-1441 4895.5,-1441 4901.5,-1447 4901.5,-1453 4901.5,-1453 4901.5,-1497 4901.5,-1497 4901.5,-1503 4895.5,-1509 4889.5,-1509\" fill=\"#e58139\" fill-opacity=\"0.364706\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4791.5\" y=\"-1493.8\">Area code ≤ 0.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4802\" y=\"-1478.8\">mse = 0.231</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4799\" y=\"-1463.8\">samples = 11</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4799.5\" y=\"-1448.8\">value = 0.364</text>\n",
       "</g>\n",
       "<!-- 206&#45;&gt;208 -->\n",
       "<g class=\"edge\" id=\"edge208\"><title>206-&gt;208</title>\n",
       "<path d=\"M4830.34,-1544.88C4831.79,-1536.69 4833.36,-1527.79 4834.88,-1519.19\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"4838.33,-1519.76 4836.62,-1509.3 4831.44,-1518.54 4838.33,-1519.76\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 209 -->\n",
       "<g class=\"node\" id=\"node210\"><title>209</title>\n",
       "<path d=\"M4744,-1397.5C4744,-1397.5 4673,-1397.5 4673,-1397.5 4667,-1397.5 4661,-1391.5 4661,-1385.5 4661,-1385.5 4661,-1356.5 4661,-1356.5 4661,-1350.5 4667,-1344.5 4673,-1344.5 4673,-1344.5 4744,-1344.5 4744,-1344.5 4750,-1344.5 4756,-1350.5 4756,-1356.5 4756,-1356.5 4756,-1385.5 4756,-1385.5 4756,-1391.5 4750,-1397.5 4744,-1397.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4676.5\" y=\"-1382.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4669\" y=\"-1367.3\">samples = 3</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4673.5\" y=\"-1352.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 208&#45;&gt;209 -->\n",
       "<g class=\"edge\" id=\"edge209\"><title>208-&gt;209</title>\n",
       "<path d=\"M4798.99,-1440.88C4783.39,-1429.01 4765.84,-1415.65 4750.38,-1403.88\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"4752.1,-1400.79 4742.03,-1397.52 4747.86,-1406.36 4752.1,-1400.79\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 210 -->\n",
       "<g class=\"node\" id=\"node211\"><title>210</title>\n",
       "<path d=\"M4899,-1405C4899,-1405 4786,-1405 4786,-1405 4780,-1405 4774,-1399 4774,-1393 4774,-1393 4774,-1349 4774,-1349 4774,-1343 4780,-1337 4786,-1337 4786,-1337 4899,-1337 4899,-1337 4905,-1337 4911,-1343 4911,-1349 4911,-1349 4911,-1393 4911,-1393 4911,-1399 4905,-1405 4899,-1405\" fill=\"#e58139\" fill-opacity=\"0.125490\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4782\" y=\"-1389.8\">Total intl calls ≤ 3.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4802\" y=\"-1374.8\">mse = 0.109</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4803\" y=\"-1359.8\">samples = 8</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4799.5\" y=\"-1344.8\">value = 0.125</text>\n",
       "</g>\n",
       "<!-- 208&#45;&gt;210 -->\n",
       "<g class=\"edge\" id=\"edge210\"><title>208-&gt;210</title>\n",
       "<path d=\"M4842.5,-1440.88C4842.5,-1432.78 4842.5,-1423.98 4842.5,-1415.47\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"4846,-1415.3 4842.5,-1405.3 4839,-1415.3 4846,-1415.3\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 211 -->\n",
       "<g class=\"node\" id=\"node212\"><title>211</title>\n",
       "<path d=\"M4784.5,-1301C4784.5,-1301 4642.5,-1301 4642.5,-1301 4636.5,-1301 4630.5,-1295 4630.5,-1289 4630.5,-1289 4630.5,-1245 4630.5,-1245 4630.5,-1239 4636.5,-1233 4642.5,-1233 4642.5,-1233 4784.5,-1233 4784.5,-1233 4790.5,-1233 4796.5,-1239 4796.5,-1245 4796.5,-1245 4796.5,-1289 4796.5,-1289 4796.5,-1295 4790.5,-1301 4784.5,-1301\" fill=\"#e58139\" fill-opacity=\"0.501961\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4638.5\" y=\"-1285.8\">Total night calls ≤ 100.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4677\" y=\"-1270.8\">mse = 0.25</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4674\" y=\"-1255.8\">samples = 2</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4678.5\" y=\"-1240.8\">value = 0.5</text>\n",
       "</g>\n",
       "<!-- 210&#45;&gt;211 -->\n",
       "<g class=\"edge\" id=\"edge211\"><title>210-&gt;211</title>\n",
       "<path d=\"M4800.62,-1336.88C4788.79,-1327.53 4775.8,-1317.26 4763.54,-1307.57\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"4765.63,-1304.76 4755.61,-1301.3 4761.29,-1310.25 4765.63,-1304.76\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 214 -->\n",
       "<g class=\"node\" id=\"node215\"><title>214</title>\n",
       "<path d=\"M4898,-1293.5C4898,-1293.5 4827,-1293.5 4827,-1293.5 4821,-1293.5 4815,-1287.5 4815,-1281.5 4815,-1281.5 4815,-1252.5 4815,-1252.5 4815,-1246.5 4821,-1240.5 4827,-1240.5 4827,-1240.5 4898,-1240.5 4898,-1240.5 4904,-1240.5 4910,-1246.5 4910,-1252.5 4910,-1252.5 4910,-1281.5 4910,-1281.5 4910,-1287.5 4904,-1293.5 4898,-1293.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4830.5\" y=\"-1278.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4823\" y=\"-1263.3\">samples = 6</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4827.5\" y=\"-1248.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 210&#45;&gt;214 -->\n",
       "<g class=\"edge\" id=\"edge214\"><title>210-&gt;214</title>\n",
       "<path d=\"M4848.99,-1336.88C4851.09,-1326.22 4853.41,-1314.35 4855.54,-1303.52\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"4859.01,-1304.01 4857.5,-1293.52 4852.14,-1302.66 4859.01,-1304.01\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 212 -->\n",
       "<g class=\"node\" id=\"node213\"><title>212</title>\n",
       "<path d=\"M4681,-1189.5C4681,-1189.5 4610,-1189.5 4610,-1189.5 4604,-1189.5 4598,-1183.5 4598,-1177.5 4598,-1177.5 4598,-1148.5 4598,-1148.5 4598,-1142.5 4604,-1136.5 4610,-1136.5 4610,-1136.5 4681,-1136.5 4681,-1136.5 4687,-1136.5 4693,-1142.5 4693,-1148.5 4693,-1148.5 4693,-1177.5 4693,-1177.5 4693,-1183.5 4687,-1189.5 4681,-1189.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4613.5\" y=\"-1174.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4606\" y=\"-1159.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4610.5\" y=\"-1144.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 211&#45;&gt;212 -->\n",
       "<g class=\"edge\" id=\"edge212\"><title>211-&gt;212</title>\n",
       "<path d=\"M4691.42,-1232.88C4683.94,-1221.67 4675.58,-1209.13 4668.07,-1197.85\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"4670.97,-1195.9 4662.51,-1189.52 4665.15,-1199.78 4670.97,-1195.9\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 213 -->\n",
       "<g class=\"node\" id=\"node214\"><title>213</title>\n",
       "<path d=\"M4794,-1189.5C4794,-1189.5 4723,-1189.5 4723,-1189.5 4717,-1189.5 4711,-1183.5 4711,-1177.5 4711,-1177.5 4711,-1148.5 4711,-1148.5 4711,-1142.5 4717,-1136.5 4723,-1136.5 4723,-1136.5 4794,-1136.5 4794,-1136.5 4800,-1136.5 4806,-1142.5 4806,-1148.5 4806,-1148.5 4806,-1177.5 4806,-1177.5 4806,-1183.5 4800,-1189.5 4794,-1189.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4726.5\" y=\"-1174.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4719\" y=\"-1159.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4723.5\" y=\"-1144.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 211&#45;&gt;213 -->\n",
       "<g class=\"edge\" id=\"edge213\"><title>211-&gt;213</title>\n",
       "<path d=\"M4728.11,-1232.88C4732.91,-1222 4738.27,-1209.86 4743.13,-1198.85\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"4746.41,-1200.08 4747.24,-1189.52 4740,-1197.26 4746.41,-1200.08\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 216 -->\n",
       "<g class=\"node\" id=\"node217\"><title>216</title>\n",
       "<path d=\"M5126.5,-1509C5126.5,-1509 4970.5,-1509 4970.5,-1509 4964.5,-1509 4958.5,-1503 4958.5,-1497 4958.5,-1497 4958.5,-1453 4958.5,-1453 4958.5,-1447 4964.5,-1441 4970.5,-1441 4970.5,-1441 5126.5,-1441 5126.5,-1441 5132.5,-1441 5138.5,-1447 5138.5,-1453 5138.5,-1453 5138.5,-1497 5138.5,-1497 5138.5,-1503 5132.5,-1509 5126.5,-1509\" fill=\"#e58139\" fill-opacity=\"0.094118\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4966.5\" y=\"-1493.8\">Total eve minutes ≤ 349.7</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5008\" y=\"-1478.8\">mse = 0.085</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5005\" y=\"-1463.8\">samples = 64</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5005.5\" y=\"-1448.8\">value = 0.094</text>\n",
       "</g>\n",
       "<!-- 215&#45;&gt;216 -->\n",
       "<g class=\"edge\" id=\"edge216\"><title>215-&gt;216</title>\n",
       "<path d=\"M5048.5,-1544.88C5048.5,-1536.78 5048.5,-1527.98 5048.5,-1519.47\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"5052,-1519.3 5048.5,-1509.3 5045,-1519.3 5052,-1519.3\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 227 -->\n",
       "<g class=\"node\" id=\"node228\"><title>227</title>\n",
       "<path d=\"M5359.5,-1509C5359.5,-1509 5201.5,-1509 5201.5,-1509 5195.5,-1509 5189.5,-1503 5189.5,-1497 5189.5,-1497 5189.5,-1453 5189.5,-1453 5189.5,-1447 5195.5,-1441 5201.5,-1441 5201.5,-1441 5359.5,-1441 5359.5,-1441 5365.5,-1441 5371.5,-1447 5371.5,-1453 5371.5,-1453 5371.5,-1497 5371.5,-1497 5371.5,-1503 5365.5,-1509 5359.5,-1509\" fill=\"#e58139\" fill-opacity=\"0.666667\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5197.5\" y=\"-1493.8\">Total eve charge ≤ 14.975</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5240\" y=\"-1478.8\">mse = 0.222</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5241\" y=\"-1463.8\">samples = 3</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5237.5\" y=\"-1448.8\">value = 0.667</text>\n",
       "</g>\n",
       "<!-- 215&#45;&gt;227 -->\n",
       "<g class=\"edge\" id=\"edge227\"><title>215-&gt;227</title>\n",
       "<path d=\"M5123.82,-1544.88C5146.83,-1534.77 5172.29,-1523.58 5195.87,-1513.21\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"5197.41,-1516.35 5205.16,-1509.12 5194.59,-1509.95 5197.41,-1516.35\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 217 -->\n",
       "<g class=\"node\" id=\"node218\"><title>217</title>\n",
       "<path d=\"M5090,-1405C5090,-1405 4941,-1405 4941,-1405 4935,-1405 4929,-1399 4929,-1393 4929,-1393 4929,-1349 4929,-1349 4929,-1343 4935,-1337 4941,-1337 4941,-1337 5090,-1337 5090,-1337 5096,-1337 5102,-1343 5102,-1349 5102,-1349 5102,-1393 5102,-1393 5102,-1399 5096,-1405 5090,-1405\" fill=\"#e58139\" fill-opacity=\"0.078431\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4937\" y=\"-1389.8\">Total day charge ≤ 29.88</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4975\" y=\"-1374.8\">mse = 0.073</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4972\" y=\"-1359.8\">samples = 63</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4972.5\" y=\"-1344.8\">value = 0.079</text>\n",
       "</g>\n",
       "<!-- 216&#45;&gt;217 -->\n",
       "<g class=\"edge\" id=\"edge217\"><title>216-&gt;217</title>\n",
       "<path d=\"M5037.79,-1440.88C5035.11,-1432.6 5032.19,-1423.6 5029.38,-1414.91\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"5032.68,-1413.74 5026.27,-1405.3 5026.02,-1415.89 5032.68,-1413.74\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 226 -->\n",
       "<g class=\"node\" id=\"node227\"><title>226</title>\n",
       "<path d=\"M5203,-1397.5C5203,-1397.5 5132,-1397.5 5132,-1397.5 5126,-1397.5 5120,-1391.5 5120,-1385.5 5120,-1385.5 5120,-1356.5 5120,-1356.5 5120,-1350.5 5126,-1344.5 5132,-1344.5 5132,-1344.5 5203,-1344.5 5203,-1344.5 5209,-1344.5 5215,-1350.5 5215,-1356.5 5215,-1356.5 5215,-1385.5 5215,-1385.5 5215,-1391.5 5209,-1397.5 5203,-1397.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5135.5\" y=\"-1382.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5128\" y=\"-1367.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5132.5\" y=\"-1352.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 216&#45;&gt;226 -->\n",
       "<g class=\"edge\" id=\"edge226\"><title>216-&gt;226</title>\n",
       "<path d=\"M5087.14,-1440.88C5100.86,-1429.12 5116.29,-1415.89 5129.93,-1404.2\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"5132.41,-1406.69 5137.73,-1397.52 5127.86,-1401.37 5132.41,-1406.69\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 218 -->\n",
       "<g class=\"node\" id=\"node219\"><title>218</title>\n",
       "<path d=\"M5090.5,-1301C5090.5,-1301 4940.5,-1301 4940.5,-1301 4934.5,-1301 4928.5,-1295 4928.5,-1289 4928.5,-1289 4928.5,-1245 4928.5,-1245 4928.5,-1239 4934.5,-1233 4940.5,-1233 4940.5,-1233 5090.5,-1233 5090.5,-1233 5096.5,-1233 5102.5,-1239 5102.5,-1245 5102.5,-1245 5102.5,-1289 5102.5,-1289 5102.5,-1295 5096.5,-1301 5090.5,-1301\" fill=\"#e58139\" fill-opacity=\"0.223529\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4936.5\" y=\"-1285.8\">Total eve charge ≤ 18.03</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4975\" y=\"-1270.8\">mse = 0.173</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4972\" y=\"-1255.8\">samples = 18</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4972.5\" y=\"-1240.8\">value = 0.222</text>\n",
       "</g>\n",
       "<!-- 217&#45;&gt;218 -->\n",
       "<g class=\"edge\" id=\"edge218\"><title>217-&gt;218</title>\n",
       "<path d=\"M5015.5,-1336.88C5015.5,-1328.78 5015.5,-1319.98 5015.5,-1311.47\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"5019,-1311.3 5015.5,-1301.3 5012,-1311.3 5019,-1311.3\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 221 -->\n",
       "<g class=\"node\" id=\"node222\"><title>221</title>\n",
       "<path d=\"M5212,-1301C5212,-1301 5133,-1301 5133,-1301 5127,-1301 5121,-1295 5121,-1289 5121,-1289 5121,-1245 5121,-1245 5121,-1239 5127,-1233 5133,-1233 5133,-1233 5212,-1233 5212,-1233 5218,-1233 5224,-1239 5224,-1245 5224,-1245 5224,-1289 5224,-1289 5224,-1295 5218,-1301 5212,-1301\" fill=\"#e58139\" fill-opacity=\"0.023529\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5134\" y=\"-1285.8\">State ≤ 49.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5132\" y=\"-1270.8\">mse = 0.022</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5129\" y=\"-1255.8\">samples = 45</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5129.5\" y=\"-1240.8\">value = 0.022</text>\n",
       "</g>\n",
       "<!-- 217&#45;&gt;221 -->\n",
       "<g class=\"edge\" id=\"edge221\"><title>217-&gt;221</title>\n",
       "<path d=\"M5066.47,-1336.88C5081.36,-1327.21 5097.75,-1316.56 5113.11,-1306.59\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"5115.04,-1309.51 5121.51,-1301.12 5111.22,-1303.64 5115.04,-1309.51\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 219 -->\n",
       "<g class=\"node\" id=\"node220\"><title>219</title>\n",
       "<path d=\"M4943,-1189.5C4943,-1189.5 4872,-1189.5 4872,-1189.5 4866,-1189.5 4860,-1183.5 4860,-1177.5 4860,-1177.5 4860,-1148.5 4860,-1148.5 4860,-1142.5 4866,-1136.5 4872,-1136.5 4872,-1136.5 4943,-1136.5 4943,-1136.5 4949,-1136.5 4955,-1142.5 4955,-1148.5 4955,-1148.5 4955,-1177.5 4955,-1177.5 4955,-1183.5 4949,-1189.5 4943,-1189.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4875.5\" y=\"-1174.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4868\" y=\"-1159.3\">samples = 4</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4872.5\" y=\"-1144.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 218&#45;&gt;219 -->\n",
       "<g class=\"edge\" id=\"edge219\"><title>218-&gt;219</title>\n",
       "<path d=\"M4980.44,-1232.88C4968.09,-1221.23 4954.24,-1208.14 4941.95,-1196.53\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"4944.19,-1193.84 4934.52,-1189.52 4939.39,-1198.93 4944.19,-1193.84\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 220 -->\n",
       "<g class=\"node\" id=\"node221\"><title>220</title>\n",
       "<path d=\"M5064,-1189.5C5064,-1189.5 4985,-1189.5 4985,-1189.5 4979,-1189.5 4973,-1183.5 4973,-1177.5 4973,-1177.5 4973,-1148.5 4973,-1148.5 4973,-1142.5 4979,-1136.5 4985,-1136.5 4985,-1136.5 5064,-1136.5 5064,-1136.5 5070,-1136.5 5076,-1142.5 5076,-1148.5 5076,-1148.5 5076,-1177.5 5076,-1177.5 5076,-1183.5 5070,-1189.5 5064,-1189.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4992.5\" y=\"-1174.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4981\" y=\"-1159.3\">samples = 14</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4989.5\" y=\"-1144.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 218&#45;&gt;220 -->\n",
       "<g class=\"edge\" id=\"edge220\"><title>218-&gt;220</title>\n",
       "<path d=\"M5018.42,-1232.88C5019.36,-1222.22 5020.41,-1210.35 5021.37,-1199.52\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"5024.86,-1199.79 5022.25,-1189.52 5017.88,-1199.17 5024.86,-1199.79\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 222 -->\n",
       "<g class=\"node\" id=\"node223\"><title>222</title>\n",
       "<path d=\"M5203,-1189.5C5203,-1189.5 5124,-1189.5 5124,-1189.5 5118,-1189.5 5112,-1183.5 5112,-1177.5 5112,-1177.5 5112,-1148.5 5112,-1148.5 5112,-1142.5 5118,-1136.5 5124,-1136.5 5124,-1136.5 5203,-1136.5 5203,-1136.5 5209,-1136.5 5215,-1142.5 5215,-1148.5 5215,-1148.5 5215,-1177.5 5215,-1177.5 5215,-1183.5 5209,-1189.5 5203,-1189.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5131.5\" y=\"-1174.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5120\" y=\"-1159.3\">samples = 43</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5128.5\" y=\"-1144.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 221&#45;&gt;222 -->\n",
       "<g class=\"edge\" id=\"edge222\"><title>221-&gt;222</title>\n",
       "<path d=\"M5169.58,-1232.88C5168.64,-1222.22 5167.59,-1210.35 5166.63,-1199.52\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"5170.12,-1199.17 5165.75,-1189.52 5163.14,-1199.79 5170.12,-1199.17\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 223 -->\n",
       "<g class=\"node\" id=\"node224\"><title>223</title>\n",
       "<path d=\"M5395.5,-1197C5395.5,-1197 5245.5,-1197 5245.5,-1197 5239.5,-1197 5233.5,-1191 5233.5,-1185 5233.5,-1185 5233.5,-1141 5233.5,-1141 5233.5,-1135 5239.5,-1129 5245.5,-1129 5245.5,-1129 5395.5,-1129 5395.5,-1129 5401.5,-1129 5407.5,-1135 5407.5,-1141 5407.5,-1141 5407.5,-1185 5407.5,-1185 5407.5,-1191 5401.5,-1197 5395.5,-1197\" fill=\"#e58139\" fill-opacity=\"0.501961\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5241.5\" y=\"-1181.8\">Total intl minutes ≤ 10.05</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5284\" y=\"-1166.8\">mse = 0.25</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5281\" y=\"-1151.8\">samples = 2</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5285.5\" y=\"-1136.8\">value = 0.5</text>\n",
       "</g>\n",
       "<!-- 221&#45;&gt;223 -->\n",
       "<g class=\"edge\" id=\"edge223\"><title>221-&gt;223</title>\n",
       "<path d=\"M5220.55,-1232.88C5234.45,-1223.3 5249.75,-1212.76 5264.11,-1202.86\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"5266.19,-1205.68 5272.44,-1197.12 5262.22,-1199.92 5266.19,-1205.68\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 224 -->\n",
       "<g class=\"node\" id=\"node225\"><title>224</title>\n",
       "<path d=\"M5299,-1085.5C5299,-1085.5 5228,-1085.5 5228,-1085.5 5222,-1085.5 5216,-1079.5 5216,-1073.5 5216,-1073.5 5216,-1044.5 5216,-1044.5 5216,-1038.5 5222,-1032.5 5228,-1032.5 5228,-1032.5 5299,-1032.5 5299,-1032.5 5305,-1032.5 5311,-1038.5 5311,-1044.5 5311,-1044.5 5311,-1073.5 5311,-1073.5 5311,-1079.5 5305,-1085.5 5299,-1085.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5231.5\" y=\"-1070.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5224\" y=\"-1055.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5228.5\" y=\"-1040.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 223&#45;&gt;224 -->\n",
       "<g class=\"edge\" id=\"edge224\"><title>223-&gt;224</title>\n",
       "<path d=\"M5301.99,-1128.88C5295.85,-1117.89 5288.99,-1105.62 5282.79,-1094.52\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"5285.69,-1092.54 5277.76,-1085.52 5279.58,-1095.96 5285.69,-1092.54\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 225 -->\n",
       "<g class=\"node\" id=\"node226\"><title>225</title>\n",
       "<path d=\"M5412,-1085.5C5412,-1085.5 5341,-1085.5 5341,-1085.5 5335,-1085.5 5329,-1079.5 5329,-1073.5 5329,-1073.5 5329,-1044.5 5329,-1044.5 5329,-1038.5 5335,-1032.5 5341,-1032.5 5341,-1032.5 5412,-1032.5 5412,-1032.5 5418,-1032.5 5424,-1038.5 5424,-1044.5 5424,-1044.5 5424,-1073.5 5424,-1073.5 5424,-1079.5 5418,-1085.5 5412,-1085.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5344.5\" y=\"-1070.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5337\" y=\"-1055.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5341.5\" y=\"-1040.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 223&#45;&gt;225 -->\n",
       "<g class=\"edge\" id=\"edge225\"><title>223-&gt;225</title>\n",
       "<path d=\"M5338.68,-1128.88C5344.72,-1117.89 5351.46,-1105.62 5357.55,-1094.52\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"5360.74,-1095.97 5362.49,-1085.52 5354.61,-1092.6 5360.74,-1095.97\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 228 -->\n",
       "<g class=\"node\" id=\"node229\"><title>228</title>\n",
       "<path d=\"M5316,-1397.5C5316,-1397.5 5245,-1397.5 5245,-1397.5 5239,-1397.5 5233,-1391.5 5233,-1385.5 5233,-1385.5 5233,-1356.5 5233,-1356.5 5233,-1350.5 5239,-1344.5 5245,-1344.5 5245,-1344.5 5316,-1344.5 5316,-1344.5 5322,-1344.5 5328,-1350.5 5328,-1356.5 5328,-1356.5 5328,-1385.5 5328,-1385.5 5328,-1391.5 5322,-1397.5 5316,-1397.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5248.5\" y=\"-1382.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5241\" y=\"-1367.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5245.5\" y=\"-1352.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 227&#45;&gt;228 -->\n",
       "<g class=\"edge\" id=\"edge228\"><title>227-&gt;228</title>\n",
       "<path d=\"M5280.5,-1440.88C5280.5,-1430.33 5280.5,-1418.6 5280.5,-1407.85\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"5284,-1407.52 5280.5,-1397.52 5277,-1407.52 5284,-1407.52\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 229 -->\n",
       "<g class=\"node\" id=\"node230\"><title>229</title>\n",
       "<path d=\"M5429,-1397.5C5429,-1397.5 5358,-1397.5 5358,-1397.5 5352,-1397.5 5346,-1391.5 5346,-1385.5 5346,-1385.5 5346,-1356.5 5346,-1356.5 5346,-1350.5 5352,-1344.5 5358,-1344.5 5358,-1344.5 5429,-1344.5 5429,-1344.5 5435,-1344.5 5441,-1350.5 5441,-1356.5 5441,-1356.5 5441,-1385.5 5441,-1385.5 5441,-1391.5 5435,-1397.5 5429,-1397.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5361.5\" y=\"-1382.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5354\" y=\"-1367.3\">samples = 2</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5358.5\" y=\"-1352.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 227&#45;&gt;229 -->\n",
       "<g class=\"edge\" id=\"edge229\"><title>227-&gt;229</title>\n",
       "<path d=\"M5317.19,-1440.88C5330.1,-1429.23 5344.6,-1416.14 5357.46,-1404.53\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"5360.15,-1406.82 5365.23,-1397.52 5355.46,-1401.62 5360.15,-1406.82\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 231 -->\n",
       "<g class=\"node\" id=\"node232\"><title>231</title>\n",
       "<path d=\"M5694.5,-1821C5694.5,-1821 5538.5,-1821 5538.5,-1821 5532.5,-1821 5526.5,-1815 5526.5,-1809 5526.5,-1809 5526.5,-1765 5526.5,-1765 5526.5,-1759 5532.5,-1753 5538.5,-1753 5538.5,-1753 5694.5,-1753 5694.5,-1753 5700.5,-1753 5706.5,-1759 5706.5,-1765 5706.5,-1765 5706.5,-1809 5706.5,-1809 5706.5,-1815 5700.5,-1821 5694.5,-1821\" fill=\"#e58139\" fill-opacity=\"0.788235\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5534.5\" y=\"-1805.8\">Total eve minutes ≤ 180.3</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5576\" y=\"-1790.8\">mse = 0.167</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5573\" y=\"-1775.8\">samples = 94</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5573.5\" y=\"-1760.8\">value = 0.787</text>\n",
       "</g>\n",
       "<!-- 230&#45;&gt;231 -->\n",
       "<g class=\"edge\" id=\"edge231\"><title>230-&gt;231</title>\n",
       "<path d=\"M5616.5,-1856.88C5616.5,-1848.78 5616.5,-1839.98 5616.5,-1831.47\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"5620,-1831.3 5616.5,-1821.3 5613,-1831.3 5620,-1831.3\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 244 -->\n",
       "<g class=\"node\" id=\"node245\"><title>244</title>\n",
       "<path d=\"M6019.5,-1821C6019.5,-1821 5885.5,-1821 5885.5,-1821 5879.5,-1821 5873.5,-1815 5873.5,-1809 5873.5,-1809 5873.5,-1765 5873.5,-1765 5873.5,-1759 5879.5,-1753 5885.5,-1753 5885.5,-1753 6019.5,-1753 6019.5,-1753 6025.5,-1753 6031.5,-1759 6031.5,-1765 6031.5,-1765 6031.5,-1809 6031.5,-1809 6031.5,-1815 6025.5,-1821 6019.5,-1821\" fill=\"#e58139\" fill-opacity=\"0.152941\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5881.5\" y=\"-1805.8\">International plan ≤ 0.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5916\" y=\"-1790.8\">mse = 0.13</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5909\" y=\"-1775.8\">samples = 39</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5909.5\" y=\"-1760.8\">value = 0.154</text>\n",
       "</g>\n",
       "<!-- 230&#45;&gt;244 -->\n",
       "<g class=\"edge\" id=\"edge244\"><title>230-&gt;244</title>\n",
       "<path d=\"M5690.65,-1867.49C5741.59,-1852.02 5809.49,-1831.41 5863.37,-1815.06\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"5864.71,-1818.31 5873.26,-1812.05 5862.68,-1811.61 5864.71,-1818.31\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 232 -->\n",
       "<g class=\"node\" id=\"node233\"><title>232</title>\n",
       "<path d=\"M5595,-1717C5595,-1717 5440,-1717 5440,-1717 5434,-1717 5428,-1711 5428,-1705 5428,-1705 5428,-1661 5428,-1661 5428,-1655 5434,-1649 5440,-1649 5440,-1649 5595,-1649 5595,-1649 5601,-1649 5607,-1655 5607,-1661 5607,-1661 5607,-1705 5607,-1705 5607,-1711 5601,-1717 5595,-1717\" fill=\"#e58139\" fill-opacity=\"0.415686\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5436\" y=\"-1701.8\">Total day minutes ≤ 277.7</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5477\" y=\"-1686.8\">mse = 0.243</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5474\" y=\"-1671.8\">samples = 29</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5474.5\" y=\"-1656.8\">value = 0.414</text>\n",
       "</g>\n",
       "<!-- 231&#45;&gt;232 -->\n",
       "<g class=\"edge\" id=\"edge232\"><title>231-&gt;232</title>\n",
       "<path d=\"M5584.36,-1752.88C5575.63,-1743.89 5566.07,-1734.04 5556.98,-1724.68\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"5559.3,-1722.04 5549.82,-1717.3 5554.27,-1726.91 5559.3,-1722.04\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 241 -->\n",
       "<g class=\"node\" id=\"node242\"><title>241</title>\n",
       "<path d=\"M5794,-1717C5794,-1717 5637,-1717 5637,-1717 5631,-1717 5625,-1711 5625,-1705 5625,-1705 5625,-1661 5625,-1661 5625,-1655 5631,-1649 5637,-1649 5637,-1649 5794,-1649 5794,-1649 5800,-1649 5806,-1655 5806,-1661 5806,-1661 5806,-1705 5806,-1705 5806,-1711 5800,-1717 5794,-1717\" fill=\"#e58139\" fill-opacity=\"0.952941\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5633\" y=\"-1701.8\">Total night charge ≤ 5.155</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5675\" y=\"-1686.8\">mse = 0.044</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5672\" y=\"-1671.8\">samples = 65</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5672.5\" y=\"-1656.8\">value = 0.954</text>\n",
       "</g>\n",
       "<!-- 231&#45;&gt;241 -->\n",
       "<g class=\"edge\" id=\"edge241\"><title>231-&gt;241</title>\n",
       "<path d=\"M5648.64,-1752.88C5657.37,-1743.89 5666.93,-1734.04 5676.02,-1724.68\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"5678.73,-1726.91 5683.18,-1717.3 5673.7,-1722.04 5678.73,-1726.91\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 233 -->\n",
       "<g class=\"node\" id=\"node234\"><title>233</title>\n",
       "<path d=\"M5417,-1605.5C5417,-1605.5 5338,-1605.5 5338,-1605.5 5332,-1605.5 5326,-1599.5 5326,-1593.5 5326,-1593.5 5326,-1564.5 5326,-1564.5 5326,-1558.5 5332,-1552.5 5338,-1552.5 5338,-1552.5 5417,-1552.5 5417,-1552.5 5423,-1552.5 5429,-1558.5 5429,-1564.5 5429,-1564.5 5429,-1593.5 5429,-1593.5 5429,-1599.5 5423,-1605.5 5417,-1605.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5345.5\" y=\"-1590.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5334\" y=\"-1575.3\">samples = 11</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5342.5\" y=\"-1560.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 232&#45;&gt;233 -->\n",
       "<g class=\"edge\" id=\"edge233\"><title>232-&gt;233</title>\n",
       "<path d=\"M5472.05,-1648.88C5455.59,-1636.9 5437.07,-1623.4 5420.8,-1611.55\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"5422.67,-1608.58 5412.53,-1605.52 5418.55,-1614.24 5422.67,-1608.58\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 234 -->\n",
       "<g class=\"node\" id=\"node235\"><title>234</title>\n",
       "<path d=\"M5617.5,-1613C5617.5,-1613 5459.5,-1613 5459.5,-1613 5453.5,-1613 5447.5,-1607 5447.5,-1601 5447.5,-1601 5447.5,-1557 5447.5,-1557 5447.5,-1551 5453.5,-1545 5459.5,-1545 5459.5,-1545 5617.5,-1545 5617.5,-1545 5623.5,-1545 5629.5,-1551 5629.5,-1557 5629.5,-1557 5629.5,-1601 5629.5,-1601 5629.5,-1607 5623.5,-1613 5617.5,-1613\" fill=\"#e58139\" fill-opacity=\"0.666667\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5455.5\" y=\"-1597.8\">Total eve charge ≤ 12.305</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5498\" y=\"-1582.8\">mse = 0.222</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5495\" y=\"-1567.8\">samples = 18</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5495.5\" y=\"-1552.8\">value = 0.667</text>\n",
       "</g>\n",
       "<!-- 232&#45;&gt;234 -->\n",
       "<g class=\"edge\" id=\"edge234\"><title>232-&gt;234</title>\n",
       "<path d=\"M5524.32,-1648.88C5526.01,-1640.69 5527.84,-1631.79 5529.61,-1623.19\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"5533.06,-1623.8 5531.64,-1613.3 5526.2,-1622.39 5533.06,-1623.8\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 235 -->\n",
       "<g class=\"node\" id=\"node236\"><title>235</title>\n",
       "<path d=\"M5617.5,-1509C5617.5,-1509 5459.5,-1509 5459.5,-1509 5453.5,-1509 5447.5,-1503 5447.5,-1497 5447.5,-1497 5447.5,-1453 5447.5,-1453 5447.5,-1447 5453.5,-1441 5459.5,-1441 5459.5,-1441 5617.5,-1441 5617.5,-1441 5623.5,-1441 5629.5,-1447 5629.5,-1453 5629.5,-1453 5629.5,-1497 5629.5,-1497 5629.5,-1503 5623.5,-1509 5617.5,-1509\" fill=\"#e58139\" fill-opacity=\"0.164706\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5455.5\" y=\"-1493.8\">Total day charge ≤ 52.905</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5498\" y=\"-1478.8\">mse = 0.139</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5499\" y=\"-1463.8\">samples = 6</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5495.5\" y=\"-1448.8\">value = 0.167</text>\n",
       "</g>\n",
       "<!-- 234&#45;&gt;235 -->\n",
       "<g class=\"edge\" id=\"edge235\"><title>234-&gt;235</title>\n",
       "<path d=\"M5538.5,-1544.88C5538.5,-1536.78 5538.5,-1527.98 5538.5,-1519.47\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"5542,-1519.3 5538.5,-1509.3 5535,-1519.3 5542,-1519.3\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 238 -->\n",
       "<g class=\"node\" id=\"node239\"><title>238</title>\n",
       "<path d=\"M5772,-1509C5772,-1509 5693,-1509 5693,-1509 5687,-1509 5681,-1503 5681,-1497 5681,-1497 5681,-1453 5681,-1453 5681,-1447 5687,-1441 5693,-1441 5693,-1441 5772,-1441 5772,-1441 5778,-1441 5784,-1447 5784,-1453 5784,-1453 5784,-1497 5784,-1497 5784,-1503 5778,-1509 5772,-1509\" fill=\"#e58139\" fill-opacity=\"0.917647\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5694\" y=\"-1493.8\">State ≤ 15.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5692\" y=\"-1478.8\">mse = 0.076</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5689\" y=\"-1463.8\">samples = 12</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5689.5\" y=\"-1448.8\">value = 0.917</text>\n",
       "</g>\n",
       "<!-- 234&#45;&gt;238 -->\n",
       "<g class=\"edge\" id=\"edge238\"><title>234-&gt;238</title>\n",
       "<path d=\"M5601.49,-1544.88C5624.05,-1533.02 5649.42,-1519.68 5671.78,-1507.92\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"5673.62,-1510.91 5680.84,-1503.16 5670.36,-1504.72 5673.62,-1510.91\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 236 -->\n",
       "<g class=\"node\" id=\"node237\"><title>236</title>\n",
       "<path d=\"M5542,-1397.5C5542,-1397.5 5471,-1397.5 5471,-1397.5 5465,-1397.5 5459,-1391.5 5459,-1385.5 5459,-1385.5 5459,-1356.5 5459,-1356.5 5459,-1350.5 5465,-1344.5 5471,-1344.5 5471,-1344.5 5542,-1344.5 5542,-1344.5 5548,-1344.5 5554,-1350.5 5554,-1356.5 5554,-1356.5 5554,-1385.5 5554,-1385.5 5554,-1391.5 5548,-1397.5 5542,-1397.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5474.5\" y=\"-1382.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5467\" y=\"-1367.3\">samples = 5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5471.5\" y=\"-1352.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 235&#45;&gt;236 -->\n",
       "<g class=\"edge\" id=\"edge236\"><title>235-&gt;236</title>\n",
       "<path d=\"M5528.11,-1440.88C5524.73,-1430.11 5520.97,-1418.11 5517.54,-1407.18\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"5520.84,-1406.01 5514.51,-1397.52 5514.16,-1408.11 5520.84,-1406.01\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 237 -->\n",
       "<g class=\"node\" id=\"node238\"><title>237</title>\n",
       "<path d=\"M5655,-1397.5C5655,-1397.5 5584,-1397.5 5584,-1397.5 5578,-1397.5 5572,-1391.5 5572,-1385.5 5572,-1385.5 5572,-1356.5 5572,-1356.5 5572,-1350.5 5578,-1344.5 5584,-1344.5 5584,-1344.5 5655,-1344.5 5655,-1344.5 5661,-1344.5 5667,-1350.5 5667,-1356.5 5667,-1356.5 5667,-1385.5 5667,-1385.5 5667,-1391.5 5661,-1397.5 5655,-1397.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5587.5\" y=\"-1382.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5580\" y=\"-1367.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5584.5\" y=\"-1352.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 235&#45;&gt;237 -->\n",
       "<g class=\"edge\" id=\"edge237\"><title>235-&gt;237</title>\n",
       "<path d=\"M5564.8,-1440.88C5573.79,-1429.56 5583.86,-1416.88 5592.88,-1405.52\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"5595.76,-1407.53 5599.23,-1397.52 5590.27,-1403.17 5595.76,-1407.53\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 239 -->\n",
       "<g class=\"node\" id=\"node240\"><title>239</title>\n",
       "<path d=\"M5768,-1397.5C5768,-1397.5 5697,-1397.5 5697,-1397.5 5691,-1397.5 5685,-1391.5 5685,-1385.5 5685,-1385.5 5685,-1356.5 5685,-1356.5 5685,-1350.5 5691,-1344.5 5697,-1344.5 5697,-1344.5 5768,-1344.5 5768,-1344.5 5774,-1344.5 5780,-1350.5 5780,-1356.5 5780,-1356.5 5780,-1385.5 5780,-1385.5 5780,-1391.5 5774,-1397.5 5768,-1397.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5700.5\" y=\"-1382.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5693\" y=\"-1367.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5697.5\" y=\"-1352.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 238&#45;&gt;239 -->\n",
       "<g class=\"edge\" id=\"edge239\"><title>238-&gt;239</title>\n",
       "<path d=\"M5732.5,-1440.88C5732.5,-1430.33 5732.5,-1418.6 5732.5,-1407.85\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"5736,-1407.52 5732.5,-1397.52 5729,-1407.52 5736,-1407.52\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 240 -->\n",
       "<g class=\"node\" id=\"node241\"><title>240</title>\n",
       "<path d=\"M5889,-1397.5C5889,-1397.5 5810,-1397.5 5810,-1397.5 5804,-1397.5 5798,-1391.5 5798,-1385.5 5798,-1385.5 5798,-1356.5 5798,-1356.5 5798,-1350.5 5804,-1344.5 5810,-1344.5 5810,-1344.5 5889,-1344.5 5889,-1344.5 5895,-1344.5 5901,-1350.5 5901,-1356.5 5901,-1356.5 5901,-1385.5 5901,-1385.5 5901,-1391.5 5895,-1397.5 5889,-1397.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5817.5\" y=\"-1382.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5806\" y=\"-1367.3\">samples = 11</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5814.5\" y=\"-1352.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 238&#45;&gt;240 -->\n",
       "<g class=\"edge\" id=\"edge240\"><title>238-&gt;240</title>\n",
       "<path d=\"M5770.49,-1440.88C5783.98,-1429.12 5799.15,-1415.89 5812.56,-1404.2\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"5814.99,-1406.73 5820.23,-1397.52 5810.39,-1401.45 5814.99,-1406.73\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 242 -->\n",
       "<g class=\"node\" id=\"node243\"><title>242</title>\n",
       "<path d=\"M5731,-1605.5C5731,-1605.5 5660,-1605.5 5660,-1605.5 5654,-1605.5 5648,-1599.5 5648,-1593.5 5648,-1593.5 5648,-1564.5 5648,-1564.5 5648,-1558.5 5654,-1552.5 5660,-1552.5 5660,-1552.5 5731,-1552.5 5731,-1552.5 5737,-1552.5 5743,-1558.5 5743,-1564.5 5743,-1564.5 5743,-1593.5 5743,-1593.5 5743,-1599.5 5737,-1605.5 5731,-1605.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5663.5\" y=\"-1590.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5656\" y=\"-1575.3\">samples = 3</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5660.5\" y=\"-1560.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 241&#45;&gt;242 -->\n",
       "<g class=\"edge\" id=\"edge242\"><title>241-&gt;242</title>\n",
       "<path d=\"M5709.01,-1648.88C5706.91,-1638.22 5704.59,-1626.35 5702.46,-1615.52\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"5705.86,-1614.66 5700.5,-1605.52 5698.99,-1616.01 5705.86,-1614.66\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 243 -->\n",
       "<g class=\"node\" id=\"node244\"><title>243</title>\n",
       "<path d=\"M5852,-1605.5C5852,-1605.5 5773,-1605.5 5773,-1605.5 5767,-1605.5 5761,-1599.5 5761,-1593.5 5761,-1593.5 5761,-1564.5 5761,-1564.5 5761,-1558.5 5767,-1552.5 5773,-1552.5 5773,-1552.5 5852,-1552.5 5852,-1552.5 5858,-1552.5 5864,-1558.5 5864,-1564.5 5864,-1564.5 5864,-1593.5 5864,-1593.5 5864,-1599.5 5858,-1605.5 5852,-1605.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5780.5\" y=\"-1590.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5769\" y=\"-1575.3\">samples = 62</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5777.5\" y=\"-1560.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 241&#45;&gt;243 -->\n",
       "<g class=\"edge\" id=\"edge243\"><title>241-&gt;243</title>\n",
       "<path d=\"M5746.99,-1648.88C5757.97,-1637.34 5770.29,-1624.39 5781.25,-1612.86\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"5783.88,-1615.18 5788.23,-1605.52 5778.8,-1610.35 5783.88,-1615.18\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 245 -->\n",
       "<g class=\"node\" id=\"node246\"><title>245</title>\n",
       "<path d=\"M6030,-1717C6030,-1717 5875,-1717 5875,-1717 5869,-1717 5863,-1711 5863,-1705 5863,-1705 5863,-1661 5863,-1661 5863,-1655 5869,-1649 5875,-1649 5875,-1649 6030,-1649 6030,-1649 6036,-1649 6042,-1655 6042,-1661 6042,-1661 6042,-1705 6042,-1705 6042,-1711 6036,-1717 6030,-1717\" fill=\"#e58139\" fill-opacity=\"0.031373\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5871\" y=\"-1701.8\">Total day minutes ≤ 319.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5916\" y=\"-1686.8\">mse = 0.03</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5909\" y=\"-1671.8\">samples = 32</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5909.5\" y=\"-1656.8\">value = 0.031</text>\n",
       "</g>\n",
       "<!-- 244&#45;&gt;245 -->\n",
       "<g class=\"edge\" id=\"edge245\"><title>244-&gt;245</title>\n",
       "<path d=\"M5952.5,-1752.88C5952.5,-1744.78 5952.5,-1735.98 5952.5,-1727.47\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"5956,-1727.3 5952.5,-1717.3 5949,-1727.3 5956,-1727.3\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 248 -->\n",
       "<g class=\"node\" id=\"node249\"><title>248</title>\n",
       "<path d=\"M6235.5,-1717C6235.5,-1717 6091.5,-1717 6091.5,-1717 6085.5,-1717 6079.5,-1711 6079.5,-1705 6079.5,-1705 6079.5,-1661 6079.5,-1661 6079.5,-1655 6085.5,-1649 6091.5,-1649 6091.5,-1649 6235.5,-1649 6235.5,-1649 6241.5,-1649 6247.5,-1655 6247.5,-1661 6247.5,-1661 6247.5,-1705 6247.5,-1705 6247.5,-1711 6241.5,-1717 6235.5,-1717\" fill=\"#e58139\" fill-opacity=\"0.713725\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"6087.5\" y=\"-1701.8\">Total intl charge ≤ 2.185</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"6123\" y=\"-1686.8\">mse = 0.204</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"6124\" y=\"-1671.8\">samples = 7</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"6120.5\" y=\"-1656.8\">value = 0.714</text>\n",
       "</g>\n",
       "<!-- 244&#45;&gt;248 -->\n",
       "<g class=\"edge\" id=\"edge248\"><title>244-&gt;248</title>\n",
       "<path d=\"M6021.01,-1752.88C6041.75,-1742.86 6064.68,-1731.77 6085.96,-1721.48\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"6087.5,-1724.63 6094.98,-1717.12 6084.45,-1718.33 6087.5,-1724.63\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 246 -->\n",
       "<g class=\"node\" id=\"node247\"><title>246</title>\n",
       "<path d=\"M5973,-1605.5C5973,-1605.5 5894,-1605.5 5894,-1605.5 5888,-1605.5 5882,-1599.5 5882,-1593.5 5882,-1593.5 5882,-1564.5 5882,-1564.5 5882,-1558.5 5888,-1552.5 5894,-1552.5 5894,-1552.5 5973,-1552.5 5973,-1552.5 5979,-1552.5 5985,-1558.5 5985,-1564.5 5985,-1564.5 5985,-1593.5 5985,-1593.5 5985,-1599.5 5979,-1605.5 5973,-1605.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5901.5\" y=\"-1590.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5890\" y=\"-1575.3\">samples = 31</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5898.5\" y=\"-1560.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 245&#45;&gt;246 -->\n",
       "<g class=\"edge\" id=\"edge246\"><title>245-&gt;246</title>\n",
       "<path d=\"M5946.33,-1648.88C5944.34,-1638.22 5942.13,-1626.35 5940.12,-1615.52\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"5943.53,-1614.71 5938.25,-1605.52 5936.64,-1615.99 5943.53,-1614.71\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 247 -->\n",
       "<g class=\"node\" id=\"node248\"><title>247</title>\n",
       "<path d=\"M6086,-1605.5C6086,-1605.5 6015,-1605.5 6015,-1605.5 6009,-1605.5 6003,-1599.5 6003,-1593.5 6003,-1593.5 6003,-1564.5 6003,-1564.5 6003,-1558.5 6009,-1552.5 6015,-1552.5 6015,-1552.5 6086,-1552.5 6086,-1552.5 6092,-1552.5 6098,-1558.5 6098,-1564.5 6098,-1564.5 6098,-1593.5 6098,-1593.5 6098,-1599.5 6092,-1605.5 6086,-1605.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"6018.5\" y=\"-1590.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"6011\" y=\"-1575.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"6015.5\" y=\"-1560.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 245&#45;&gt;247 -->\n",
       "<g class=\"edge\" id=\"edge247\"><title>245-&gt;247</title>\n",
       "<path d=\"M5984.32,-1648.88C5995.41,-1637.34 6007.85,-1624.39 6018.93,-1612.86\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"6021.58,-1615.16 6025.98,-1605.52 6016.53,-1610.31 6021.58,-1615.16\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 249 -->\n",
       "<g class=\"node\" id=\"node250\"><title>249</title>\n",
       "<path d=\"M6199,-1605.5C6199,-1605.5 6128,-1605.5 6128,-1605.5 6122,-1605.5 6116,-1599.5 6116,-1593.5 6116,-1593.5 6116,-1564.5 6116,-1564.5 6116,-1558.5 6122,-1552.5 6128,-1552.5 6128,-1552.5 6199,-1552.5 6199,-1552.5 6205,-1552.5 6211,-1558.5 6211,-1564.5 6211,-1564.5 6211,-1593.5 6211,-1593.5 6211,-1599.5 6205,-1605.5 6199,-1605.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"6131.5\" y=\"-1590.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"6124\" y=\"-1575.3\">samples = 2</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"6128.5\" y=\"-1560.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 248&#45;&gt;249 -->\n",
       "<g class=\"edge\" id=\"edge249\"><title>248-&gt;249</title>\n",
       "<path d=\"M6163.5,-1648.88C6163.5,-1638.33 6163.5,-1626.6 6163.5,-1615.85\" fill=\"none\" stroke=\"black\"/>\n",
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       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"6244.5\" y=\"-1590.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"6237\" y=\"-1575.3\">samples = 5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"6241.5\" y=\"-1560.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 248&#45;&gt;250 -->\n",
       "<g class=\"edge\" id=\"edge250\"><title>248-&gt;250</title>\n",
       "<path d=\"M6200.19,-1648.88C6213.1,-1637.23 6227.6,-1624.14 6240.46,-1612.53\" fill=\"none\" stroke=\"black\"/>\n",
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       "</g>\n",
       "</g>\n",
       "</svg>"
      ],
      "text/plain": [
       "<IPython.core.display.SVG object>"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "graphviz = tree.export_graphviz(dt)\n",
    "from IPython.display import SVG\n",
    "from graphviz import Source\n",
    "graph = Source(tree.export_graphviz(dt, feature_names=x_train.columns, rounded=True, filled=True, special_characters=True))\n",
    "graph.render('DecisionTree', view=True)\n",
    "SVG(graph.pipe(format='svg'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# DetectOutlierByLOF"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.neighbors import LocalOutlierFactor\n",
    "def DetectOutlierByLOF(dataframe):\n",
    "    lof = LocalOutlierFactor(contamination='auto')\n",
    "    y_pred = lof.fit_predict(dataframe)\n",
    "    return y_pred"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# DetectOutlierByIQR"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "def DetectOutlierByIQR(dataframe):\n",
    "    Q1 = dataframe.quantile(0.25)\n",
    "    Q3 = dataframe.quantile(0.75)\n",
    "    IQR = Q3 - Q1\n",
    "    lower_bound = Q1 - (1.5 * IQR) \n",
    "    upper_bound = Q3 + (1.5 * IQR) \n",
    "    iqrDf = (dataframe >= lower_bound) & (dataframe <= upper_bound)\n",
    "    return iqrDf.loc[iqrDf[iqrDf.columns[0]] == False]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Add LOF to Outlier index list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "idxOutlier = set()\n",
    "checkListLOF = [['Total day minutes', 'Total day calls', 'Total day charge'],\n",
    "                 ['Total eve minutes', 'Total eve calls', 'Total eve charge']]\n",
    "checkListIQR = [['Account length'],\n",
    "                ['Number vmail messages'],\n",
    "                ['Customer service calls']]\n",
    "for lofList in checkListLOF:\n",
    "    checkOutlierAtt = dataEncoded[lofList]\n",
    "    acceptedList = DetectOutlierByLOF(checkOutlierAtt)\n",
    "    for i, value in enumerate(acceptedList):\n",
    "        if (value != 1):\n",
    "            idxOutlier.add(i)\n",
    "# display(idxOutlier)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Add IQR to Outlier index list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "for iqrList in checkListIQR:\n",
    "    checkOutlierAtt = dataEncoded[iqrList]\n",
    "    resultList = DetectOutlierByIQR(checkOutlierAtt)\n",
    "    for i, row in resultList.iterrows():\n",
    "         idxOutlier.add(i)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Get outlier dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "        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>State</th>\n",
       "      <th>Account length</th>\n",
       "      <th>Area code</th>\n",
       "      <th>International plan</th>\n",
       "      <th>Voice mail plan</th>\n",
       "      <th>Number vmail messages</th>\n",
       "      <th>Total day minutes</th>\n",
       "      <th>Total day calls</th>\n",
       "      <th>Total day charge</th>\n",
       "      <th>Total eve minutes</th>\n",
       "      <th>Total eve calls</th>\n",
       "      <th>Total eve charge</th>\n",
       "      <th>Total night minutes</th>\n",
       "      <th>Total night calls</th>\n",
       "      <th>Total night charge</th>\n",
       "      <th>Total intl minutes</th>\n",
       "      <th>Total intl calls</th>\n",
       "      <th>Total intl charge</th>\n",
       "      <th>Customer service calls</th>\n",
       "      <th>Churn</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>15</td>\n",
       "      <td>65</td>\n",
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       "      <td>83</td>\n",
       "      <td>19.42</td>\n",
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       "      <td>111</td>\n",
       "      <td>9.40</td>\n",
       "      <td>12.7</td>\n",
       "      <td>6</td>\n",
       "      <td>3.43</td>\n",
       "      <td>4</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>12</td>\n",
       "      <td>62</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>120.7</td>\n",
       "      <td>70</td>\n",
       "      <td>20.52</td>\n",
       "      <td>307.2</td>\n",
       "      <td>76</td>\n",
       "      <td>26.11</td>\n",
       "      <td>203.0</td>\n",
       "      <td>99</td>\n",
       "      <td>9.14</td>\n",
       "      <td>13.1</td>\n",
       "      <td>6</td>\n",
       "      <td>3.54</td>\n",
       "      <td>4</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>34</td>\n",
       "      <td>161</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>332.9</td>\n",
       "      <td>67</td>\n",
       "      <td>56.59</td>\n",
       "      <td>317.8</td>\n",
       "      <td>97</td>\n",
       "      <td>27.01</td>\n",
       "      <td>160.6</td>\n",
       "      <td>128</td>\n",
       "      <td>7.23</td>\n",
       "      <td>5.4</td>\n",
       "      <td>9</td>\n",
       "      <td>1.46</td>\n",
       "      <td>4</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>5</td>\n",
       "      <td>77</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>62.4</td>\n",
       "      <td>89</td>\n",
       "      <td>10.61</td>\n",
       "      <td>169.9</td>\n",
       "      <td>121</td>\n",
       "      <td>14.44</td>\n",
       "      <td>209.6</td>\n",
       "      <td>64</td>\n",
       "      <td>9.43</td>\n",
       "      <td>5.7</td>\n",
       "      <td>6</td>\n",
       "      <td>1.54</td>\n",
       "      <td>5</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>18</td>\n",
       "      <td>172</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>212.0</td>\n",
       "      <td>121</td>\n",
       "      <td>36.04</td>\n",
       "      <td>31.2</td>\n",
       "      <td>115</td>\n",
       "      <td>2.65</td>\n",
       "      <td>293.3</td>\n",
       "      <td>78</td>\n",
       "      <td>13.20</td>\n",
       "      <td>12.6</td>\n",
       "      <td>10</td>\n",
       "      <td>3.40</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>13</td>\n",
       "      <td>119</td>\n",
       "      <td>1</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>159.1</td>\n",
       "      <td>114</td>\n",
       "      <td>27.05</td>\n",
       "      <td>231.3</td>\n",
       "      <td>117</td>\n",
       "      <td>19.66</td>\n",
       "      <td>143.2</td>\n",
       "      <td>91</td>\n",
       "      <td>6.44</td>\n",
       "      <td>8.8</td>\n",
       "      <td>3</td>\n",
       "      <td>2.38</td>\n",
       "      <td>5</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>50</td>\n",
       "      <td>87</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>151.0</td>\n",
       "      <td>83</td>\n",
       "      <td>25.67</td>\n",
       "      <td>219.7</td>\n",
       "      <td>116</td>\n",
       "      <td>18.67</td>\n",
       "      <td>203.9</td>\n",
       "      <td>127</td>\n",
       "      <td>9.18</td>\n",
       "      <td>9.7</td>\n",
       "      <td>3</td>\n",
       "      <td>2.62</td>\n",
       "      <td>5</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>48</td>\n",
       "      <td>68</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>148.8</td>\n",
       "      <td>70</td>\n",
       "      <td>25.30</td>\n",
       "      <td>246.5</td>\n",
       "      <td>164</td>\n",
       "      <td>20.95</td>\n",
       "      <td>129.8</td>\n",
       "      <td>103</td>\n",
       "      <td>5.84</td>\n",
       "      <td>12.1</td>\n",
       "      <td>3</td>\n",
       "      <td>3.27</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>43</td>\n",
       "      <td>150</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>178.9</td>\n",
       "      <td>101</td>\n",
       "      <td>30.41</td>\n",
       "      <td>169.1</td>\n",
       "      <td>110</td>\n",
       "      <td>14.37</td>\n",
       "      <td>148.6</td>\n",
       "      <td>100</td>\n",
       "      <td>6.69</td>\n",
       "      <td>13.8</td>\n",
       "      <td>3</td>\n",
       "      <td>3.73</td>\n",
       "      <td>4</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>34</td>\n",
       "      <td>144</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>61.6</td>\n",
       "      <td>117</td>\n",
       "      <td>10.47</td>\n",
       "      <td>77.1</td>\n",
       "      <td>85</td>\n",
       "      <td>6.55</td>\n",
       "      <td>173.0</td>\n",
       "      <td>99</td>\n",
       "      <td>7.79</td>\n",
       "      <td>8.2</td>\n",
       "      <td>7</td>\n",
       "      <td>2.21</td>\n",
       "      <td>4</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>15</td>\n",
       "      <td>94</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>157.9</td>\n",
       "      <td>105</td>\n",
       "      <td>26.84</td>\n",
       "      <td>155.0</td>\n",
       "      <td>101</td>\n",
       "      <td>13.18</td>\n",
       "      <td>189.6</td>\n",
       "      <td>84</td>\n",
       "      <td>8.53</td>\n",
       "      <td>8.0</td>\n",
       "      <td>5</td>\n",
       "      <td>2.16</td>\n",
       "      <td>4</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>3</td>\n",
       "      <td>99</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>198.2</td>\n",
       "      <td>87</td>\n",
       "      <td>33.69</td>\n",
       "      <td>207.3</td>\n",
       "      <td>76</td>\n",
       "      <td>17.62</td>\n",
       "      <td>190.9</td>\n",
       "      <td>113</td>\n",
       "      <td>8.59</td>\n",
       "      <td>8.7</td>\n",
       "      <td>3</td>\n",
       "      <td>2.35</td>\n",
       "      <td>4</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>12</td>\n",
       "      <td>98</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>21</td>\n",
       "      <td>161.2</td>\n",
       "      <td>114</td>\n",
       "      <td>27.40</td>\n",
       "      <td>252.2</td>\n",
       "      <td>83</td>\n",
       "      <td>21.44</td>\n",
       "      <td>160.2</td>\n",
       "      <td>92</td>\n",
       "      <td>7.21</td>\n",
       "      <td>4.4</td>\n",
       "      <td>8</td>\n",
       "      <td>1.19</td>\n",
       "      <td>4</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>3</td>\n",
       "      <td>95</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>238.1</td>\n",
       "      <td>65</td>\n",
       "      <td>40.48</td>\n",
       "      <td>187.2</td>\n",
       "      <td>98</td>\n",
       "      <td>15.91</td>\n",
       "      <td>190.0</td>\n",
       "      <td>115</td>\n",
       "      <td>8.55</td>\n",
       "      <td>11.8</td>\n",
       "      <td>4</td>\n",
       "      <td>3.19</td>\n",
       "      <td>4</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>1</td>\n",
       "      <td>98</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>161.0</td>\n",
       "      <td>117</td>\n",
       "      <td>27.37</td>\n",
       "      <td>190.9</td>\n",
       "      <td>113</td>\n",
       "      <td>16.23</td>\n",
       "      <td>227.7</td>\n",
       "      <td>113</td>\n",
       "      <td>10.25</td>\n",
       "      <td>12.1</td>\n",
       "      <td>4</td>\n",
       "      <td>3.27</td>\n",
       "      <td>4</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>25</td>\n",
       "      <td>162</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>70.7</td>\n",
       "      <td>108</td>\n",
       "      <td>12.02</td>\n",
       "      <td>157.5</td>\n",
       "      <td>87</td>\n",
       "      <td>13.39</td>\n",
       "      <td>154.8</td>\n",
       "      <td>82</td>\n",
       "      <td>6.97</td>\n",
       "      <td>9.1</td>\n",
       "      <td>3</td>\n",
       "      <td>2.46</td>\n",
       "      <td>4</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>25</td>\n",
       "      <td>61</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>27</td>\n",
       "      <td>187.5</td>\n",
       "      <td>124</td>\n",
       "      <td>31.88</td>\n",
       "      <td>146.6</td>\n",
       "      <td>103</td>\n",
       "      <td>12.46</td>\n",
       "      <td>225.7</td>\n",
       "      <td>129</td>\n",
       "      <td>10.16</td>\n",
       "      <td>6.4</td>\n",
       "      <td>6</td>\n",
       "      <td>1.73</td>\n",
       "      <td>4</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>43</td>\n",
       "      <td>82</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>200.3</td>\n",
       "      <td>96</td>\n",
       "      <td>34.05</td>\n",
       "      <td>201.2</td>\n",
       "      <td>102</td>\n",
       "      <td>17.10</td>\n",
       "      <td>206.1</td>\n",
       "      <td>60</td>\n",
       "      <td>9.27</td>\n",
       "      <td>7.1</td>\n",
       "      <td>1</td>\n",
       "      <td>1.92</td>\n",
       "      <td>4</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>34</td>\n",
       "      <td>75</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>21</td>\n",
       "      <td>175.8</td>\n",
       "      <td>97</td>\n",
       "      <td>29.89</td>\n",
       "      <td>217.5</td>\n",
       "      <td>106</td>\n",
       "      <td>18.49</td>\n",
       "      <td>237.5</td>\n",
       "      <td>134</td>\n",
       "      <td>10.69</td>\n",
       "      <td>5.3</td>\n",
       "      <td>4</td>\n",
       "      <td>1.43</td>\n",
       "      <td>5</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>46</td>\n",
       "      <td>103</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>246.5</td>\n",
       "      <td>47</td>\n",
       "      <td>41.91</td>\n",
       "      <td>195.5</td>\n",
       "      <td>84</td>\n",
       "      <td>16.62</td>\n",
       "      <td>200.5</td>\n",
       "      <td>96</td>\n",
       "      <td>9.02</td>\n",
       "      <td>11.7</td>\n",
       "      <td>4</td>\n",
       "      <td>3.16</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>36</td>\n",
       "      <td>96</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>260.4</td>\n",
       "      <td>115</td>\n",
       "      <td>44.27</td>\n",
       "      <td>146.0</td>\n",
       "      <td>46</td>\n",
       "      <td>12.41</td>\n",
       "      <td>269.5</td>\n",
       "      <td>87</td>\n",
       "      <td>12.13</td>\n",
       "      <td>11.5</td>\n",
       "      <td>4</td>\n",
       "      <td>3.11</td>\n",
       "      <td>5</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>49</td>\n",
       "      <td>94</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>23</td>\n",
       "      <td>197.1</td>\n",
       "      <td>125</td>\n",
       "      <td>33.51</td>\n",
       "      <td>214.5</td>\n",
       "      <td>136</td>\n",
       "      <td>18.23</td>\n",
       "      <td>282.2</td>\n",
       "      <td>103</td>\n",
       "      <td>12.70</td>\n",
       "      <td>9.5</td>\n",
       "      <td>5</td>\n",
       "      <td>2.57</td>\n",
       "      <td>4</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>0</td>\n",
       "      <td>126</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>58.2</td>\n",
       "      <td>94</td>\n",
       "      <td>9.89</td>\n",
       "      <td>138.7</td>\n",
       "      <td>118</td>\n",
       "      <td>11.79</td>\n",
       "      <td>136.8</td>\n",
       "      <td>91</td>\n",
       "      <td>6.16</td>\n",
       "      <td>11.9</td>\n",
       "      <td>1</td>\n",
       "      <td>3.21</td>\n",
       "      <td>5</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>34</td>\n",
       "      <td>106</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>158.7</td>\n",
       "      <td>74</td>\n",
       "      <td>26.98</td>\n",
       "      <td>64.3</td>\n",
       "      <td>139</td>\n",
       "      <td>5.47</td>\n",
       "      <td>198.5</td>\n",
       "      <td>103</td>\n",
       "      <td>8.93</td>\n",
       "      <td>10.2</td>\n",
       "      <td>4</td>\n",
       "      <td>2.75</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>36</td>\n",
       "      <td>118</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>23</td>\n",
       "      <td>289.5</td>\n",
       "      <td>52</td>\n",
       "      <td>49.22</td>\n",
       "      <td>166.6</td>\n",
       "      <td>111</td>\n",
       "      <td>14.16</td>\n",
       "      <td>119.1</td>\n",
       "      <td>88</td>\n",
       "      <td>5.36</td>\n",
       "      <td>9.5</td>\n",
       "      <td>4</td>\n",
       "      <td>2.57</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>43</td>\n",
       "      <td>208</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>326.5</td>\n",
       "      <td>67</td>\n",
       "      <td>55.51</td>\n",
       "      <td>176.3</td>\n",
       "      <td>113</td>\n",
       "      <td>14.99</td>\n",
       "      <td>181.7</td>\n",
       "      <td>102</td>\n",
       "      <td>8.18</td>\n",
       "      <td>10.7</td>\n",
       "      <td>6</td>\n",
       "      <td>2.89</td>\n",
       "      <td>2</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>21</td>\n",
       "      <td>131</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>26</td>\n",
       "      <td>292.9</td>\n",
       "      <td>101</td>\n",
       "      <td>49.79</td>\n",
       "      <td>199.7</td>\n",
       "      <td>97</td>\n",
       "      <td>16.97</td>\n",
       "      <td>255.3</td>\n",
       "      <td>127</td>\n",
       "      <td>11.49</td>\n",
       "      <td>13.8</td>\n",
       "      <td>7</td>\n",
       "      <td>3.73</td>\n",
       "      <td>4</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>45</td>\n",
       "      <td>104</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>23</td>\n",
       "      <td>280.2</td>\n",
       "      <td>136</td>\n",
       "      <td>47.63</td>\n",
       "      <td>220.5</td>\n",
       "      <td>92</td>\n",
       "      <td>18.74</td>\n",
       "      <td>136.9</td>\n",
       "      <td>102</td>\n",
       "      <td>6.16</td>\n",
       "      <td>13.3</td>\n",
       "      <td>3</td>\n",
       "      <td>3.59</td>\n",
       "      <td>4</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>23</td>\n",
       "      <td>139</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>134.4</td>\n",
       "      <td>106</td>\n",
       "      <td>22.85</td>\n",
       "      <td>211.3</td>\n",
       "      <td>98</td>\n",
       "      <td>17.96</td>\n",
       "      <td>193.6</td>\n",
       "      <td>125</td>\n",
       "      <td>8.71</td>\n",
       "      <td>10.2</td>\n",
       "      <td>2</td>\n",
       "      <td>2.75</td>\n",
       "      <td>5</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>50</td>\n",
       "      <td>215</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>83.6</td>\n",
       "      <td>148</td>\n",
       "      <td>14.21</td>\n",
       "      <td>120.9</td>\n",
       "      <td>91</td>\n",
       "      <td>10.28</td>\n",
       "      <td>226.6</td>\n",
       "      <td>110</td>\n",
       "      <td>10.20</td>\n",
       "      <td>10.7</td>\n",
       "      <td>9</td>\n",
       "      <td>2.89</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3064</th>\n",
       "      <td>5</td>\n",
       "      <td>130</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>271.8</td>\n",
       "      <td>129</td>\n",
       "      <td>46.21</td>\n",
       "      <td>237.2</td>\n",
       "      <td>128</td>\n",
       "      <td>20.16</td>\n",
       "      <td>210.1</td>\n",
       "      <td>91</td>\n",
       "      <td>9.45</td>\n",
       "      <td>8.7</td>\n",
       "      <td>2</td>\n",
       "      <td>2.35</td>\n",
       "      <td>4</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3079</th>\n",
       "      <td>49</td>\n",
       "      <td>88</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>131.5</td>\n",
       "      <td>99</td>\n",
       "      <td>22.36</td>\n",
       "      <td>174.8</td>\n",
       "      <td>128</td>\n",
       "      <td>14.86</td>\n",
       "      <td>184.2</td>\n",
       "      <td>83</td>\n",
       "      <td>8.29</td>\n",
       "      <td>7.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2.13</td>\n",
       "      <td>5</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3081</th>\n",
       "      <td>34</td>\n",
       "      <td>204</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>174.3</td>\n",
       "      <td>85</td>\n",
       "      <td>29.63</td>\n",
       "      <td>254.1</td>\n",
       "      <td>95</td>\n",
       "      <td>21.60</td>\n",
       "      <td>176.4</td>\n",
       "      <td>96</td>\n",
       "      <td>7.94</td>\n",
       "      <td>5.9</td>\n",
       "      <td>3</td>\n",
       "      <td>1.59</td>\n",
       "      <td>6</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3112</th>\n",
       "      <td>2</td>\n",
       "      <td>115</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>139.3</td>\n",
       "      <td>89</td>\n",
       "      <td>23.68</td>\n",
       "      <td>192.3</td>\n",
       "      <td>95</td>\n",
       "      <td>16.35</td>\n",
       "      <td>151.0</td>\n",
       "      <td>75</td>\n",
       "      <td>6.80</td>\n",
       "      <td>9.3</td>\n",
       "      <td>3</td>\n",
       "      <td>2.51</td>\n",
       "      <td>7</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3115</th>\n",
       "      <td>49</td>\n",
       "      <td>102</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>234.8</td>\n",
       "      <td>125</td>\n",
       "      <td>39.92</td>\n",
       "      <td>199.2</td>\n",
       "      <td>99</td>\n",
       "      <td>16.93</td>\n",
       "      <td>163.2</td>\n",
       "      <td>88</td>\n",
       "      <td>7.34</td>\n",
       "      <td>10.0</td>\n",
       "      <td>1</td>\n",
       "      <td>2.70</td>\n",
       "      <td>4</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3125</th>\n",
       "      <td>12</td>\n",
       "      <td>40</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>169.7</td>\n",
       "      <td>115</td>\n",
       "      <td>28.85</td>\n",
       "      <td>141.4</td>\n",
       "      <td>123</td>\n",
       "      <td>12.02</td>\n",
       "      <td>253.0</td>\n",
       "      <td>115</td>\n",
       "      <td>11.39</td>\n",
       "      <td>10.5</td>\n",
       "      <td>3</td>\n",
       "      <td>2.84</td>\n",
       "      <td>4</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3127</th>\n",
       "      <td>26</td>\n",
       "      <td>100</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>113.3</td>\n",
       "      <td>96</td>\n",
       "      <td>19.26</td>\n",
       "      <td>197.9</td>\n",
       "      <td>89</td>\n",
       "      <td>16.82</td>\n",
       "      <td>284.5</td>\n",
       "      <td>93</td>\n",
       "      <td>12.80</td>\n",
       "      <td>11.7</td>\n",
       "      <td>2</td>\n",
       "      <td>3.16</td>\n",
       "      <td>4</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3131</th>\n",
       "      <td>46</td>\n",
       "      <td>107</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>189.7</td>\n",
       "      <td>76</td>\n",
       "      <td>32.25</td>\n",
       "      <td>156.1</td>\n",
       "      <td>65</td>\n",
       "      <td>13.27</td>\n",
       "      <td>244.0</td>\n",
       "      <td>91</td>\n",
       "      <td>10.98</td>\n",
       "      <td>8.3</td>\n",
       "      <td>3</td>\n",
       "      <td>2.24</td>\n",
       "      <td>5</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3140</th>\n",
       "      <td>15</td>\n",
       "      <td>104</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>280.4</td>\n",
       "      <td>127</td>\n",
       "      <td>47.67</td>\n",
       "      <td>179.4</td>\n",
       "      <td>79</td>\n",
       "      <td>15.25</td>\n",
       "      <td>150.6</td>\n",
       "      <td>77</td>\n",
       "      <td>6.78</td>\n",
       "      <td>15.2</td>\n",
       "      <td>6</td>\n",
       "      <td>4.10</td>\n",
       "      <td>5</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3144</th>\n",
       "      <td>30</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>138.1</td>\n",
       "      <td>115</td>\n",
       "      <td>23.48</td>\n",
       "      <td>158.2</td>\n",
       "      <td>82</td>\n",
       "      <td>13.45</td>\n",
       "      <td>215.7</td>\n",
       "      <td>118</td>\n",
       "      <td>9.71</td>\n",
       "      <td>10.3</td>\n",
       "      <td>2</td>\n",
       "      <td>2.78</td>\n",
       "      <td>5</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3147</th>\n",
       "      <td>32</td>\n",
       "      <td>62</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>245.3</td>\n",
       "      <td>91</td>\n",
       "      <td>41.70</td>\n",
       "      <td>122.9</td>\n",
       "      <td>130</td>\n",
       "      <td>10.45</td>\n",
       "      <td>228.4</td>\n",
       "      <td>102</td>\n",
       "      <td>10.28</td>\n",
       "      <td>8.5</td>\n",
       "      <td>4</td>\n",
       "      <td>2.30</td>\n",
       "      <td>4</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3157</th>\n",
       "      <td>2</td>\n",
       "      <td>127</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>143.2</td>\n",
       "      <td>60</td>\n",
       "      <td>24.34</td>\n",
       "      <td>179.5</td>\n",
       "      <td>159</td>\n",
       "      <td>15.26</td>\n",
       "      <td>171.8</td>\n",
       "      <td>122</td>\n",
       "      <td>7.73</td>\n",
       "      <td>6.2</td>\n",
       "      <td>4</td>\n",
       "      <td>1.67</td>\n",
       "      <td>4</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3169</th>\n",
       "      <td>13</td>\n",
       "      <td>78</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>103.5</td>\n",
       "      <td>115</td>\n",
       "      <td>17.60</td>\n",
       "      <td>117.9</td>\n",
       "      <td>102</td>\n",
       "      <td>10.02</td>\n",
       "      <td>201.0</td>\n",
       "      <td>94</td>\n",
       "      <td>9.05</td>\n",
       "      <td>12.0</td>\n",
       "      <td>3</td>\n",
       "      <td>3.24</td>\n",
       "      <td>4</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3181</th>\n",
       "      <td>8</td>\n",
       "      <td>121</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>215.6</td>\n",
       "      <td>74</td>\n",
       "      <td>36.65</td>\n",
       "      <td>192.9</td>\n",
       "      <td>98</td>\n",
       "      <td>16.40</td>\n",
       "      <td>144.0</td>\n",
       "      <td>103</td>\n",
       "      <td>6.48</td>\n",
       "      <td>10.1</td>\n",
       "      <td>4</td>\n",
       "      <td>2.73</td>\n",
       "      <td>5</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3187</th>\n",
       "      <td>49</td>\n",
       "      <td>58</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>39</td>\n",
       "      <td>211.9</td>\n",
       "      <td>40</td>\n",
       "      <td>36.02</td>\n",
       "      <td>274.4</td>\n",
       "      <td>76</td>\n",
       "      <td>23.32</td>\n",
       "      <td>210.5</td>\n",
       "      <td>139</td>\n",
       "      <td>9.47</td>\n",
       "      <td>5.4</td>\n",
       "      <td>4</td>\n",
       "      <td>1.46</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3190</th>\n",
       "      <td>13</td>\n",
       "      <td>103</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>174.7</td>\n",
       "      <td>151</td>\n",
       "      <td>29.70</td>\n",
       "      <td>148.0</td>\n",
       "      <td>56</td>\n",
       "      <td>12.58</td>\n",
       "      <td>168.2</td>\n",
       "      <td>109</td>\n",
       "      <td>7.57</td>\n",
       "      <td>15.8</td>\n",
       "      <td>3</td>\n",
       "      <td>4.27</td>\n",
       "      <td>6</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3216</th>\n",
       "      <td>41</td>\n",
       "      <td>221</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>24</td>\n",
       "      <td>180.5</td>\n",
       "      <td>85</td>\n",
       "      <td>30.69</td>\n",
       "      <td>224.1</td>\n",
       "      <td>92</td>\n",
       "      <td>19.05</td>\n",
       "      <td>205.7</td>\n",
       "      <td>103</td>\n",
       "      <td>9.26</td>\n",
       "      <td>2.4</td>\n",
       "      <td>3</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3219</th>\n",
       "      <td>34</td>\n",
       "      <td>150</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>35</td>\n",
       "      <td>139.6</td>\n",
       "      <td>72</td>\n",
       "      <td>23.73</td>\n",
       "      <td>332.8</td>\n",
       "      <td>170</td>\n",
       "      <td>28.29</td>\n",
       "      <td>213.8</td>\n",
       "      <td>105</td>\n",
       "      <td>9.62</td>\n",
       "      <td>8.8</td>\n",
       "      <td>2</td>\n",
       "      <td>2.38</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3227</th>\n",
       "      <td>34</td>\n",
       "      <td>209</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>153.7</td>\n",
       "      <td>105</td>\n",
       "      <td>26.13</td>\n",
       "      <td>188.6</td>\n",
       "      <td>87</td>\n",
       "      <td>16.03</td>\n",
       "      <td>200.8</td>\n",
       "      <td>95</td>\n",
       "      <td>9.04</td>\n",
       "      <td>10.7</td>\n",
       "      <td>2</td>\n",
       "      <td>2.89</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3228</th>\n",
       "      <td>37</td>\n",
       "      <td>27</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>232.1</td>\n",
       "      <td>81</td>\n",
       "      <td>39.46</td>\n",
       "      <td>210.8</td>\n",
       "      <td>101</td>\n",
       "      <td>17.92</td>\n",
       "      <td>165.4</td>\n",
       "      <td>87</td>\n",
       "      <td>7.44</td>\n",
       "      <td>15.0</td>\n",
       "      <td>6</td>\n",
       "      <td>4.05</td>\n",
       "      <td>5</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3243</th>\n",
       "      <td>2</td>\n",
       "      <td>113</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>122.2</td>\n",
       "      <td>112</td>\n",
       "      <td>20.77</td>\n",
       "      <td>131.7</td>\n",
       "      <td>94</td>\n",
       "      <td>11.19</td>\n",
       "      <td>169.5</td>\n",
       "      <td>106</td>\n",
       "      <td>7.63</td>\n",
       "      <td>10.3</td>\n",
       "      <td>9</td>\n",
       "      <td>2.78</td>\n",
       "      <td>5</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3247</th>\n",
       "      <td>36</td>\n",
       "      <td>146</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>138.4</td>\n",
       "      <td>104</td>\n",
       "      <td>23.53</td>\n",
       "      <td>158.9</td>\n",
       "      <td>122</td>\n",
       "      <td>13.51</td>\n",
       "      <td>47.4</td>\n",
       "      <td>73</td>\n",
       "      <td>2.13</td>\n",
       "      <td>3.9</td>\n",
       "      <td>9</td>\n",
       "      <td>1.05</td>\n",
       "      <td>4</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3280</th>\n",
       "      <td>2</td>\n",
       "      <td>76</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>107.3</td>\n",
       "      <td>140</td>\n",
       "      <td>18.24</td>\n",
       "      <td>238.2</td>\n",
       "      <td>133</td>\n",
       "      <td>20.25</td>\n",
       "      <td>271.8</td>\n",
       "      <td>116</td>\n",
       "      <td>12.23</td>\n",
       "      <td>10.0</td>\n",
       "      <td>3</td>\n",
       "      <td>2.70</td>\n",
       "      <td>4</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3287</th>\n",
       "      <td>16</td>\n",
       "      <td>170</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>42</td>\n",
       "      <td>199.5</td>\n",
       "      <td>119</td>\n",
       "      <td>33.92</td>\n",
       "      <td>135.0</td>\n",
       "      <td>90</td>\n",
       "      <td>11.48</td>\n",
       "      <td>184.6</td>\n",
       "      <td>49</td>\n",
       "      <td>8.31</td>\n",
       "      <td>10.9</td>\n",
       "      <td>3</td>\n",
       "      <td>2.94</td>\n",
       "      <td>4</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3304</th>\n",
       "      <td>14</td>\n",
       "      <td>71</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>186.1</td>\n",
       "      <td>114</td>\n",
       "      <td>31.64</td>\n",
       "      <td>198.6</td>\n",
       "      <td>140</td>\n",
       "      <td>16.88</td>\n",
       "      <td>206.5</td>\n",
       "      <td>80</td>\n",
       "      <td>9.29</td>\n",
       "      <td>13.8</td>\n",
       "      <td>5</td>\n",
       "      <td>3.73</td>\n",
       "      <td>4</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3307</th>\n",
       "      <td>36</td>\n",
       "      <td>172</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>203.9</td>\n",
       "      <td>109</td>\n",
       "      <td>34.66</td>\n",
       "      <td>234.0</td>\n",
       "      <td>123</td>\n",
       "      <td>19.89</td>\n",
       "      <td>160.7</td>\n",
       "      <td>65</td>\n",
       "      <td>7.23</td>\n",
       "      <td>17.8</td>\n",
       "      <td>4</td>\n",
       "      <td>4.81</td>\n",
       "      <td>4</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3309</th>\n",
       "      <td>46</td>\n",
       "      <td>100</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>219.4</td>\n",
       "      <td>112</td>\n",
       "      <td>37.30</td>\n",
       "      <td>225.7</td>\n",
       "      <td>102</td>\n",
       "      <td>19.18</td>\n",
       "      <td>255.3</td>\n",
       "      <td>95</td>\n",
       "      <td>11.49</td>\n",
       "      <td>12.0</td>\n",
       "      <td>4</td>\n",
       "      <td>3.24</td>\n",
       "      <td>4</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3320</th>\n",
       "      <td>10</td>\n",
       "      <td>122</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>140.0</td>\n",
       "      <td>101</td>\n",
       "      <td>23.80</td>\n",
       "      <td>196.4</td>\n",
       "      <td>77</td>\n",
       "      <td>16.69</td>\n",
       "      <td>120.1</td>\n",
       "      <td>133</td>\n",
       "      <td>5.40</td>\n",
       "      <td>9.7</td>\n",
       "      <td>4</td>\n",
       "      <td>2.62</td>\n",
       "      <td>4</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3322</th>\n",
       "      <td>20</td>\n",
       "      <td>62</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>321.1</td>\n",
       "      <td>105</td>\n",
       "      <td>54.59</td>\n",
       "      <td>265.5</td>\n",
       "      <td>122</td>\n",
       "      <td>22.57</td>\n",
       "      <td>180.5</td>\n",
       "      <td>72</td>\n",
       "      <td>8.12</td>\n",
       "      <td>11.5</td>\n",
       "      <td>2</td>\n",
       "      <td>3.11</td>\n",
       "      <td>4</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3323</th>\n",
       "      <td>15</td>\n",
       "      <td>117</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>118.4</td>\n",
       "      <td>126</td>\n",
       "      <td>20.13</td>\n",
       "      <td>249.3</td>\n",
       "      <td>97</td>\n",
       "      <td>21.19</td>\n",
       "      <td>227.0</td>\n",
       "      <td>56</td>\n",
       "      <td>10.22</td>\n",
       "      <td>13.6</td>\n",
       "      <td>3</td>\n",
       "      <td>3.67</td>\n",
       "      <td>5</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>354 rows × 20 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      State  Account length  Area code  International plan  Voice mail plan  \\\n",
       "10       15              65          1                   0                0   \n",
       "14       12              62          1                   0                0   \n",
       "15       34             161          1                   0                0   \n",
       "21        5              77          0                   0                0   \n",
       "32       18             172          0                   0                0   \n",
       "48       13             119          1                   0                0   \n",
       "54       50              87          1                   0                0   \n",
       "58       48              68          1                   0                0   \n",
       "69       43             150          2                   0                0   \n",
       "77       34             144          0                   0                0   \n",
       "86       15              94          0                   0                0   \n",
       "97        3              99          1                   0                0   \n",
       "100      12              98          2                   0                1   \n",
       "105       3              95          0                   0                0   \n",
       "112       1              98          0                   0                0   \n",
       "126      25             162          1                   0                0   \n",
       "127      25              61          2                   0                1   \n",
       "133      43              82          0                   0                0   \n",
       "136      34              75          1                   0                1   \n",
       "143      46             103          2                   0                0   \n",
       "154      36              96          1                   0                0   \n",
       "180      49              94          2                   1                1   \n",
       "181       0             126          1                   0                0   \n",
       "186      34             106          0                   0                0   \n",
       "194      36             118          0                   0                1   \n",
       "197      43             208          2                   0                0   \n",
       "198      21             131          2                   1                1   \n",
       "228      45             104          1                   0                1   \n",
       "235      23             139          2                   0                0   \n",
       "238      50             215          2                   0                0   \n",
       "...     ...             ...        ...                 ...              ...   \n",
       "3064      5             130          0                   0                0   \n",
       "3079     49              88          2                   0                0   \n",
       "3081     34             204          1                   0                0   \n",
       "3112      2             115          1                   0                0   \n",
       "3115     49             102          0                   0                0   \n",
       "3125     12              40          2                   0                0   \n",
       "3127     26             100          1                   0                0   \n",
       "3131     46             107          2                   0                0   \n",
       "3140     15             104          0                   0                0   \n",
       "3144     30              35          0                   0                0   \n",
       "3147     32              62          1                   0                0   \n",
       "3157      2             127          1                   1                0   \n",
       "3169     13              78          1                   0                0   \n",
       "3181      8             121          0                   0                0   \n",
       "3187     49              58          0                   0                1   \n",
       "3190     13             103          1                   0                0   \n",
       "3216     41             221          2                   0                1   \n",
       "3219     34             150          1                   0                1   \n",
       "3227     34             209          1                   0                0   \n",
       "3228     37              27          2                   0                0   \n",
       "3243      2             113          1                   1                0   \n",
       "3247     36             146          2                   0                0   \n",
       "3280      2              76          0                   0                0   \n",
       "3287     16             170          1                   0                1   \n",
       "3304     14              71          2                   1                0   \n",
       "3307     36             172          0                   0                0   \n",
       "3309     46             100          0                   1                0   \n",
       "3320     10             122          2                   1                0   \n",
       "3322     20              62          0                   0                0   \n",
       "3323     15             117          1                   0                0   \n",
       "\n",
       "      Number vmail messages  Total day minutes  Total day calls  \\\n",
       "10                        0              129.1              137   \n",
       "14                        0              120.7               70   \n",
       "15                        0              332.9               67   \n",
       "21                        0               62.4               89   \n",
       "32                        0              212.0              121   \n",
       "48                        0              159.1              114   \n",
       "54                        0              151.0               83   \n",
       "58                        0              148.8               70   \n",
       "69                        0              178.9              101   \n",
       "77                        0               61.6              117   \n",
       "86                        0              157.9              105   \n",
       "97                        0              198.2               87   \n",
       "100                      21              161.2              114   \n",
       "105                       0              238.1               65   \n",
       "112                       0              161.0              117   \n",
       "126                       0               70.7              108   \n",
       "127                      27              187.5              124   \n",
       "133                       0              200.3               96   \n",
       "136                      21              175.8               97   \n",
       "143                       0              246.5               47   \n",
       "154                       0              260.4              115   \n",
       "180                      23              197.1              125   \n",
       "181                       0               58.2               94   \n",
       "186                       0              158.7               74   \n",
       "194                      23              289.5               52   \n",
       "197                       0              326.5               67   \n",
       "198                      26              292.9              101   \n",
       "228                      23              280.2              136   \n",
       "235                       0              134.4              106   \n",
       "238                       0               83.6              148   \n",
       "...                     ...                ...              ...   \n",
       "3064                      0              271.8              129   \n",
       "3079                      0              131.5               99   \n",
       "3081                      0              174.3               85   \n",
       "3112                      0              139.3               89   \n",
       "3115                      0              234.8              125   \n",
       "3125                      0              169.7              115   \n",
       "3127                      0              113.3               96   \n",
       "3131                      0              189.7               76   \n",
       "3140                      0              280.4              127   \n",
       "3144                      0              138.1              115   \n",
       "3147                      0              245.3               91   \n",
       "3157                      0              143.2               60   \n",
       "3169                      0              103.5              115   \n",
       "3181                      0              215.6               74   \n",
       "3187                     39              211.9               40   \n",
       "3190                      0              174.7              151   \n",
       "3216                     24              180.5               85   \n",
       "3219                     35              139.6               72   \n",
       "3227                      0              153.7              105   \n",
       "3228                      0              232.1               81   \n",
       "3243                      0              122.2              112   \n",
       "3247                      0              138.4              104   \n",
       "3280                      0              107.3              140   \n",
       "3287                     42              199.5              119   \n",
       "3304                      0              186.1              114   \n",
       "3307                      0              203.9              109   \n",
       "3309                      0              219.4              112   \n",
       "3320                      0              140.0              101   \n",
       "3322                      0              321.1              105   \n",
       "3323                      0              118.4              126   \n",
       "\n",
       "      Total day charge  Total eve minutes  Total eve calls  Total eve charge  \\\n",
       "10               21.95              228.5               83             19.42   \n",
       "14               20.52              307.2               76             26.11   \n",
       "15               56.59              317.8               97             27.01   \n",
       "21               10.61              169.9              121             14.44   \n",
       "32               36.04               31.2              115              2.65   \n",
       "48               27.05              231.3              117             19.66   \n",
       "54               25.67              219.7              116             18.67   \n",
       "58               25.30              246.5              164             20.95   \n",
       "69               30.41              169.1              110             14.37   \n",
       "77               10.47               77.1               85              6.55   \n",
       "86               26.84              155.0              101             13.18   \n",
       "97               33.69              207.3               76             17.62   \n",
       "100              27.40              252.2               83             21.44   \n",
       "105              40.48              187.2               98             15.91   \n",
       "112              27.37              190.9              113             16.23   \n",
       "126              12.02              157.5               87             13.39   \n",
       "127              31.88              146.6              103             12.46   \n",
       "133              34.05              201.2              102             17.10   \n",
       "136              29.89              217.5              106             18.49   \n",
       "143              41.91              195.5               84             16.62   \n",
       "154              44.27              146.0               46             12.41   \n",
       "180              33.51              214.5              136             18.23   \n",
       "181               9.89              138.7              118             11.79   \n",
       "186              26.98               64.3              139              5.47   \n",
       "194              49.22              166.6              111             14.16   \n",
       "197              55.51              176.3              113             14.99   \n",
       "198              49.79              199.7               97             16.97   \n",
       "228              47.63              220.5               92             18.74   \n",
       "235              22.85              211.3               98             17.96   \n",
       "238              14.21              120.9               91             10.28   \n",
       "...                ...                ...              ...               ...   \n",
       "3064             46.21              237.2              128             20.16   \n",
       "3079             22.36              174.8              128             14.86   \n",
       "3081             29.63              254.1               95             21.60   \n",
       "3112             23.68              192.3               95             16.35   \n",
       "3115             39.92              199.2               99             16.93   \n",
       "3125             28.85              141.4              123             12.02   \n",
       "3127             19.26              197.9               89             16.82   \n",
       "3131             32.25              156.1               65             13.27   \n",
       "3140             47.67              179.4               79             15.25   \n",
       "3144             23.48              158.2               82             13.45   \n",
       "3147             41.70              122.9              130             10.45   \n",
       "3157             24.34              179.5              159             15.26   \n",
       "3169             17.60              117.9              102             10.02   \n",
       "3181             36.65              192.9               98             16.40   \n",
       "3187             36.02              274.4               76             23.32   \n",
       "3190             29.70              148.0               56             12.58   \n",
       "3216             30.69              224.1               92             19.05   \n",
       "3219             23.73              332.8              170             28.29   \n",
       "3227             26.13              188.6               87             16.03   \n",
       "3228             39.46              210.8              101             17.92   \n",
       "3243             20.77              131.7               94             11.19   \n",
       "3247             23.53              158.9              122             13.51   \n",
       "3280             18.24              238.2              133             20.25   \n",
       "3287             33.92              135.0               90             11.48   \n",
       "3304             31.64              198.6              140             16.88   \n",
       "3307             34.66              234.0              123             19.89   \n",
       "3309             37.30              225.7              102             19.18   \n",
       "3320             23.80              196.4               77             16.69   \n",
       "3322             54.59              265.5              122             22.57   \n",
       "3323             20.13              249.3               97             21.19   \n",
       "\n",
       "      Total night minutes  Total night calls  Total night charge  \\\n",
       "10                  208.8                111                9.40   \n",
       "14                  203.0                 99                9.14   \n",
       "15                  160.6                128                7.23   \n",
       "21                  209.6                 64                9.43   \n",
       "32                  293.3                 78               13.20   \n",
       "48                  143.2                 91                6.44   \n",
       "54                  203.9                127                9.18   \n",
       "58                  129.8                103                5.84   \n",
       "69                  148.6                100                6.69   \n",
       "77                  173.0                 99                7.79   \n",
       "86                  189.6                 84                8.53   \n",
       "97                  190.9                113                8.59   \n",
       "100                 160.2                 92                7.21   \n",
       "105                 190.0                115                8.55   \n",
       "112                 227.7                113               10.25   \n",
       "126                 154.8                 82                6.97   \n",
       "127                 225.7                129               10.16   \n",
       "133                 206.1                 60                9.27   \n",
       "136                 237.5                134               10.69   \n",
       "143                 200.5                 96                9.02   \n",
       "154                 269.5                 87               12.13   \n",
       "180                 282.2                103               12.70   \n",
       "181                 136.8                 91                6.16   \n",
       "186                 198.5                103                8.93   \n",
       "194                 119.1                 88                5.36   \n",
       "197                 181.7                102                8.18   \n",
       "198                 255.3                127               11.49   \n",
       "228                 136.9                102                6.16   \n",
       "235                 193.6                125                8.71   \n",
       "238                 226.6                110               10.20   \n",
       "...                   ...                ...                 ...   \n",
       "3064                210.1                 91                9.45   \n",
       "3079                184.2                 83                8.29   \n",
       "3081                176.4                 96                7.94   \n",
       "3112                151.0                 75                6.80   \n",
       "3115                163.2                 88                7.34   \n",
       "3125                253.0                115               11.39   \n",
       "3127                284.5                 93               12.80   \n",
       "3131                244.0                 91               10.98   \n",
       "3140                150.6                 77                6.78   \n",
       "3144                215.7                118                9.71   \n",
       "3147                228.4                102               10.28   \n",
       "3157                171.8                122                7.73   \n",
       "3169                201.0                 94                9.05   \n",
       "3181                144.0                103                6.48   \n",
       "3187                210.5                139                9.47   \n",
       "3190                168.2                109                7.57   \n",
       "3216                205.7                103                9.26   \n",
       "3219                213.8                105                9.62   \n",
       "3227                200.8                 95                9.04   \n",
       "3228                165.4                 87                7.44   \n",
       "3243                169.5                106                7.63   \n",
       "3247                 47.4                 73                2.13   \n",
       "3280                271.8                116               12.23   \n",
       "3287                184.6                 49                8.31   \n",
       "3304                206.5                 80                9.29   \n",
       "3307                160.7                 65                7.23   \n",
       "3309                255.3                 95               11.49   \n",
       "3320                120.1                133                5.40   \n",
       "3322                180.5                 72                8.12   \n",
       "3323                227.0                 56               10.22   \n",
       "\n",
       "      Total intl minutes  Total intl calls  Total intl charge  \\\n",
       "10                  12.7                 6               3.43   \n",
       "14                  13.1                 6               3.54   \n",
       "15                   5.4                 9               1.46   \n",
       "21                   5.7                 6               1.54   \n",
       "32                  12.6                10               3.40   \n",
       "48                   8.8                 3               2.38   \n",
       "54                   9.7                 3               2.62   \n",
       "58                  12.1                 3               3.27   \n",
       "69                  13.8                 3               3.73   \n",
       "77                   8.2                 7               2.21   \n",
       "86                   8.0                 5               2.16   \n",
       "97                   8.7                 3               2.35   \n",
       "100                  4.4                 8               1.19   \n",
       "105                 11.8                 4               3.19   \n",
       "112                 12.1                 4               3.27   \n",
       "126                  9.1                 3               2.46   \n",
       "127                  6.4                 6               1.73   \n",
       "133                  7.1                 1               1.92   \n",
       "136                  5.3                 4               1.43   \n",
       "143                 11.7                 4               3.16   \n",
       "154                 11.5                 4               3.11   \n",
       "180                  9.5                 5               2.57   \n",
       "181                 11.9                 1               3.21   \n",
       "186                 10.2                 4               2.75   \n",
       "194                  9.5                 4               2.57   \n",
       "197                 10.7                 6               2.89   \n",
       "198                 13.8                 7               3.73   \n",
       "228                 13.3                 3               3.59   \n",
       "235                 10.2                 2               2.75   \n",
       "238                 10.7                 9               2.89   \n",
       "...                  ...               ...                ...   \n",
       "3064                 8.7                 2               2.35   \n",
       "3079                 7.9                 2               2.13   \n",
       "3081                 5.9                 3               1.59   \n",
       "3112                 9.3                 3               2.51   \n",
       "3115                10.0                 1               2.70   \n",
       "3125                10.5                 3               2.84   \n",
       "3127                11.7                 2               3.16   \n",
       "3131                 8.3                 3               2.24   \n",
       "3140                15.2                 6               4.10   \n",
       "3144                10.3                 2               2.78   \n",
       "3147                 8.5                 4               2.30   \n",
       "3157                 6.2                 4               1.67   \n",
       "3169                12.0                 3               3.24   \n",
       "3181                10.1                 4               2.73   \n",
       "3187                 5.4                 4               1.46   \n",
       "3190                15.8                 3               4.27   \n",
       "3216                 2.4                 3               0.65   \n",
       "3219                 8.8                 2               2.38   \n",
       "3227                10.7                 2               2.89   \n",
       "3228                15.0                 6               4.05   \n",
       "3243                10.3                 9               2.78   \n",
       "3247                 3.9                 9               1.05   \n",
       "3280                10.0                 3               2.70   \n",
       "3287                10.9                 3               2.94   \n",
       "3304                13.8                 5               3.73   \n",
       "3307                17.8                 4               4.81   \n",
       "3309                12.0                 4               3.24   \n",
       "3320                 9.7                 4               2.62   \n",
       "3322                11.5                 2               3.11   \n",
       "3323                13.6                 3               3.67   \n",
       "\n",
       "      Customer service calls  Churn  \n",
       "10                         4   True  \n",
       "14                         4  False  \n",
       "15                         4   True  \n",
       "21                         5   True  \n",
       "32                         3  False  \n",
       "48                         5   True  \n",
       "54                         5   True  \n",
       "58                         3  False  \n",
       "69                         4   True  \n",
       "77                         4   True  \n",
       "86                         4   True  \n",
       "97                         4  False  \n",
       "100                        4  False  \n",
       "105                        4  False  \n",
       "112                        4  False  \n",
       "126                        4   True  \n",
       "127                        4   True  \n",
       "133                        4  False  \n",
       "136                        5  False  \n",
       "143                        1  False  \n",
       "154                        5  False  \n",
       "180                        4  False  \n",
       "181                        5   True  \n",
       "186                        1  False  \n",
       "194                        1  False  \n",
       "197                        2   True  \n",
       "198                        4   True  \n",
       "228                        4  False  \n",
       "235                        5   True  \n",
       "238                        0  False  \n",
       "...                      ...    ...  \n",
       "3064                       4   True  \n",
       "3079                       5   True  \n",
       "3081                       6  False  \n",
       "3112                       7   True  \n",
       "3115                       4  False  \n",
       "3125                       4   True  \n",
       "3127                       4   True  \n",
       "3131                       5  False  \n",
       "3140                       5  False  \n",
       "3144                       5   True  \n",
       "3147                       4  False  \n",
       "3157                       4   True  \n",
       "3169                       4   True  \n",
       "3181                       5  False  \n",
       "3187                       1  False  \n",
       "3190                       6   True  \n",
       "3216                       0  False  \n",
       "3219                       2  False  \n",
       "3227                       0  False  \n",
       "3228                       5  False  \n",
       "3243                       5   True  \n",
       "3247                       4   True  \n",
       "3280                       4   True  \n",
       "3287                       4   True  \n",
       "3304                       4   True  \n",
       "3307                       4  False  \n",
       "3309                       4  False  \n",
       "3320                       4   True  \n",
       "3322                       4   True  \n",
       "3323                       5   True  \n",
       "\n",
       "[354 rows x 20 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "outlinerData = dataEncoded.loc[dataEncoded.index.isin(idxOutlier)]\n",
    "display(outlinerData)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Get mined data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>State</th>\n",
       "      <th>Account length</th>\n",
       "      <th>Area code</th>\n",
       "      <th>International plan</th>\n",
       "      <th>Voice mail plan</th>\n",
       "      <th>Number vmail messages</th>\n",
       "      <th>Total day minutes</th>\n",
       "      <th>Total day calls</th>\n",
       "      <th>Total day charge</th>\n",
       "      <th>Total eve minutes</th>\n",
       "      <th>Total eve calls</th>\n",
       "      <th>Total eve charge</th>\n",
       "      <th>Total night minutes</th>\n",
       "      <th>Total night calls</th>\n",
       "      <th>Total night charge</th>\n",
       "      <th>Total intl minutes</th>\n",
       "      <th>Total intl calls</th>\n",
       "      <th>Total intl charge</th>\n",
       "      <th>Customer service calls</th>\n",
       "      <th>Churn</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>16</td>\n",
       "      <td>128</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>265.1</td>\n",
       "      <td>110</td>\n",
       "      <td>45.07</td>\n",
       "      <td>197.4</td>\n",
       "      <td>99</td>\n",
       "      <td>16.78</td>\n",
       "      <td>244.7</td>\n",
       "      <td>91</td>\n",
       "      <td>11.01</td>\n",
       "      <td>10.0</td>\n",
       "      <td>3</td>\n",
       "      <td>2.70</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>35</td>\n",
       "      <td>107</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>26</td>\n",
       "      <td>161.6</td>\n",
       "      <td>123</td>\n",
       "      <td>27.47</td>\n",
       "      <td>195.5</td>\n",
       "      <td>103</td>\n",
       "      <td>16.62</td>\n",
       "      <td>254.4</td>\n",
       "      <td>103</td>\n",
       "      <td>11.45</td>\n",
       "      <td>13.7</td>\n",
       "      <td>3</td>\n",
       "      <td>3.70</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>31</td>\n",
       "      <td>137</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>243.4</td>\n",
       "      <td>114</td>\n",
       "      <td>41.38</td>\n",
       "      <td>121.2</td>\n",
       "      <td>110</td>\n",
       "      <td>10.30</td>\n",
       "      <td>162.6</td>\n",
       "      <td>104</td>\n",
       "      <td>7.32</td>\n",
       "      <td>12.2</td>\n",
       "      <td>5</td>\n",
       "      <td>3.29</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>35</td>\n",
       "      <td>84</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>299.4</td>\n",
       "      <td>71</td>\n",
       "      <td>50.90</td>\n",
       "      <td>61.9</td>\n",
       "      <td>88</td>\n",
       "      <td>5.26</td>\n",
       "      <td>196.9</td>\n",
       "      <td>89</td>\n",
       "      <td>8.86</td>\n",
       "      <td>6.6</td>\n",
       "      <td>7</td>\n",
       "      <td>1.78</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>36</td>\n",
       "      <td>75</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>166.7</td>\n",
       "      <td>113</td>\n",
       "      <td>28.34</td>\n",
       "      <td>148.3</td>\n",
       "      <td>122</td>\n",
       "      <td>12.61</td>\n",
       "      <td>186.9</td>\n",
       "      <td>121</td>\n",
       "      <td>8.41</td>\n",
       "      <td>10.1</td>\n",
       "      <td>3</td>\n",
       "      <td>2.73</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>1</td>\n",
       "      <td>118</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>223.4</td>\n",
       "      <td>98</td>\n",
       "      <td>37.98</td>\n",
       "      <td>220.6</td>\n",
       "      <td>101</td>\n",
       "      <td>18.75</td>\n",
       "      <td>203.9</td>\n",
       "      <td>118</td>\n",
       "      <td>9.18</td>\n",
       "      <td>6.3</td>\n",
       "      <td>6</td>\n",
       "      <td>1.70</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>19</td>\n",
       "      <td>121</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>24</td>\n",
       "      <td>218.2</td>\n",
       "      <td>88</td>\n",
       "      <td>37.09</td>\n",
       "      <td>348.5</td>\n",
       "      <td>108</td>\n",
       "      <td>29.62</td>\n",
       "      <td>212.6</td>\n",
       "      <td>118</td>\n",
       "      <td>9.57</td>\n",
       "      <td>7.5</td>\n",
       "      <td>7</td>\n",
       "      <td>2.03</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>24</td>\n",
       "      <td>147</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>157.0</td>\n",
       "      <td>79</td>\n",
       "      <td>26.69</td>\n",
       "      <td>103.1</td>\n",
       "      <td>94</td>\n",
       "      <td>8.76</td>\n",
       "      <td>211.8</td>\n",
       "      <td>96</td>\n",
       "      <td>9.53</td>\n",
       "      <td>7.1</td>\n",
       "      <td>6</td>\n",
       "      <td>1.92</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>18</td>\n",
       "      <td>117</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>184.5</td>\n",
       "      <td>97</td>\n",
       "      <td>31.37</td>\n",
       "      <td>351.6</td>\n",
       "      <td>80</td>\n",
       "      <td>29.89</td>\n",
       "      <td>215.8</td>\n",
       "      <td>90</td>\n",
       "      <td>9.71</td>\n",
       "      <td>8.7</td>\n",
       "      <td>4</td>\n",
       "      <td>2.35</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>49</td>\n",
       "      <td>141</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>37</td>\n",
       "      <td>258.6</td>\n",
       "      <td>84</td>\n",
       "      <td>43.96</td>\n",
       "      <td>222.0</td>\n",
       "      <td>111</td>\n",
       "      <td>18.87</td>\n",
       "      <td>326.4</td>\n",
       "      <td>97</td>\n",
       "      <td>14.69</td>\n",
       "      <td>11.2</td>\n",
       "      <td>5</td>\n",
       "      <td>3.02</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>39</td>\n",
       "      <td>74</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>187.7</td>\n",
       "      <td>127</td>\n",
       "      <td>31.91</td>\n",
       "      <td>163.4</td>\n",
       "      <td>148</td>\n",
       "      <td>13.89</td>\n",
       "      <td>196.0</td>\n",
       "      <td>94</td>\n",
       "      <td>8.82</td>\n",
       "      <td>9.1</td>\n",
       "      <td>5</td>\n",
       "      <td>2.46</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>12</td>\n",
       "      <td>168</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>128.8</td>\n",
       "      <td>96</td>\n",
       "      <td>21.90</td>\n",
       "      <td>104.9</td>\n",
       "      <td>71</td>\n",
       "      <td>8.92</td>\n",
       "      <td>141.1</td>\n",
       "      <td>128</td>\n",
       "      <td>6.35</td>\n",
       "      <td>11.2</td>\n",
       "      <td>2</td>\n",
       "      <td>3.02</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>26</td>\n",
       "      <td>95</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>156.6</td>\n",
       "      <td>88</td>\n",
       "      <td>26.62</td>\n",
       "      <td>247.6</td>\n",
       "      <td>75</td>\n",
       "      <td>21.05</td>\n",
       "      <td>192.3</td>\n",
       "      <td>115</td>\n",
       "      <td>8.65</td>\n",
       "      <td>12.3</td>\n",
       "      <td>5</td>\n",
       "      <td>3.32</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>13</td>\n",
       "      <td>85</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>27</td>\n",
       "      <td>196.4</td>\n",
       "      <td>139</td>\n",
       "      <td>33.39</td>\n",
       "      <td>280.9</td>\n",
       "      <td>90</td>\n",
       "      <td>23.88</td>\n",
       "      <td>89.3</td>\n",
       "      <td>75</td>\n",
       "      <td>4.02</td>\n",
       "      <td>13.8</td>\n",
       "      <td>4</td>\n",
       "      <td>3.73</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>46</td>\n",
       "      <td>93</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>190.7</td>\n",
       "      <td>114</td>\n",
       "      <td>32.42</td>\n",
       "      <td>218.2</td>\n",
       "      <td>111</td>\n",
       "      <td>18.55</td>\n",
       "      <td>129.6</td>\n",
       "      <td>121</td>\n",
       "      <td>5.83</td>\n",
       "      <td>8.1</td>\n",
       "      <td>3</td>\n",
       "      <td>2.19</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>45</td>\n",
       "      <td>76</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>33</td>\n",
       "      <td>189.7</td>\n",
       "      <td>66</td>\n",
       "      <td>32.25</td>\n",
       "      <td>212.8</td>\n",
       "      <td>65</td>\n",
       "      <td>18.09</td>\n",
       "      <td>165.7</td>\n",
       "      <td>108</td>\n",
       "      <td>7.46</td>\n",
       "      <td>10.0</td>\n",
       "      <td>5</td>\n",
       "      <td>2.70</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>43</td>\n",
       "      <td>73</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>224.4</td>\n",
       "      <td>90</td>\n",
       "      <td>38.15</td>\n",
       "      <td>159.5</td>\n",
       "      <td>88</td>\n",
       "      <td>13.56</td>\n",
       "      <td>192.8</td>\n",
       "      <td>74</td>\n",
       "      <td>8.68</td>\n",
       "      <td>13.0</td>\n",
       "      <td>2</td>\n",
       "      <td>3.51</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>9</td>\n",
       "      <td>147</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>155.1</td>\n",
       "      <td>117</td>\n",
       "      <td>26.37</td>\n",
       "      <td>239.7</td>\n",
       "      <td>93</td>\n",
       "      <td>20.37</td>\n",
       "      <td>208.8</td>\n",
       "      <td>133</td>\n",
       "      <td>9.40</td>\n",
       "      <td>10.6</td>\n",
       "      <td>4</td>\n",
       "      <td>2.86</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>3</td>\n",
       "      <td>130</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>183.0</td>\n",
       "      <td>112</td>\n",
       "      <td>31.11</td>\n",
       "      <td>72.9</td>\n",
       "      <td>99</td>\n",
       "      <td>6.20</td>\n",
       "      <td>181.8</td>\n",
       "      <td>78</td>\n",
       "      <td>8.18</td>\n",
       "      <td>9.5</td>\n",
       "      <td>19</td>\n",
       "      <td>2.57</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>40</td>\n",
       "      <td>111</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>110.4</td>\n",
       "      <td>103</td>\n",
       "      <td>18.77</td>\n",
       "      <td>137.3</td>\n",
       "      <td>102</td>\n",
       "      <td>11.67</td>\n",
       "      <td>189.6</td>\n",
       "      <td>105</td>\n",
       "      <td>8.53</td>\n",
       "      <td>7.7</td>\n",
       "      <td>6</td>\n",
       "      <td>2.08</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>45</td>\n",
       "      <td>132</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>81.1</td>\n",
       "      <td>86</td>\n",
       "      <td>13.79</td>\n",
       "      <td>245.2</td>\n",
       "      <td>72</td>\n",
       "      <td>20.84</td>\n",
       "      <td>237.0</td>\n",
       "      <td>115</td>\n",
       "      <td>10.67</td>\n",
       "      <td>10.3</td>\n",
       "      <td>2</td>\n",
       "      <td>2.78</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>29</td>\n",
       "      <td>174</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>124.3</td>\n",
       "      <td>76</td>\n",
       "      <td>21.13</td>\n",
       "      <td>277.1</td>\n",
       "      <td>112</td>\n",
       "      <td>23.55</td>\n",
       "      <td>250.7</td>\n",
       "      <td>115</td>\n",
       "      <td>11.28</td>\n",
       "      <td>15.5</td>\n",
       "      <td>5</td>\n",
       "      <td>4.19</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>50</td>\n",
       "      <td>57</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>39</td>\n",
       "      <td>213.0</td>\n",
       "      <td>115</td>\n",
       "      <td>36.21</td>\n",
       "      <td>191.1</td>\n",
       "      <td>112</td>\n",
       "      <td>16.24</td>\n",
       "      <td>182.7</td>\n",
       "      <td>115</td>\n",
       "      <td>8.22</td>\n",
       "      <td>9.5</td>\n",
       "      <td>3</td>\n",
       "      <td>2.57</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>26</td>\n",
       "      <td>54</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>134.3</td>\n",
       "      <td>73</td>\n",
       "      <td>22.83</td>\n",
       "      <td>155.5</td>\n",
       "      <td>100</td>\n",
       "      <td>13.22</td>\n",
       "      <td>102.1</td>\n",
       "      <td>68</td>\n",
       "      <td>4.59</td>\n",
       "      <td>14.7</td>\n",
       "      <td>4</td>\n",
       "      <td>3.97</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>24</td>\n",
       "      <td>20</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>190.0</td>\n",
       "      <td>109</td>\n",
       "      <td>32.30</td>\n",
       "      <td>258.2</td>\n",
       "      <td>84</td>\n",
       "      <td>21.95</td>\n",
       "      <td>181.5</td>\n",
       "      <td>102</td>\n",
       "      <td>8.17</td>\n",
       "      <td>6.3</td>\n",
       "      <td>6</td>\n",
       "      <td>1.70</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>11</td>\n",
       "      <td>49</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>119.3</td>\n",
       "      <td>117</td>\n",
       "      <td>20.28</td>\n",
       "      <td>215.1</td>\n",
       "      <td>109</td>\n",
       "      <td>18.28</td>\n",
       "      <td>178.7</td>\n",
       "      <td>90</td>\n",
       "      <td>8.04</td>\n",
       "      <td>11.1</td>\n",
       "      <td>1</td>\n",
       "      <td>3.00</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>14</td>\n",
       "      <td>142</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>84.8</td>\n",
       "      <td>95</td>\n",
       "      <td>14.42</td>\n",
       "      <td>136.7</td>\n",
       "      <td>63</td>\n",
       "      <td>11.62</td>\n",
       "      <td>250.5</td>\n",
       "      <td>148</td>\n",
       "      <td>11.27</td>\n",
       "      <td>14.2</td>\n",
       "      <td>6</td>\n",
       "      <td>3.83</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>30</td>\n",
       "      <td>75</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>226.1</td>\n",
       "      <td>105</td>\n",
       "      <td>38.44</td>\n",
       "      <td>201.5</td>\n",
       "      <td>107</td>\n",
       "      <td>17.13</td>\n",
       "      <td>246.2</td>\n",
       "      <td>98</td>\n",
       "      <td>11.08</td>\n",
       "      <td>10.3</td>\n",
       "      <td>5</td>\n",
       "      <td>2.78</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>3</td>\n",
       "      <td>12</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>249.6</td>\n",
       "      <td>118</td>\n",
       "      <td>42.43</td>\n",
       "      <td>252.4</td>\n",
       "      <td>119</td>\n",
       "      <td>21.45</td>\n",
       "      <td>280.2</td>\n",
       "      <td>90</td>\n",
       "      <td>12.61</td>\n",
       "      <td>11.8</td>\n",
       "      <td>3</td>\n",
       "      <td>3.19</td>\n",
       "      <td>1</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>36</td>\n",
       "      <td>57</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>176.8</td>\n",
       "      <td>94</td>\n",
       "      <td>30.06</td>\n",
       "      <td>195.0</td>\n",
       "      <td>75</td>\n",
       "      <td>16.58</td>\n",
       "      <td>213.5</td>\n",
       "      <td>116</td>\n",
       "      <td>9.61</td>\n",
       "      <td>8.3</td>\n",
       "      <td>4</td>\n",
       "      <td>2.24</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3297</th>\n",
       "      <td>21</td>\n",
       "      <td>148</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>33</td>\n",
       "      <td>241.7</td>\n",
       "      <td>84</td>\n",
       "      <td>41.09</td>\n",
       "      <td>165.8</td>\n",
       "      <td>84</td>\n",
       "      <td>14.09</td>\n",
       "      <td>160.6</td>\n",
       "      <td>80</td>\n",
       "      <td>7.23</td>\n",
       "      <td>11.3</td>\n",
       "      <td>3</td>\n",
       "      <td>3.05</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3298</th>\n",
       "      <td>20</td>\n",
       "      <td>83</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>78.1</td>\n",
       "      <td>70</td>\n",
       "      <td>13.28</td>\n",
       "      <td>239.3</td>\n",
       "      <td>115</td>\n",
       "      <td>20.34</td>\n",
       "      <td>144.4</td>\n",
       "      <td>112</td>\n",
       "      <td>6.50</td>\n",
       "      <td>12.3</td>\n",
       "      <td>4</td>\n",
       "      <td>3.32</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3299</th>\n",
       "      <td>27</td>\n",
       "      <td>73</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>187.8</td>\n",
       "      <td>95</td>\n",
       "      <td>31.93</td>\n",
       "      <td>149.2</td>\n",
       "      <td>143</td>\n",
       "      <td>12.68</td>\n",
       "      <td>201.4</td>\n",
       "      <td>113</td>\n",
       "      <td>9.06</td>\n",
       "      <td>11.0</td>\n",
       "      <td>4</td>\n",
       "      <td>2.97</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3300</th>\n",
       "      <td>40</td>\n",
       "      <td>111</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>21</td>\n",
       "      <td>127.1</td>\n",
       "      <td>94</td>\n",
       "      <td>21.61</td>\n",
       "      <td>228.3</td>\n",
       "      <td>116</td>\n",
       "      <td>19.41</td>\n",
       "      <td>166.7</td>\n",
       "      <td>108</td>\n",
       "      <td>7.50</td>\n",
       "      <td>7.1</td>\n",
       "      <td>3</td>\n",
       "      <td>1.92</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3301</th>\n",
       "      <td>4</td>\n",
       "      <td>84</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>280.0</td>\n",
       "      <td>113</td>\n",
       "      <td>47.60</td>\n",
       "      <td>202.2</td>\n",
       "      <td>90</td>\n",
       "      <td>17.19</td>\n",
       "      <td>156.8</td>\n",
       "      <td>103</td>\n",
       "      <td>7.06</td>\n",
       "      <td>10.4</td>\n",
       "      <td>4</td>\n",
       "      <td>2.81</td>\n",
       "      <td>0</td>\n",
       "      <td>True</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3302</th>\n",
       "      <td>18</td>\n",
       "      <td>75</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>153.2</td>\n",
       "      <td>78</td>\n",
       "      <td>26.04</td>\n",
       "      <td>210.8</td>\n",
       "      <td>99</td>\n",
       "      <td>17.92</td>\n",
       "      <td>153.5</td>\n",
       "      <td>100</td>\n",
       "      <td>6.91</td>\n",
       "      <td>7.8</td>\n",
       "      <td>3</td>\n",
       "      <td>2.11</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3303</th>\n",
       "      <td>48</td>\n",
       "      <td>114</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>26</td>\n",
       "      <td>137.1</td>\n",
       "      <td>88</td>\n",
       "      <td>23.31</td>\n",
       "      <td>155.7</td>\n",
       "      <td>125</td>\n",
       "      <td>13.23</td>\n",
       "      <td>247.6</td>\n",
       "      <td>94</td>\n",
       "      <td>11.14</td>\n",
       "      <td>11.5</td>\n",
       "      <td>7</td>\n",
       "      <td>3.11</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3305</th>\n",
       "      <td>15</td>\n",
       "      <td>58</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>22</td>\n",
       "      <td>224.1</td>\n",
       "      <td>127</td>\n",
       "      <td>38.10</td>\n",
       "      <td>238.8</td>\n",
       "      <td>85</td>\n",
       "      <td>20.30</td>\n",
       "      <td>174.2</td>\n",
       "      <td>86</td>\n",
       "      <td>7.84</td>\n",
       "      <td>11.5</td>\n",
       "      <td>7</td>\n",
       "      <td>3.11</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3306</th>\n",
       "      <td>1</td>\n",
       "      <td>106</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>29</td>\n",
       "      <td>83.6</td>\n",
       "      <td>131</td>\n",
       "      <td>14.21</td>\n",
       "      <td>203.9</td>\n",
       "      <td>131</td>\n",
       "      <td>17.33</td>\n",
       "      <td>229.5</td>\n",
       "      <td>73</td>\n",
       "      <td>10.33</td>\n",
       "      <td>8.1</td>\n",
       "      <td>3</td>\n",
       "      <td>2.19</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3308</th>\n",
       "      <td>12</td>\n",
       "      <td>45</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>211.3</td>\n",
       "      <td>87</td>\n",
       "      <td>35.92</td>\n",
       "      <td>165.7</td>\n",
       "      <td>97</td>\n",
       "      <td>14.08</td>\n",
       "      <td>265.9</td>\n",
       "      <td>72</td>\n",
       "      <td>11.97</td>\n",
       "      <td>13.3</td>\n",
       "      <td>6</td>\n",
       "      <td>3.59</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3310</th>\n",
       "      <td>34</td>\n",
       "      <td>94</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>190.4</td>\n",
       "      <td>91</td>\n",
       "      <td>32.37</td>\n",
       "      <td>92.0</td>\n",
       "      <td>107</td>\n",
       "      <td>7.82</td>\n",
       "      <td>224.8</td>\n",
       "      <td>108</td>\n",
       "      <td>10.12</td>\n",
       "      <td>13.6</td>\n",
       "      <td>17</td>\n",
       "      <td>3.67</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3311</th>\n",
       "      <td>18</td>\n",
       "      <td>128</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>147.7</td>\n",
       "      <td>94</td>\n",
       "      <td>25.11</td>\n",
       "      <td>283.3</td>\n",
       "      <td>83</td>\n",
       "      <td>24.08</td>\n",
       "      <td>188.3</td>\n",
       "      <td>124</td>\n",
       "      <td>8.47</td>\n",
       "      <td>6.9</td>\n",
       "      <td>5</td>\n",
       "      <td>1.86</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3312</th>\n",
       "      <td>40</td>\n",
       "      <td>181</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>229.9</td>\n",
       "      <td>130</td>\n",
       "      <td>39.08</td>\n",
       "      <td>144.4</td>\n",
       "      <td>93</td>\n",
       "      <td>12.27</td>\n",
       "      <td>262.4</td>\n",
       "      <td>110</td>\n",
       "      <td>11.81</td>\n",
       "      <td>14.2</td>\n",
       "      <td>4</td>\n",
       "      <td>3.83</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3313</th>\n",
       "      <td>13</td>\n",
       "      <td>127</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>102.8</td>\n",
       "      <td>128</td>\n",
       "      <td>17.48</td>\n",
       "      <td>143.7</td>\n",
       "      <td>95</td>\n",
       "      <td>12.21</td>\n",
       "      <td>191.4</td>\n",
       "      <td>97</td>\n",
       "      <td>8.61</td>\n",
       "      <td>10.0</td>\n",
       "      <td>5</td>\n",
       "      <td>2.70</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3314</th>\n",
       "      <td>24</td>\n",
       "      <td>89</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>178.7</td>\n",
       "      <td>81</td>\n",
       "      <td>30.38</td>\n",
       "      <td>233.7</td>\n",
       "      <td>74</td>\n",
       "      <td>19.86</td>\n",
       "      <td>131.9</td>\n",
       "      <td>120</td>\n",
       "      <td>5.94</td>\n",
       "      <td>9.1</td>\n",
       "      <td>4</td>\n",
       "      <td>2.46</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3315</th>\n",
       "      <td>21</td>\n",
       "      <td>149</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>18</td>\n",
       "      <td>148.5</td>\n",
       "      <td>106</td>\n",
       "      <td>25.25</td>\n",
       "      <td>114.5</td>\n",
       "      <td>106</td>\n",
       "      <td>9.73</td>\n",
       "      <td>178.3</td>\n",
       "      <td>98</td>\n",
       "      <td>8.02</td>\n",
       "      <td>6.5</td>\n",
       "      <td>4</td>\n",
       "      <td>1.76</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3316</th>\n",
       "      <td>25</td>\n",
       "      <td>103</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>29</td>\n",
       "      <td>164.1</td>\n",
       "      <td>111</td>\n",
       "      <td>27.90</td>\n",
       "      <td>219.1</td>\n",
       "      <td>96</td>\n",
       "      <td>18.62</td>\n",
       "      <td>220.3</td>\n",
       "      <td>108</td>\n",
       "      <td>9.91</td>\n",
       "      <td>12.3</td>\n",
       "      <td>9</td>\n",
       "      <td>3.32</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3317</th>\n",
       "      <td>41</td>\n",
       "      <td>163</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>197.2</td>\n",
       "      <td>90</td>\n",
       "      <td>33.52</td>\n",
       "      <td>188.5</td>\n",
       "      <td>113</td>\n",
       "      <td>16.02</td>\n",
       "      <td>211.1</td>\n",
       "      <td>94</td>\n",
       "      <td>9.50</td>\n",
       "      <td>7.8</td>\n",
       "      <td>8</td>\n",
       "      <td>2.11</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3318</th>\n",
       "      <td>36</td>\n",
       "      <td>52</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>124.9</td>\n",
       "      <td>131</td>\n",
       "      <td>21.23</td>\n",
       "      <td>300.5</td>\n",
       "      <td>118</td>\n",
       "      <td>25.54</td>\n",
       "      <td>192.5</td>\n",
       "      <td>106</td>\n",
       "      <td>8.66</td>\n",
       "      <td>11.6</td>\n",
       "      <td>4</td>\n",
       "      <td>3.13</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3319</th>\n",
       "      <td>50</td>\n",
       "      <td>89</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>115.4</td>\n",
       "      <td>99</td>\n",
       "      <td>19.62</td>\n",
       "      <td>209.9</td>\n",
       "      <td>115</td>\n",
       "      <td>17.84</td>\n",
       "      <td>280.9</td>\n",
       "      <td>112</td>\n",
       "      <td>12.64</td>\n",
       "      <td>15.9</td>\n",
       "      <td>6</td>\n",
       "      <td>4.29</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3321</th>\n",
       "      <td>46</td>\n",
       "      <td>60</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>193.9</td>\n",
       "      <td>118</td>\n",
       "      <td>32.96</td>\n",
       "      <td>85.0</td>\n",
       "      <td>110</td>\n",
       "      <td>7.23</td>\n",
       "      <td>210.1</td>\n",
       "      <td>134</td>\n",
       "      <td>9.45</td>\n",
       "      <td>13.2</td>\n",
       "      <td>8</td>\n",
       "      <td>3.56</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3324</th>\n",
       "      <td>49</td>\n",
       "      <td>159</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>169.8</td>\n",
       "      <td>114</td>\n",
       "      <td>28.87</td>\n",
       "      <td>197.7</td>\n",
       "      <td>105</td>\n",
       "      <td>16.80</td>\n",
       "      <td>193.7</td>\n",
       "      <td>82</td>\n",
       "      <td>8.72</td>\n",
       "      <td>11.6</td>\n",
       "      <td>4</td>\n",
       "      <td>3.13</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3325</th>\n",
       "      <td>35</td>\n",
       "      <td>78</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>193.4</td>\n",
       "      <td>99</td>\n",
       "      <td>32.88</td>\n",
       "      <td>116.9</td>\n",
       "      <td>88</td>\n",
       "      <td>9.94</td>\n",
       "      <td>243.3</td>\n",
       "      <td>109</td>\n",
       "      <td>10.95</td>\n",
       "      <td>9.3</td>\n",
       "      <td>4</td>\n",
       "      <td>2.51</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3326</th>\n",
       "      <td>35</td>\n",
       "      <td>96</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>106.6</td>\n",
       "      <td>128</td>\n",
       "      <td>18.12</td>\n",
       "      <td>284.8</td>\n",
       "      <td>87</td>\n",
       "      <td>24.21</td>\n",
       "      <td>178.9</td>\n",
       "      <td>92</td>\n",
       "      <td>8.05</td>\n",
       "      <td>14.9</td>\n",
       "      <td>7</td>\n",
       "      <td>4.02</td>\n",
       "      <td>1</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3327</th>\n",
       "      <td>40</td>\n",
       "      <td>79</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>134.7</td>\n",
       "      <td>98</td>\n",
       "      <td>22.90</td>\n",
       "      <td>189.7</td>\n",
       "      <td>68</td>\n",
       "      <td>16.12</td>\n",
       "      <td>221.4</td>\n",
       "      <td>128</td>\n",
       "      <td>9.96</td>\n",
       "      <td>11.8</td>\n",
       "      <td>5</td>\n",
       "      <td>3.19</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3328</th>\n",
       "      <td>3</td>\n",
       "      <td>192</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>36</td>\n",
       "      <td>156.2</td>\n",
       "      <td>77</td>\n",
       "      <td>26.55</td>\n",
       "      <td>215.5</td>\n",
       "      <td>126</td>\n",
       "      <td>18.32</td>\n",
       "      <td>279.1</td>\n",
       "      <td>83</td>\n",
       "      <td>12.56</td>\n",
       "      <td>9.9</td>\n",
       "      <td>6</td>\n",
       "      <td>2.67</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3329</th>\n",
       "      <td>49</td>\n",
       "      <td>68</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>231.1</td>\n",
       "      <td>57</td>\n",
       "      <td>39.29</td>\n",
       "      <td>153.4</td>\n",
       "      <td>55</td>\n",
       "      <td>13.04</td>\n",
       "      <td>191.3</td>\n",
       "      <td>123</td>\n",
       "      <td>8.61</td>\n",
       "      <td>9.6</td>\n",
       "      <td>4</td>\n",
       "      <td>2.59</td>\n",
       "      <td>3</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3330</th>\n",
       "      <td>39</td>\n",
       "      <td>28</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>180.8</td>\n",
       "      <td>109</td>\n",
       "      <td>30.74</td>\n",
       "      <td>288.8</td>\n",
       "      <td>58</td>\n",
       "      <td>24.55</td>\n",
       "      <td>191.9</td>\n",
       "      <td>91</td>\n",
       "      <td>8.64</td>\n",
       "      <td>14.1</td>\n",
       "      <td>6</td>\n",
       "      <td>3.81</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3331</th>\n",
       "      <td>6</td>\n",
       "      <td>184</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>213.8</td>\n",
       "      <td>105</td>\n",
       "      <td>36.35</td>\n",
       "      <td>159.6</td>\n",
       "      <td>84</td>\n",
       "      <td>13.57</td>\n",
       "      <td>139.2</td>\n",
       "      <td>137</td>\n",
       "      <td>6.26</td>\n",
       "      <td>5.0</td>\n",
       "      <td>10</td>\n",
       "      <td>1.35</td>\n",
       "      <td>2</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3332</th>\n",
       "      <td>42</td>\n",
       "      <td>74</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>234.4</td>\n",
       "      <td>113</td>\n",
       "      <td>39.85</td>\n",
       "      <td>265.9</td>\n",
       "      <td>82</td>\n",
       "      <td>22.60</td>\n",
       "      <td>241.4</td>\n",
       "      <td>77</td>\n",
       "      <td>10.86</td>\n",
       "      <td>13.7</td>\n",
       "      <td>4</td>\n",
       "      <td>3.70</td>\n",
       "      <td>0</td>\n",
       "      <td>False</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2979 rows × 20 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "      State  Account length  Area code  International plan  Voice mail plan  \\\n",
       "0        16             128          1                   0                1   \n",
       "1        35             107          1                   0                1   \n",
       "2        31             137          1                   0                0   \n",
       "3        35              84          0                   1                0   \n",
       "4        36              75          1                   1                0   \n",
       "5         1             118          2                   1                0   \n",
       "6        19             121          2                   0                1   \n",
       "7        24             147          1                   1                0   \n",
       "8        18             117          0                   0                0   \n",
       "9        49             141          1                   1                1   \n",
       "11       39              74          1                   0                0   \n",
       "12       12             168          0                   0                0   \n",
       "13       26              95          2                   0                0   \n",
       "16       13              85          0                   0                1   \n",
       "17       46              93          2                   0                0   \n",
       "18       45              76          2                   0                1   \n",
       "19       43              73          1                   0                0   \n",
       "20        9             147          1                   0                0   \n",
       "22        3             130          1                   0                0   \n",
       "23       40             111          1                   0                0   \n",
       "24       45             132          2                   0                0   \n",
       "25       29             174          1                   0                0   \n",
       "26       50              57          0                   0                1   \n",
       "27       26              54          0                   0                0   \n",
       "28       24              20          1                   0                0   \n",
       "29       11              49          2                   0                0   \n",
       "30       14             142          1                   0                0   \n",
       "31       30              75          2                   0                0   \n",
       "33        3              12          0                   0                0   \n",
       "34       36              57          0                   0                1   \n",
       "...     ...             ...        ...                 ...              ...   \n",
       "3297     21             148          0                   0                1   \n",
       "3298     20              83          2                   0                0   \n",
       "3299     27              73          0                   0                0   \n",
       "3300     40             111          1                   0                1   \n",
       "3301      4              84          1                   0                0   \n",
       "3302     18              75          2                   1                0   \n",
       "3303     48             114          1                   0                1   \n",
       "3305     15              58          1                   0                1   \n",
       "3306      1             106          0                   0                1   \n",
       "3308     12              45          1                   0                0   \n",
       "3310     34              94          1                   0                0   \n",
       "3311     18             128          1                   0                0   \n",
       "3312     40             181          0                   0                0   \n",
       "3313     13             127          0                   0                0   \n",
       "3314     24              89          1                   0                0   \n",
       "3315     21             149          1                   0                1   \n",
       "3316     25             103          2                   0                1   \n",
       "3317     41             163          1                   1                0   \n",
       "3318     36              52          1                   0                0   \n",
       "3319     50              89          1                   0                0   \n",
       "3321     46              60          1                   0                0   \n",
       "3324     49             159          1                   0                0   \n",
       "3325     35              78          0                   0                0   \n",
       "3326     35              96          1                   0                0   \n",
       "3327     40              79          1                   0                0   \n",
       "3328      3             192          1                   0                1   \n",
       "3329     49              68          1                   0                0   \n",
       "3330     39              28          2                   0                0   \n",
       "3331      6             184          2                   1                0   \n",
       "3332     42              74          1                   0                1   \n",
       "\n",
       "      Number vmail messages  Total day minutes  Total day calls  \\\n",
       "0                        25              265.1              110   \n",
       "1                        26              161.6              123   \n",
       "2                         0              243.4              114   \n",
       "3                         0              299.4               71   \n",
       "4                         0              166.7              113   \n",
       "5                         0              223.4               98   \n",
       "6                        24              218.2               88   \n",
       "7                         0              157.0               79   \n",
       "8                         0              184.5               97   \n",
       "9                        37              258.6               84   \n",
       "11                        0              187.7              127   \n",
       "12                        0              128.8               96   \n",
       "13                        0              156.6               88   \n",
       "16                       27              196.4              139   \n",
       "17                        0              190.7              114   \n",
       "18                       33              189.7               66   \n",
       "19                        0              224.4               90   \n",
       "20                        0              155.1              117   \n",
       "22                        0              183.0              112   \n",
       "23                        0              110.4              103   \n",
       "24                        0               81.1               86   \n",
       "25                        0              124.3               76   \n",
       "26                       39              213.0              115   \n",
       "27                        0              134.3               73   \n",
       "28                        0              190.0              109   \n",
       "29                        0              119.3              117   \n",
       "30                        0               84.8               95   \n",
       "31                        0              226.1              105   \n",
       "33                        0              249.6              118   \n",
       "34                       25              176.8               94   \n",
       "...                     ...                ...              ...   \n",
       "3297                     33              241.7               84   \n",
       "3298                      0               78.1               70   \n",
       "3299                      0              187.8               95   \n",
       "3300                     21              127.1               94   \n",
       "3301                      0              280.0              113   \n",
       "3302                      0              153.2               78   \n",
       "3303                     26              137.1               88   \n",
       "3305                     22              224.1              127   \n",
       "3306                     29               83.6              131   \n",
       "3308                      0              211.3               87   \n",
       "3310                      0              190.4               91   \n",
       "3311                      0              147.7               94   \n",
       "3312                      0              229.9              130   \n",
       "3313                      0              102.8              128   \n",
       "3314                      0              178.7               81   \n",
       "3315                     18              148.5              106   \n",
       "3316                     29              164.1              111   \n",
       "3317                      0              197.2               90   \n",
       "3318                      0              124.9              131   \n",
       "3319                      0              115.4               99   \n",
       "3321                      0              193.9              118   \n",
       "3324                      0              169.8              114   \n",
       "3325                      0              193.4               99   \n",
       "3326                      0              106.6              128   \n",
       "3327                      0              134.7               98   \n",
       "3328                     36              156.2               77   \n",
       "3329                      0              231.1               57   \n",
       "3330                      0              180.8              109   \n",
       "3331                      0              213.8              105   \n",
       "3332                     25              234.4              113   \n",
       "\n",
       "      Total day charge  Total eve minutes  Total eve calls  Total eve charge  \\\n",
       "0                45.07              197.4               99             16.78   \n",
       "1                27.47              195.5              103             16.62   \n",
       "2                41.38              121.2              110             10.30   \n",
       "3                50.90               61.9               88              5.26   \n",
       "4                28.34              148.3              122             12.61   \n",
       "5                37.98              220.6              101             18.75   \n",
       "6                37.09              348.5              108             29.62   \n",
       "7                26.69              103.1               94              8.76   \n",
       "8                31.37              351.6               80             29.89   \n",
       "9                43.96              222.0              111             18.87   \n",
       "11               31.91              163.4              148             13.89   \n",
       "12               21.90              104.9               71              8.92   \n",
       "13               26.62              247.6               75             21.05   \n",
       "16               33.39              280.9               90             23.88   \n",
       "17               32.42              218.2              111             18.55   \n",
       "18               32.25              212.8               65             18.09   \n",
       "19               38.15              159.5               88             13.56   \n",
       "20               26.37              239.7               93             20.37   \n",
       "22               31.11               72.9               99              6.20   \n",
       "23               18.77              137.3              102             11.67   \n",
       "24               13.79              245.2               72             20.84   \n",
       "25               21.13              277.1              112             23.55   \n",
       "26               36.21              191.1              112             16.24   \n",
       "27               22.83              155.5              100             13.22   \n",
       "28               32.30              258.2               84             21.95   \n",
       "29               20.28              215.1              109             18.28   \n",
       "30               14.42              136.7               63             11.62   \n",
       "31               38.44              201.5              107             17.13   \n",
       "33               42.43              252.4              119             21.45   \n",
       "34               30.06              195.0               75             16.58   \n",
       "...                ...                ...              ...               ...   \n",
       "3297             41.09              165.8               84             14.09   \n",
       "3298             13.28              239.3              115             20.34   \n",
       "3299             31.93              149.2              143             12.68   \n",
       "3300             21.61              228.3              116             19.41   \n",
       "3301             47.60              202.2               90             17.19   \n",
       "3302             26.04              210.8               99             17.92   \n",
       "3303             23.31              155.7              125             13.23   \n",
       "3305             38.10              238.8               85             20.30   \n",
       "3306             14.21              203.9              131             17.33   \n",
       "3308             35.92              165.7               97             14.08   \n",
       "3310             32.37               92.0              107              7.82   \n",
       "3311             25.11              283.3               83             24.08   \n",
       "3312             39.08              144.4               93             12.27   \n",
       "3313             17.48              143.7               95             12.21   \n",
       "3314             30.38              233.7               74             19.86   \n",
       "3315             25.25              114.5              106              9.73   \n",
       "3316             27.90              219.1               96             18.62   \n",
       "3317             33.52              188.5              113             16.02   \n",
       "3318             21.23              300.5              118             25.54   \n",
       "3319             19.62              209.9              115             17.84   \n",
       "3321             32.96               85.0              110              7.23   \n",
       "3324             28.87              197.7              105             16.80   \n",
       "3325             32.88              116.9               88              9.94   \n",
       "3326             18.12              284.8               87             24.21   \n",
       "3327             22.90              189.7               68             16.12   \n",
       "3328             26.55              215.5              126             18.32   \n",
       "3329             39.29              153.4               55             13.04   \n",
       "3330             30.74              288.8               58             24.55   \n",
       "3331             36.35              159.6               84             13.57   \n",
       "3332             39.85              265.9               82             22.60   \n",
       "\n",
       "      Total night minutes  Total night calls  Total night charge  \\\n",
       "0                   244.7                 91               11.01   \n",
       "1                   254.4                103               11.45   \n",
       "2                   162.6                104                7.32   \n",
       "3                   196.9                 89                8.86   \n",
       "4                   186.9                121                8.41   \n",
       "5                   203.9                118                9.18   \n",
       "6                   212.6                118                9.57   \n",
       "7                   211.8                 96                9.53   \n",
       "8                   215.8                 90                9.71   \n",
       "9                   326.4                 97               14.69   \n",
       "11                  196.0                 94                8.82   \n",
       "12                  141.1                128                6.35   \n",
       "13                  192.3                115                8.65   \n",
       "16                   89.3                 75                4.02   \n",
       "17                  129.6                121                5.83   \n",
       "18                  165.7                108                7.46   \n",
       "19                  192.8                 74                8.68   \n",
       "20                  208.8                133                9.40   \n",
       "22                  181.8                 78                8.18   \n",
       "23                  189.6                105                8.53   \n",
       "24                  237.0                115               10.67   \n",
       "25                  250.7                115               11.28   \n",
       "26                  182.7                115                8.22   \n",
       "27                  102.1                 68                4.59   \n",
       "28                  181.5                102                8.17   \n",
       "29                  178.7                 90                8.04   \n",
       "30                  250.5                148               11.27   \n",
       "31                  246.2                 98               11.08   \n",
       "33                  280.2                 90               12.61   \n",
       "34                  213.5                116                9.61   \n",
       "...                   ...                ...                 ...   \n",
       "3297                160.6                 80                7.23   \n",
       "3298                144.4                112                6.50   \n",
       "3299                201.4                113                9.06   \n",
       "3300                166.7                108                7.50   \n",
       "3301                156.8                103                7.06   \n",
       "3302                153.5                100                6.91   \n",
       "3303                247.6                 94               11.14   \n",
       "3305                174.2                 86                7.84   \n",
       "3306                229.5                 73               10.33   \n",
       "3308                265.9                 72               11.97   \n",
       "3310                224.8                108               10.12   \n",
       "3311                188.3                124                8.47   \n",
       "3312                262.4                110               11.81   \n",
       "3313                191.4                 97                8.61   \n",
       "3314                131.9                120                5.94   \n",
       "3315                178.3                 98                8.02   \n",
       "3316                220.3                108                9.91   \n",
       "3317                211.1                 94                9.50   \n",
       "3318                192.5                106                8.66   \n",
       "3319                280.9                112               12.64   \n",
       "3321                210.1                134                9.45   \n",
       "3324                193.7                 82                8.72   \n",
       "3325                243.3                109               10.95   \n",
       "3326                178.9                 92                8.05   \n",
       "3327                221.4                128                9.96   \n",
       "3328                279.1                 83               12.56   \n",
       "3329                191.3                123                8.61   \n",
       "3330                191.9                 91                8.64   \n",
       "3331                139.2                137                6.26   \n",
       "3332                241.4                 77               10.86   \n",
       "\n",
       "      Total intl minutes  Total intl calls  Total intl charge  \\\n",
       "0                   10.0                 3               2.70   \n",
       "1                   13.7                 3               3.70   \n",
       "2                   12.2                 5               3.29   \n",
       "3                    6.6                 7               1.78   \n",
       "4                   10.1                 3               2.73   \n",
       "5                    6.3                 6               1.70   \n",
       "6                    7.5                 7               2.03   \n",
       "7                    7.1                 6               1.92   \n",
       "8                    8.7                 4               2.35   \n",
       "9                   11.2                 5               3.02   \n",
       "11                   9.1                 5               2.46   \n",
       "12                  11.2                 2               3.02   \n",
       "13                  12.3                 5               3.32   \n",
       "16                  13.8                 4               3.73   \n",
       "17                   8.1                 3               2.19   \n",
       "18                  10.0                 5               2.70   \n",
       "19                  13.0                 2               3.51   \n",
       "20                  10.6                 4               2.86   \n",
       "22                   9.5                19               2.57   \n",
       "23                   7.7                 6               2.08   \n",
       "24                  10.3                 2               2.78   \n",
       "25                  15.5                 5               4.19   \n",
       "26                   9.5                 3               2.57   \n",
       "27                  14.7                 4               3.97   \n",
       "28                   6.3                 6               1.70   \n",
       "29                  11.1                 1               3.00   \n",
       "30                  14.2                 6               3.83   \n",
       "31                  10.3                 5               2.78   \n",
       "33                  11.8                 3               3.19   \n",
       "34                   8.3                 4               2.24   \n",
       "...                  ...               ...                ...   \n",
       "3297                11.3                 3               3.05   \n",
       "3298                12.3                 4               3.32   \n",
       "3299                11.0                 4               2.97   \n",
       "3300                 7.1                 3               1.92   \n",
       "3301                10.4                 4               2.81   \n",
       "3302                 7.8                 3               2.11   \n",
       "3303                11.5                 7               3.11   \n",
       "3305                11.5                 7               3.11   \n",
       "3306                 8.1                 3               2.19   \n",
       "3308                13.3                 6               3.59   \n",
       "3310                13.6                17               3.67   \n",
       "3311                 6.9                 5               1.86   \n",
       "3312                14.2                 4               3.83   \n",
       "3313                10.0                 5               2.70   \n",
       "3314                 9.1                 4               2.46   \n",
       "3315                 6.5                 4               1.76   \n",
       "3316                12.3                 9               3.32   \n",
       "3317                 7.8                 8               2.11   \n",
       "3318                11.6                 4               3.13   \n",
       "3319                15.9                 6               4.29   \n",
       "3321                13.2                 8               3.56   \n",
       "3324                11.6                 4               3.13   \n",
       "3325                 9.3                 4               2.51   \n",
       "3326                14.9                 7               4.02   \n",
       "3327                11.8                 5               3.19   \n",
       "3328                 9.9                 6               2.67   \n",
       "3329                 9.6                 4               2.59   \n",
       "3330                14.1                 6               3.81   \n",
       "3331                 5.0                10               1.35   \n",
       "3332                13.7                 4               3.70   \n",
       "\n",
       "      Customer service calls  Churn  \n",
       "0                          1  False  \n",
       "1                          1  False  \n",
       "2                          0  False  \n",
       "3                          2  False  \n",
       "4                          3  False  \n",
       "5                          0  False  \n",
       "6                          3  False  \n",
       "7                          0  False  \n",
       "8                          1  False  \n",
       "9                          0  False  \n",
       "11                         0  False  \n",
       "12                         1  False  \n",
       "13                         3  False  \n",
       "16                         1  False  \n",
       "17                         3  False  \n",
       "18                         1  False  \n",
       "19                         1  False  \n",
       "20                         0  False  \n",
       "22                         0  False  \n",
       "23                         2  False  \n",
       "24                         0  False  \n",
       "25                         3  False  \n",
       "26                         0  False  \n",
       "27                         3  False  \n",
       "28                         0  False  \n",
       "29                         1  False  \n",
       "30                         2  False  \n",
       "31                         1  False  \n",
       "33                         1   True  \n",
       "34                         0  False  \n",
       "...                      ...    ...  \n",
       "3297                       1  False  \n",
       "3298                       1  False  \n",
       "3299                       2  False  \n",
       "3300                       1  False  \n",
       "3301                       0   True  \n",
       "3302                       1  False  \n",
       "3303                       2  False  \n",
       "3305                       2  False  \n",
       "3306                       1  False  \n",
       "3308                       1  False  \n",
       "3310                       2  False  \n",
       "3311                       2  False  \n",
       "3312                       2  False  \n",
       "3313                       1  False  \n",
       "3314                       1  False  \n",
       "3315                       0  False  \n",
       "3316                       0  False  \n",
       "3317                       1  False  \n",
       "3318                       2  False  \n",
       "3319                       3  False  \n",
       "3321                       3  False  \n",
       "3324                       1  False  \n",
       "3325                       2  False  \n",
       "3326                       1  False  \n",
       "3327                       2  False  \n",
       "3328                       2  False  \n",
       "3329                       3  False  \n",
       "3330                       2  False  \n",
       "3331                       2  False  \n",
       "3332                       0  False  \n",
       "\n",
       "[2979 rows x 20 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "minedData = dataEncoded.loc[~dataEncoded.index.isin(idxOutlier)]\n",
    "display(minedData)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Split data for training"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "x_train_mined, y_train_mined, x_test_mined, y_test_mined = splitDataFrameToTrainAndTest(dataframe=minedData, trainDataRate=0.6, targetAtt='Churn')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Train and test mined data with Naive Bayes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "NB mined data accuracy: 0.8959731543624161\n"
     ]
    }
   ],
   "source": [
    "a = datetime.datetime.now()\n",
    "NBModelMined = NaiveBayesLearning(x_train_mined, y_train_mined)\n",
    "b = datetime.datetime.now()\n",
    "NBMinedTime = b-a\n",
    "NBMinedAccuracy, NBMinedPredict = NaiveBayesTesting(NBModelMined, x_test_mined, y_test_mined)\n",
    "print(\"NB mined data accuracy:\", NBMinedAccuracy)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Train and test mined data with Decision Tree"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Decision Tree mined data accuracy: 0.9236577181208053\n"
     ]
    }
   ],
   "source": [
    "a = datetime.datetime.now()\n",
    "DTModelMined = DecisionTreeLearning(x_train_mined, y_train_mined)\n",
    "b = datetime.datetime.now()\n",
    "DTMinedTime = b-a\n",
    "DTMinedAccuracy, DTMinedPredict = DecisionTreeTesting(DTModelMined, x_test_mined, y_test_mined)\n",
    "print(\"Decision Tree mined data accuracy:\", DTMinedAccuracy)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Graphviz for mined Decision Tree"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/svg+xml": [
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       "<g class=\"graph\" id=\"graph0\" transform=\"scale(1 1) rotate(0) translate(4 2033)\">\n",
       "<title>Tree</title>\n",
       "<polygon fill=\"white\" points=\"-4,4 -4,-2033 6357,-2033 6357,4 -4,4\" stroke=\"none\"/>\n",
       "<!-- 0 -->\n",
       "<g class=\"node\" id=\"node1\"><title>0</title>\n",
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       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5285.5\" y=\"-2013.8\">Total day minutes ≤ 264.25</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5331\" y=\"-1998.8\">mse = 0.092</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5320\" y=\"-1983.8\">samples = 1787</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5328.5\" y=\"-1968.8\">value = 0.102</text>\n",
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       "<!-- 1 -->\n",
       "<g class=\"node\" id=\"node2\"><title>1</title>\n",
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       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5149.5\" y=\"-1909.8\">International plan ≤ 0.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5180\" y=\"-1894.8\">mse = 0.067</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5169\" y=\"-1879.8\">samples = 1678</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5177.5\" y=\"-1864.8\">value = 0.072</text>\n",
       "</g>\n",
       "<!-- 0&#45;&gt;1 -->\n",
       "<g class=\"edge\" id=\"edge1\"><title>0-&gt;1</title>\n",
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       "<polygon fill=\"black\" points=\"5279.78,-1927.82 5269.54,-1925.12 5275.87,-1933.62 5279.78,-1927.82\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"5274.29\" y=\"-1945.97\">True</text>\n",
       "</g>\n",
       "<!-- 180 -->\n",
       "<g class=\"node\" id=\"node181\"><title>180</title>\n",
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       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5687.5\" y=\"-1909.8\">Voice mail plan ≤ 0.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5713\" y=\"-1894.8\">mse = 0.245</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5706\" y=\"-1879.8\">samples = 109</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5710.5\" y=\"-1864.8\">value = 0.569</text>\n",
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       "<!-- 0&#45;&gt;180 -->\n",
       "<g class=\"edge\" id=\"edge180\"><title>0-&gt;180</title>\n",
       "<path d=\"M5465.93,-1968.79C5528.29,-1952.13 5609.31,-1930.5 5669.44,-1914.44\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"5670.53,-1917.78 5679.29,-1911.82 5668.72,-1911.01 5670.53,-1917.78\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"middle\" x=\"5666.77\" y=\"-1929.76\">False</text>\n",
       "</g>\n",
       "<!-- 2 -->\n",
       "<g class=\"node\" id=\"node3\"><title>2</title>\n",
       "<path d=\"M4714.5,-1821C4714.5,-1821 4556.5,-1821 4556.5,-1821 4550.5,-1821 4544.5,-1815 4544.5,-1809 4544.5,-1809 4544.5,-1765 4544.5,-1765 4544.5,-1759 4550.5,-1753 4556.5,-1753 4556.5,-1753 4714.5,-1753 4714.5,-1753 4720.5,-1753 4726.5,-1759 4726.5,-1765 4726.5,-1765 4726.5,-1809 4726.5,-1809 4726.5,-1815 4720.5,-1821 4714.5,-1821\" fill=\"#e58139\" fill-opacity=\"0.039216\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4552.5\" y=\"-1805.8\">Total day charge ≤ 41.665</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4595\" y=\"-1790.8\">mse = 0.039</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4584\" y=\"-1775.8\">samples = 1526</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4592.5\" y=\"-1760.8\">value = 0.041</text>\n",
       "</g>\n",
       "<!-- 1&#45;&gt;2 -->\n",
       "<g class=\"edge\" id=\"edge2\"><title>1-&gt;2</title>\n",
       "<path d=\"M5141.3,-1876.19C5036.51,-1857.92 4851.68,-1825.69 4736.83,-1805.67\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"4737.42,-1802.22 4726.96,-1803.95 4736.22,-1809.11 4737.42,-1802.22\" stroke=\"black\"/>\n",
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       "<g class=\"node\" id=\"node168\"><title>167</title>\n",
       "<path d=\"M5291.5,-1821C5291.5,-1821 5149.5,-1821 5149.5,-1821 5143.5,-1821 5137.5,-1815 5137.5,-1809 5137.5,-1809 5137.5,-1765 5137.5,-1765 5137.5,-1759 5143.5,-1753 5149.5,-1753 5149.5,-1753 5291.5,-1753 5291.5,-1753 5297.5,-1753 5303.5,-1759 5303.5,-1765 5303.5,-1765 5303.5,-1809 5303.5,-1809 5303.5,-1815 5297.5,-1821 5291.5,-1821\" fill=\"#e58139\" fill-opacity=\"0.388235\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5145.5\" y=\"-1805.8\">Total intl minutes ≤ 13.1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5180\" y=\"-1790.8\">mse = 0.237</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5173\" y=\"-1775.8\">samples = 152</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5177.5\" y=\"-1760.8\">value = 0.388</text>\n",
       "</g>\n",
       "<!-- 1&#45;&gt;167 -->\n",
       "<g class=\"edge\" id=\"edge167\"><title>1-&gt;167</title>\n",
       "<path d=\"M5220.5,-1856.88C5220.5,-1848.78 5220.5,-1839.98 5220.5,-1831.47\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"5224,-1831.3 5220.5,-1821.3 5217,-1831.3 5224,-1831.3\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 3 -->\n",
       "<g class=\"node\" id=\"node4\"><title>3</title>\n",
       "<path d=\"M4098.5,-1717C4098.5,-1717 3934.5,-1717 3934.5,-1717 3928.5,-1717 3922.5,-1711 3922.5,-1705 3922.5,-1705 3922.5,-1661 3922.5,-1661 3922.5,-1655 3928.5,-1649 3934.5,-1649 3934.5,-1649 4098.5,-1649 4098.5,-1649 4104.5,-1649 4110.5,-1655 4110.5,-1661 4110.5,-1661 4110.5,-1705 4110.5,-1705 4110.5,-1711 4104.5,-1717 4098.5,-1717\" fill=\"#e58139\" fill-opacity=\"0.031373\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3930.5\" y=\"-1701.8\">Total eve minutes ≤ 274.15</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3976\" y=\"-1686.8\">mse = 0.031</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3965\" y=\"-1671.8\">samples = 1450</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3973.5\" y=\"-1656.8\">value = 0.032</text>\n",
       "</g>\n",
       "<!-- 2&#45;&gt;3 -->\n",
       "<g class=\"edge\" id=\"edge3\"><title>2-&gt;3</title>\n",
       "<path d=\"M4544.5,-1771C4431.6,-1752.4 4239.53,-1720.75 4120.79,-1701.19\" fill=\"none\" stroke=\"black\"/>\n",
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       "<g class=\"node\" id=\"node151\"><title>150</title>\n",
       "<path d=\"M4710.5,-1717C4710.5,-1717 4560.5,-1717 4560.5,-1717 4554.5,-1717 4548.5,-1711 4548.5,-1705 4548.5,-1705 4548.5,-1661 4548.5,-1661 4548.5,-1655 4554.5,-1649 4560.5,-1649 4560.5,-1649 4710.5,-1649 4710.5,-1649 4716.5,-1649 4722.5,-1655 4722.5,-1661 4722.5,-1661 4722.5,-1705 4722.5,-1705 4722.5,-1711 4716.5,-1717 4710.5,-1717\" fill=\"#e58139\" fill-opacity=\"0.196078\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4556.5\" y=\"-1701.8\">Total eve charge ≤ 20.62</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4595\" y=\"-1686.8\">mse = 0.158</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4592\" y=\"-1671.8\">samples = 76</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4592.5\" y=\"-1656.8\">value = 0.197</text>\n",
       "</g>\n",
       "<!-- 2&#45;&gt;150 -->\n",
       "<g class=\"edge\" id=\"edge150\"><title>2-&gt;150</title>\n",
       "<path d=\"M4635.5,-1752.88C4635.5,-1744.78 4635.5,-1735.98 4635.5,-1727.47\" fill=\"none\" stroke=\"black\"/>\n",
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       "<!-- 4 -->\n",
       "<g class=\"node\" id=\"node5\"><title>4</title>\n",
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       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3278.5\" y=\"-1597.8\">Total day calls ≤ 119.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3309\" y=\"-1582.8\">mse = 0.025</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3298\" y=\"-1567.8\">samples = 1345</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3306.5\" y=\"-1552.8\">value = 0.026</text>\n",
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       "<!-- 3&#45;&gt;4 -->\n",
       "<g class=\"edge\" id=\"edge4\"><title>3-&gt;4</title>\n",
       "<path d=\"M3922.35,-1667.6C3793.69,-1647.93 3564.56,-1612.89 3438.59,-1593.62\" fill=\"none\" stroke=\"black\"/>\n",
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       "<g class=\"node\" id=\"node136\"><title>135</title>\n",
       "<path d=\"M4094,-1613C4094,-1613 3939,-1613 3939,-1613 3933,-1613 3927,-1607 3927,-1601 3927,-1601 3927,-1557 3927,-1557 3927,-1551 3933,-1545 3939,-1545 3939,-1545 4094,-1545 4094,-1545 4100,-1545 4106,-1551 4106,-1557 4106,-1557 4106,-1601 4106,-1601 4106,-1607 4100,-1613 4094,-1613\" fill=\"#e58139\" fill-opacity=\"0.113725\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3935\" y=\"-1597.8\">Total day minutes ≤ 216.3</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3976\" y=\"-1582.8\">mse = 0.101</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3969\" y=\"-1567.8\">samples = 105</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3973.5\" y=\"-1552.8\">value = 0.114</text>\n",
       "</g>\n",
       "<!-- 3&#45;&gt;135 -->\n",
       "<g class=\"edge\" id=\"edge135\"><title>3-&gt;135</title>\n",
       "<path d=\"M4016.5,-1648.88C4016.5,-1640.78 4016.5,-1631.98 4016.5,-1623.47\" fill=\"none\" stroke=\"black\"/>\n",
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       "</g>\n",
       "<!-- 5 -->\n",
       "<g class=\"node\" id=\"node6\"><title>5</title>\n",
       "<path d=\"M2860,-1509C2860,-1509 2667,-1509 2667,-1509 2661,-1509 2655,-1503 2655,-1497 2655,-1497 2655,-1453 2655,-1453 2655,-1447 2661,-1441 2667,-1441 2667,-1441 2860,-1441 2860,-1441 2866,-1441 2872,-1447 2872,-1453 2872,-1453 2872,-1497 2872,-1497 2872,-1503 2866,-1509 2860,-1509\" fill=\"#e58139\" fill-opacity=\"0.019608\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2663\" y=\"-1493.8\">Number vmail messages ≤ 43.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2723\" y=\"-1478.8\">mse = 0.019</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2712\" y=\"-1463.8\">samples = 1136</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2720.5\" y=\"-1448.8\">value = 0.019</text>\n",
       "</g>\n",
       "<!-- 4&#45;&gt;5 -->\n",
       "<g class=\"edge\" id=\"edge5\"><title>4-&gt;5</title>\n",
       "<path d=\"M3270.47,-1564.24C3170.6,-1546.86 2997.8,-1516.78 2882.08,-1496.64\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2882.56,-1493.17 2872.11,-1494.9 2881.36,-1500.07 2882.56,-1493.17\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 90 -->\n",
       "<g class=\"node\" id=\"node91\"><title>90</title>\n",
       "<path d=\"M3417,-1509C3417,-1509 3282,-1509 3282,-1509 3276,-1509 3270,-1503 3270,-1497 3270,-1497 3270,-1453 3270,-1453 3270,-1447 3276,-1441 3282,-1441 3282,-1441 3417,-1441 3417,-1441 3423,-1441 3429,-1447 3429,-1453 3429,-1453 3429,-1497 3429,-1497 3429,-1503 3423,-1509 3417,-1509\" fill=\"#e58139\" fill-opacity=\"0.062745\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3278\" y=\"-1493.8\">Total eve calls ≤ 126.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3309\" y=\"-1478.8\">mse = 0.058</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3302\" y=\"-1463.8\">samples = 209</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3306.5\" y=\"-1448.8\">value = 0.062</text>\n",
       "</g>\n",
       "<!-- 4&#45;&gt;90 -->\n",
       "<g class=\"edge\" id=\"edge90\"><title>4-&gt;90</title>\n",
       "<path d=\"M3349.5,-1544.88C3349.5,-1536.78 3349.5,-1527.98 3349.5,-1519.47\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3353,-1519.3 3349.5,-1509.3 3346,-1519.3 3353,-1519.3\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 6 -->\n",
       "<g class=\"node\" id=\"node7\"><title>6</title>\n",
       "<path d=\"M1802.5,-1405C1802.5,-1405 1660.5,-1405 1660.5,-1405 1654.5,-1405 1648.5,-1399 1648.5,-1393 1648.5,-1393 1648.5,-1349 1648.5,-1349 1648.5,-1343 1654.5,-1337 1660.5,-1337 1660.5,-1337 1802.5,-1337 1802.5,-1337 1808.5,-1337 1814.5,-1343 1814.5,-1349 1814.5,-1349 1814.5,-1393 1814.5,-1393 1814.5,-1399 1808.5,-1405 1802.5,-1405\" fill=\"#e58139\" fill-opacity=\"0.019608\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1656.5\" y=\"-1389.8\">Total night calls ≤ 110.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1691\" y=\"-1374.8\">mse = 0.017</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1680\" y=\"-1359.8\">samples = 1127</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1688.5\" y=\"-1344.8\">value = 0.018</text>\n",
       "</g>\n",
       "<!-- 5&#45;&gt;6 -->\n",
       "<g class=\"edge\" id=\"edge6\"><title>5-&gt;6</title>\n",
       "<path d=\"M2654.52,-1463.23C2450.79,-1443.09 2015.57,-1400.08 1824.6,-1381.2\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1824.88,-1377.71 1814.58,-1380.21 1824.19,-1384.68 1824.88,-1377.71\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 85 -->\n",
       "<g class=\"node\" id=\"node86\"><title>85</title>\n",
       "<path d=\"M2810.5,-1405C2810.5,-1405 2716.5,-1405 2716.5,-1405 2710.5,-1405 2704.5,-1399 2704.5,-1393 2704.5,-1393 2704.5,-1349 2704.5,-1349 2704.5,-1343 2710.5,-1337 2716.5,-1337 2716.5,-1337 2810.5,-1337 2810.5,-1337 2816.5,-1337 2822.5,-1343 2822.5,-1349 2822.5,-1349 2822.5,-1393 2822.5,-1393 2822.5,-1399 2816.5,-1405 2810.5,-1405\" fill=\"#e58139\" fill-opacity=\"0.223529\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2712.5\" y=\"-1389.8\">Area code ≤ 0.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2723\" y=\"-1374.8\">mse = 0.173</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2724\" y=\"-1359.8\">samples = 9</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2720.5\" y=\"-1344.8\">value = 0.222</text>\n",
       "</g>\n",
       "<!-- 5&#45;&gt;85 -->\n",
       "<g class=\"edge\" id=\"edge85\"><title>5-&gt;85</title>\n",
       "<path d=\"M2763.5,-1440.88C2763.5,-1432.78 2763.5,-1423.98 2763.5,-1415.47\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2767,-1415.3 2763.5,-1405.3 2760,-1415.3 2767,-1415.3\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 7 -->\n",
       "<g class=\"node\" id=\"node8\"><title>7</title>\n",
       "<path d=\"M1029,-1301C1029,-1301 894,-1301 894,-1301 888,-1301 882,-1295 882,-1289 882,-1289 882,-1245 882,-1245 882,-1239 888,-1233 894,-1233 894,-1233 1029,-1233 1029,-1233 1035,-1233 1041,-1239 1041,-1245 1041,-1245 1041,-1289 1041,-1289 1041,-1295 1035,-1301 1029,-1301\" fill=\"#e58139\" fill-opacity=\"0.007843\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"890\" y=\"-1285.8\">Total eve calls ≤ 127.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"921\" y=\"-1270.8\">mse = 0.008</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"914\" y=\"-1255.8\">samples = 779</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"918.5\" y=\"-1240.8\">value = 0.008</text>\n",
       "</g>\n",
       "<!-- 6&#45;&gt;7 -->\n",
       "<g class=\"edge\" id=\"edge7\"><title>6-&gt;7</title>\n",
       "<path d=\"M1648.36,-1358.99C1502.49,-1339.66 1201.65,-1299.81 1051.24,-1279.89\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1051.48,-1276.39 1041.11,-1278.55 1050.56,-1283.33 1051.48,-1276.39\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 34 -->\n",
       "<g class=\"node\" id=\"node35\"><title>34</title>\n",
       "<path d=\"M1813.5,-1301C1813.5,-1301 1649.5,-1301 1649.5,-1301 1643.5,-1301 1637.5,-1295 1637.5,-1289 1637.5,-1289 1637.5,-1245 1637.5,-1245 1637.5,-1239 1643.5,-1233 1649.5,-1233 1649.5,-1233 1813.5,-1233 1813.5,-1233 1819.5,-1233 1825.5,-1239 1825.5,-1245 1825.5,-1245 1825.5,-1289 1825.5,-1289 1825.5,-1295 1819.5,-1301 1813.5,-1301\" fill=\"#e58139\" fill-opacity=\"0.039216\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1645.5\" y=\"-1285.8\">Total day minutes ≤ 131.65</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1691\" y=\"-1270.8\">mse = 0.039</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1684\" y=\"-1255.8\">samples = 348</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1692.5\" y=\"-1240.8\">value = 0.04</text>\n",
       "</g>\n",
       "<!-- 6&#45;&gt;34 -->\n",
       "<g class=\"edge\" id=\"edge34\"><title>6-&gt;34</title>\n",
       "<path d=\"M1731.5,-1336.88C1731.5,-1328.78 1731.5,-1319.98 1731.5,-1311.47\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1735,-1311.3 1731.5,-1301.3 1728,-1311.3 1735,-1311.3\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 8 -->\n",
       "<g class=\"node\" id=\"node9\"><title>8</title>\n",
       "<path d=\"M666.5,-1197C666.5,-1197 536.5,-1197 536.5,-1197 530.5,-1197 524.5,-1191 524.5,-1185 524.5,-1185 524.5,-1141 524.5,-1141 524.5,-1135 530.5,-1129 536.5,-1129 536.5,-1129 666.5,-1129 666.5,-1129 672.5,-1129 678.5,-1135 678.5,-1141 678.5,-1141 678.5,-1185 678.5,-1185 678.5,-1191 672.5,-1197 666.5,-1197\" fill=\"#e58139\" fill-opacity=\"0.003922\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"532.5\" y=\"-1181.8\">Account length ≤ 40.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"561\" y=\"-1166.8\">mse = 0.004</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"554\" y=\"-1151.8\">samples = 716</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"558.5\" y=\"-1136.8\">value = 0.004</text>\n",
       "</g>\n",
       "<!-- 7&#45;&gt;8 -->\n",
       "<g class=\"edge\" id=\"edge8\"><title>7-&gt;8</title>\n",
       "<path d=\"M881.604,-1243.36C824.307,-1227.13 747.168,-1205.27 688.348,-1188.61\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"689.277,-1185.23 678.701,-1185.87 687.369,-1191.97 689.277,-1185.23\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 23 -->\n",
       "<g class=\"node\" id=\"node24\"><title>23</title>\n",
       "<path d=\"M1039,-1197C1039,-1197 884,-1197 884,-1197 878,-1197 872,-1191 872,-1185 872,-1185 872,-1141 872,-1141 872,-1135 878,-1129 884,-1129 884,-1129 1039,-1129 1039,-1129 1045,-1129 1051,-1135 1051,-1141 1051,-1141 1051,-1185 1051,-1185 1051,-1191 1045,-1197 1039,-1197\" fill=\"#e58139\" fill-opacity=\"0.047059\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"880\" y=\"-1181.8\">Total day minutes ≤ 99.25</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"921\" y=\"-1166.8\">mse = 0.045</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"918\" y=\"-1151.8\">samples = 63</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"918.5\" y=\"-1136.8\">value = 0.048</text>\n",
       "</g>\n",
       "<!-- 7&#45;&gt;23 -->\n",
       "<g class=\"edge\" id=\"edge23\"><title>7-&gt;23</title>\n",
       "<path d=\"M961.5,-1232.88C961.5,-1224.78 961.5,-1215.98 961.5,-1207.47\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"965,-1207.3 961.5,-1197.3 958,-1207.3 965,-1207.3\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 9 -->\n",
       "<g class=\"node\" id=\"node10\"><title>9</title>\n",
       "<path d=\"M391.5,-1093C391.5,-1093 261.5,-1093 261.5,-1093 255.5,-1093 249.5,-1087 249.5,-1081 249.5,-1081 249.5,-1037 249.5,-1037 249.5,-1031 255.5,-1025 261.5,-1025 261.5,-1025 391.5,-1025 391.5,-1025 397.5,-1025 403.5,-1031 403.5,-1037 403.5,-1037 403.5,-1081 403.5,-1081 403.5,-1087 397.5,-1093 391.5,-1093\" fill=\"#e58139\" fill-opacity=\"0.039216\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"257.5\" y=\"-1077.8\">Account length ≤ 39.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"286\" y=\"-1062.8\">mse = 0.038</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"283\" y=\"-1047.8\">samples = 51</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"283.5\" y=\"-1032.8\">value = 0.039</text>\n",
       "</g>\n",
       "<!-- 8&#45;&gt;9 -->\n",
       "<g class=\"edge\" id=\"edge9\"><title>8-&gt;9</title>\n",
       "<path d=\"M524.165,-1133.32C489.603,-1120.5 448.724,-1105.33 413.136,-1092.13\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"414.323,-1088.84 403.73,-1088.65 411.889,-1095.4 414.323,-1088.84\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 16 -->\n",
       "<g class=\"node\" id=\"node17\"><title>16</title>\n",
       "<path d=\"M698,-1093C698,-1093 505,-1093 505,-1093 499,-1093 493,-1087 493,-1081 493,-1081 493,-1037 493,-1037 493,-1031 499,-1025 505,-1025 505,-1025 698,-1025 698,-1025 704,-1025 710,-1031 710,-1037 710,-1037 710,-1081 710,-1081 710,-1087 704,-1093 698,-1093\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"501\" y=\"-1077.8\">Number vmail messages ≤ 26.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"561\" y=\"-1062.8\">mse = 0.002</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"554\" y=\"-1047.8\">samples = 665</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"558.5\" y=\"-1032.8\">value = 0.002</text>\n",
       "</g>\n",
       "<!-- 8&#45;&gt;16 -->\n",
       "<g class=\"edge\" id=\"edge16\"><title>8-&gt;16</title>\n",
       "<path d=\"M601.5,-1128.88C601.5,-1120.78 601.5,-1111.98 601.5,-1103.47\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"605,-1103.3 601.5,-1093.3 598,-1103.3 605,-1103.3\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 10 -->\n",
       "<g class=\"node\" id=\"node11\"><title>10</title>\n",
       "<path d=\"M248.5,-989C248.5,-989 114.5,-989 114.5,-989 108.5,-989 102.5,-983 102.5,-977 102.5,-977 102.5,-933 102.5,-933 102.5,-927 108.5,-921 114.5,-921 114.5,-921 248.5,-921 248.5,-921 254.5,-921 260.5,-927 260.5,-933 260.5,-933 260.5,-977 260.5,-977 260.5,-983 254.5,-989 248.5,-989\" fill=\"#e58139\" fill-opacity=\"0.019608\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"110.5\" y=\"-973.8\">Total night calls ≤ 70.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"145\" y=\"-958.8\">mse = 0.02</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"138\" y=\"-943.8\">samples = 50</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"142.5\" y=\"-928.8\">value = 0.02</text>\n",
       "</g>\n",
       "<!-- 9&#45;&gt;10 -->\n",
       "<g class=\"edge\" id=\"edge10\"><title>9-&gt;10</title>\n",
       "<path d=\"M279.423,-1024.88C266,-1015.44 251.247,-1005.06 237.356,-995.292\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"239.03,-992.19 228.837,-989.299 235.003,-997.916 239.03,-992.19\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 15 -->\n",
       "<g class=\"node\" id=\"node16\"><title>15</title>\n",
       "<path d=\"M362,-981.5C362,-981.5 291,-981.5 291,-981.5 285,-981.5 279,-975.5 279,-969.5 279,-969.5 279,-940.5 279,-940.5 279,-934.5 285,-928.5 291,-928.5 291,-928.5 362,-928.5 362,-928.5 368,-928.5 374,-934.5 374,-940.5 374,-940.5 374,-969.5 374,-969.5 374,-975.5 368,-981.5 362,-981.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"294.5\" y=\"-966.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"287\" y=\"-951.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"291.5\" y=\"-936.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 9&#45;&gt;15 -->\n",
       "<g class=\"edge\" id=\"edge15\"><title>9-&gt;15</title>\n",
       "<path d=\"M326.5,-1024.88C326.5,-1014.33 326.5,-1002.6 326.5,-991.854\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"330,-991.52 326.5,-981.52 323,-991.52 330,-991.52\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 11 -->\n",
       "<g class=\"node\" id=\"node12\"><title>11</title>\n",
       "<path d=\"M178,-885C178,-885 29,-885 29,-885 23,-885 17,-879 17,-873 17,-873 17,-829 17,-829 17,-823 23,-817 29,-817 29,-817 178,-817 178,-817 184,-817 190,-823 190,-829 190,-829 190,-873 190,-873 190,-879 184,-885 178,-885\" fill=\"#e58139\" fill-opacity=\"0.501961\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"25\" y=\"-869.8\">Total day charge ≤ 26.68</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"67\" y=\"-854.8\">mse = 0.25</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"64\" y=\"-839.8\">samples = 2</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"68.5\" y=\"-824.8\">value = 0.5</text>\n",
       "</g>\n",
       "<!-- 10&#45;&gt;11 -->\n",
       "<g class=\"edge\" id=\"edge11\"><title>10-&gt;11</title>\n",
       "<path d=\"M156.176,-920.884C149.5,-912.154 142.213,-902.625 135.246,-893.514\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"137.819,-891.117 128.964,-885.299 132.258,-895.369 137.819,-891.117\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 14 -->\n",
       "<g class=\"node\" id=\"node15\"><title>14</title>\n",
       "<path d=\"M299,-877.5C299,-877.5 220,-877.5 220,-877.5 214,-877.5 208,-871.5 208,-865.5 208,-865.5 208,-836.5 208,-836.5 208,-830.5 214,-824.5 220,-824.5 220,-824.5 299,-824.5 299,-824.5 305,-824.5 311,-830.5 311,-836.5 311,-836.5 311,-865.5 311,-865.5 311,-871.5 305,-877.5 299,-877.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"227.5\" y=\"-862.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"216\" y=\"-847.3\">samples = 48</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"224.5\" y=\"-832.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 10&#45;&gt;14 -->\n",
       "<g class=\"edge\" id=\"edge14\"><title>10-&gt;14</title>\n",
       "<path d=\"M206.824,-920.884C215.487,-909.556 225.18,-896.88 233.867,-885.521\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"236.69,-887.59 239.985,-877.52 231.13,-883.337 236.69,-887.59\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 12 -->\n",
       "<g class=\"node\" id=\"node13\"><title>12</title>\n",
       "<path d=\"M83,-773.5C83,-773.5 12,-773.5 12,-773.5 6,-773.5 0,-767.5 0,-761.5 0,-761.5 0,-732.5 0,-732.5 0,-726.5 6,-720.5 12,-720.5 12,-720.5 83,-720.5 83,-720.5 89,-720.5 95,-726.5 95,-732.5 95,-732.5 95,-761.5 95,-761.5 95,-767.5 89,-773.5 83,-773.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"15.5\" y=\"-758.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"8\" y=\"-743.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"12.5\" y=\"-728.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 11&#45;&gt;12 -->\n",
       "<g class=\"edge\" id=\"edge12\"><title>11-&gt;12</title>\n",
       "<path d=\"M85.3184,-816.884C79.2804,-805.886 72.5448,-793.617 66.4503,-782.517\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"69.3916,-780.601 61.5109,-773.52 63.2556,-783.97 69.3916,-780.601\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 13 -->\n",
       "<g class=\"node\" id=\"node14\"><title>13</title>\n",
       "<path d=\"M196,-773.5C196,-773.5 125,-773.5 125,-773.5 119,-773.5 113,-767.5 113,-761.5 113,-761.5 113,-732.5 113,-732.5 113,-726.5 119,-720.5 125,-720.5 125,-720.5 196,-720.5 196,-720.5 202,-720.5 208,-726.5 208,-732.5 208,-732.5 208,-761.5 208,-761.5 208,-767.5 202,-773.5 196,-773.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"128.5\" y=\"-758.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"121\" y=\"-743.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"125.5\" y=\"-728.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 11&#45;&gt;13 -->\n",
       "<g class=\"edge\" id=\"edge13\"><title>11-&gt;13</title>\n",
       "<path d=\"M122.006,-816.884C128.152,-805.886 135.008,-793.617 141.211,-782.517\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"144.416,-783.957 146.239,-773.52 138.305,-780.542 144.416,-783.957\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 17 -->\n",
       "<g class=\"node\" id=\"node18\"><title>17</title>\n",
       "<path d=\"M491,-981.5C491,-981.5 404,-981.5 404,-981.5 398,-981.5 392,-975.5 392,-969.5 392,-969.5 392,-940.5 392,-940.5 392,-934.5 398,-928.5 404,-928.5 404,-928.5 491,-928.5 491,-928.5 497,-928.5 503,-934.5 503,-940.5 503,-940.5 503,-969.5 503,-969.5 503,-975.5 497,-981.5 491,-981.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"415.5\" y=\"-966.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"400\" y=\"-951.3\">samples = 549</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"412.5\" y=\"-936.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 16&#45;&gt;17 -->\n",
       "<g class=\"edge\" id=\"edge17\"><title>16-&gt;17</title>\n",
       "<path d=\"M551.501,-1024.88C533.236,-1012.79 512.65,-999.151 494.642,-987.224\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"496.3,-984.124 486.03,-981.52 492.435,-989.96 496.3,-984.124\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 18 -->\n",
       "<g class=\"node\" id=\"node19\"><title>18</title>\n",
       "<path d=\"M726,-989C726,-989 533,-989 533,-989 527,-989 521,-983 521,-977 521,-977 521,-933 521,-933 521,-927 527,-921 533,-921 533,-921 726,-921 726,-921 732,-921 738,-927 738,-933 738,-933 738,-977 738,-977 738,-983 732,-989 726,-989\" fill=\"#e58139\" fill-opacity=\"0.007843\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"529\" y=\"-973.8\">Number vmail messages ≤ 27.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"589\" y=\"-958.8\">mse = 0.009</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"582\" y=\"-943.8\">samples = 116</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"586.5\" y=\"-928.8\">value = 0.009</text>\n",
       "</g>\n",
       "<!-- 16&#45;&gt;18 -->\n",
       "<g class=\"edge\" id=\"edge18\"><title>16-&gt;18</title>\n",
       "<path d=\"M610.591,-1024.88C612.84,-1016.69 615.284,-1007.79 617.643,-999.192\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"621.087,-999.869 620.359,-989.299 614.337,-998.016 621.087,-999.869\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 19 -->\n",
       "<g class=\"node\" id=\"node20\"><title>19</title>\n",
       "<path d=\"M624.5,-885C624.5,-885 474.5,-885 474.5,-885 468.5,-885 462.5,-879 462.5,-873 462.5,-873 462.5,-829 462.5,-829 462.5,-823 468.5,-817 474.5,-817 474.5,-817 624.5,-817 624.5,-817 630.5,-817 636.5,-823 636.5,-829 636.5,-829 636.5,-873 636.5,-873 636.5,-879 630.5,-885 624.5,-885\" fill=\"#e58139\" fill-opacity=\"0.109804\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"470.5\" y=\"-869.8\">Total intl minutes ≤ 11.85</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"509\" y=\"-854.8\">mse = 0.099</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"510\" y=\"-839.8\">samples = 9</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"506.5\" y=\"-824.8\">value = 0.111</text>\n",
       "</g>\n",
       "<!-- 18&#45;&gt;19 -->\n",
       "<g class=\"edge\" id=\"edge19\"><title>18-&gt;19</title>\n",
       "<path d=\"M603.526,-920.884C596.61,-912.065 589.053,-902.43 581.841,-893.235\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"584.543,-891.008 575.617,-885.299 579.035,-895.328 584.543,-891.008\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 22 -->\n",
       "<g class=\"node\" id=\"node23\"><title>22</title>\n",
       "<path d=\"M754,-877.5C754,-877.5 667,-877.5 667,-877.5 661,-877.5 655,-871.5 655,-865.5 655,-865.5 655,-836.5 655,-836.5 655,-830.5 661,-824.5 667,-824.5 667,-824.5 754,-824.5 754,-824.5 760,-824.5 766,-830.5 766,-836.5 766,-836.5 766,-865.5 766,-865.5 766,-871.5 760,-877.5 754,-877.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"678.5\" y=\"-862.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"663\" y=\"-847.3\">samples = 107</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"675.5\" y=\"-832.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 18&#45;&gt;22 -->\n",
       "<g class=\"edge\" id=\"edge22\"><title>18-&gt;22</title>\n",
       "<path d=\"M655.798,-920.884C664.794,-909.556 674.86,-896.88 683.881,-885.521\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"686.756,-887.528 690.234,-877.52 681.274,-883.174 686.756,-887.528\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 20 -->\n",
       "<g class=\"node\" id=\"node21\"><title>20</title>\n",
       "<path d=\"M529,-773.5C529,-773.5 458,-773.5 458,-773.5 452,-773.5 446,-767.5 446,-761.5 446,-761.5 446,-732.5 446,-732.5 446,-726.5 452,-720.5 458,-720.5 458,-720.5 529,-720.5 529,-720.5 535,-720.5 541,-726.5 541,-732.5 541,-732.5 541,-761.5 541,-761.5 541,-767.5 535,-773.5 529,-773.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"461.5\" y=\"-758.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"454\" y=\"-743.3\">samples = 8</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"458.5\" y=\"-728.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 19&#45;&gt;20 -->\n",
       "<g class=\"edge\" id=\"edge20\"><title>19-&gt;20</title>\n",
       "<path d=\"M531.318,-816.884C525.28,-805.886 518.545,-793.617 512.45,-782.517\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"515.392,-780.601 507.511,-773.52 509.256,-783.97 515.392,-780.601\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 21 -->\n",
       "<g class=\"node\" id=\"node22\"><title>21</title>\n",
       "<path d=\"M642,-773.5C642,-773.5 571,-773.5 571,-773.5 565,-773.5 559,-767.5 559,-761.5 559,-761.5 559,-732.5 559,-732.5 559,-726.5 565,-720.5 571,-720.5 571,-720.5 642,-720.5 642,-720.5 648,-720.5 654,-726.5 654,-732.5 654,-732.5 654,-761.5 654,-761.5 654,-767.5 648,-773.5 642,-773.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"574.5\" y=\"-758.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"567\" y=\"-743.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"571.5\" y=\"-728.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 19&#45;&gt;21 -->\n",
       "<g class=\"edge\" id=\"edge21\"><title>19-&gt;21</title>\n",
       "<path d=\"M568.006,-816.884C574.152,-805.886 581.008,-793.617 587.211,-782.517\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"590.416,-783.957 592.239,-773.52 584.305,-780.542 590.416,-783.957\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 24 -->\n",
       "<g class=\"node\" id=\"node25\"><title>24</title>\n",
       "<path d=\"M941.5,-1093C941.5,-1093 783.5,-1093 783.5,-1093 777.5,-1093 771.5,-1087 771.5,-1081 771.5,-1081 771.5,-1037 771.5,-1037 771.5,-1031 777.5,-1025 783.5,-1025 783.5,-1025 941.5,-1025 941.5,-1025 947.5,-1025 953.5,-1031 953.5,-1037 953.5,-1037 953.5,-1081 953.5,-1081 953.5,-1087 947.5,-1093 941.5,-1093\" fill=\"#e58139\" fill-opacity=\"0.501961\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"779.5\" y=\"-1077.8\">Total eve charge ≤ 19.425</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"826\" y=\"-1062.8\">mse = 0.25</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"823\" y=\"-1047.8\">samples = 2</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"827.5\" y=\"-1032.8\">value = 0.5</text>\n",
       "</g>\n",
       "<!-- 23&#45;&gt;24 -->\n",
       "<g class=\"edge\" id=\"edge24\"><title>23-&gt;24</title>\n",
       "<path d=\"M929.358,-1128.88C920.626,-1119.89 911.069,-1110.04 901.982,-1100.68\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"904.296,-1098.04 894.82,-1093.3 899.273,-1102.91 904.296,-1098.04\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 27 -->\n",
       "<g class=\"node\" id=\"node28\"><title>27</title>\n",
       "<path d=\"M1139,-1093C1139,-1093 984,-1093 984,-1093 978,-1093 972,-1087 972,-1081 972,-1081 972,-1037 972,-1037 972,-1031 978,-1025 984,-1025 984,-1025 1139,-1025 1139,-1025 1145,-1025 1151,-1031 1151,-1037 1151,-1037 1151,-1081 1151,-1081 1151,-1087 1145,-1093 1139,-1093\" fill=\"#e58139\" fill-opacity=\"0.031373\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"980\" y=\"-1077.8\">Total day minutes ≤ 212.3</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1021\" y=\"-1062.8\">mse = 0.032</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1018\" y=\"-1047.8\">samples = 61</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1018.5\" y=\"-1032.8\">value = 0.033</text>\n",
       "</g>\n",
       "<!-- 23&#45;&gt;27 -->\n",
       "<g class=\"edge\" id=\"edge27\"><title>23-&gt;27</title>\n",
       "<path d=\"M993.967,-1128.88C1002.79,-1119.89 1012.44,-1110.04 1021.62,-1100.68\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1024.35,-1102.89 1028.85,-1093.3 1019.35,-1097.99 1024.35,-1102.89\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 25 -->\n",
       "<g class=\"node\" id=\"node26\"><title>25</title>\n",
       "<path d=\"M839,-981.5C839,-981.5 768,-981.5 768,-981.5 762,-981.5 756,-975.5 756,-969.5 756,-969.5 756,-940.5 756,-940.5 756,-934.5 762,-928.5 768,-928.5 768,-928.5 839,-928.5 839,-928.5 845,-928.5 851,-934.5 851,-940.5 851,-940.5 851,-969.5 851,-969.5 851,-975.5 845,-981.5 839,-981.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"771.5\" y=\"-966.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"764\" y=\"-951.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"768.5\" y=\"-936.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 24&#45;&gt;25 -->\n",
       "<g class=\"edge\" id=\"edge25\"><title>24-&gt;25</title>\n",
       "<path d=\"M843.344,-1024.88C836.919,-1013.78 829.745,-1001.37 823.273,-990.184\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"826.298,-988.424 818.262,-981.52 820.239,-991.929 826.298,-988.424\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 26 -->\n",
       "<g class=\"node\" id=\"node27\"><title>26</title>\n",
       "<path d=\"M952,-981.5C952,-981.5 881,-981.5 881,-981.5 875,-981.5 869,-975.5 869,-969.5 869,-969.5 869,-940.5 869,-940.5 869,-934.5 875,-928.5 881,-928.5 881,-928.5 952,-928.5 952,-928.5 958,-928.5 964,-934.5 964,-940.5 964,-940.5 964,-969.5 964,-969.5 964,-975.5 958,-981.5 952,-981.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"884.5\" y=\"-966.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"877\" y=\"-951.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"881.5\" y=\"-936.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 24&#45;&gt;26 -->\n",
       "<g class=\"edge\" id=\"edge26\"><title>24-&gt;26</title>\n",
       "<path d=\"M880.032,-1024.88C885.855,-1013.89 892.35,-1001.62 898.227,-990.517\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"901.404,-991.995 902.989,-981.52 895.217,-988.72 901.404,-991.995\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 28 -->\n",
       "<g class=\"node\" id=\"node29\"><title>28</title>\n",
       "<path d=\"M1073,-981.5C1073,-981.5 994,-981.5 994,-981.5 988,-981.5 982,-975.5 982,-969.5 982,-969.5 982,-940.5 982,-940.5 982,-934.5 988,-928.5 994,-928.5 994,-928.5 1073,-928.5 1073,-928.5 1079,-928.5 1085,-934.5 1085,-940.5 1085,-940.5 1085,-969.5 1085,-969.5 1085,-975.5 1079,-981.5 1073,-981.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1001.5\" y=\"-966.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"990\" y=\"-951.3\">samples = 50</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"998.5\" y=\"-936.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 27&#45;&gt;28 -->\n",
       "<g class=\"edge\" id=\"edge28\"><title>27-&gt;28</title>\n",
       "<path d=\"M1052.41,-1024.88C1049.45,-1014.11 1046.16,-1002.11 1043.16,-991.184\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1046.53,-990.237 1040.51,-981.52 1039.78,-992.09 1046.53,-990.237\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 29 -->\n",
       "<g class=\"node\" id=\"node30\"><title>29</title>\n",
       "<path d=\"M1287.5,-989C1287.5,-989 1115.5,-989 1115.5,-989 1109.5,-989 1103.5,-983 1103.5,-977 1103.5,-977 1103.5,-933 1103.5,-933 1103.5,-927 1109.5,-921 1115.5,-921 1115.5,-921 1287.5,-921 1287.5,-921 1293.5,-921 1299.5,-927 1299.5,-933 1299.5,-933 1299.5,-977 1299.5,-977 1299.5,-983 1293.5,-989 1287.5,-989\" fill=\"#e58139\" fill-opacity=\"0.180392\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1111.5\" y=\"-973.8\">Customer service calls ≤ 0.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1161\" y=\"-958.8\">mse = 0.149</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1158\" y=\"-943.8\">samples = 11</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1158.5\" y=\"-928.8\">value = 0.182</text>\n",
       "</g>\n",
       "<!-- 27&#45;&gt;29 -->\n",
       "<g class=\"edge\" id=\"edge29\"><title>27-&gt;29</title>\n",
       "<path d=\"M1106.95,-1024.88C1119.91,-1015.44 1134.16,-1005.06 1147.57,-995.292\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1149.77,-998.017 1155.79,-989.299 1145.65,-992.359 1149.77,-998.017\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 30 -->\n",
       "<g class=\"node\" id=\"node31\"><title>30</title>\n",
       "<path d=\"M1130.5,-885C1130.5,-885 1004.5,-885 1004.5,-885 998.5,-885 992.5,-879 992.5,-873 992.5,-873 992.5,-829 992.5,-829 992.5,-823 998.5,-817 1004.5,-817 1004.5,-817 1130.5,-817 1130.5,-817 1136.5,-817 1142.5,-823 1142.5,-829 1142.5,-829 1142.5,-873 1142.5,-873 1142.5,-879 1136.5,-885 1130.5,-885\" fill=\"#e58139\" fill-opacity=\"0.666667\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1000.5\" y=\"-869.8\">Total day calls ≤ 94.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1027\" y=\"-854.8\">mse = 0.222</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1028\" y=\"-839.8\">samples = 3</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1024.5\" y=\"-824.8\">value = 0.667</text>\n",
       "</g>\n",
       "<!-- 29&#45;&gt;30 -->\n",
       "<g class=\"edge\" id=\"edge30\"><title>29-&gt;30</title>\n",
       "<path d=\"M1157.99,-920.884C1145.71,-911.531 1132.21,-901.259 1119.48,-891.568\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1121.32,-888.571 1111.25,-885.299 1117.08,-894.141 1121.32,-888.571\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 33 -->\n",
       "<g class=\"node\" id=\"node34\"><title>33</title>\n",
       "<path d=\"M1244,-877.5C1244,-877.5 1173,-877.5 1173,-877.5 1167,-877.5 1161,-871.5 1161,-865.5 1161,-865.5 1161,-836.5 1161,-836.5 1161,-830.5 1167,-824.5 1173,-824.5 1173,-824.5 1244,-824.5 1244,-824.5 1250,-824.5 1256,-830.5 1256,-836.5 1256,-836.5 1256,-865.5 1256,-865.5 1256,-871.5 1250,-877.5 1244,-877.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1176.5\" y=\"-862.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1169\" y=\"-847.3\">samples = 8</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1173.5\" y=\"-832.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 29&#45;&gt;33 -->\n",
       "<g class=\"edge\" id=\"edge33\"><title>29-&gt;33</title>\n",
       "<path d=\"M1203.77,-920.884C1204.5,-910.216 1205.32,-898.352 1206.06,-887.519\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1209.56,-887.736 1206.75,-877.52 1202.57,-887.257 1209.56,-887.736\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 31 -->\n",
       "<g class=\"node\" id=\"node32\"><title>31</title>\n",
       "<path d=\"M1046,-773.5C1046,-773.5 975,-773.5 975,-773.5 969,-773.5 963,-767.5 963,-761.5 963,-761.5 963,-732.5 963,-732.5 963,-726.5 969,-720.5 975,-720.5 975,-720.5 1046,-720.5 1046,-720.5 1052,-720.5 1058,-726.5 1058,-732.5 1058,-732.5 1058,-761.5 1058,-761.5 1058,-767.5 1052,-773.5 1046,-773.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"978.5\" y=\"-758.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"971\" y=\"-743.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"975.5\" y=\"-728.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 30&#45;&gt;31 -->\n",
       "<g class=\"edge\" id=\"edge31\"><title>30-&gt;31</title>\n",
       "<path d=\"M1048.99,-816.884C1042.85,-805.886 1035.99,-793.617 1029.79,-782.517\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1032.69,-780.542 1024.76,-773.52 1026.58,-783.957 1032.69,-780.542\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 32 -->\n",
       "<g class=\"node\" id=\"node33\"><title>32</title>\n",
       "<path d=\"M1159,-773.5C1159,-773.5 1088,-773.5 1088,-773.5 1082,-773.5 1076,-767.5 1076,-761.5 1076,-761.5 1076,-732.5 1076,-732.5 1076,-726.5 1082,-720.5 1088,-720.5 1088,-720.5 1159,-720.5 1159,-720.5 1165,-720.5 1171,-726.5 1171,-732.5 1171,-732.5 1171,-761.5 1171,-761.5 1171,-767.5 1165,-773.5 1159,-773.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1091.5\" y=\"-758.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1084\" y=\"-743.3\">samples = 2</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1088.5\" y=\"-728.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 30&#45;&gt;32 -->\n",
       "<g class=\"edge\" id=\"edge32\"><title>30-&gt;32</title>\n",
       "<path d=\"M1085.68,-816.884C1091.72,-805.886 1098.46,-793.617 1104.55,-782.517\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1107.74,-783.97 1109.49,-773.52 1101.61,-780.601 1107.74,-783.97\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 35 -->\n",
       "<g class=\"node\" id=\"node36\"><title>35</title>\n",
       "<path d=\"M1718,-1197C1718,-1197 1563,-1197 1563,-1197 1557,-1197 1551,-1191 1551,-1185 1551,-1185 1551,-1141 1551,-1141 1551,-1135 1557,-1129 1563,-1129 1563,-1129 1718,-1129 1718,-1129 1724,-1129 1730,-1135 1730,-1141 1730,-1141 1730,-1185 1730,-1185 1730,-1191 1724,-1197 1718,-1197\" fill=\"#e58139\" fill-opacity=\"0.113725\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1559\" y=\"-1181.8\">Total day minutes ≤ 130.6</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1600\" y=\"-1166.8\">mse = 0.102</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1597\" y=\"-1151.8\">samples = 78</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1597.5\" y=\"-1136.8\">value = 0.115</text>\n",
       "</g>\n",
       "<!-- 34&#45;&gt;35 -->\n",
       "<g class=\"edge\" id=\"edge35\"><title>34-&gt;35</title>\n",
       "<path d=\"M1701.95,-1232.88C1694.01,-1223.98 1685.32,-1214.24 1677.04,-1204.96\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1679.48,-1202.43 1670.21,-1197.3 1674.25,-1207.09 1679.48,-1202.43\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 62 -->\n",
       "<g class=\"node\" id=\"node63\"><title>62</title>\n",
       "<path d=\"M1886.5,-1197C1886.5,-1197 1760.5,-1197 1760.5,-1197 1754.5,-1197 1748.5,-1191 1748.5,-1185 1748.5,-1185 1748.5,-1141 1748.5,-1141 1748.5,-1135 1754.5,-1129 1760.5,-1129 1760.5,-1129 1886.5,-1129 1886.5,-1129 1892.5,-1129 1898.5,-1135 1898.5,-1141 1898.5,-1141 1898.5,-1185 1898.5,-1185 1898.5,-1191 1892.5,-1197 1886.5,-1197\" fill=\"#e58139\" fill-opacity=\"0.019608\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1756.5\" y=\"-1181.8\">Total day calls ≤ 68.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1783\" y=\"-1166.8\">mse = 0.018</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1776\" y=\"-1151.8\">samples = 270</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1780.5\" y=\"-1136.8\">value = 0.019</text>\n",
       "</g>\n",
       "<!-- 34&#45;&gt;62 -->\n",
       "<g class=\"edge\" id=\"edge62\"><title>34-&gt;62</title>\n",
       "<path d=\"M1761.37,-1232.88C1769.4,-1223.98 1778.19,-1214.24 1786.56,-1204.96\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1789.37,-1207.07 1793.47,-1197.3 1784.17,-1202.38 1789.37,-1207.07\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 36 -->\n",
       "<g class=\"node\" id=\"node37\"><title>36</title>\n",
       "<path d=\"M1570.5,-1093C1570.5,-1093 1440.5,-1093 1440.5,-1093 1434.5,-1093 1428.5,-1087 1428.5,-1081 1428.5,-1081 1428.5,-1037 1428.5,-1037 1428.5,-1031 1434.5,-1025 1440.5,-1025 1440.5,-1025 1570.5,-1025 1570.5,-1025 1576.5,-1025 1582.5,-1031 1582.5,-1037 1582.5,-1037 1582.5,-1081 1582.5,-1081 1582.5,-1087 1576.5,-1093 1570.5,-1093\" fill=\"#e58139\" fill-opacity=\"0.101961\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1436.5\" y=\"-1077.8\">Account length ≤ 25.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1465\" y=\"-1062.8\">mse = 0.093</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1462\" y=\"-1047.8\">samples = 77</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1462.5\" y=\"-1032.8\">value = 0.104</text>\n",
       "</g>\n",
       "<!-- 35&#45;&gt;36 -->\n",
       "<g class=\"edge\" id=\"edge36\"><title>35-&gt;36</title>\n",
       "<path d=\"M1596.67,-1128.88C1584.29,-1119.53 1570.7,-1109.26 1557.87,-1099.57\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1559.66,-1096.54 1549.57,-1093.3 1555.44,-1102.12 1559.66,-1096.54\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 61 -->\n",
       "<g class=\"node\" id=\"node62\"><title>61</title>\n",
       "<path d=\"M1684,-1085.5C1684,-1085.5 1613,-1085.5 1613,-1085.5 1607,-1085.5 1601,-1079.5 1601,-1073.5 1601,-1073.5 1601,-1044.5 1601,-1044.5 1601,-1038.5 1607,-1032.5 1613,-1032.5 1613,-1032.5 1684,-1032.5 1684,-1032.5 1690,-1032.5 1696,-1038.5 1696,-1044.5 1696,-1044.5 1696,-1073.5 1696,-1073.5 1696,-1079.5 1690,-1085.5 1684,-1085.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1616.5\" y=\"-1070.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1609\" y=\"-1055.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1613.5\" y=\"-1040.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 35&#45;&gt;61 -->\n",
       "<g class=\"edge\" id=\"edge61\"><title>35-&gt;61</title>\n",
       "<path d=\"M1643.1,-1128.88C1643.93,-1118.22 1644.86,-1106.35 1645.71,-1095.52\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1649.21,-1095.76 1646.5,-1085.52 1642.23,-1095.22 1649.21,-1095.76\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 37 -->\n",
       "<g class=\"node\" id=\"node38\"><title>37</title>\n",
       "<path d=\"M1401,-981.5C1401,-981.5 1330,-981.5 1330,-981.5 1324,-981.5 1318,-975.5 1318,-969.5 1318,-969.5 1318,-940.5 1318,-940.5 1318,-934.5 1324,-928.5 1330,-928.5 1330,-928.5 1401,-928.5 1401,-928.5 1407,-928.5 1413,-934.5 1413,-940.5 1413,-940.5 1413,-969.5 1413,-969.5 1413,-975.5 1407,-981.5 1401,-981.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1333.5\" y=\"-966.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1326\" y=\"-951.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1330.5\" y=\"-936.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 36&#45;&gt;37 -->\n",
       "<g class=\"edge\" id=\"edge37\"><title>36-&gt;37</title>\n",
       "<path d=\"M1460.05,-1024.88C1443.59,-1012.9 1425.07,-999.399 1408.8,-987.549\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1410.67,-984.58 1400.53,-981.52 1406.55,-990.237 1410.67,-984.58\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 38 -->\n",
       "<g class=\"node\" id=\"node39\"><title>38</title>\n",
       "<path d=\"M1581.5,-989C1581.5,-989 1443.5,-989 1443.5,-989 1437.5,-989 1431.5,-983 1431.5,-977 1431.5,-977 1431.5,-933 1431.5,-933 1431.5,-927 1437.5,-921 1443.5,-921 1443.5,-921 1581.5,-921 1581.5,-921 1587.5,-921 1593.5,-927 1593.5,-933 1593.5,-933 1593.5,-977 1593.5,-977 1593.5,-983 1587.5,-989 1581.5,-989\" fill=\"#e58139\" fill-opacity=\"0.090196\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1439.5\" y=\"-973.8\">Account length ≤ 188.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1472\" y=\"-958.8\">mse = 0.084</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1469\" y=\"-943.8\">samples = 76</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1469.5\" y=\"-928.8\">value = 0.092</text>\n",
       "</g>\n",
       "<!-- 36&#45;&gt;38 -->\n",
       "<g class=\"edge\" id=\"edge38\"><title>36-&gt;38</title>\n",
       "<path d=\"M1507.77,-1024.88C1508.33,-1016.78 1508.93,-1007.98 1509.52,-999.472\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1513.02,-999.516 1510.21,-989.299 1506.04,-999.036 1513.02,-999.516\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 39 -->\n",
       "<g class=\"node\" id=\"node40\"><title>39</title>\n",
       "<path d=\"M1478,-885C1478,-885 1315,-885 1315,-885 1309,-885 1303,-879 1303,-873 1303,-873 1303,-829 1303,-829 1303,-823 1309,-817 1315,-817 1315,-817 1478,-817 1478,-817 1484,-817 1490,-823 1490,-829 1490,-829 1490,-873 1490,-873 1490,-879 1484,-885 1478,-885\" fill=\"#e58139\" fill-opacity=\"0.078431\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1311\" y=\"-869.8\">Total night minutes ≤ 174.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1356\" y=\"-854.8\">mse = 0.074</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1353\" y=\"-839.8\">samples = 75</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1357.5\" y=\"-824.8\">value = 0.08</text>\n",
       "</g>\n",
       "<!-- 38&#45;&gt;39 -->\n",
       "<g class=\"edge\" id=\"edge39\"><title>38-&gt;39</title>\n",
       "<path d=\"M1474.84,-920.884C1464.4,-911.709 1452.96,-901.65 1442.13,-892.123\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1444.19,-889.274 1434.37,-885.299 1439.57,-894.531 1444.19,-889.274\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 60 -->\n",
       "<g class=\"node\" id=\"node61\"><title>60</title>\n",
       "<path d=\"M1591,-877.5C1591,-877.5 1520,-877.5 1520,-877.5 1514,-877.5 1508,-871.5 1508,-865.5 1508,-865.5 1508,-836.5 1508,-836.5 1508,-830.5 1514,-824.5 1520,-824.5 1520,-824.5 1591,-824.5 1591,-824.5 1597,-824.5 1603,-830.5 1603,-836.5 1603,-836.5 1603,-865.5 1603,-865.5 1603,-871.5 1597,-877.5 1591,-877.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1523.5\" y=\"-862.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1516\" y=\"-847.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1520.5\" y=\"-832.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 38&#45;&gt;60 -->\n",
       "<g class=\"edge\" id=\"edge60\"><title>38-&gt;60</title>\n",
       "<path d=\"M1526.46,-920.884C1531.05,-909.996 1536.17,-897.863 1540.81,-886.85\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1544.08,-888.094 1544.74,-877.52 1537.63,-885.375 1544.08,-888.094\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 40 -->\n",
       "<g class=\"node\" id=\"node41\"><title>40</title>\n",
       "<path d=\"M1358,-773.5C1358,-773.5 1279,-773.5 1279,-773.5 1273,-773.5 1267,-767.5 1267,-761.5 1267,-761.5 1267,-732.5 1267,-732.5 1267,-726.5 1273,-720.5 1279,-720.5 1279,-720.5 1358,-720.5 1358,-720.5 1364,-720.5 1370,-726.5 1370,-732.5 1370,-732.5 1370,-761.5 1370,-761.5 1370,-767.5 1364,-773.5 1358,-773.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1286.5\" y=\"-758.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1275\" y=\"-743.3\">samples = 24</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1283.5\" y=\"-728.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 39&#45;&gt;40 -->\n",
       "<g class=\"edge\" id=\"edge40\"><title>39-&gt;40</title>\n",
       "<path d=\"M1371.18,-816.884C1362.51,-805.556 1352.82,-792.88 1344.13,-781.521\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1346.87,-779.337 1338.02,-773.52 1341.31,-783.59 1346.87,-779.337\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 41 -->\n",
       "<g class=\"node\" id=\"node42\"><title>41</title>\n",
       "<path d=\"M1549,-781C1549,-781 1400,-781 1400,-781 1394,-781 1388,-775 1388,-769 1388,-769 1388,-725 1388,-725 1388,-719 1394,-713 1400,-713 1400,-713 1549,-713 1549,-713 1555,-713 1561,-719 1561,-725 1561,-725 1561,-769 1561,-769 1561,-775 1555,-781 1549,-781\" fill=\"#e58139\" fill-opacity=\"0.117647\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1396\" y=\"-765.8\">Total night charge ≤ 7.88</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1434\" y=\"-750.8\">mse = 0.104</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1431\" y=\"-735.8\">samples = 51</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1431.5\" y=\"-720.8\">value = 0.118</text>\n",
       "</g>\n",
       "<!-- 39&#45;&gt;41 -->\n",
       "<g class=\"edge\" id=\"edge41\"><title>39-&gt;41</title>\n",
       "<path d=\"M1421.82,-816.884C1428.5,-808.154 1435.79,-798.625 1442.75,-789.514\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1445.74,-791.369 1449.04,-781.299 1440.18,-787.117 1445.74,-791.369\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 42 -->\n",
       "<g class=\"node\" id=\"node43\"><title>42</title>\n",
       "<path d=\"M1435,-669.5C1435,-669.5 1364,-669.5 1364,-669.5 1358,-669.5 1352,-663.5 1352,-657.5 1352,-657.5 1352,-628.5 1352,-628.5 1352,-622.5 1358,-616.5 1364,-616.5 1364,-616.5 1435,-616.5 1435,-616.5 1441,-616.5 1447,-622.5 1447,-628.5 1447,-628.5 1447,-657.5 1447,-657.5 1447,-663.5 1441,-669.5 1435,-669.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1367.5\" y=\"-654.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1360\" y=\"-639.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1364.5\" y=\"-624.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 41&#45;&gt;42 -->\n",
       "<g class=\"edge\" id=\"edge42\"><title>41-&gt;42</title>\n",
       "<path d=\"M1450.15,-712.884C1441.9,-701.666 1432.68,-689.126 1424.39,-677.852\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1427.01,-675.503 1418.26,-669.52 1421.37,-679.65 1427.01,-675.503\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 43 -->\n",
       "<g class=\"node\" id=\"node44\"><title>43</title>\n",
       "<path d=\"M1621.5,-677C1621.5,-677 1477.5,-677 1477.5,-677 1471.5,-677 1465.5,-671 1465.5,-665 1465.5,-665 1465.5,-621 1465.5,-621 1465.5,-615 1471.5,-609 1477.5,-609 1477.5,-609 1621.5,-609 1621.5,-609 1627.5,-609 1633.5,-615 1633.5,-621 1633.5,-621 1633.5,-665 1633.5,-665 1633.5,-671 1627.5,-677 1621.5,-677\" fill=\"#e58139\" fill-opacity=\"0.101961\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1473.5\" y=\"-661.8\">Total intl charge ≤ 2.525</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1513\" y=\"-646.8\">mse = 0.09</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1506\" y=\"-631.8\">samples = 50</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1514.5\" y=\"-616.8\">value = 0.1</text>\n",
       "</g>\n",
       "<!-- 41&#45;&gt;43 -->\n",
       "<g class=\"edge\" id=\"edge43\"><title>41-&gt;43</title>\n",
       "<path d=\"M1498.85,-712.884C1505.27,-704.154 1512.28,-694.625 1518.98,-685.514\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1521.91,-687.429 1525.02,-677.299 1516.27,-683.283 1521.91,-687.429\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 44 -->\n",
       "<g class=\"node\" id=\"node45\"><title>44</title>\n",
       "<path d=\"M1533,-573C1533,-573 1376,-573 1376,-573 1370,-573 1364,-567 1364,-561 1364,-561 1364,-517 1364,-517 1364,-511 1370,-505 1376,-505 1376,-505 1533,-505 1533,-505 1539,-505 1545,-511 1545,-517 1545,-517 1545,-561 1545,-561 1545,-567 1539,-573 1533,-573\" fill=\"#e58139\" fill-opacity=\"0.211765\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1372\" y=\"-557.8\">Total night charge ≤ 8.055</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1414\" y=\"-542.8\">mse = 0.166</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1411\" y=\"-527.8\">samples = 19</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1411.5\" y=\"-512.8\">value = 0.211</text>\n",
       "</g>\n",
       "<!-- 43&#45;&gt;44 -->\n",
       "<g class=\"edge\" id=\"edge44\"><title>43-&gt;44</title>\n",
       "<path d=\"M1518.66,-608.884C1510.28,-599.887 1501.11,-590.041 1492.39,-580.678\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1494.89,-578.232 1485.51,-573.299 1489.77,-583.003 1494.89,-578.232\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 55 -->\n",
       "<g class=\"node\" id=\"node56\"><title>55</title>\n",
       "<path d=\"M1713.5,-573C1713.5,-573 1575.5,-573 1575.5,-573 1569.5,-573 1563.5,-567 1563.5,-561 1563.5,-561 1563.5,-517 1563.5,-517 1563.5,-511 1569.5,-505 1575.5,-505 1575.5,-505 1713.5,-505 1713.5,-505 1719.5,-505 1725.5,-511 1725.5,-517 1725.5,-517 1725.5,-561 1725.5,-561 1725.5,-567 1719.5,-573 1713.5,-573\" fill=\"#e58139\" fill-opacity=\"0.031373\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1571.5\" y=\"-557.8\">Account length ≤ 131.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1604\" y=\"-542.8\">mse = 0.031</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1601\" y=\"-527.8\">samples = 31</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1601.5\" y=\"-512.8\">value = 0.032</text>\n",
       "</g>\n",
       "<!-- 43&#45;&gt;55 -->\n",
       "<g class=\"edge\" id=\"edge55\"><title>43-&gt;55</title>\n",
       "<path d=\"M1580.34,-608.884C1588.72,-599.887 1597.89,-590.041 1606.61,-580.678\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1609.23,-583.003 1613.49,-573.299 1604.11,-578.232 1609.23,-583.003\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 45 -->\n",
       "<g class=\"node\" id=\"node46\"><title>45</title>\n",
       "<path d=\"M1356,-461.5C1356,-461.5 1285,-461.5 1285,-461.5 1279,-461.5 1273,-455.5 1273,-449.5 1273,-449.5 1273,-420.5 1273,-420.5 1273,-414.5 1279,-408.5 1285,-408.5 1285,-408.5 1356,-408.5 1356,-408.5 1362,-408.5 1368,-414.5 1368,-420.5 1368,-420.5 1368,-449.5 1368,-449.5 1368,-455.5 1362,-461.5 1356,-461.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1288.5\" y=\"-446.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1281\" y=\"-431.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1285.5\" y=\"-416.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 44&#45;&gt;45 -->\n",
       "<g class=\"edge\" id=\"edge45\"><title>44-&gt;45</title>\n",
       "<path d=\"M1410.99,-504.884C1395.39,-493.006 1377.84,-479.646 1362.38,-467.876\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1364.1,-464.792 1354.03,-461.52 1359.86,-470.362 1364.1,-464.792\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 46 -->\n",
       "<g class=\"node\" id=\"node47\"><title>46</title>\n",
       "<path d=\"M1533,-469C1533,-469 1398,-469 1398,-469 1392,-469 1386,-463 1386,-457 1386,-457 1386,-413 1386,-413 1386,-407 1392,-401 1398,-401 1398,-401 1533,-401 1533,-401 1539,-401 1545,-407 1545,-413 1545,-413 1545,-457 1545,-457 1545,-463 1539,-469 1533,-469\" fill=\"#e58139\" fill-opacity=\"0.164706\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1394\" y=\"-453.8\">Total eve calls ≤ 106.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1425\" y=\"-438.8\">mse = 0.139</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1422\" y=\"-423.8\">samples = 18</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1422.5\" y=\"-408.8\">value = 0.167</text>\n",
       "</g>\n",
       "<!-- 44&#45;&gt;46 -->\n",
       "<g class=\"edge\" id=\"edge46\"><title>44-&gt;46</title>\n",
       "<path d=\"M1458.07,-504.884C1458.95,-496.778 1459.89,-487.982 1460.81,-479.472\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1464.32,-479.617 1461.91,-469.299 1457.36,-478.866 1464.32,-479.617\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 47 -->\n",
       "<g class=\"node\" id=\"node48\"><title>47</title>\n",
       "<path d=\"M1468,-357.5C1468,-357.5 1389,-357.5 1389,-357.5 1383,-357.5 1377,-351.5 1377,-345.5 1377,-345.5 1377,-316.5 1377,-316.5 1377,-310.5 1383,-304.5 1389,-304.5 1389,-304.5 1468,-304.5 1468,-304.5 1474,-304.5 1480,-310.5 1480,-316.5 1480,-316.5 1480,-345.5 1480,-345.5 1480,-351.5 1474,-357.5 1468,-357.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1396.5\" y=\"-342.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1385\" y=\"-327.3\">samples = 10</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1393.5\" y=\"-312.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 46&#45;&gt;47 -->\n",
       "<g class=\"edge\" id=\"edge47\"><title>46-&gt;47</title>\n",
       "<path d=\"M1453.49,-400.884C1449.58,-390.106 1445.23,-378.108 1441.26,-367.184\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1444.46,-365.727 1437.76,-357.52 1437.88,-368.114 1444.46,-365.727\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 48 -->\n",
       "<g class=\"node\" id=\"node49\"><title>48</title>\n",
       "<path d=\"M1588.5,-365C1588.5,-365 1510.5,-365 1510.5,-365 1504.5,-365 1498.5,-359 1498.5,-353 1498.5,-353 1498.5,-309 1498.5,-309 1498.5,-303 1504.5,-297 1510.5,-297 1510.5,-297 1588.5,-297 1588.5,-297 1594.5,-297 1600.5,-303 1600.5,-309 1600.5,-309 1600.5,-353 1600.5,-353 1600.5,-359 1594.5,-365 1588.5,-365\" fill=\"#e58139\" fill-opacity=\"0.376471\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1511\" y=\"-349.8\">State ≤ 40.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1509\" y=\"-334.8\">mse = 0.234</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1510\" y=\"-319.8\">samples = 8</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1506.5\" y=\"-304.8\">value = 0.375</text>\n",
       "</g>\n",
       "<!-- 46&#45;&gt;48 -->\n",
       "<g class=\"edge\" id=\"edge48\"><title>46-&gt;48</title>\n",
       "<path d=\"M1492.77,-400.884C1500.03,-392.065 1507.97,-382.43 1515.54,-373.235\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1518.42,-375.244 1522.08,-365.299 1513.02,-370.794 1518.42,-375.244\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 49 -->\n",
       "<g class=\"node\" id=\"node50\"><title>49</title>\n",
       "<path d=\"M1544.5,-261C1544.5,-261 1410.5,-261 1410.5,-261 1404.5,-261 1398.5,-255 1398.5,-249 1398.5,-249 1398.5,-205 1398.5,-205 1398.5,-199 1404.5,-193 1410.5,-193 1410.5,-193 1544.5,-193 1544.5,-193 1550.5,-193 1556.5,-199 1556.5,-205 1556.5,-205 1556.5,-249 1556.5,-249 1556.5,-255 1550.5,-261 1544.5,-261\" fill=\"#e58139\" fill-opacity=\"0.164706\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1406.5\" y=\"-245.8\">Total day calls ≤ 105.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1437\" y=\"-230.8\">mse = 0.139</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1438\" y=\"-215.8\">samples = 6</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1434.5\" y=\"-200.8\">value = 0.167</text>\n",
       "</g>\n",
       "<!-- 48&#45;&gt;49 -->\n",
       "<g class=\"edge\" id=\"edge49\"><title>48-&gt;49</title>\n",
       "<path d=\"M1526.12,-296.884C1519.96,-288.154 1513.24,-278.625 1506.8,-269.514\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1509.63,-267.451 1501.01,-261.299 1503.91,-271.487 1509.63,-267.451\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 54 -->\n",
       "<g class=\"node\" id=\"node55\"><title>54</title>\n",
       "<path d=\"M1658,-253.5C1658,-253.5 1587,-253.5 1587,-253.5 1581,-253.5 1575,-247.5 1575,-241.5 1575,-241.5 1575,-212.5 1575,-212.5 1575,-206.5 1581,-200.5 1587,-200.5 1587,-200.5 1658,-200.5 1658,-200.5 1664,-200.5 1670,-206.5 1670,-212.5 1670,-212.5 1670,-241.5 1670,-241.5 1670,-247.5 1664,-253.5 1658,-253.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1590.5\" y=\"-238.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1583\" y=\"-223.3\">samples = 2</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1587.5\" y=\"-208.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 48&#45;&gt;54 -->\n",
       "<g class=\"edge\" id=\"edge54\"><title>48-&gt;54</title>\n",
       "<path d=\"M1573.2,-296.884C1581.23,-285.666 1590.2,-273.126 1598.27,-261.852\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1601.26,-263.689 1604.24,-253.52 1595.57,-259.615 1601.26,-263.689\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 50 -->\n",
       "<g class=\"node\" id=\"node51\"><title>50</title>\n",
       "<path d=\"M1446,-149.5C1446,-149.5 1375,-149.5 1375,-149.5 1369,-149.5 1363,-143.5 1363,-137.5 1363,-137.5 1363,-108.5 1363,-108.5 1363,-102.5 1369,-96.5 1375,-96.5 1375,-96.5 1446,-96.5 1446,-96.5 1452,-96.5 1458,-102.5 1458,-108.5 1458,-108.5 1458,-137.5 1458,-137.5 1458,-143.5 1452,-149.5 1446,-149.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1378.5\" y=\"-134.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1371\" y=\"-119.3\">samples = 4</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1375.5\" y=\"-104.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 49&#45;&gt;50 -->\n",
       "<g class=\"edge\" id=\"edge50\"><title>49-&gt;50</title>\n",
       "<path d=\"M1455.75,-192.884C1448.45,-181.776 1440.3,-169.372 1432.95,-158.184\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1435.68,-155.957 1427.26,-149.52 1429.83,-159.8 1435.68,-155.957\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 51 -->\n",
       "<g class=\"node\" id=\"node52\"><title>51</title>\n",
       "<path d=\"M1601,-157C1601,-157 1488,-157 1488,-157 1482,-157 1476,-151 1476,-145 1476,-145 1476,-101 1476,-101 1476,-95 1482,-89 1488,-89 1488,-89 1601,-89 1601,-89 1607,-89 1613,-95 1613,-101 1613,-101 1613,-145 1613,-145 1613,-151 1607,-157 1601,-157\" fill=\"#e58139\" fill-opacity=\"0.501961\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1484\" y=\"-141.8\">Total intl calls ≤ 4.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1508\" y=\"-126.8\">mse = 0.25</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1505\" y=\"-111.8\">samples = 2</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1509.5\" y=\"-96.8\">value = 0.5</text>\n",
       "</g>\n",
       "<!-- 49&#45;&gt;51 -->\n",
       "<g class=\"edge\" id=\"edge51\"><title>49-&gt;51</title>\n",
       "<path d=\"M1499.25,-192.884C1504.93,-184.243 1511.12,-174.819 1517.05,-165.793\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1520.06,-167.579 1522.63,-157.299 1514.21,-163.736 1520.06,-167.579\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 52 -->\n",
       "<g class=\"node\" id=\"node53\"><title>52</title>\n",
       "<path d=\"M1523,-53C1523,-53 1452,-53 1452,-53 1446,-53 1440,-47 1440,-41 1440,-41 1440,-12 1440,-12 1440,-6 1446,-0 1452,-0 1452,-0 1523,-0 1523,-0 1529,-0 1535,-6 1535,-12 1535,-12 1535,-41 1535,-41 1535,-47 1529,-53 1523,-53\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1455.5\" y=\"-37.8\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1448\" y=\"-22.8\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1452.5\" y=\"-7.8\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 51&#45;&gt;52 -->\n",
       "<g class=\"edge\" id=\"edge52\"><title>51-&gt;52</title>\n",
       "<path d=\"M1524.56,-88.9485C1519.27,-80.1664 1513.53,-70.6629 1508.2,-61.815\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1511.19,-59.9919 1503.02,-53.2367 1505.19,-63.6074 1511.19,-59.9919\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 53 -->\n",
       "<g class=\"node\" id=\"node54\"><title>53</title>\n",
       "<path d=\"M1636,-53C1636,-53 1565,-53 1565,-53 1559,-53 1553,-47 1553,-41 1553,-41 1553,-12 1553,-12 1553,-6 1559,-0 1565,-0 1565,-0 1636,-0 1636,-0 1642,-0 1648,-6 1648,-12 1648,-12 1648,-41 1648,-41 1648,-47 1642,-53 1636,-53\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1568.5\" y=\"-37.8\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1561\" y=\"-22.8\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1565.5\" y=\"-7.8\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 51&#45;&gt;53 -->\n",
       "<g class=\"edge\" id=\"edge53\"><title>51-&gt;53</title>\n",
       "<path d=\"M1564.09,-88.9485C1569.24,-80.2579 1574.8,-70.8608 1580,-62.0917\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1583.16,-63.624 1585.25,-53.2367 1577.14,-60.0553 1583.16,-63.624\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 56 -->\n",
       "<g class=\"node\" id=\"node57\"><title>56</title>\n",
       "<path d=\"M1664,-461.5C1664,-461.5 1585,-461.5 1585,-461.5 1579,-461.5 1573,-455.5 1573,-449.5 1573,-449.5 1573,-420.5 1573,-420.5 1573,-414.5 1579,-408.5 1585,-408.5 1585,-408.5 1664,-408.5 1664,-408.5 1670,-408.5 1676,-414.5 1676,-420.5 1676,-420.5 1676,-449.5 1676,-449.5 1676,-455.5 1670,-461.5 1664,-461.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1592.5\" y=\"-446.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1581\" y=\"-431.3\">samples = 26</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1589.5\" y=\"-416.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 55&#45;&gt;56 -->\n",
       "<g class=\"edge\" id=\"edge56\"><title>55-&gt;56</title>\n",
       "<path d=\"M1638.01,-504.884C1635.91,-494.216 1633.59,-482.352 1631.46,-471.519\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1634.86,-470.66 1629.5,-461.52 1627.99,-472.007 1634.86,-470.66\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 57 -->\n",
       "<g class=\"node\" id=\"node58\"><title>57</title>\n",
       "<path d=\"M1870.5,-469C1870.5,-469 1706.5,-469 1706.5,-469 1700.5,-469 1694.5,-463 1694.5,-457 1694.5,-457 1694.5,-413 1694.5,-413 1694.5,-407 1700.5,-401 1706.5,-401 1706.5,-401 1870.5,-401 1870.5,-401 1876.5,-401 1882.5,-407 1882.5,-413 1882.5,-413 1882.5,-457 1882.5,-457 1882.5,-463 1876.5,-469 1870.5,-469\" fill=\"#e58139\" fill-opacity=\"0.200000\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1702.5\" y=\"-453.8\">Total day minutes ≤ 117.25</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1752\" y=\"-438.8\">mse = 0.16</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1749\" y=\"-423.8\">samples = 5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1753.5\" y=\"-408.8\">value = 0.2</text>\n",
       "</g>\n",
       "<!-- 55&#45;&gt;57 -->\n",
       "<g class=\"edge\" id=\"edge57\"><title>55-&gt;57</title>\n",
       "<path d=\"M1691.25,-504.884C1704.58,-495.442 1719.23,-485.064 1733.03,-475.292\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1735.35,-477.936 1741.49,-469.299 1731.31,-472.223 1735.35,-477.936\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 58 -->\n",
       "<g class=\"node\" id=\"node59\"><title>58</title>\n",
       "<path d=\"M1748,-357.5C1748,-357.5 1677,-357.5 1677,-357.5 1671,-357.5 1665,-351.5 1665,-345.5 1665,-345.5 1665,-316.5 1665,-316.5 1665,-310.5 1671,-304.5 1677,-304.5 1677,-304.5 1748,-304.5 1748,-304.5 1754,-304.5 1760,-310.5 1760,-316.5 1760,-316.5 1760,-345.5 1760,-345.5 1760,-351.5 1754,-357.5 1748,-357.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1680.5\" y=\"-342.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1673\" y=\"-327.3\">samples = 4</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1677.5\" y=\"-312.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 57&#45;&gt;58 -->\n",
       "<g class=\"edge\" id=\"edge58\"><title>57-&gt;58</title>\n",
       "<path d=\"M1763.82,-400.884C1755.47,-389.666 1746.12,-377.126 1737.72,-365.852\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1740.3,-363.448 1731.51,-357.52 1734.68,-367.63 1740.3,-363.448\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 59 -->\n",
       "<g class=\"node\" id=\"node60\"><title>59</title>\n",
       "<path d=\"M1861,-357.5C1861,-357.5 1790,-357.5 1790,-357.5 1784,-357.5 1778,-351.5 1778,-345.5 1778,-345.5 1778,-316.5 1778,-316.5 1778,-310.5 1784,-304.5 1790,-304.5 1790,-304.5 1861,-304.5 1861,-304.5 1867,-304.5 1873,-310.5 1873,-316.5 1873,-316.5 1873,-345.5 1873,-345.5 1873,-351.5 1867,-357.5 1861,-357.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1793.5\" y=\"-342.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1786\" y=\"-327.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1790.5\" y=\"-312.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 57&#45;&gt;59 -->\n",
       "<g class=\"edge\" id=\"edge59\"><title>57-&gt;59</title>\n",
       "<path d=\"M1800.51,-400.884C1804.42,-390.106 1808.77,-378.108 1812.74,-367.184\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1816.12,-368.114 1816.24,-357.52 1809.54,-365.727 1816.12,-368.114\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 63 -->\n",
       "<g class=\"node\" id=\"node64\"><title>63</title>\n",
       "<path d=\"M1865,-1093C1865,-1093 1752,-1093 1752,-1093 1746,-1093 1740,-1087 1740,-1081 1740,-1081 1740,-1037 1740,-1037 1740,-1031 1746,-1025 1752,-1025 1752,-1025 1865,-1025 1865,-1025 1871,-1025 1877,-1031 1877,-1037 1877,-1037 1877,-1081 1877,-1081 1877,-1087 1871,-1093 1865,-1093\" fill=\"#e58139\" fill-opacity=\"0.133333\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1748\" y=\"-1077.8\">Total intl calls ≤ 1.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1768\" y=\"-1062.8\">mse = 0.116</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1765\" y=\"-1047.8\">samples = 15</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1765.5\" y=\"-1032.8\">value = 0.133</text>\n",
       "</g>\n",
       "<!-- 62&#45;&gt;63 -->\n",
       "<g class=\"edge\" id=\"edge63\"><title>62-&gt;63</title>\n",
       "<path d=\"M1818.63,-1128.88C1817.44,-1120.78 1816.14,-1111.98 1814.89,-1103.47\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1818.31,-1102.68 1813.4,-1093.3 1811.39,-1103.7 1818.31,-1102.68\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 68 -->\n",
       "<g class=\"node\" id=\"node69\"><title>68</title>\n",
       "<path d=\"M2099.5,-1093C2099.5,-1093 1961.5,-1093 1961.5,-1093 1955.5,-1093 1949.5,-1087 1949.5,-1081 1949.5,-1081 1949.5,-1037 1949.5,-1037 1949.5,-1031 1955.5,-1025 1961.5,-1025 1961.5,-1025 2099.5,-1025 2099.5,-1025 2105.5,-1025 2111.5,-1031 2111.5,-1037 2111.5,-1037 2111.5,-1081 2111.5,-1081 2111.5,-1087 2105.5,-1093 2099.5,-1093\" fill=\"#e58139\" fill-opacity=\"0.011765\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1957.5\" y=\"-1077.8\">Account length ≤ 134.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1990\" y=\"-1062.8\">mse = 0.012</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1983\" y=\"-1047.8\">samples = 255</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1987.5\" y=\"-1032.8\">value = 0.012</text>\n",
       "</g>\n",
       "<!-- 62&#45;&gt;68 -->\n",
       "<g class=\"edge\" id=\"edge68\"><title>62-&gt;68</title>\n",
       "<path d=\"M1890.71,-1128.88C1910.97,-1118.9 1933.35,-1107.87 1954.15,-1097.62\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1955.85,-1100.68 1963.28,-1093.12 1952.76,-1094.41 1955.85,-1100.68\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 64 -->\n",
       "<g class=\"node\" id=\"node65\"><title>64</title>\n",
       "<path d=\"M1695,-981.5C1695,-981.5 1624,-981.5 1624,-981.5 1618,-981.5 1612,-975.5 1612,-969.5 1612,-969.5 1612,-940.5 1612,-940.5 1612,-934.5 1618,-928.5 1624,-928.5 1624,-928.5 1695,-928.5 1695,-928.5 1701,-928.5 1707,-934.5 1707,-940.5 1707,-940.5 1707,-969.5 1707,-969.5 1707,-975.5 1701,-981.5 1695,-981.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1627.5\" y=\"-966.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1620\" y=\"-951.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1624.5\" y=\"-936.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 63&#45;&gt;64 -->\n",
       "<g class=\"edge\" id=\"edge64\"><title>63-&gt;64</title>\n",
       "<path d=\"M1760.12,-1024.88C1742.45,-1012.79 1722.53,-999.151 1705.11,-987.224\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1707.01,-984.281 1696.78,-981.52 1703.05,-990.057 1707.01,-984.281\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 65 -->\n",
       "<g class=\"node\" id=\"node66\"><title>65</title>\n",
       "<path d=\"M1879.5,-989C1879.5,-989 1737.5,-989 1737.5,-989 1731.5,-989 1725.5,-983 1725.5,-977 1725.5,-977 1725.5,-933 1725.5,-933 1725.5,-927 1731.5,-921 1737.5,-921 1737.5,-921 1879.5,-921 1879.5,-921 1885.5,-921 1891.5,-927 1891.5,-933 1891.5,-933 1891.5,-977 1891.5,-977 1891.5,-983 1885.5,-989 1879.5,-989\" fill=\"#e58139\" fill-opacity=\"0.070588\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1733.5\" y=\"-973.8\">Total night calls ≤ 111.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1768\" y=\"-958.8\">mse = 0.066</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1765\" y=\"-943.8\">samples = 14</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1765.5\" y=\"-928.8\">value = 0.071</text>\n",
       "</g>\n",
       "<!-- 63&#45;&gt;65 -->\n",
       "<g class=\"edge\" id=\"edge65\"><title>63-&gt;65</title>\n",
       "<path d=\"M1808.5,-1024.88C1808.5,-1016.78 1808.5,-1007.98 1808.5,-999.472\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1812,-999.299 1808.5,-989.299 1805,-999.299 1812,-999.299\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 66 -->\n",
       "<g class=\"node\" id=\"node67\"><title>66</title>\n",
       "<path d=\"M1719,-877.5C1719,-877.5 1648,-877.5 1648,-877.5 1642,-877.5 1636,-871.5 1636,-865.5 1636,-865.5 1636,-836.5 1636,-836.5 1636,-830.5 1642,-824.5 1648,-824.5 1648,-824.5 1719,-824.5 1719,-824.5 1725,-824.5 1731,-830.5 1731,-836.5 1731,-836.5 1731,-865.5 1731,-865.5 1731,-871.5 1725,-877.5 1719,-877.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1651.5\" y=\"-862.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1644\" y=\"-847.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1648.5\" y=\"-832.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 65&#45;&gt;66 -->\n",
       "<g class=\"edge\" id=\"edge66\"><title>65-&gt;66</title>\n",
       "<path d=\"M1767.92,-920.884C1753.36,-909.006 1736.99,-895.646 1722.56,-883.876\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1724.74,-881.13 1714.77,-877.52 1720.31,-886.554 1724.74,-881.13\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 67 -->\n",
       "<g class=\"node\" id=\"node68\"><title>67</title>\n",
       "<path d=\"M1840,-877.5C1840,-877.5 1761,-877.5 1761,-877.5 1755,-877.5 1749,-871.5 1749,-865.5 1749,-865.5 1749,-836.5 1749,-836.5 1749,-830.5 1755,-824.5 1761,-824.5 1761,-824.5 1840,-824.5 1840,-824.5 1846,-824.5 1852,-830.5 1852,-836.5 1852,-836.5 1852,-865.5 1852,-865.5 1852,-871.5 1846,-877.5 1840,-877.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1768.5\" y=\"-862.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1757\" y=\"-847.3\">samples = 13</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1765.5\" y=\"-832.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 65&#45;&gt;67 -->\n",
       "<g class=\"edge\" id=\"edge67\"><title>65-&gt;67</title>\n",
       "<path d=\"M1805.9,-920.884C1805.07,-910.216 1804.14,-898.352 1803.29,-887.519\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1806.77,-887.216 1802.5,-877.52 1799.79,-887.763 1806.77,-887.216\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 69 -->\n",
       "<g class=\"node\" id=\"node70\"><title>69</title>\n",
       "<path d=\"M2074,-989C2074,-989 1987,-989 1987,-989 1981,-989 1975,-983 1975,-977 1975,-977 1975,-933 1975,-933 1975,-927 1981,-921 1987,-921 1987,-921 2074,-921 2074,-921 2080,-921 2086,-927 2086,-933 2086,-933 2086,-977 2086,-977 2086,-983 2080,-989 2074,-989\" fill=\"#e58139\" fill-opacity=\"0.003922\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1996\" y=\"-973.8\">State ≤ 4.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1990\" y=\"-958.8\">mse = 0.005</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1983\" y=\"-943.8\">samples = 209</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1987.5\" y=\"-928.8\">value = 0.005</text>\n",
       "</g>\n",
       "<!-- 68&#45;&gt;69 -->\n",
       "<g class=\"edge\" id=\"edge69\"><title>68-&gt;69</title>\n",
       "<path d=\"M2030.5,-1024.88C2030.5,-1016.78 2030.5,-1007.98 2030.5,-999.472\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2034,-999.299 2030.5,-989.299 2027,-999.299 2034,-999.299\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 74 -->\n",
       "<g class=\"node\" id=\"node75\"><title>74</title>\n",
       "<path d=\"M2257.5,-989C2257.5,-989 2119.5,-989 2119.5,-989 2113.5,-989 2107.5,-983 2107.5,-977 2107.5,-977 2107.5,-933 2107.5,-933 2107.5,-927 2113.5,-921 2119.5,-921 2119.5,-921 2257.5,-921 2257.5,-921 2263.5,-921 2269.5,-927 2269.5,-933 2269.5,-933 2269.5,-977 2269.5,-977 2269.5,-983 2263.5,-989 2257.5,-989\" fill=\"#e58139\" fill-opacity=\"0.043137\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2115.5\" y=\"-973.8\">Account length ≤ 135.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2148\" y=\"-958.8\">mse = 0.042</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2145\" y=\"-943.8\">samples = 46</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2145.5\" y=\"-928.8\">value = 0.043</text>\n",
       "</g>\n",
       "<!-- 68&#45;&gt;74 -->\n",
       "<g class=\"edge\" id=\"edge74\"><title>68-&gt;74</title>\n",
       "<path d=\"M2081.8,-1024.88C2096.78,-1015.21 2113.27,-1004.56 2128.73,-994.587\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2130.69,-997.489 2137.19,-989.125 2126.89,-991.608 2130.69,-997.489\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 70 -->\n",
       "<g class=\"node\" id=\"node71\"><title>70</title>\n",
       "<path d=\"M1961,-885C1961,-885 1882,-885 1882,-885 1876,-885 1870,-879 1870,-873 1870,-873 1870,-829 1870,-829 1870,-823 1876,-817 1882,-817 1882,-817 1961,-817 1961,-817 1967,-817 1973,-823 1973,-829 1973,-829 1973,-873 1973,-873 1973,-879 1967,-885 1961,-885\" fill=\"#e58139\" fill-opacity=\"0.062745\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1887\" y=\"-869.8\">State ≤ 3.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1881\" y=\"-854.8\">mse = 0.059</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1878\" y=\"-839.8\">samples = 16</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1878.5\" y=\"-824.8\">value = 0.062</text>\n",
       "</g>\n",
       "<!-- 69&#45;&gt;70 -->\n",
       "<g class=\"edge\" id=\"edge70\"><title>69-&gt;70</title>\n",
       "<path d=\"M1995.11,-920.884C1985.4,-911.798 1974.77,-901.845 1964.67,-892.4\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1966.78,-889.577 1957.08,-885.299 1961.99,-894.688 1966.78,-889.577\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 73 -->\n",
       "<g class=\"node\" id=\"node74\"><title>73</title>\n",
       "<path d=\"M2090,-877.5C2090,-877.5 2003,-877.5 2003,-877.5 1997,-877.5 1991,-871.5 1991,-865.5 1991,-865.5 1991,-836.5 1991,-836.5 1991,-830.5 1997,-824.5 2003,-824.5 2003,-824.5 2090,-824.5 2090,-824.5 2096,-824.5 2102,-830.5 2102,-836.5 2102,-836.5 2102,-865.5 2102,-865.5 2102,-871.5 2096,-877.5 2090,-877.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2014.5\" y=\"-862.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1999\" y=\"-847.3\">samples = 193</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2011.5\" y=\"-832.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 69&#45;&gt;73 -->\n",
       "<g class=\"edge\" id=\"edge73\"><title>69-&gt;73</title>\n",
       "<path d=\"M2035.69,-920.884C2037.37,-910.216 2039.23,-898.352 2040.93,-887.519\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2044.4,-887.942 2042.5,-877.52 2037.49,-886.857 2044.4,-887.942\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 71 -->\n",
       "<g class=\"node\" id=\"node72\"><title>71</title>\n",
       "<path d=\"M1864,-773.5C1864,-773.5 1785,-773.5 1785,-773.5 1779,-773.5 1773,-767.5 1773,-761.5 1773,-761.5 1773,-732.5 1773,-732.5 1773,-726.5 1779,-720.5 1785,-720.5 1785,-720.5 1864,-720.5 1864,-720.5 1870,-720.5 1876,-726.5 1876,-732.5 1876,-732.5 1876,-761.5 1876,-761.5 1876,-767.5 1870,-773.5 1864,-773.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1792.5\" y=\"-758.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1781\" y=\"-743.3\">samples = 15</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1789.5\" y=\"-728.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 70&#45;&gt;71 -->\n",
       "<g class=\"edge\" id=\"edge71\"><title>70-&gt;71</title>\n",
       "<path d=\"M1890.01,-816.884C1879.03,-805.336 1866.71,-792.387 1855.75,-780.86\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1858.2,-778.354 1848.77,-773.52 1853.12,-783.178 1858.2,-778.354\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 72 -->\n",
       "<g class=\"node\" id=\"node73\"><title>72</title>\n",
       "<path d=\"M1977,-773.5C1977,-773.5 1906,-773.5 1906,-773.5 1900,-773.5 1894,-767.5 1894,-761.5 1894,-761.5 1894,-732.5 1894,-732.5 1894,-726.5 1900,-720.5 1906,-720.5 1906,-720.5 1977,-720.5 1977,-720.5 1983,-720.5 1989,-726.5 1989,-732.5 1989,-732.5 1989,-761.5 1989,-761.5 1989,-767.5 1983,-773.5 1977,-773.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1909.5\" y=\"-758.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1902\" y=\"-743.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"1906.5\" y=\"-728.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 70&#45;&gt;72 -->\n",
       "<g class=\"edge\" id=\"edge72\"><title>70-&gt;72</title>\n",
       "<path d=\"M1927.99,-816.884C1930.09,-806.216 1932.41,-794.352 1934.54,-783.519\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"1938.01,-784.007 1936.5,-773.52 1931.14,-782.66 1938.01,-784.007\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 75 -->\n",
       "<g class=\"node\" id=\"node76\"><title>75</title>\n",
       "<path d=\"M2245,-885C2245,-885 2132,-885 2132,-885 2126,-885 2120,-879 2120,-873 2120,-873 2120,-829 2120,-829 2120,-823 2126,-817 2132,-817 2132,-817 2245,-817 2245,-817 2251,-817 2257,-823 2257,-829 2257,-829 2257,-873 2257,-873 2257,-879 2251,-885 2245,-885\" fill=\"#e58139\" fill-opacity=\"0.501961\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2128\" y=\"-869.8\">Total intl calls ≤ 3.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2152\" y=\"-854.8\">mse = 0.25</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2149\" y=\"-839.8\">samples = 2</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2153.5\" y=\"-824.8\">value = 0.5</text>\n",
       "</g>\n",
       "<!-- 74&#45;&gt;75 -->\n",
       "<g class=\"edge\" id=\"edge75\"><title>74-&gt;75</title>\n",
       "<path d=\"M2188.5,-920.884C2188.5,-912.778 2188.5,-903.982 2188.5,-895.472\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2192,-895.299 2188.5,-885.299 2185,-895.299 2192,-895.299\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 78 -->\n",
       "<g class=\"node\" id=\"node79\"><title>78</title>\n",
       "<path d=\"M2459.5,-885C2459.5,-885 2287.5,-885 2287.5,-885 2281.5,-885 2275.5,-879 2275.5,-873 2275.5,-873 2275.5,-829 2275.5,-829 2275.5,-823 2281.5,-817 2287.5,-817 2287.5,-817 2459.5,-817 2459.5,-817 2465.5,-817 2471.5,-823 2471.5,-829 2471.5,-829 2471.5,-873 2471.5,-873 2471.5,-879 2465.5,-885 2459.5,-885\" fill=\"#e58139\" fill-opacity=\"0.023529\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2283.5\" y=\"-869.8\">Customer service calls ≤ 0.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2333\" y=\"-854.8\">mse = 0.022</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2330\" y=\"-839.8\">samples = 44</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2330.5\" y=\"-824.8\">value = 0.023</text>\n",
       "</g>\n",
       "<!-- 74&#45;&gt;78 -->\n",
       "<g class=\"edge\" id=\"edge78\"><title>74-&gt;78</title>\n",
       "<path d=\"M2248.56,-920.884C2266.43,-911.035 2286.14,-900.169 2304.52,-890.034\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2306.35,-893.018 2313.42,-885.125 2302.97,-886.888 2306.35,-893.018\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 76 -->\n",
       "<g class=\"node\" id=\"node77\"><title>76</title>\n",
       "<path d=\"M2111,-773.5C2111,-773.5 2040,-773.5 2040,-773.5 2034,-773.5 2028,-767.5 2028,-761.5 2028,-761.5 2028,-732.5 2028,-732.5 2028,-726.5 2034,-720.5 2040,-720.5 2040,-720.5 2111,-720.5 2111,-720.5 2117,-720.5 2123,-726.5 2123,-732.5 2123,-732.5 2123,-761.5 2123,-761.5 2123,-767.5 2117,-773.5 2111,-773.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2043.5\" y=\"-758.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2036\" y=\"-743.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2040.5\" y=\"-728.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 75&#45;&gt;76 -->\n",
       "<g class=\"edge\" id=\"edge76\"><title>75-&gt;76</title>\n",
       "<path d=\"M2151.81,-816.884C2138.9,-805.226 2124.4,-792.141 2111.54,-780.532\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2113.54,-777.622 2103.77,-773.52 2108.85,-782.819 2113.54,-777.622\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 77 -->\n",
       "<g class=\"node\" id=\"node78\"><title>77</title>\n",
       "<path d=\"M2224,-773.5C2224,-773.5 2153,-773.5 2153,-773.5 2147,-773.5 2141,-767.5 2141,-761.5 2141,-761.5 2141,-732.5 2141,-732.5 2141,-726.5 2147,-720.5 2153,-720.5 2153,-720.5 2224,-720.5 2224,-720.5 2230,-720.5 2236,-726.5 2236,-732.5 2236,-732.5 2236,-761.5 2236,-761.5 2236,-767.5 2230,-773.5 2224,-773.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2156.5\" y=\"-758.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2149\" y=\"-743.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2153.5\" y=\"-728.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 75&#45;&gt;77 -->\n",
       "<g class=\"edge\" id=\"edge77\"><title>75-&gt;77</title>\n",
       "<path d=\"M2188.5,-816.884C2188.5,-806.326 2188.5,-794.597 2188.5,-783.854\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2192,-783.52 2188.5,-773.52 2185,-783.52 2192,-783.52\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 79 -->\n",
       "<g class=\"node\" id=\"node80\"><title>79</title>\n",
       "<path d=\"M2429,-781C2429,-781 2266,-781 2266,-781 2260,-781 2254,-775 2254,-769 2254,-769 2254,-725 2254,-725 2254,-719 2260,-713 2266,-713 2266,-713 2429,-713 2429,-713 2435,-713 2441,-719 2441,-725 2441,-725 2441,-769 2441,-769 2441,-775 2435,-781 2429,-781\" fill=\"#e58139\" fill-opacity=\"0.070588\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2262\" y=\"-765.8\">Total night minutes ≤ 197.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2307\" y=\"-750.8\">mse = 0.066</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2304\" y=\"-735.8\">samples = 14</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2304.5\" y=\"-720.8\">value = 0.071</text>\n",
       "</g>\n",
       "<!-- 78&#45;&gt;79 -->\n",
       "<g class=\"edge\" id=\"edge79\"><title>78-&gt;79</title>\n",
       "<path d=\"M2365.06,-816.884C2362.97,-808.689 2360.7,-799.789 2358.51,-791.192\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2361.85,-790.125 2355.99,-781.299 2355.07,-791.854 2361.85,-790.125\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 84 -->\n",
       "<g class=\"node\" id=\"node85\"><title>84</title>\n",
       "<path d=\"M2550,-773.5C2550,-773.5 2471,-773.5 2471,-773.5 2465,-773.5 2459,-767.5 2459,-761.5 2459,-761.5 2459,-732.5 2459,-732.5 2459,-726.5 2465,-720.5 2471,-720.5 2471,-720.5 2550,-720.5 2550,-720.5 2556,-720.5 2562,-726.5 2562,-732.5 2562,-732.5 2562,-761.5 2562,-761.5 2562,-767.5 2556,-773.5 2550,-773.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2478.5\" y=\"-758.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2467\" y=\"-743.3\">samples = 30</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2475.5\" y=\"-728.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 78&#45;&gt;84 -->\n",
       "<g class=\"edge\" id=\"edge84\"><title>78-&gt;84</title>\n",
       "<path d=\"M2417.98,-816.884C2434.08,-804.896 2452.21,-791.399 2468.12,-779.549\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2470.29,-782.299 2476.22,-773.52 2466.11,-776.684 2470.29,-782.299\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 80 -->\n",
       "<g class=\"node\" id=\"node81\"><title>80</title>\n",
       "<path d=\"M2342.5,-677C2342.5,-677 2200.5,-677 2200.5,-677 2194.5,-677 2188.5,-671 2188.5,-665 2188.5,-665 2188.5,-621 2188.5,-621 2188.5,-615 2194.5,-609 2200.5,-609 2200.5,-609 2342.5,-609 2342.5,-609 2348.5,-609 2354.5,-615 2354.5,-621 2354.5,-621 2354.5,-665 2354.5,-665 2354.5,-671 2348.5,-677 2342.5,-677\" fill=\"#e58139\" fill-opacity=\"0.501961\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2196.5\" y=\"-661.8\">Total night calls ≤ 116.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2235\" y=\"-646.8\">mse = 0.25</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2232\" y=\"-631.8\">samples = 2</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2236.5\" y=\"-616.8\">value = 0.5</text>\n",
       "</g>\n",
       "<!-- 79&#45;&gt;80 -->\n",
       "<g class=\"edge\" id=\"edge80\"><title>79-&gt;80</title>\n",
       "<path d=\"M2322.82,-712.884C2316.32,-704.154 2309.22,-694.625 2302.43,-685.514\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2305.09,-683.227 2296.31,-677.299 2299.48,-687.409 2305.09,-683.227\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 83 -->\n",
       "<g class=\"node\" id=\"node84\"><title>83</title>\n",
       "<path d=\"M2464,-669.5C2464,-669.5 2385,-669.5 2385,-669.5 2379,-669.5 2373,-663.5 2373,-657.5 2373,-657.5 2373,-628.5 2373,-628.5 2373,-622.5 2379,-616.5 2385,-616.5 2385,-616.5 2464,-616.5 2464,-616.5 2470,-616.5 2476,-622.5 2476,-628.5 2476,-628.5 2476,-657.5 2476,-657.5 2476,-663.5 2470,-669.5 2464,-669.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2392.5\" y=\"-654.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2381\" y=\"-639.3\">samples = 12</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2389.5\" y=\"-624.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 79&#45;&gt;83 -->\n",
       "<g class=\"edge\" id=\"edge83\"><title>79-&gt;83</title>\n",
       "<path d=\"M2372.5,-712.884C2381.05,-701.556 2390.62,-688.88 2399.2,-677.521\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2402,-679.61 2405.23,-669.52 2396.42,-675.392 2402,-679.61\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 81 -->\n",
       "<g class=\"node\" id=\"node82\"><title>81</title>\n",
       "<path d=\"M2251,-565.5C2251,-565.5 2180,-565.5 2180,-565.5 2174,-565.5 2168,-559.5 2168,-553.5 2168,-553.5 2168,-524.5 2168,-524.5 2168,-518.5 2174,-512.5 2180,-512.5 2180,-512.5 2251,-512.5 2251,-512.5 2257,-512.5 2263,-518.5 2263,-524.5 2263,-524.5 2263,-553.5 2263,-553.5 2263,-559.5 2257,-565.5 2251,-565.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2183.5\" y=\"-550.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2176\" y=\"-535.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2180.5\" y=\"-520.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 80&#45;&gt;81 -->\n",
       "<g class=\"edge\" id=\"edge81\"><title>80-&gt;81</title>\n",
       "<path d=\"M2253.32,-608.884C2247.28,-597.886 2240.54,-585.617 2234.45,-574.517\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2237.39,-572.601 2229.51,-565.52 2231.26,-575.97 2237.39,-572.601\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 82 -->\n",
       "<g class=\"node\" id=\"node83\"><title>82</title>\n",
       "<path d=\"M2364,-565.5C2364,-565.5 2293,-565.5 2293,-565.5 2287,-565.5 2281,-559.5 2281,-553.5 2281,-553.5 2281,-524.5 2281,-524.5 2281,-518.5 2287,-512.5 2293,-512.5 2293,-512.5 2364,-512.5 2364,-512.5 2370,-512.5 2376,-518.5 2376,-524.5 2376,-524.5 2376,-553.5 2376,-553.5 2376,-559.5 2370,-565.5 2364,-565.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2296.5\" y=\"-550.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2289\" y=\"-535.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2293.5\" y=\"-520.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 80&#45;&gt;82 -->\n",
       "<g class=\"edge\" id=\"edge82\"><title>80-&gt;82</title>\n",
       "<path d=\"M2290.01,-608.884C2296.15,-597.886 2303.01,-585.617 2309.21,-574.517\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2312.42,-575.957 2314.24,-565.52 2306.31,-572.542 2312.42,-575.957\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 86 -->\n",
       "<g class=\"node\" id=\"node87\"><title>86</title>\n",
       "<path d=\"M2758.5,-1301C2758.5,-1301 2620.5,-1301 2620.5,-1301 2614.5,-1301 2608.5,-1295 2608.5,-1289 2608.5,-1289 2608.5,-1245 2608.5,-1245 2608.5,-1239 2614.5,-1233 2620.5,-1233 2620.5,-1233 2758.5,-1233 2758.5,-1233 2764.5,-1233 2770.5,-1239 2770.5,-1245 2770.5,-1245 2770.5,-1289 2770.5,-1289 2770.5,-1295 2764.5,-1301 2758.5,-1301\" fill=\"#e58139\" fill-opacity=\"0.666667\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2616.5\" y=\"-1285.8\">Account length ≤ 127.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2649\" y=\"-1270.8\">mse = 0.222</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2650\" y=\"-1255.8\">samples = 3</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2646.5\" y=\"-1240.8\">value = 0.667</text>\n",
       "</g>\n",
       "<!-- 85&#45;&gt;86 -->\n",
       "<g class=\"edge\" id=\"edge86\"><title>85-&gt;86</title>\n",
       "<path d=\"M2739.47,-1336.88C2733.14,-1328.15 2726.23,-1318.62 2719.62,-1309.51\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2722.36,-1307.34 2713.66,-1301.3 2716.7,-1311.45 2722.36,-1307.34\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 89 -->\n",
       "<g class=\"node\" id=\"node90\"><title>89</title>\n",
       "<path d=\"M2872,-1293.5C2872,-1293.5 2801,-1293.5 2801,-1293.5 2795,-1293.5 2789,-1287.5 2789,-1281.5 2789,-1281.5 2789,-1252.5 2789,-1252.5 2789,-1246.5 2795,-1240.5 2801,-1240.5 2801,-1240.5 2872,-1240.5 2872,-1240.5 2878,-1240.5 2884,-1246.5 2884,-1252.5 2884,-1252.5 2884,-1281.5 2884,-1281.5 2884,-1287.5 2878,-1293.5 2872,-1293.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2804.5\" y=\"-1278.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2797\" y=\"-1263.3\">samples = 6</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2801.5\" y=\"-1248.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 85&#45;&gt;89 -->\n",
       "<g class=\"edge\" id=\"edge89\"><title>85-&gt;89</title>\n",
       "<path d=\"M2787.2,-1336.88C2795.23,-1325.67 2804.2,-1313.13 2812.27,-1301.85\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2815.26,-1303.69 2818.24,-1293.52 2809.57,-1299.61 2815.26,-1303.69\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 87 -->\n",
       "<g class=\"node\" id=\"node88\"><title>87</title>\n",
       "<path d=\"M2660,-1189.5C2660,-1189.5 2589,-1189.5 2589,-1189.5 2583,-1189.5 2577,-1183.5 2577,-1177.5 2577,-1177.5 2577,-1148.5 2577,-1148.5 2577,-1142.5 2583,-1136.5 2589,-1136.5 2589,-1136.5 2660,-1136.5 2660,-1136.5 2666,-1136.5 2672,-1142.5 2672,-1148.5 2672,-1148.5 2672,-1177.5 2672,-1177.5 2672,-1183.5 2666,-1189.5 2660,-1189.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2592.5\" y=\"-1174.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2585\" y=\"-1159.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2589.5\" y=\"-1144.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 86&#45;&gt;87 -->\n",
       "<g class=\"edge\" id=\"edge87\"><title>86-&gt;87</title>\n",
       "<path d=\"M2668.4,-1232.88C2661.32,-1221.78 2653.41,-1209.37 2646.28,-1198.18\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2649.09,-1196.07 2640.76,-1189.52 2643.19,-1199.83 2649.09,-1196.07\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 88 -->\n",
       "<g class=\"node\" id=\"node89\"><title>88</title>\n",
       "<path d=\"M2773,-1189.5C2773,-1189.5 2702,-1189.5 2702,-1189.5 2696,-1189.5 2690,-1183.5 2690,-1177.5 2690,-1177.5 2690,-1148.5 2690,-1148.5 2690,-1142.5 2696,-1136.5 2702,-1136.5 2702,-1136.5 2773,-1136.5 2773,-1136.5 2779,-1136.5 2785,-1142.5 2785,-1148.5 2785,-1148.5 2785,-1177.5 2785,-1177.5 2785,-1183.5 2779,-1189.5 2773,-1189.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2705.5\" y=\"-1174.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2698\" y=\"-1159.3\">samples = 2</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2702.5\" y=\"-1144.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 86&#45;&gt;88 -->\n",
       "<g class=\"edge\" id=\"edge88\"><title>86-&gt;88</title>\n",
       "<path d=\"M2705.08,-1232.88C2710.21,-1222 2715.92,-1209.86 2721.1,-1198.85\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2724.4,-1200.06 2725.49,-1189.52 2718.07,-1197.08 2724.4,-1200.06\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 91 -->\n",
       "<g class=\"node\" id=\"node92\"><title>91</title>\n",
       "<path d=\"M3332.5,-1405C3332.5,-1405 3176.5,-1405 3176.5,-1405 3170.5,-1405 3164.5,-1399 3164.5,-1393 3164.5,-1393 3164.5,-1349 3164.5,-1349 3164.5,-1343 3170.5,-1337 3176.5,-1337 3176.5,-1337 3332.5,-1337 3332.5,-1337 3338.5,-1337 3344.5,-1343 3344.5,-1349 3344.5,-1349 3344.5,-1393 3344.5,-1393 3344.5,-1399 3338.5,-1405 3332.5,-1405\" fill=\"#e58139\" fill-opacity=\"0.047059\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3172.5\" y=\"-1389.8\">Total eve minutes ≤ 78.05</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3214\" y=\"-1374.8\">mse = 0.045</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3207\" y=\"-1359.8\">samples = 191</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3211.5\" y=\"-1344.8\">value = 0.047</text>\n",
       "</g>\n",
       "<!-- 90&#45;&gt;91 -->\n",
       "<g class=\"edge\" id=\"edge91\"><title>90-&gt;91</title>\n",
       "<path d=\"M3318.66,-1440.88C3310.28,-1431.89 3301.11,-1422.04 3292.39,-1412.68\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3294.89,-1410.23 3285.51,-1405.3 3289.77,-1415 3294.89,-1410.23\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 126 -->\n",
       "<g class=\"node\" id=\"node127\"><title>126</title>\n",
       "<path d=\"M3565.5,-1405C3565.5,-1405 3427.5,-1405 3427.5,-1405 3421.5,-1405 3415.5,-1399 3415.5,-1393 3415.5,-1393 3415.5,-1349 3415.5,-1349 3415.5,-1343 3421.5,-1337 3427.5,-1337 3427.5,-1337 3565.5,-1337 3565.5,-1337 3571.5,-1337 3577.5,-1343 3577.5,-1349 3577.5,-1349 3577.5,-1393 3577.5,-1393 3577.5,-1399 3571.5,-1405 3565.5,-1405\" fill=\"#e58139\" fill-opacity=\"0.223529\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3423.5\" y=\"-1389.8\">Account length ≤ 154.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3456\" y=\"-1374.8\">mse = 0.173</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3453\" y=\"-1359.8\">samples = 18</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3453.5\" y=\"-1344.8\">value = 0.222</text>\n",
       "</g>\n",
       "<!-- 90&#45;&gt;126 -->\n",
       "<g class=\"edge\" id=\"edge126\"><title>90-&gt;126</title>\n",
       "<path d=\"M3397.23,-1440.88C3411.03,-1431.3 3426.23,-1420.76 3440.49,-1410.86\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3442.54,-1413.7 3448.76,-1405.12 3438.55,-1407.95 3442.54,-1413.7\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 92 -->\n",
       "<g class=\"node\" id=\"node93\"><title>92</title>\n",
       "<path d=\"M3089.5,-1301C3089.5,-1301 2931.5,-1301 2931.5,-1301 2925.5,-1301 2919.5,-1295 2919.5,-1289 2919.5,-1289 2919.5,-1245 2919.5,-1245 2919.5,-1239 2925.5,-1233 2931.5,-1233 2931.5,-1233 3089.5,-1233 3089.5,-1233 3095.5,-1233 3101.5,-1239 3101.5,-1245 3101.5,-1245 3101.5,-1289 3101.5,-1289 3101.5,-1295 3095.5,-1301 3089.5,-1301\" fill=\"#e58139\" fill-opacity=\"0.501961\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2927.5\" y=\"-1285.8\">Total day charge ≤ 30.175</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2974\" y=\"-1270.8\">mse = 0.25</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2971\" y=\"-1255.8\">samples = 2</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2975.5\" y=\"-1240.8\">value = 0.5</text>\n",
       "</g>\n",
       "<!-- 91&#45;&gt;92 -->\n",
       "<g class=\"edge\" id=\"edge92\"><title>91-&gt;92</title>\n",
       "<path d=\"M3175.28,-1336.88C3150.97,-1326.72 3124.07,-1315.48 3099.17,-1305.07\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3100.32,-1301.75 3089.74,-1301.12 3097.62,-1308.21 3100.32,-1301.75\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 95 -->\n",
       "<g class=\"node\" id=\"node96\"><title>95</title>\n",
       "<path d=\"M3325.5,-1301C3325.5,-1301 3183.5,-1301 3183.5,-1301 3177.5,-1301 3171.5,-1295 3171.5,-1289 3171.5,-1289 3171.5,-1245 3171.5,-1245 3171.5,-1239 3177.5,-1233 3183.5,-1233 3183.5,-1233 3325.5,-1233 3325.5,-1233 3331.5,-1233 3337.5,-1239 3337.5,-1245 3337.5,-1245 3337.5,-1289 3337.5,-1289 3337.5,-1295 3331.5,-1301 3325.5,-1301\" fill=\"#e58139\" fill-opacity=\"0.043137\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3179.5\" y=\"-1285.8\">Total night calls ≤ 146.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3214\" y=\"-1270.8\">mse = 0.041</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3207\" y=\"-1255.8\">samples = 189</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3211.5\" y=\"-1240.8\">value = 0.042</text>\n",
       "</g>\n",
       "<!-- 91&#45;&gt;95 -->\n",
       "<g class=\"edge\" id=\"edge95\"><title>91-&gt;95</title>\n",
       "<path d=\"M3254.5,-1336.88C3254.5,-1328.78 3254.5,-1319.98 3254.5,-1311.47\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3258,-1311.3 3254.5,-1301.3 3251,-1311.3 3258,-1311.3\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 93 -->\n",
       "<g class=\"node\" id=\"node94\"><title>93</title>\n",
       "<path d=\"M2933,-1189.5C2933,-1189.5 2862,-1189.5 2862,-1189.5 2856,-1189.5 2850,-1183.5 2850,-1177.5 2850,-1177.5 2850,-1148.5 2850,-1148.5 2850,-1142.5 2856,-1136.5 2862,-1136.5 2862,-1136.5 2933,-1136.5 2933,-1136.5 2939,-1136.5 2945,-1142.5 2945,-1148.5 2945,-1148.5 2945,-1177.5 2945,-1177.5 2945,-1183.5 2939,-1189.5 2933,-1189.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2865.5\" y=\"-1174.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2858\" y=\"-1159.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2862.5\" y=\"-1144.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 92&#45;&gt;93 -->\n",
       "<g class=\"edge\" id=\"edge93\"><title>92-&gt;93</title>\n",
       "<path d=\"M2973.81,-1232.88C2960.9,-1221.23 2946.4,-1208.14 2933.54,-1196.53\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2935.54,-1193.62 2925.77,-1189.52 2930.85,-1198.82 2935.54,-1193.62\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 94 -->\n",
       "<g class=\"node\" id=\"node95\"><title>94</title>\n",
       "<path d=\"M3046,-1189.5C3046,-1189.5 2975,-1189.5 2975,-1189.5 2969,-1189.5 2963,-1183.5 2963,-1177.5 2963,-1177.5 2963,-1148.5 2963,-1148.5 2963,-1142.5 2969,-1136.5 2975,-1136.5 2975,-1136.5 3046,-1136.5 3046,-1136.5 3052,-1136.5 3058,-1142.5 3058,-1148.5 3058,-1148.5 3058,-1177.5 3058,-1177.5 3058,-1183.5 3052,-1189.5 3046,-1189.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2978.5\" y=\"-1174.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2971\" y=\"-1159.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2975.5\" y=\"-1144.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 92&#45;&gt;94 -->\n",
       "<g class=\"edge\" id=\"edge94\"><title>92-&gt;94</title>\n",
       "<path d=\"M3010.5,-1232.88C3010.5,-1222.33 3010.5,-1210.6 3010.5,-1199.85\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3014,-1199.52 3010.5,-1189.52 3007,-1199.52 3014,-1199.52\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 96 -->\n",
       "<g class=\"node\" id=\"node97\"><title>96</title>\n",
       "<path d=\"M3232.5,-1197C3232.5,-1197 3088.5,-1197 3088.5,-1197 3082.5,-1197 3076.5,-1191 3076.5,-1185 3076.5,-1185 3076.5,-1141 3076.5,-1141 3076.5,-1135 3082.5,-1129 3088.5,-1129 3088.5,-1129 3232.5,-1129 3232.5,-1129 3238.5,-1129 3244.5,-1135 3244.5,-1141 3244.5,-1141 3244.5,-1185 3244.5,-1185 3244.5,-1191 3238.5,-1197 3232.5,-1197\" fill=\"#e58139\" fill-opacity=\"0.039216\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3084.5\" y=\"-1181.8\">Total intl charge ≤ 3.225</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3120\" y=\"-1166.8\">mse = 0.036</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3113\" y=\"-1151.8\">samples = 187</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3117.5\" y=\"-1136.8\">value = 0.037</text>\n",
       "</g>\n",
       "<!-- 95&#45;&gt;96 -->\n",
       "<g class=\"edge\" id=\"edge96\"><title>95-&gt;96</title>\n",
       "<path d=\"M3223.98,-1232.88C3215.69,-1223.89 3206.62,-1214.04 3197.99,-1204.68\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3200.54,-1202.28 3191.19,-1197.3 3195.39,-1207.02 3200.54,-1202.28\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 123 -->\n",
       "<g class=\"node\" id=\"node124\"><title>123</title>\n",
       "<path d=\"M3418.5,-1197C3418.5,-1197 3274.5,-1197 3274.5,-1197 3268.5,-1197 3262.5,-1191 3262.5,-1185 3262.5,-1185 3262.5,-1141 3262.5,-1141 3262.5,-1135 3268.5,-1129 3274.5,-1129 3274.5,-1129 3418.5,-1129 3418.5,-1129 3424.5,-1129 3430.5,-1135 3430.5,-1141 3430.5,-1141 3430.5,-1185 3430.5,-1185 3430.5,-1191 3424.5,-1197 3418.5,-1197\" fill=\"#e58139\" fill-opacity=\"0.501961\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3270.5\" y=\"-1181.8\">Total intl charge ≤ 2.605</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3310\" y=\"-1166.8\">mse = 0.25</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3307\" y=\"-1151.8\">samples = 2</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3311.5\" y=\"-1136.8\">value = 0.5</text>\n",
       "</g>\n",
       "<!-- 95&#45;&gt;123 -->\n",
       "<g class=\"edge\" id=\"edge123\"><title>95-&gt;123</title>\n",
       "<path d=\"M3284.37,-1232.88C3292.4,-1223.98 3301.19,-1214.24 3309.56,-1204.96\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3312.37,-1207.07 3316.47,-1197.3 3307.17,-1202.38 3312.37,-1207.07\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 97 -->\n",
       "<g class=\"node\" id=\"node98\"><title>97</title>\n",
       "<path d=\"M3064.5,-1093C3064.5,-1093 2930.5,-1093 2930.5,-1093 2924.5,-1093 2918.5,-1087 2918.5,-1081 2918.5,-1081 2918.5,-1037 2918.5,-1037 2918.5,-1031 2924.5,-1025 2930.5,-1025 2930.5,-1025 3064.5,-1025 3064.5,-1025 3070.5,-1025 3076.5,-1031 3076.5,-1037 3076.5,-1037 3076.5,-1081 3076.5,-1081 3076.5,-1087 3070.5,-1093 3064.5,-1093\" fill=\"#e58139\" fill-opacity=\"0.023529\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2926.5\" y=\"-1077.8\">Total day calls ≤ 120.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2957\" y=\"-1062.8\">mse = 0.021</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2950\" y=\"-1047.8\">samples = 139</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2954.5\" y=\"-1032.8\">value = 0.022</text>\n",
       "</g>\n",
       "<!-- 96&#45;&gt;97 -->\n",
       "<g class=\"edge\" id=\"edge97\"><title>96-&gt;97</title>\n",
       "<path d=\"M3107.58,-1128.88C3092.13,-1119.21 3075.11,-1108.56 3059.16,-1098.59\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3060.77,-1095.46 3050.43,-1093.12 3057.06,-1101.4 3060.77,-1095.46\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 110 -->\n",
       "<g class=\"node\" id=\"node111\"><title>110</title>\n",
       "<path d=\"M3268.5,-1093C3268.5,-1093 3124.5,-1093 3124.5,-1093 3118.5,-1093 3112.5,-1087 3112.5,-1081 3112.5,-1081 3112.5,-1037 3112.5,-1037 3112.5,-1031 3118.5,-1025 3124.5,-1025 3124.5,-1025 3268.5,-1025 3268.5,-1025 3274.5,-1025 3280.5,-1031 3280.5,-1037 3280.5,-1037 3280.5,-1081 3280.5,-1081 3280.5,-1087 3274.5,-1093 3268.5,-1093\" fill=\"#e58139\" fill-opacity=\"0.082353\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3120.5\" y=\"-1077.8\">Total intl charge ≤ 3.265</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3156\" y=\"-1062.8\">mse = 0.076</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3153\" y=\"-1047.8\">samples = 48</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3153.5\" y=\"-1032.8\">value = 0.083</text>\n",
       "</g>\n",
       "<!-- 96&#45;&gt;110 -->\n",
       "<g class=\"edge\" id=\"edge110\"><title>96-&gt;110</title>\n",
       "<path d=\"M3172.19,-1128.88C3175.11,-1120.6 3178.29,-1111.6 3181.35,-1102.91\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3184.72,-1103.89 3184.75,-1093.3 3178.12,-1101.56 3184.72,-1103.89\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 98 -->\n",
       "<g class=\"node\" id=\"node99\"><title>98</title>\n",
       "<path d=\"M2858.5,-989C2858.5,-989 2694.5,-989 2694.5,-989 2688.5,-989 2682.5,-983 2682.5,-977 2682.5,-977 2682.5,-933 2682.5,-933 2682.5,-927 2688.5,-921 2694.5,-921 2694.5,-921 2858.5,-921 2858.5,-921 2864.5,-921 2870.5,-927 2870.5,-933 2870.5,-933 2870.5,-977 2870.5,-977 2870.5,-983 2864.5,-989 2858.5,-989\" fill=\"#e58139\" fill-opacity=\"0.152941\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2690.5\" y=\"-973.8\">Total day minutes ≤ 235.85</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2740\" y=\"-958.8\">mse = 0.13</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2733\" y=\"-943.8\">samples = 13</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2733.5\" y=\"-928.8\">value = 0.154</text>\n",
       "</g>\n",
       "<!-- 97&#45;&gt;98 -->\n",
       "<g class=\"edge\" id=\"edge98\"><title>97-&gt;98</title>\n",
       "<path d=\"M2925.75,-1024.88C2903.93,-1014.81 2879.79,-1003.67 2857.41,-993.344\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2858.82,-990.138 2848.27,-989.125 2855.88,-996.493 2858.82,-990.138\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 105 -->\n",
       "<g class=\"node\" id=\"node106\"><title>105</title>\n",
       "<path d=\"M3094,-989C3094,-989 2901,-989 2901,-989 2895,-989 2889,-983 2889,-977 2889,-977 2889,-933 2889,-933 2889,-927 2895,-921 2901,-921 2901,-921 3094,-921 3094,-921 3100,-921 3106,-927 3106,-933 3106,-933 3106,-977 3106,-977 3106,-983 3100,-989 3094,-989\" fill=\"#e58139\" fill-opacity=\"0.007843\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2897\" y=\"-973.8\">Number vmail messages ≤ 35.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2957\" y=\"-958.8\">mse = 0.008</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2950\" y=\"-943.8\">samples = 126</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2954.5\" y=\"-928.8\">value = 0.008</text>\n",
       "</g>\n",
       "<!-- 97&#45;&gt;105 -->\n",
       "<g class=\"edge\" id=\"edge105\"><title>97-&gt;105</title>\n",
       "<path d=\"M2997.5,-1024.88C2997.5,-1016.78 2997.5,-1007.98 2997.5,-999.472\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3001,-999.299 2997.5,-989.299 2994,-999.299 3001,-999.299\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 99 -->\n",
       "<g class=\"node\" id=\"node100\"><title>99</title>\n",
       "<path d=\"M2699,-885C2699,-885 2564,-885 2564,-885 2558,-885 2552,-879 2552,-873 2552,-873 2552,-829 2552,-829 2552,-823 2558,-817 2564,-817 2564,-817 2699,-817 2699,-817 2705,-817 2711,-823 2711,-829 2711,-829 2711,-873 2711,-873 2711,-879 2705,-885 2699,-885\" fill=\"#e58139\" fill-opacity=\"0.082353\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2560\" y=\"-869.8\">Total eve calls ≤ 108.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2591\" y=\"-854.8\">mse = 0.076</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2588\" y=\"-839.8\">samples = 12</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2588.5\" y=\"-824.8\">value = 0.083</text>\n",
       "</g>\n",
       "<!-- 98&#45;&gt;99 -->\n",
       "<g class=\"edge\" id=\"edge99\"><title>98-&gt;99</title>\n",
       "<path d=\"M2729.42,-920.884C2716,-911.442 2701.25,-901.064 2687.36,-891.292\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2689.03,-888.19 2678.84,-885.299 2685,-893.916 2689.03,-888.19\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 104 -->\n",
       "<g class=\"node\" id=\"node105\"><title>104</title>\n",
       "<path d=\"M2812,-877.5C2812,-877.5 2741,-877.5 2741,-877.5 2735,-877.5 2729,-871.5 2729,-865.5 2729,-865.5 2729,-836.5 2729,-836.5 2729,-830.5 2735,-824.5 2741,-824.5 2741,-824.5 2812,-824.5 2812,-824.5 2818,-824.5 2824,-830.5 2824,-836.5 2824,-836.5 2824,-865.5 2824,-865.5 2824,-871.5 2818,-877.5 2812,-877.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2744.5\" y=\"-862.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2737\" y=\"-847.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2741.5\" y=\"-832.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 98&#45;&gt;104 -->\n",
       "<g class=\"edge\" id=\"edge104\"><title>98-&gt;104</title>\n",
       "<path d=\"M2776.5,-920.884C2776.5,-910.326 2776.5,-898.597 2776.5,-887.854\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2780,-887.52 2776.5,-877.52 2773,-887.52 2780,-887.52\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 100 -->\n",
       "<g class=\"node\" id=\"node101\"><title>100</title>\n",
       "<path d=\"M2671,-773.5C2671,-773.5 2592,-773.5 2592,-773.5 2586,-773.5 2580,-767.5 2580,-761.5 2580,-761.5 2580,-732.5 2580,-732.5 2580,-726.5 2586,-720.5 2592,-720.5 2592,-720.5 2671,-720.5 2671,-720.5 2677,-720.5 2683,-726.5 2683,-732.5 2683,-732.5 2683,-761.5 2683,-761.5 2683,-767.5 2677,-773.5 2671,-773.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2599.5\" y=\"-758.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2588\" y=\"-743.3\">samples = 10</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2596.5\" y=\"-728.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 99&#45;&gt;100 -->\n",
       "<g class=\"edge\" id=\"edge100\"><title>99-&gt;100</title>\n",
       "<path d=\"M2631.5,-816.884C2631.5,-806.326 2631.5,-794.597 2631.5,-783.854\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2635,-783.52 2631.5,-773.52 2628,-783.52 2635,-783.52\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 101 -->\n",
       "<g class=\"node\" id=\"node102\"><title>101</title>\n",
       "<path d=\"M2847.5,-781C2847.5,-781 2713.5,-781 2713.5,-781 2707.5,-781 2701.5,-775 2701.5,-769 2701.5,-769 2701.5,-725 2701.5,-725 2701.5,-719 2707.5,-713 2713.5,-713 2713.5,-713 2847.5,-713 2847.5,-713 2853.5,-713 2859.5,-719 2859.5,-725 2859.5,-725 2859.5,-769 2859.5,-769 2859.5,-775 2853.5,-781 2847.5,-781\" fill=\"#e58139\" fill-opacity=\"0.501961\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2709.5\" y=\"-765.8\">Total night calls ≤ 93.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2744\" y=\"-750.8\">mse = 0.25</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2741\" y=\"-735.8\">samples = 2</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2745.5\" y=\"-720.8\">value = 0.5</text>\n",
       "</g>\n",
       "<!-- 99&#45;&gt;101 -->\n",
       "<g class=\"edge\" id=\"edge101\"><title>99-&gt;101</title>\n",
       "<path d=\"M2679.88,-816.884C2693.87,-807.304 2709.27,-796.761 2723.73,-786.864\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2725.84,-789.662 2732.11,-781.125 2721.88,-783.885 2725.84,-789.662\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 102 -->\n",
       "<g class=\"node\" id=\"node103\"><title>102</title>\n",
       "<path d=\"M2759,-669.5C2759,-669.5 2688,-669.5 2688,-669.5 2682,-669.5 2676,-663.5 2676,-657.5 2676,-657.5 2676,-628.5 2676,-628.5 2676,-622.5 2682,-616.5 2688,-616.5 2688,-616.5 2759,-616.5 2759,-616.5 2765,-616.5 2771,-622.5 2771,-628.5 2771,-628.5 2771,-657.5 2771,-657.5 2771,-663.5 2765,-669.5 2759,-669.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2691.5\" y=\"-654.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2684\" y=\"-639.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2688.5\" y=\"-624.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 101&#45;&gt;102 -->\n",
       "<g class=\"edge\" id=\"edge102\"><title>101-&gt;102</title>\n",
       "<path d=\"M2761.99,-712.884C2755.85,-701.886 2748.99,-689.617 2742.79,-678.517\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2745.69,-676.542 2737.76,-669.52 2739.58,-679.957 2745.69,-676.542\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 103 -->\n",
       "<g class=\"node\" id=\"node104\"><title>103</title>\n",
       "<path d=\"M2872,-669.5C2872,-669.5 2801,-669.5 2801,-669.5 2795,-669.5 2789,-663.5 2789,-657.5 2789,-657.5 2789,-628.5 2789,-628.5 2789,-622.5 2795,-616.5 2801,-616.5 2801,-616.5 2872,-616.5 2872,-616.5 2878,-616.5 2884,-622.5 2884,-628.5 2884,-628.5 2884,-657.5 2884,-657.5 2884,-663.5 2878,-669.5 2872,-669.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2804.5\" y=\"-654.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2797\" y=\"-639.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2801.5\" y=\"-624.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 101&#45;&gt;103 -->\n",
       "<g class=\"edge\" id=\"edge103\"><title>101-&gt;103</title>\n",
       "<path d=\"M2798.68,-712.884C2804.72,-701.886 2811.46,-689.617 2817.55,-678.517\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2820.74,-679.97 2822.49,-669.52 2814.61,-676.601 2820.74,-679.97\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 106 -->\n",
       "<g class=\"node\" id=\"node107\"><title>106</title>\n",
       "<path d=\"M2941,-877.5C2941,-877.5 2854,-877.5 2854,-877.5 2848,-877.5 2842,-871.5 2842,-865.5 2842,-865.5 2842,-836.5 2842,-836.5 2842,-830.5 2848,-824.5 2854,-824.5 2854,-824.5 2941,-824.5 2941,-824.5 2947,-824.5 2953,-830.5 2953,-836.5 2953,-836.5 2953,-865.5 2953,-865.5 2953,-871.5 2947,-877.5 2941,-877.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2865.5\" y=\"-862.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2850\" y=\"-847.3\">samples = 121</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2862.5\" y=\"-832.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 105&#45;&gt;106 -->\n",
       "<g class=\"edge\" id=\"edge106\"><title>105-&gt;106</title>\n",
       "<path d=\"M2965.03,-920.884C2953.71,-909.336 2941.02,-896.387 2929.72,-884.86\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"2932.02,-882.21 2922.52,-877.52 2927.02,-887.111 2932.02,-882.21\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 107 -->\n",
       "<g class=\"node\" id=\"node108\"><title>107</title>\n",
       "<path d=\"M3138,-885C3138,-885 2983,-885 2983,-885 2977,-885 2971,-879 2971,-873 2971,-873 2971,-829 2971,-829 2971,-823 2977,-817 2983,-817 2983,-817 3138,-817 3138,-817 3144,-817 3150,-823 3150,-829 3150,-829 3150,-873 3150,-873 3150,-879 3144,-885 3138,-885\" fill=\"#e58139\" fill-opacity=\"0.200000\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2979\" y=\"-869.8\">Total day minutes ≤ 165.3</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3024\" y=\"-854.8\">mse = 0.16</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3021\" y=\"-839.8\">samples = 5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3025.5\" y=\"-824.8\">value = 0.2</text>\n",
       "</g>\n",
       "<!-- 105&#45;&gt;107 -->\n",
       "<g class=\"edge\" id=\"edge107\"><title>105-&gt;107</title>\n",
       "<path d=\"M3017.95,-920.884C3023.24,-912.332 3028.99,-903.013 3034.51,-894.072\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3037.66,-895.647 3039.93,-885.299 3031.7,-891.968 3037.66,-895.647\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 108 -->\n",
       "<g class=\"node\" id=\"node109\"><title>108</title>\n",
       "<path d=\"M3039,-773.5C3039,-773.5 2968,-773.5 2968,-773.5 2962,-773.5 2956,-767.5 2956,-761.5 2956,-761.5 2956,-732.5 2956,-732.5 2956,-726.5 2962,-720.5 2968,-720.5 2968,-720.5 3039,-720.5 3039,-720.5 3045,-720.5 3051,-726.5 3051,-732.5 3051,-732.5 3051,-761.5 3051,-761.5 3051,-767.5 3045,-773.5 3039,-773.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2971.5\" y=\"-758.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2964\" y=\"-743.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"2968.5\" y=\"-728.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 107&#45;&gt;108 -->\n",
       "<g class=\"edge\" id=\"edge108\"><title>107-&gt;108</title>\n",
       "<path d=\"M3041.99,-816.884C3035.85,-805.886 3028.99,-793.617 3022.79,-782.517\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3025.69,-780.542 3017.76,-773.52 3019.58,-783.957 3025.69,-780.542\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 109 -->\n",
       "<g class=\"node\" id=\"node110\"><title>109</title>\n",
       "<path d=\"M3152,-773.5C3152,-773.5 3081,-773.5 3081,-773.5 3075,-773.5 3069,-767.5 3069,-761.5 3069,-761.5 3069,-732.5 3069,-732.5 3069,-726.5 3075,-720.5 3081,-720.5 3081,-720.5 3152,-720.5 3152,-720.5 3158,-720.5 3164,-726.5 3164,-732.5 3164,-732.5 3164,-761.5 3164,-761.5 3164,-767.5 3158,-773.5 3152,-773.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3084.5\" y=\"-758.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3077\" y=\"-743.3\">samples = 4</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3081.5\" y=\"-728.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 107&#45;&gt;109 -->\n",
       "<g class=\"edge\" id=\"edge109\"><title>107-&gt;109</title>\n",
       "<path d=\"M3078.68,-816.884C3084.72,-805.886 3091.46,-793.617 3097.55,-782.517\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3100.74,-783.97 3102.49,-773.52 3094.61,-780.601 3100.74,-783.97\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 111 -->\n",
       "<g class=\"node\" id=\"node112\"><title>111</title>\n",
       "<path d=\"M3294.5,-989C3294.5,-989 3136.5,-989 3136.5,-989 3130.5,-989 3124.5,-983 3124.5,-977 3124.5,-977 3124.5,-933 3124.5,-933 3124.5,-927 3130.5,-921 3136.5,-921 3136.5,-921 3294.5,-921 3294.5,-921 3300.5,-921 3306.5,-927 3306.5,-933 3306.5,-933 3306.5,-977 3306.5,-977 3306.5,-983 3300.5,-989 3294.5,-989\" fill=\"#e58139\" fill-opacity=\"0.501961\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3132.5\" y=\"-973.8\">Total day charge ≤ 26.065</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3179\" y=\"-958.8\">mse = 0.25</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3176\" y=\"-943.8\">samples = 2</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3180.5\" y=\"-928.8\">value = 0.5</text>\n",
       "</g>\n",
       "<!-- 110&#45;&gt;111 -->\n",
       "<g class=\"edge\" id=\"edge111\"><title>110-&gt;111</title>\n",
       "<path d=\"M3202.67,-1024.88C3204.2,-1016.69 3205.85,-1007.79 3207.45,-999.192\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3210.91,-999.771 3209.3,-989.299 3204.03,-998.489 3210.91,-999.771\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 114 -->\n",
       "<g class=\"node\" id=\"node115\"><title>114</title>\n",
       "<path d=\"M3502,-989C3502,-989 3389,-989 3389,-989 3383,-989 3377,-983 3377,-977 3377,-977 3377,-933 3377,-933 3377,-927 3383,-921 3389,-921 3389,-921 3502,-921 3502,-921 3508,-921 3514,-927 3514,-933 3514,-933 3514,-977 3514,-977 3514,-983 3508,-989 3502,-989\" fill=\"#e58139\" fill-opacity=\"0.066667\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3385\" y=\"-973.8\">Total intl calls ≤ 5.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3405\" y=\"-958.8\">mse = 0.061</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3402\" y=\"-943.8\">samples = 46</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3402.5\" y=\"-928.8\">value = 0.065</text>\n",
       "</g>\n",
       "<!-- 110&#45;&gt;114 -->\n",
       "<g class=\"edge\" id=\"edge114\"><title>110-&gt;114</title>\n",
       "<path d=\"M3277.34,-1024.88C3306.18,-1013.07 3338.59,-999.796 3367.2,-988.073\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3368.82,-991.192 3376.75,-984.162 3366.17,-984.714 3368.82,-991.192\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 112 -->\n",
       "<g class=\"node\" id=\"node113\"><title>112</title>\n",
       "<path d=\"M3251,-877.5C3251,-877.5 3180,-877.5 3180,-877.5 3174,-877.5 3168,-871.5 3168,-865.5 3168,-865.5 3168,-836.5 3168,-836.5 3168,-830.5 3174,-824.5 3180,-824.5 3180,-824.5 3251,-824.5 3251,-824.5 3257,-824.5 3263,-830.5 3263,-836.5 3263,-836.5 3263,-865.5 3263,-865.5 3263,-871.5 3257,-877.5 3251,-877.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3183.5\" y=\"-862.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3176\" y=\"-847.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3180.5\" y=\"-832.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 111&#45;&gt;112 -->\n",
       "<g class=\"edge\" id=\"edge112\"><title>111-&gt;112</title>\n",
       "<path d=\"M3215.5,-920.884C3215.5,-910.326 3215.5,-898.597 3215.5,-887.854\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3219,-887.52 3215.5,-877.52 3212,-887.52 3219,-887.52\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 113 -->\n",
       "<g class=\"node\" id=\"node114\"><title>113</title>\n",
       "<path d=\"M3364,-877.5C3364,-877.5 3293,-877.5 3293,-877.5 3287,-877.5 3281,-871.5 3281,-865.5 3281,-865.5 3281,-836.5 3281,-836.5 3281,-830.5 3287,-824.5 3293,-824.5 3293,-824.5 3364,-824.5 3364,-824.5 3370,-824.5 3376,-830.5 3376,-836.5 3376,-836.5 3376,-865.5 3376,-865.5 3376,-871.5 3370,-877.5 3364,-877.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3296.5\" y=\"-862.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3289\" y=\"-847.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3293.5\" y=\"-832.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 111&#45;&gt;113 -->\n",
       "<g class=\"edge\" id=\"edge113\"><title>111-&gt;113</title>\n",
       "<path d=\"M3252.19,-920.884C3265.1,-909.226 3279.6,-896.141 3292.46,-884.532\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3295.15,-886.819 3300.23,-877.52 3290.46,-881.622 3295.15,-886.819\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 115 -->\n",
       "<g class=\"node\" id=\"node116\"><title>115</title>\n",
       "<path d=\"M3485,-877.5C3485,-877.5 3406,-877.5 3406,-877.5 3400,-877.5 3394,-871.5 3394,-865.5 3394,-865.5 3394,-836.5 3394,-836.5 3394,-830.5 3400,-824.5 3406,-824.5 3406,-824.5 3485,-824.5 3485,-824.5 3491,-824.5 3497,-830.5 3497,-836.5 3497,-836.5 3497,-865.5 3497,-865.5 3497,-871.5 3491,-877.5 3485,-877.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3413.5\" y=\"-862.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3402\" y=\"-847.3\">samples = 30</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3410.5\" y=\"-832.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 114&#45;&gt;115 -->\n",
       "<g class=\"edge\" id=\"edge115\"><title>114-&gt;115</title>\n",
       "<path d=\"M3445.5,-920.884C3445.5,-910.326 3445.5,-898.597 3445.5,-887.854\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3449,-887.52 3445.5,-877.52 3442,-887.52 3449,-887.52\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 116 -->\n",
       "<g class=\"node\" id=\"node117\"><title>116</title>\n",
       "<path d=\"M3661.5,-885C3661.5,-885 3527.5,-885 3527.5,-885 3521.5,-885 3515.5,-879 3515.5,-873 3515.5,-873 3515.5,-829 3515.5,-829 3515.5,-823 3521.5,-817 3527.5,-817 3527.5,-817 3661.5,-817 3661.5,-817 3667.5,-817 3673.5,-823 3673.5,-829 3673.5,-829 3673.5,-873 3673.5,-873 3673.5,-879 3667.5,-885 3661.5,-885\" fill=\"#e58139\" fill-opacity=\"0.188235\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3523.5\" y=\"-869.8\">Total night calls ≤ 98.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3554\" y=\"-854.8\">mse = 0.152</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3551\" y=\"-839.8\">samples = 16</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3551.5\" y=\"-824.8\">value = 0.188</text>\n",
       "</g>\n",
       "<!-- 114&#45;&gt;116 -->\n",
       "<g class=\"edge\" id=\"edge116\"><title>114-&gt;116</title>\n",
       "<path d=\"M3493.88,-920.884C3507.87,-911.304 3523.27,-900.761 3537.73,-890.864\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3539.84,-893.662 3546.11,-885.125 3535.88,-887.885 3539.84,-893.662\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 117 -->\n",
       "<g class=\"node\" id=\"node118\"><title>117</title>\n",
       "<path d=\"M3592.5,-781C3592.5,-781 3434.5,-781 3434.5,-781 3428.5,-781 3422.5,-775 3422.5,-769 3422.5,-769 3422.5,-725 3422.5,-725 3422.5,-719 3428.5,-713 3434.5,-713 3434.5,-713 3592.5,-713 3592.5,-713 3598.5,-713 3604.5,-719 3604.5,-725 3604.5,-725 3604.5,-769 3604.5,-769 3604.5,-775 3598.5,-781 3592.5,-781\" fill=\"#e58139\" fill-opacity=\"0.501961\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3430.5\" y=\"-765.8\">Total day charge ≤ 22.715</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3477\" y=\"-750.8\">mse = 0.25</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3474\" y=\"-735.8\">samples = 6</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3478.5\" y=\"-720.8\">value = 0.5</text>\n",
       "</g>\n",
       "<!-- 116&#45;&gt;117 -->\n",
       "<g class=\"edge\" id=\"edge117\"><title>116-&gt;117</title>\n",
       "<path d=\"M3568.2,-816.884C3561.2,-808.065 3553.55,-798.43 3546.25,-789.235\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3548.9,-786.954 3539.94,-781.299 3543.42,-791.307 3548.9,-786.954\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 122 -->\n",
       "<g class=\"node\" id=\"node123\"><title>122</title>\n",
       "<path d=\"M3714,-773.5C3714,-773.5 3635,-773.5 3635,-773.5 3629,-773.5 3623,-767.5 3623,-761.5 3623,-761.5 3623,-732.5 3623,-732.5 3623,-726.5 3629,-720.5 3635,-720.5 3635,-720.5 3714,-720.5 3714,-720.5 3720,-720.5 3726,-726.5 3726,-732.5 3726,-732.5 3726,-761.5 3726,-761.5 3726,-767.5 3720,-773.5 3714,-773.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3642.5\" y=\"-758.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3631\" y=\"-743.3\">samples = 10</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3639.5\" y=\"-728.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 116&#45;&gt;122 -->\n",
       "<g class=\"edge\" id=\"edge122\"><title>116-&gt;122</title>\n",
       "<path d=\"M3620.47,-816.884C3629.36,-805.556 3639.3,-792.88 3648.21,-781.521\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3651.07,-783.548 3654.48,-773.52 3645.56,-779.228 3651.07,-783.548\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 118 -->\n",
       "<g class=\"node\" id=\"node119\"><title>118</title>\n",
       "<path d=\"M3492,-669.5C3492,-669.5 3421,-669.5 3421,-669.5 3415,-669.5 3409,-663.5 3409,-657.5 3409,-657.5 3409,-628.5 3409,-628.5 3409,-622.5 3415,-616.5 3421,-616.5 3421,-616.5 3492,-616.5 3492,-616.5 3498,-616.5 3504,-622.5 3504,-628.5 3504,-628.5 3504,-657.5 3504,-657.5 3504,-663.5 3498,-669.5 3492,-669.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3424.5\" y=\"-654.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3417\" y=\"-639.3\">samples = 2</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3421.5\" y=\"-624.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 117&#45;&gt;118 -->\n",
       "<g class=\"edge\" id=\"edge118\"><title>117-&gt;118</title>\n",
       "<path d=\"M3494.99,-712.884C3488.85,-701.886 3481.99,-689.617 3475.79,-678.517\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3478.69,-676.542 3470.76,-669.52 3472.58,-679.957 3478.69,-676.542\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 119 -->\n",
       "<g class=\"node\" id=\"node120\"><title>119</title>\n",
       "<path d=\"M3607,-677C3607,-677 3534,-677 3534,-677 3528,-677 3522,-671 3522,-665 3522,-665 3522,-621 3522,-621 3522,-615 3528,-609 3534,-609 3534,-609 3607,-609 3607,-609 3613,-609 3619,-615 3619,-621 3619,-621 3619,-665 3619,-665 3619,-671 3613,-677 3607,-677\" fill=\"#e58139\" fill-opacity=\"0.749020\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3532\" y=\"-661.8\">State ≤ 42.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3530\" y=\"-646.8\">mse = 0.188</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3531\" y=\"-631.8\">samples = 4</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3531.5\" y=\"-616.8\">value = 0.75</text>\n",
       "</g>\n",
       "<!-- 117&#45;&gt;119 -->\n",
       "<g class=\"edge\" id=\"edge119\"><title>117-&gt;119</title>\n",
       "<path d=\"M3532.01,-712.884C3536.78,-704.332 3541.99,-695.013 3546.99,-686.072\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3550.07,-687.736 3551.89,-677.299 3543.96,-684.321 3550.07,-687.736\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 120 -->\n",
       "<g class=\"node\" id=\"node121\"><title>120</title>\n",
       "<path d=\"M3549,-565.5C3549,-565.5 3478,-565.5 3478,-565.5 3472,-565.5 3466,-559.5 3466,-553.5 3466,-553.5 3466,-524.5 3466,-524.5 3466,-518.5 3472,-512.5 3478,-512.5 3478,-512.5 3549,-512.5 3549,-512.5 3555,-512.5 3561,-518.5 3561,-524.5 3561,-524.5 3561,-553.5 3561,-553.5 3561,-559.5 3555,-565.5 3549,-565.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3481.5\" y=\"-550.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3474\" y=\"-535.3\">samples = 3</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3478.5\" y=\"-520.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 119&#45;&gt;120 -->\n",
       "<g class=\"edge\" id=\"edge120\"><title>119-&gt;120</title>\n",
       "<path d=\"M3551.99,-608.884C3545.85,-597.886 3538.99,-585.617 3532.79,-574.517\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3535.69,-572.542 3527.76,-565.52 3529.58,-575.957 3535.69,-572.542\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 121 -->\n",
       "<g class=\"node\" id=\"node122\"><title>121</title>\n",
       "<path d=\"M3662,-565.5C3662,-565.5 3591,-565.5 3591,-565.5 3585,-565.5 3579,-559.5 3579,-553.5 3579,-553.5 3579,-524.5 3579,-524.5 3579,-518.5 3585,-512.5 3591,-512.5 3591,-512.5 3662,-512.5 3662,-512.5 3668,-512.5 3674,-518.5 3674,-524.5 3674,-524.5 3674,-553.5 3674,-553.5 3674,-559.5 3668,-565.5 3662,-565.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3594.5\" y=\"-550.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3587\" y=\"-535.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3591.5\" y=\"-520.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 119&#45;&gt;121 -->\n",
       "<g class=\"edge\" id=\"edge121\"><title>119-&gt;121</title>\n",
       "<path d=\"M3588.68,-608.884C3594.72,-597.886 3601.46,-585.617 3607.55,-574.517\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3610.74,-575.97 3612.49,-565.52 3604.61,-572.601 3610.74,-575.97\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 124 -->\n",
       "<g class=\"node\" id=\"node125\"><title>124</title>\n",
       "<path d=\"M3382,-1085.5C3382,-1085.5 3311,-1085.5 3311,-1085.5 3305,-1085.5 3299,-1079.5 3299,-1073.5 3299,-1073.5 3299,-1044.5 3299,-1044.5 3299,-1038.5 3305,-1032.5 3311,-1032.5 3311,-1032.5 3382,-1032.5 3382,-1032.5 3388,-1032.5 3394,-1038.5 3394,-1044.5 3394,-1044.5 3394,-1073.5 3394,-1073.5 3394,-1079.5 3388,-1085.5 3382,-1085.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3314.5\" y=\"-1070.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3307\" y=\"-1055.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3311.5\" y=\"-1040.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 123&#45;&gt;124 -->\n",
       "<g class=\"edge\" id=\"edge124\"><title>123-&gt;124</title>\n",
       "<path d=\"M3346.5,-1128.88C3346.5,-1118.33 3346.5,-1106.6 3346.5,-1095.85\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3350,-1095.52 3346.5,-1085.52 3343,-1095.52 3350,-1095.52\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 125 -->\n",
       "<g class=\"node\" id=\"node126\"><title>125</title>\n",
       "<path d=\"M3495,-1085.5C3495,-1085.5 3424,-1085.5 3424,-1085.5 3418,-1085.5 3412,-1079.5 3412,-1073.5 3412,-1073.5 3412,-1044.5 3412,-1044.5 3412,-1038.5 3418,-1032.5 3424,-1032.5 3424,-1032.5 3495,-1032.5 3495,-1032.5 3501,-1032.5 3507,-1038.5 3507,-1044.5 3507,-1044.5 3507,-1073.5 3507,-1073.5 3507,-1079.5 3501,-1085.5 3495,-1085.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3427.5\" y=\"-1070.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3420\" y=\"-1055.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3424.5\" y=\"-1040.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 123&#45;&gt;125 -->\n",
       "<g class=\"edge\" id=\"edge125\"><title>123-&gt;125</title>\n",
       "<path d=\"M3383.19,-1128.88C3396.1,-1117.23 3410.6,-1104.14 3423.46,-1092.53\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3426.15,-1094.82 3431.23,-1085.52 3421.46,-1089.62 3426.15,-1094.82\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 127 -->\n",
       "<g class=\"node\" id=\"node128\"><title>127</title>\n",
       "<path d=\"M3564,-1301C3564,-1301 3429,-1301 3429,-1301 3423,-1301 3417,-1295 3417,-1289 3417,-1289 3417,-1245 3417,-1245 3417,-1239 3423,-1233 3429,-1233 3429,-1233 3564,-1233 3564,-1233 3570,-1233 3576,-1239 3576,-1245 3576,-1245 3576,-1289 3576,-1289 3576,-1295 3570,-1301 3564,-1301\" fill=\"#e58139\" fill-opacity=\"0.125490\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3425\" y=\"-1285.8\">Total eve calls ≤ 127.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3456\" y=\"-1270.8\">mse = 0.109</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3453\" y=\"-1255.8\">samples = 16</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3453.5\" y=\"-1240.8\">value = 0.125</text>\n",
       "</g>\n",
       "<!-- 126&#45;&gt;127 -->\n",
       "<g class=\"edge\" id=\"edge127\"><title>126-&gt;127</title>\n",
       "<path d=\"M3496.5,-1336.88C3496.5,-1328.78 3496.5,-1319.98 3496.5,-1311.47\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3500,-1311.3 3496.5,-1301.3 3493,-1311.3 3500,-1311.3\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 134 -->\n",
       "<g class=\"node\" id=\"node135\"><title>134</title>\n",
       "<path d=\"M3677,-1293.5C3677,-1293.5 3606,-1293.5 3606,-1293.5 3600,-1293.5 3594,-1287.5 3594,-1281.5 3594,-1281.5 3594,-1252.5 3594,-1252.5 3594,-1246.5 3600,-1240.5 3606,-1240.5 3606,-1240.5 3677,-1240.5 3677,-1240.5 3683,-1240.5 3689,-1246.5 3689,-1252.5 3689,-1252.5 3689,-1281.5 3689,-1281.5 3689,-1287.5 3683,-1293.5 3677,-1293.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3609.5\" y=\"-1278.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3602\" y=\"-1263.3\">samples = 2</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3606.5\" y=\"-1248.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 126&#45;&gt;134 -->\n",
       "<g class=\"edge\" id=\"edge134\"><title>126-&gt;134</title>\n",
       "<path d=\"M3543.58,-1336.88C3560.62,-1324.9 3579.81,-1311.4 3596.65,-1299.55\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3599.06,-1302.14 3605.22,-1293.52 3595.03,-1296.41 3599.06,-1302.14\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 128 -->\n",
       "<g class=\"node\" id=\"node129\"><title>128</title>\n",
       "<path d=\"M3532,-1189.5C3532,-1189.5 3461,-1189.5 3461,-1189.5 3455,-1189.5 3449,-1183.5 3449,-1177.5 3449,-1177.5 3449,-1148.5 3449,-1148.5 3449,-1142.5 3455,-1136.5 3461,-1136.5 3461,-1136.5 3532,-1136.5 3532,-1136.5 3538,-1136.5 3544,-1142.5 3544,-1148.5 3544,-1148.5 3544,-1177.5 3544,-1177.5 3544,-1183.5 3538,-1189.5 3532,-1189.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3464.5\" y=\"-1174.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3457\" y=\"-1159.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3461.5\" y=\"-1144.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 127&#45;&gt;128 -->\n",
       "<g class=\"edge\" id=\"edge128\"><title>127-&gt;128</title>\n",
       "<path d=\"M3496.5,-1232.88C3496.5,-1222.33 3496.5,-1210.6 3496.5,-1199.85\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3500,-1199.52 3496.5,-1189.52 3493,-1199.52 3500,-1199.52\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 129 -->\n",
       "<g class=\"node\" id=\"node130\"><title>129</title>\n",
       "<path d=\"M3738.5,-1197C3738.5,-1197 3574.5,-1197 3574.5,-1197 3568.5,-1197 3562.5,-1191 3562.5,-1185 3562.5,-1185 3562.5,-1141 3562.5,-1141 3562.5,-1135 3568.5,-1129 3574.5,-1129 3574.5,-1129 3738.5,-1129 3738.5,-1129 3744.5,-1129 3750.5,-1135 3750.5,-1141 3750.5,-1141 3750.5,-1185 3750.5,-1185 3750.5,-1191 3744.5,-1197 3738.5,-1197\" fill=\"#e58139\" fill-opacity=\"0.066667\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3570.5\" y=\"-1181.8\">Total day minutes ≤ 225.65</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3616\" y=\"-1166.8\">mse = 0.062</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3613\" y=\"-1151.8\">samples = 15</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3613.5\" y=\"-1136.8\">value = 0.067</text>\n",
       "</g>\n",
       "<!-- 127&#45;&gt;129 -->\n",
       "<g class=\"edge\" id=\"edge129\"><title>127-&gt;129</title>\n",
       "<path d=\"M3548.45,-1232.88C3563.61,-1223.21 3580.32,-1212.56 3595.97,-1202.59\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3597.99,-1205.45 3604.54,-1197.12 3594.23,-1199.55 3597.99,-1205.45\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 130 -->\n",
       "<g class=\"node\" id=\"node131\"><title>130</title>\n",
       "<path d=\"M3656,-1085.5C3656,-1085.5 3577,-1085.5 3577,-1085.5 3571,-1085.5 3565,-1079.5 3565,-1073.5 3565,-1073.5 3565,-1044.5 3565,-1044.5 3565,-1038.5 3571,-1032.5 3577,-1032.5 3577,-1032.5 3656,-1032.5 3656,-1032.5 3662,-1032.5 3668,-1038.5 3668,-1044.5 3668,-1044.5 3668,-1073.5 3668,-1073.5 3668,-1079.5 3662,-1085.5 3656,-1085.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3584.5\" y=\"-1070.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3573\" y=\"-1055.3\">samples = 13</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3581.5\" y=\"-1040.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 129&#45;&gt;130 -->\n",
       "<g class=\"edge\" id=\"edge130\"><title>129-&gt;130</title>\n",
       "<path d=\"M3643.51,-1128.88C3639.24,-1118 3634.49,-1105.86 3630.17,-1094.85\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3633.42,-1093.55 3626.51,-1085.52 3626.9,-1096.11 3633.42,-1093.55\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 131 -->\n",
       "<g class=\"node\" id=\"node132\"><title>131</title>\n",
       "<path d=\"M3833,-1093C3833,-1093 3698,-1093 3698,-1093 3692,-1093 3686,-1087 3686,-1081 3686,-1081 3686,-1037 3686,-1037 3686,-1031 3692,-1025 3698,-1025 3698,-1025 3833,-1025 3833,-1025 3839,-1025 3845,-1031 3845,-1037 3845,-1037 3845,-1081 3845,-1081 3845,-1087 3839,-1093 3833,-1093\" fill=\"#e58139\" fill-opacity=\"0.501961\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3694\" y=\"-1077.8\">Total eve calls ≤ 137.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3729\" y=\"-1062.8\">mse = 0.25</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3726\" y=\"-1047.8\">samples = 2</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3730.5\" y=\"-1032.8\">value = 0.5</text>\n",
       "</g>\n",
       "<!-- 129&#45;&gt;131 -->\n",
       "<g class=\"edge\" id=\"edge131\"><title>129-&gt;131</title>\n",
       "<path d=\"M3691.89,-1128.88C3701.6,-1119.8 3712.23,-1109.85 3722.33,-1100.4\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3725.01,-1102.69 3729.92,-1093.3 3720.22,-1097.58 3725.01,-1102.69\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 132 -->\n",
       "<g class=\"node\" id=\"node133\"><title>132</title>\n",
       "<path d=\"M3744,-981.5C3744,-981.5 3673,-981.5 3673,-981.5 3667,-981.5 3661,-975.5 3661,-969.5 3661,-969.5 3661,-940.5 3661,-940.5 3661,-934.5 3667,-928.5 3673,-928.5 3673,-928.5 3744,-928.5 3744,-928.5 3750,-928.5 3756,-934.5 3756,-940.5 3756,-940.5 3756,-969.5 3756,-969.5 3756,-975.5 3750,-981.5 3744,-981.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3676.5\" y=\"-966.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3669\" y=\"-951.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3673.5\" y=\"-936.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 131&#45;&gt;132 -->\n",
       "<g class=\"edge\" id=\"edge132\"><title>131-&gt;132</title>\n",
       "<path d=\"M3746.99,-1024.88C3740.85,-1013.89 3733.99,-1001.62 3727.79,-990.517\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3730.69,-988.542 3722.76,-981.52 3724.58,-991.957 3730.69,-988.542\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 133 -->\n",
       "<g class=\"node\" id=\"node134\"><title>133</title>\n",
       "<path d=\"M3857,-981.5C3857,-981.5 3786,-981.5 3786,-981.5 3780,-981.5 3774,-975.5 3774,-969.5 3774,-969.5 3774,-940.5 3774,-940.5 3774,-934.5 3780,-928.5 3786,-928.5 3786,-928.5 3857,-928.5 3857,-928.5 3863,-928.5 3869,-934.5 3869,-940.5 3869,-940.5 3869,-969.5 3869,-969.5 3869,-975.5 3863,-981.5 3857,-981.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3789.5\" y=\"-966.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3782\" y=\"-951.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3786.5\" y=\"-936.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 131&#45;&gt;133 -->\n",
       "<g class=\"edge\" id=\"edge133\"><title>131-&gt;133</title>\n",
       "<path d=\"M3783.68,-1024.88C3789.72,-1013.89 3796.46,-1001.62 3802.55,-990.517\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3805.74,-991.97 3807.49,-981.52 3799.61,-988.601 3805.74,-991.97\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 136 -->\n",
       "<g class=\"node\" id=\"node137\"><title>136</title>\n",
       "<path d=\"M3975,-1509C3975,-1509 3862,-1509 3862,-1509 3856,-1509 3850,-1503 3850,-1497 3850,-1497 3850,-1453 3850,-1453 3850,-1447 3856,-1441 3862,-1441 3862,-1441 3975,-1441 3975,-1441 3981,-1441 3987,-1447 3987,-1453 3987,-1453 3987,-1497 3987,-1497 3987,-1503 3981,-1509 3975,-1509\" fill=\"#e58139\" fill-opacity=\"0.023529\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3858\" y=\"-1493.8\">Total intl calls ≤ 2.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3878\" y=\"-1478.8\">mse = 0.022</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3875\" y=\"-1463.8\">samples = 87</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3875.5\" y=\"-1448.8\">value = 0.023</text>\n",
       "</g>\n",
       "<!-- 135&#45;&gt;136 -->\n",
       "<g class=\"edge\" id=\"edge136\"><title>135-&gt;136</title>\n",
       "<path d=\"M3984.68,-1544.88C3976.04,-1535.89 3966.58,-1526.04 3957.58,-1516.68\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3959.95,-1514.09 3950.49,-1509.3 3954.9,-1518.94 3959.95,-1514.09\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 143 -->\n",
       "<g class=\"node\" id=\"node144\"><title>143</title>\n",
       "<path d=\"M4210,-1509C4210,-1509 4017,-1509 4017,-1509 4011,-1509 4005,-1503 4005,-1497 4005,-1497 4005,-1453 4005,-1453 4005,-1447 4011,-1441 4017,-1441 4017,-1441 4210,-1441 4210,-1441 4216,-1441 4222,-1447 4222,-1453 4222,-1453 4222,-1497 4222,-1497 4222,-1503 4216,-1509 4210,-1509\" fill=\"#e58139\" fill-opacity=\"0.556863\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4013\" y=\"-1493.8\">Number vmail messages ≤ 12.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4073\" y=\"-1478.8\">mse = 0.247</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4070\" y=\"-1463.8\">samples = 18</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4070.5\" y=\"-1448.8\">value = 0.556</text>\n",
       "</g>\n",
       "<!-- 135&#45;&gt;143 -->\n",
       "<g class=\"edge\" id=\"edge143\"><title>135-&gt;143</title>\n",
       "<path d=\"M4047.99,-1544.88C4056.55,-1535.89 4065.91,-1526.04 4074.82,-1516.68\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"4077.48,-1518.96 4081.83,-1509.3 4072.41,-1514.13 4077.48,-1518.96\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 137 -->\n",
       "<g class=\"node\" id=\"node138\"><title>137</title>\n",
       "<path d=\"M3860,-1405C3860,-1405 3781,-1405 3781,-1405 3775,-1405 3769,-1399 3769,-1393 3769,-1393 3769,-1349 3769,-1349 3769,-1343 3775,-1337 3781,-1337 3781,-1337 3860,-1337 3860,-1337 3866,-1337 3872,-1343 3872,-1349 3872,-1349 3872,-1393 3872,-1393 3872,-1399 3866,-1405 3860,-1405\" fill=\"#e58139\" fill-opacity=\"0.133333\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3782\" y=\"-1389.8\">State ≤ 47.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3780\" y=\"-1374.8\">mse = 0.116</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3777\" y=\"-1359.8\">samples = 15</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3777.5\" y=\"-1344.8\">value = 0.133</text>\n",
       "</g>\n",
       "<!-- 136&#45;&gt;137 -->\n",
       "<g class=\"edge\" id=\"edge137\"><title>136-&gt;137</title>\n",
       "<path d=\"M3886.68,-1440.88C3878.04,-1431.89 3868.58,-1422.04 3859.58,-1412.68\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3861.95,-1410.09 3852.49,-1405.3 3856.9,-1414.94 3861.95,-1410.09\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 142 -->\n",
       "<g class=\"node\" id=\"node143\"><title>142</title>\n",
       "<path d=\"M3981,-1397.5C3981,-1397.5 3902,-1397.5 3902,-1397.5 3896,-1397.5 3890,-1391.5 3890,-1385.5 3890,-1385.5 3890,-1356.5 3890,-1356.5 3890,-1350.5 3896,-1344.5 3902,-1344.5 3902,-1344.5 3981,-1344.5 3981,-1344.5 3987,-1344.5 3993,-1350.5 3993,-1356.5 3993,-1356.5 3993,-1385.5 3993,-1385.5 3993,-1391.5 3987,-1397.5 3981,-1397.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3909.5\" y=\"-1382.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3898\" y=\"-1367.3\">samples = 72</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3906.5\" y=\"-1352.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 136&#45;&gt;142 -->\n",
       "<g class=\"edge\" id=\"edge142\"><title>136-&gt;142</title>\n",
       "<path d=\"M3925.97,-1440.88C3928.37,-1430.22 3931.05,-1418.35 3933.49,-1407.52\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3936.96,-1408.04 3935.75,-1397.52 3930.13,-1406.51 3936.96,-1408.04\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 138 -->\n",
       "<g class=\"node\" id=\"node139\"><title>138</title>\n",
       "<path d=\"M3887.5,-1301C3887.5,-1301 3753.5,-1301 3753.5,-1301 3747.5,-1301 3741.5,-1295 3741.5,-1289 3741.5,-1289 3741.5,-1245 3741.5,-1245 3741.5,-1239 3747.5,-1233 3753.5,-1233 3753.5,-1233 3887.5,-1233 3887.5,-1233 3893.5,-1233 3899.5,-1239 3899.5,-1245 3899.5,-1245 3899.5,-1289 3899.5,-1289 3899.5,-1295 3893.5,-1301 3887.5,-1301\" fill=\"#e58139\" fill-opacity=\"0.070588\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3749.5\" y=\"-1285.8\">Total day calls ≤ 119.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3780\" y=\"-1270.8\">mse = 0.066</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3777\" y=\"-1255.8\">samples = 14</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3777.5\" y=\"-1240.8\">value = 0.071</text>\n",
       "</g>\n",
       "<!-- 137&#45;&gt;138 -->\n",
       "<g class=\"edge\" id=\"edge138\"><title>137-&gt;138</title>\n",
       "<path d=\"M3820.5,-1336.88C3820.5,-1328.78 3820.5,-1319.98 3820.5,-1311.47\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3824,-1311.3 3820.5,-1301.3 3817,-1311.3 3824,-1311.3\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 141 -->\n",
       "<g class=\"node\" id=\"node142\"><title>141</title>\n",
       "<path d=\"M4001,-1293.5C4001,-1293.5 3930,-1293.5 3930,-1293.5 3924,-1293.5 3918,-1287.5 3918,-1281.5 3918,-1281.5 3918,-1252.5 3918,-1252.5 3918,-1246.5 3924,-1240.5 3930,-1240.5 3930,-1240.5 4001,-1240.5 4001,-1240.5 4007,-1240.5 4013,-1246.5 4013,-1252.5 4013,-1252.5 4013,-1281.5 4013,-1281.5 4013,-1287.5 4007,-1293.5 4001,-1293.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3933.5\" y=\"-1278.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3926\" y=\"-1263.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3930.5\" y=\"-1248.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 137&#45;&gt;141 -->\n",
       "<g class=\"edge\" id=\"edge141\"><title>137-&gt;141</title>\n",
       "<path d=\"M3867.58,-1336.88C3884.62,-1324.9 3903.81,-1311.4 3920.65,-1299.55\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3923.06,-1302.14 3929.22,-1293.52 3919.03,-1296.41 3923.06,-1302.14\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 139 -->\n",
       "<g class=\"node\" id=\"node140\"><title>139</title>\n",
       "<path d=\"M3860,-1189.5C3860,-1189.5 3781,-1189.5 3781,-1189.5 3775,-1189.5 3769,-1183.5 3769,-1177.5 3769,-1177.5 3769,-1148.5 3769,-1148.5 3769,-1142.5 3775,-1136.5 3781,-1136.5 3781,-1136.5 3860,-1136.5 3860,-1136.5 3866,-1136.5 3872,-1142.5 3872,-1148.5 3872,-1148.5 3872,-1177.5 3872,-1177.5 3872,-1183.5 3866,-1189.5 3860,-1189.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3788.5\" y=\"-1174.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3777\" y=\"-1159.3\">samples = 13</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3785.5\" y=\"-1144.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 138&#45;&gt;139 -->\n",
       "<g class=\"edge\" id=\"edge139\"><title>138-&gt;139</title>\n",
       "<path d=\"M3820.5,-1232.88C3820.5,-1222.33 3820.5,-1210.6 3820.5,-1199.85\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3824,-1199.52 3820.5,-1189.52 3817,-1199.52 3824,-1199.52\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 140 -->\n",
       "<g class=\"node\" id=\"node141\"><title>140</title>\n",
       "<path d=\"M3973,-1189.5C3973,-1189.5 3902,-1189.5 3902,-1189.5 3896,-1189.5 3890,-1183.5 3890,-1177.5 3890,-1177.5 3890,-1148.5 3890,-1148.5 3890,-1142.5 3896,-1136.5 3902,-1136.5 3902,-1136.5 3973,-1136.5 3973,-1136.5 3979,-1136.5 3985,-1142.5 3985,-1148.5 3985,-1148.5 3985,-1177.5 3985,-1177.5 3985,-1183.5 3979,-1189.5 3973,-1189.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3905.5\" y=\"-1174.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3898\" y=\"-1159.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"3902.5\" y=\"-1144.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 138&#45;&gt;140 -->\n",
       "<g class=\"edge\" id=\"edge140\"><title>138-&gt;140</title>\n",
       "<path d=\"M3858.49,-1232.88C3871.98,-1221.12 3887.15,-1207.89 3900.56,-1196.2\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"3902.99,-1198.73 3908.23,-1189.52 3898.39,-1193.45 3902.99,-1198.73\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 144 -->\n",
       "<g class=\"node\" id=\"node145\"><title>144</title>\n",
       "<path d=\"M4157.5,-1405C4157.5,-1405 4023.5,-1405 4023.5,-1405 4017.5,-1405 4011.5,-1399 4011.5,-1393 4011.5,-1393 4011.5,-1349 4011.5,-1349 4011.5,-1343 4017.5,-1337 4023.5,-1337 4023.5,-1337 4157.5,-1337 4157.5,-1337 4163.5,-1337 4169.5,-1343 4169.5,-1349 4169.5,-1349 4169.5,-1393 4169.5,-1393 4169.5,-1399 4163.5,-1405 4157.5,-1405\" fill=\"#e58139\" fill-opacity=\"0.831373\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4019.5\" y=\"-1389.8\">Total day calls ≤ 121.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4050\" y=\"-1374.8\">mse = 0.139</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4047\" y=\"-1359.8\">samples = 12</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4047.5\" y=\"-1344.8\">value = 0.833</text>\n",
       "</g>\n",
       "<!-- 143&#45;&gt;144 -->\n",
       "<g class=\"edge\" id=\"edge144\"><title>143-&gt;144</title>\n",
       "<path d=\"M4106.03,-1440.88C4104.18,-1432.69 4102.18,-1423.79 4100.24,-1415.19\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"4103.62,-1414.28 4098.01,-1405.3 4096.79,-1415.82 4103.62,-1414.28\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 149 -->\n",
       "<g class=\"node\" id=\"node150\"><title>149</title>\n",
       "<path d=\"M4271,-1397.5C4271,-1397.5 4200,-1397.5 4200,-1397.5 4194,-1397.5 4188,-1391.5 4188,-1385.5 4188,-1385.5 4188,-1356.5 4188,-1356.5 4188,-1350.5 4194,-1344.5 4200,-1344.5 4200,-1344.5 4271,-1344.5 4271,-1344.5 4277,-1344.5 4283,-1350.5 4283,-1356.5 4283,-1356.5 4283,-1385.5 4283,-1385.5 4283,-1391.5 4277,-1397.5 4271,-1397.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4203.5\" y=\"-1382.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4196\" y=\"-1367.3\">samples = 6</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4200.5\" y=\"-1352.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 143&#45;&gt;149 -->\n",
       "<g class=\"edge\" id=\"edge149\"><title>143-&gt;149</title>\n",
       "<path d=\"M4153.11,-1440.88C4167.19,-1429.12 4183,-1415.89 4196.98,-1404.2\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"4199.55,-1406.62 4204.98,-1397.52 4195.06,-1401.25 4199.55,-1406.62\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 145 -->\n",
       "<g class=\"node\" id=\"node146\"><title>145</title>\n",
       "<path d=\"M4114,-1293.5C4114,-1293.5 4043,-1293.5 4043,-1293.5 4037,-1293.5 4031,-1287.5 4031,-1281.5 4031,-1281.5 4031,-1252.5 4031,-1252.5 4031,-1246.5 4037,-1240.5 4043,-1240.5 4043,-1240.5 4114,-1240.5 4114,-1240.5 4120,-1240.5 4126,-1246.5 4126,-1252.5 4126,-1252.5 4126,-1281.5 4126,-1281.5 4126,-1287.5 4120,-1293.5 4114,-1293.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4046.5\" y=\"-1278.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4039\" y=\"-1263.3\">samples = 9</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4043.5\" y=\"-1248.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 144&#45;&gt;145 -->\n",
       "<g class=\"edge\" id=\"edge145\"><title>144-&gt;145</title>\n",
       "<path d=\"M4086.6,-1336.88C4085.35,-1326.22 4083.95,-1314.35 4082.68,-1303.52\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"4086.15,-1303.04 4081.5,-1293.52 4079.19,-1303.86 4086.15,-1303.04\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 146 -->\n",
       "<g class=\"node\" id=\"node147\"><title>146</title>\n",
       "<path d=\"M4286.5,-1301C4286.5,-1301 4156.5,-1301 4156.5,-1301 4150.5,-1301 4144.5,-1295 4144.5,-1289 4144.5,-1289 4144.5,-1245 4144.5,-1245 4144.5,-1239 4150.5,-1233 4156.5,-1233 4156.5,-1233 4286.5,-1233 4286.5,-1233 4292.5,-1233 4298.5,-1239 4298.5,-1245 4298.5,-1245 4298.5,-1289 4298.5,-1289 4298.5,-1295 4292.5,-1301 4286.5,-1301\" fill=\"#e58139\" fill-opacity=\"0.333333\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4152.5\" y=\"-1285.8\">Account length ≤ 99.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4181\" y=\"-1270.8\">mse = 0.222</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4182\" y=\"-1255.8\">samples = 3</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4178.5\" y=\"-1240.8\">value = 0.333</text>\n",
       "</g>\n",
       "<!-- 144&#45;&gt;146 -->\n",
       "<g class=\"edge\" id=\"edge146\"><title>144-&gt;146</title>\n",
       "<path d=\"M4133.03,-1336.88C4145.04,-1327.53 4158.24,-1317.26 4170.68,-1307.57\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"4172.99,-1310.2 4178.73,-1301.3 4168.69,-1304.68 4172.99,-1310.2\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 147 -->\n",
       "<g class=\"node\" id=\"node148\"><title>147</title>\n",
       "<path d=\"M4201,-1189.5C4201,-1189.5 4130,-1189.5 4130,-1189.5 4124,-1189.5 4118,-1183.5 4118,-1177.5 4118,-1177.5 4118,-1148.5 4118,-1148.5 4118,-1142.5 4124,-1136.5 4130,-1136.5 4130,-1136.5 4201,-1136.5 4201,-1136.5 4207,-1136.5 4213,-1142.5 4213,-1148.5 4213,-1148.5 4213,-1177.5 4213,-1177.5 4213,-1183.5 4207,-1189.5 4201,-1189.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4133.5\" y=\"-1174.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4126\" y=\"-1159.3\">samples = 2</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4130.5\" y=\"-1144.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 146&#45;&gt;147 -->\n",
       "<g class=\"edge\" id=\"edge147\"><title>146-&gt;147</title>\n",
       "<path d=\"M4203.32,-1232.88C4197.28,-1221.89 4190.54,-1209.62 4184.45,-1198.52\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"4187.39,-1196.6 4179.51,-1189.52 4181.26,-1199.97 4187.39,-1196.6\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 148 -->\n",
       "<g class=\"node\" id=\"node149\"><title>148</title>\n",
       "<path d=\"M4314,-1189.5C4314,-1189.5 4243,-1189.5 4243,-1189.5 4237,-1189.5 4231,-1183.5 4231,-1177.5 4231,-1177.5 4231,-1148.5 4231,-1148.5 4231,-1142.5 4237,-1136.5 4243,-1136.5 4243,-1136.5 4314,-1136.5 4314,-1136.5 4320,-1136.5 4326,-1142.5 4326,-1148.5 4326,-1148.5 4326,-1177.5 4326,-1177.5 4326,-1183.5 4320,-1189.5 4314,-1189.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4246.5\" y=\"-1174.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4239\" y=\"-1159.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4243.5\" y=\"-1144.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 146&#45;&gt;148 -->\n",
       "<g class=\"edge\" id=\"edge148\"><title>146-&gt;148</title>\n",
       "<path d=\"M4240.01,-1232.88C4246.15,-1221.89 4253.01,-1209.62 4259.21,-1198.52\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"4262.42,-1199.96 4264.24,-1189.52 4256.31,-1196.54 4262.42,-1199.96\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 151 -->\n",
       "<g class=\"node\" id=\"node152\"><title>151</title>\n",
       "<path d=\"M4609,-1613C4609,-1613 4446,-1613 4446,-1613 4440,-1613 4434,-1607 4434,-1601 4434,-1601 4434,-1557 4434,-1557 4434,-1551 4440,-1545 4446,-1545 4446,-1545 4609,-1545 4609,-1545 4615,-1545 4621,-1551 4621,-1557 4621,-1557 4621,-1601 4621,-1601 4621,-1607 4615,-1613 4609,-1613\" fill=\"#e58139\" fill-opacity=\"0.066667\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4442\" y=\"-1597.8\">Total night minutes ≤ 242.1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4487\" y=\"-1582.8\">mse = 0.061</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4484\" y=\"-1567.8\">samples = 61</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4484.5\" y=\"-1552.8\">value = 0.066</text>\n",
       "</g>\n",
       "<!-- 150&#45;&gt;151 -->\n",
       "<g class=\"edge\" id=\"edge151\"><title>150-&gt;151</title>\n",
       "<path d=\"M4600.44,-1648.88C4590.82,-1639.8 4580.28,-1629.85 4570.28,-1620.4\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"4572.43,-1617.62 4562.76,-1613.3 4567.63,-1622.71 4572.43,-1617.62\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 160 -->\n",
       "<g class=\"node\" id=\"node161\"><title>160</title>\n",
       "<path d=\"M4836,-1613C4836,-1613 4651,-1613 4651,-1613 4645,-1613 4639,-1607 4639,-1601 4639,-1601 4639,-1557 4639,-1557 4639,-1551 4645,-1545 4651,-1545 4651,-1545 4836,-1545 4836,-1545 4842,-1545 4848,-1551 4848,-1557 4848,-1557 4848,-1601 4848,-1601 4848,-1607 4842,-1613 4836,-1613\" fill=\"#e58139\" fill-opacity=\"0.733333\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4647\" y=\"-1597.8\">Number vmail messages ≤ 5.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4703\" y=\"-1582.8\">mse = 0.196</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4700\" y=\"-1567.8\">samples = 15</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4700.5\" y=\"-1552.8\">value = 0.733</text>\n",
       "</g>\n",
       "<!-- 150&#45;&gt;160 -->\n",
       "<g class=\"edge\" id=\"edge160\"><title>150-&gt;160</title>\n",
       "<path d=\"M4670.56,-1648.88C4680.18,-1639.8 4690.72,-1629.85 4700.72,-1620.4\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"4703.37,-1622.71 4708.24,-1613.3 4698.57,-1617.62 4703.37,-1622.71\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 152 -->\n",
       "<g class=\"node\" id=\"node153\"><title>152</title>\n",
       "<path d=\"M4410,-1501.5C4410,-1501.5 4331,-1501.5 4331,-1501.5 4325,-1501.5 4319,-1495.5 4319,-1489.5 4319,-1489.5 4319,-1460.5 4319,-1460.5 4319,-1454.5 4325,-1448.5 4331,-1448.5 4331,-1448.5 4410,-1448.5 4410,-1448.5 4416,-1448.5 4422,-1454.5 4422,-1460.5 4422,-1460.5 4422,-1489.5 4422,-1489.5 4422,-1495.5 4416,-1501.5 4410,-1501.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4338.5\" y=\"-1486.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4327\" y=\"-1471.3\">samples = 49</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4335.5\" y=\"-1456.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 151&#45;&gt;152 -->\n",
       "<g class=\"edge\" id=\"edge152\"><title>151-&gt;152</title>\n",
       "<path d=\"M4476.53,-1544.88C4457.82,-1532.73 4436.73,-1519.03 4418.31,-1507.06\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"4420.07,-1504.03 4409.78,-1501.52 4416.26,-1509.9 4420.07,-1504.03\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 153 -->\n",
       "<g class=\"node\" id=\"node154\"><title>153</title>\n",
       "<path d=\"M4610.5,-1509C4610.5,-1509 4452.5,-1509 4452.5,-1509 4446.5,-1509 4440.5,-1503 4440.5,-1497 4440.5,-1497 4440.5,-1453 4440.5,-1453 4440.5,-1447 4446.5,-1441 4452.5,-1441 4452.5,-1441 4610.5,-1441 4610.5,-1441 4616.5,-1441 4622.5,-1447 4622.5,-1453 4622.5,-1453 4622.5,-1497 4622.5,-1497 4622.5,-1503 4616.5,-1509 4610.5,-1509\" fill=\"#e58139\" fill-opacity=\"0.333333\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4448.5\" y=\"-1493.8\">Total day charge ≤ 43.675</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4491\" y=\"-1478.8\">mse = 0.222</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4488\" y=\"-1463.8\">samples = 12</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4488.5\" y=\"-1448.8\">value = 0.333</text>\n",
       "</g>\n",
       "<!-- 151&#45;&gt;153 -->\n",
       "<g class=\"edge\" id=\"edge153\"><title>151-&gt;153</title>\n",
       "<path d=\"M4528.8,-1544.88C4529.12,-1536.78 4529.46,-1527.98 4529.8,-1519.47\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"4533.3,-1519.43 4530.19,-1509.3 4526.3,-1519.15 4533.3,-1519.43\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 154 -->\n",
       "<g class=\"node\" id=\"node155\"><title>154</title>\n",
       "<path d=\"M4477.5,-1405C4477.5,-1405 4313.5,-1405 4313.5,-1405 4307.5,-1405 4301.5,-1399 4301.5,-1393 4301.5,-1393 4301.5,-1349 4301.5,-1349 4301.5,-1343 4307.5,-1337 4313.5,-1337 4313.5,-1337 4477.5,-1337 4477.5,-1337 4483.5,-1337 4489.5,-1343 4489.5,-1349 4489.5,-1349 4489.5,-1393 4489.5,-1393 4489.5,-1399 4483.5,-1405 4477.5,-1405\" fill=\"#e58139\" fill-opacity=\"0.200000\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4309.5\" y=\"-1389.8\">Total eve minutes ≤ 196.75</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4359\" y=\"-1374.8\">mse = 0.16</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4352\" y=\"-1359.8\">samples = 10</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4360.5\" y=\"-1344.8\">value = 0.2</text>\n",
       "</g>\n",
       "<!-- 153&#45;&gt;154 -->\n",
       "<g class=\"edge\" id=\"edge154\"><title>153-&gt;154</title>\n",
       "<path d=\"M4487.34,-1440.88C4474.87,-1431.53 4461.18,-1421.26 4448.26,-1411.57\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"4450,-1408.5 4439.9,-1405.3 4445.8,-1414.1 4450,-1408.5\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 159 -->\n",
       "<g class=\"node\" id=\"node160\"><title>159</title>\n",
       "<path d=\"M4591,-1397.5C4591,-1397.5 4520,-1397.5 4520,-1397.5 4514,-1397.5 4508,-1391.5 4508,-1385.5 4508,-1385.5 4508,-1356.5 4508,-1356.5 4508,-1350.5 4514,-1344.5 4520,-1344.5 4520,-1344.5 4591,-1344.5 4591,-1344.5 4597,-1344.5 4603,-1350.5 4603,-1356.5 4603,-1356.5 4603,-1385.5 4603,-1385.5 4603,-1391.5 4597,-1397.5 4591,-1397.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4523.5\" y=\"-1382.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4516\" y=\"-1367.3\">samples = 2</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4520.5\" y=\"-1352.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 153&#45;&gt;159 -->\n",
       "<g class=\"edge\" id=\"edge159\"><title>153-&gt;159</title>\n",
       "<path d=\"M4539.29,-1440.88C4541.8,-1430.22 4544.59,-1418.35 4547.14,-1407.52\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"4550.61,-1408.06 4549.5,-1397.52 4543.8,-1406.45 4550.61,-1408.06\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 155 -->\n",
       "<g class=\"node\" id=\"node156\"><title>155</title>\n",
       "<path d=\"M4400,-1293.5C4400,-1293.5 4329,-1293.5 4329,-1293.5 4323,-1293.5 4317,-1287.5 4317,-1281.5 4317,-1281.5 4317,-1252.5 4317,-1252.5 4317,-1246.5 4323,-1240.5 4329,-1240.5 4329,-1240.5 4400,-1240.5 4400,-1240.5 4406,-1240.5 4412,-1246.5 4412,-1252.5 4412,-1252.5 4412,-1281.5 4412,-1281.5 4412,-1287.5 4406,-1293.5 4400,-1293.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4332.5\" y=\"-1278.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4325\" y=\"-1263.3\">samples = 7</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4329.5\" y=\"-1248.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 154&#45;&gt;155 -->\n",
       "<g class=\"edge\" id=\"edge155\"><title>154-&gt;155</title>\n",
       "<path d=\"M4385.44,-1336.88C4382.16,-1326.11 4378.51,-1314.11 4375.19,-1303.18\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"4378.51,-1302.07 4372.26,-1293.52 4371.82,-1304.11 4378.51,-1302.07\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 156 -->\n",
       "<g class=\"node\" id=\"node157\"><title>156</title>\n",
       "<path d=\"M4635,-1301C4635,-1301 4442,-1301 4442,-1301 4436,-1301 4430,-1295 4430,-1289 4430,-1289 4430,-1245 4430,-1245 4430,-1239 4436,-1233 4442,-1233 4442,-1233 4635,-1233 4635,-1233 4641,-1233 4647,-1239 4647,-1245 4647,-1245 4647,-1289 4647,-1289 4647,-1295 4641,-1301 4635,-1301\" fill=\"#e58139\" fill-opacity=\"0.666667\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4438\" y=\"-1285.8\">Number vmail messages ≤ 14.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4498\" y=\"-1270.8\">mse = 0.222</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4499\" y=\"-1255.8\">samples = 3</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4495.5\" y=\"-1240.8\">value = 0.667</text>\n",
       "</g>\n",
       "<!-- 154&#45;&gt;156 -->\n",
       "<g class=\"edge\" id=\"edge156\"><title>154-&gt;156</title>\n",
       "<path d=\"M4441.93,-1336.88C4455.17,-1327.44 4469.71,-1317.06 4483.41,-1307.29\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"4485.71,-1309.96 4491.82,-1301.3 4481.64,-1304.26 4485.71,-1309.96\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 157 -->\n",
       "<g class=\"node\" id=\"node158\"><title>157</title>\n",
       "<path d=\"M4529,-1189.5C4529,-1189.5 4458,-1189.5 4458,-1189.5 4452,-1189.5 4446,-1183.5 4446,-1177.5 4446,-1177.5 4446,-1148.5 4446,-1148.5 4446,-1142.5 4452,-1136.5 4458,-1136.5 4458,-1136.5 4529,-1136.5 4529,-1136.5 4535,-1136.5 4541,-1142.5 4541,-1148.5 4541,-1148.5 4541,-1177.5 4541,-1177.5 4541,-1183.5 4535,-1189.5 4529,-1189.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4461.5\" y=\"-1174.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4454\" y=\"-1159.3\">samples = 2</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4458.5\" y=\"-1144.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 156&#45;&gt;157 -->\n",
       "<g class=\"edge\" id=\"edge157\"><title>156-&gt;157</title>\n",
       "<path d=\"M4523.89,-1232.88C4519.09,-1222 4513.73,-1209.86 4508.87,-1198.85\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"4512,-1197.26 4504.76,-1189.52 4505.59,-1200.08 4512,-1197.26\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 158 -->\n",
       "<g class=\"node\" id=\"node159\"><title>158</title>\n",
       "<path d=\"M4642,-1189.5C4642,-1189.5 4571,-1189.5 4571,-1189.5 4565,-1189.5 4559,-1183.5 4559,-1177.5 4559,-1177.5 4559,-1148.5 4559,-1148.5 4559,-1142.5 4565,-1136.5 4571,-1136.5 4571,-1136.5 4642,-1136.5 4642,-1136.5 4648,-1136.5 4654,-1142.5 4654,-1148.5 4654,-1148.5 4654,-1177.5 4654,-1177.5 4654,-1183.5 4648,-1189.5 4642,-1189.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4574.5\" y=\"-1174.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4567\" y=\"-1159.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4571.5\" y=\"-1144.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 156&#45;&gt;158 -->\n",
       "<g class=\"edge\" id=\"edge158\"><title>156-&gt;158</title>\n",
       "<path d=\"M4560.58,-1232.88C4568.06,-1221.67 4576.42,-1209.13 4583.93,-1197.85\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"4586.85,-1199.78 4589.49,-1189.52 4581.03,-1195.9 4586.85,-1199.78\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 161 -->\n",
       "<g class=\"node\" id=\"node162\"><title>161</title>\n",
       "<path d=\"M4814,-1509C4814,-1509 4657,-1509 4657,-1509 4651,-1509 4645,-1503 4645,-1497 4645,-1497 4645,-1453 4645,-1453 4645,-1447 4651,-1441 4657,-1441 4657,-1441 4814,-1441 4814,-1441 4820,-1441 4826,-1447 4826,-1453 4826,-1453 4826,-1497 4826,-1497 4826,-1503 4820,-1509 4814,-1509\" fill=\"#e58139\" fill-opacity=\"0.847059\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4653\" y=\"-1493.8\">Total night charge ≤ 6.355</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4699\" y=\"-1478.8\">mse = 0.13</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4692\" y=\"-1463.8\">samples = 13</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4692.5\" y=\"-1448.8\">value = 0.846</text>\n",
       "</g>\n",
       "<!-- 160&#45;&gt;161 -->\n",
       "<g class=\"edge\" id=\"edge161\"><title>160-&gt;161</title>\n",
       "<path d=\"M4740.9,-1544.88C4740.27,-1536.78 4739.58,-1527.98 4738.91,-1519.47\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"4742.38,-1519 4738.11,-1509.3 4735.4,-1519.54 4742.38,-1519\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 166 -->\n",
       "<g class=\"node\" id=\"node167\"><title>166</title>\n",
       "<path d=\"M4927,-1501.5C4927,-1501.5 4856,-1501.5 4856,-1501.5 4850,-1501.5 4844,-1495.5 4844,-1489.5 4844,-1489.5 4844,-1460.5 4844,-1460.5 4844,-1454.5 4850,-1448.5 4856,-1448.5 4856,-1448.5 4927,-1448.5 4927,-1448.5 4933,-1448.5 4939,-1454.5 4939,-1460.5 4939,-1460.5 4939,-1489.5 4939,-1489.5 4939,-1495.5 4933,-1501.5 4927,-1501.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4859.5\" y=\"-1486.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4852\" y=\"-1471.3\">samples = 2</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4856.5\" y=\"-1456.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 160&#45;&gt;166 -->\n",
       "<g class=\"edge\" id=\"edge166\"><title>160-&gt;166</title>\n",
       "<path d=\"M4791.55,-1544.88C4809.1,-1532.79 4828.89,-1519.15 4846.19,-1507.22\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"4848.22,-1510.08 4854.47,-1501.52 4844.25,-1504.31 4848.22,-1510.08\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 162 -->\n",
       "<g class=\"node\" id=\"node163\"><title>162</title>\n",
       "<path d=\"M4791.5,-1405C4791.5,-1405 4633.5,-1405 4633.5,-1405 4627.5,-1405 4621.5,-1399 4621.5,-1393 4621.5,-1393 4621.5,-1349 4621.5,-1349 4621.5,-1343 4627.5,-1337 4633.5,-1337 4633.5,-1337 4791.5,-1337 4791.5,-1337 4797.5,-1337 4803.5,-1343 4803.5,-1349 4803.5,-1349 4803.5,-1393 4803.5,-1393 4803.5,-1399 4797.5,-1405 4791.5,-1405\" fill=\"#e58139\" fill-opacity=\"0.333333\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4629.5\" y=\"-1389.8\">Total eve charge ≤ 24.155</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4672\" y=\"-1374.8\">mse = 0.222</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4673\" y=\"-1359.8\">samples = 3</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4669.5\" y=\"-1344.8\">value = 0.333</text>\n",
       "</g>\n",
       "<!-- 161&#45;&gt;162 -->\n",
       "<g class=\"edge\" id=\"edge162\"><title>161-&gt;162</title>\n",
       "<path d=\"M4728.03,-1440.88C4726.18,-1432.69 4724.18,-1423.79 4722.24,-1415.19\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"4725.62,-1414.28 4720.01,-1405.3 4718.79,-1415.82 4725.62,-1414.28\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 165 -->\n",
       "<g class=\"node\" id=\"node166\"><title>165</title>\n",
       "<path d=\"M4913,-1397.5C4913,-1397.5 4834,-1397.5 4834,-1397.5 4828,-1397.5 4822,-1391.5 4822,-1385.5 4822,-1385.5 4822,-1356.5 4822,-1356.5 4822,-1350.5 4828,-1344.5 4834,-1344.5 4834,-1344.5 4913,-1344.5 4913,-1344.5 4919,-1344.5 4925,-1350.5 4925,-1356.5 4925,-1356.5 4925,-1385.5 4925,-1385.5 4925,-1391.5 4919,-1397.5 4913,-1397.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4841.5\" y=\"-1382.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4830\" y=\"-1367.3\">samples = 10</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4838.5\" y=\"-1352.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 161&#45;&gt;165 -->\n",
       "<g class=\"edge\" id=\"edge165\"><title>161-&gt;165</title>\n",
       "<path d=\"M4780.3,-1440.88C4796.52,-1428.9 4814.78,-1415.4 4830.82,-1403.55\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"4833.01,-1406.28 4838.97,-1397.52 4828.85,-1400.65 4833.01,-1406.28\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 163 -->\n",
       "<g class=\"node\" id=\"node164\"><title>163</title>\n",
       "<path d=\"M4748,-1293.5C4748,-1293.5 4677,-1293.5 4677,-1293.5 4671,-1293.5 4665,-1287.5 4665,-1281.5 4665,-1281.5 4665,-1252.5 4665,-1252.5 4665,-1246.5 4671,-1240.5 4677,-1240.5 4677,-1240.5 4748,-1240.5 4748,-1240.5 4754,-1240.5 4760,-1246.5 4760,-1252.5 4760,-1252.5 4760,-1281.5 4760,-1281.5 4760,-1287.5 4754,-1293.5 4748,-1293.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4680.5\" y=\"-1278.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4673\" y=\"-1263.3\">samples = 2</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4677.5\" y=\"-1248.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 162&#45;&gt;163 -->\n",
       "<g class=\"edge\" id=\"edge163\"><title>162-&gt;163</title>\n",
       "<path d=\"M4712.5,-1336.88C4712.5,-1326.33 4712.5,-1314.6 4712.5,-1303.85\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"4716,-1303.52 4712.5,-1293.52 4709,-1303.52 4716,-1303.52\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 164 -->\n",
       "<g class=\"node\" id=\"node165\"><title>164</title>\n",
       "<path d=\"M4861,-1293.5C4861,-1293.5 4790,-1293.5 4790,-1293.5 4784,-1293.5 4778,-1287.5 4778,-1281.5 4778,-1281.5 4778,-1252.5 4778,-1252.5 4778,-1246.5 4784,-1240.5 4790,-1240.5 4790,-1240.5 4861,-1240.5 4861,-1240.5 4867,-1240.5 4873,-1246.5 4873,-1252.5 4873,-1252.5 4873,-1281.5 4873,-1281.5 4873,-1287.5 4867,-1293.5 4861,-1293.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4793.5\" y=\"-1278.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4786\" y=\"-1263.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4790.5\" y=\"-1248.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 162&#45;&gt;164 -->\n",
       "<g class=\"edge\" id=\"edge164\"><title>162-&gt;164</title>\n",
       "<path d=\"M4749.19,-1336.88C4762.1,-1325.23 4776.6,-1312.14 4789.46,-1300.53\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"4792.15,-1302.82 4797.23,-1293.52 4787.46,-1297.62 4792.15,-1302.82\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 168 -->\n",
       "<g class=\"node\" id=\"node169\"><title>168</title>\n",
       "<path d=\"M5208,-1717C5208,-1717 5095,-1717 5095,-1717 5089,-1717 5083,-1711 5083,-1705 5083,-1705 5083,-1661 5083,-1661 5083,-1655 5089,-1649 5095,-1649 5095,-1649 5208,-1649 5208,-1649 5214,-1649 5220,-1655 5220,-1661 5220,-1661 5220,-1705 5220,-1705 5220,-1711 5214,-1717 5208,-1717\" fill=\"#e58139\" fill-opacity=\"0.243137\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5091\" y=\"-1701.8\">Total intl calls ≤ 2.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5111\" y=\"-1686.8\">mse = 0.184</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5104\" y=\"-1671.8\">samples = 123</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5108.5\" y=\"-1656.8\">value = 0.244</text>\n",
       "</g>\n",
       "<!-- 167&#45;&gt;168 -->\n",
       "<g class=\"edge\" id=\"edge168\"><title>167-&gt;168</title>\n",
       "<path d=\"M5198.1,-1752.88C5192.25,-1744.24 5185.88,-1734.82 5179.77,-1725.79\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"5182.53,-1723.62 5174.03,-1717.3 5176.73,-1727.54 5182.53,-1723.62\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 179 -->\n",
       "<g class=\"node\" id=\"node180\"><title>179</title>\n",
       "<path d=\"M5329,-1709.5C5329,-1709.5 5250,-1709.5 5250,-1709.5 5244,-1709.5 5238,-1703.5 5238,-1697.5 5238,-1697.5 5238,-1668.5 5238,-1668.5 5238,-1662.5 5244,-1656.5 5250,-1656.5 5250,-1656.5 5329,-1656.5 5329,-1656.5 5335,-1656.5 5341,-1662.5 5341,-1668.5 5341,-1668.5 5341,-1697.5 5341,-1697.5 5341,-1703.5 5335,-1709.5 5329,-1709.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5257.5\" y=\"-1694.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5246\" y=\"-1679.3\">samples = 29</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5254.5\" y=\"-1664.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 167&#45;&gt;179 -->\n",
       "<g class=\"edge\" id=\"edge179\"><title>167-&gt;179</title>\n",
       "<path d=\"M5242.9,-1752.88C5250.49,-1741.67 5258.97,-1729.13 5266.6,-1717.85\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"5269.53,-1719.76 5272.24,-1709.52 5263.73,-1715.84 5269.53,-1719.76\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 169 -->\n",
       "<g class=\"node\" id=\"node170\"><title>169</title>\n",
       "<path d=\"M5111,-1605.5C5111,-1605.5 5032,-1605.5 5032,-1605.5 5026,-1605.5 5020,-1599.5 5020,-1593.5 5020,-1593.5 5020,-1564.5 5020,-1564.5 5020,-1558.5 5026,-1552.5 5032,-1552.5 5032,-1552.5 5111,-1552.5 5111,-1552.5 5117,-1552.5 5123,-1558.5 5123,-1564.5 5123,-1564.5 5123,-1593.5 5123,-1593.5 5123,-1599.5 5117,-1605.5 5111,-1605.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5039.5\" y=\"-1590.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5028\" y=\"-1575.3\">samples = 25</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5036.5\" y=\"-1560.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 168&#45;&gt;169 -->\n",
       "<g class=\"edge\" id=\"edge169\"><title>168-&gt;169</title>\n",
       "<path d=\"M5125.53,-1648.88C5116.64,-1637.56 5106.7,-1624.88 5097.79,-1613.52\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"5100.44,-1611.23 5091.52,-1605.52 5094.93,-1615.55 5100.44,-1611.23\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 170 -->\n",
       "<g class=\"node\" id=\"node171\"><title>170</title>\n",
       "<path d=\"M5308,-1613C5308,-1613 5153,-1613 5153,-1613 5147,-1613 5141,-1607 5141,-1601 5141,-1601 5141,-1557 5141,-1557 5141,-1551 5147,-1545 5153,-1545 5153,-1545 5308,-1545 5308,-1545 5314,-1545 5320,-1551 5320,-1557 5320,-1557 5320,-1601 5320,-1601 5320,-1607 5314,-1613 5308,-1613\" fill=\"#e58139\" fill-opacity=\"0.050980\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5149\" y=\"-1597.8\">Total day minutes ≤ 251.9</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5190\" y=\"-1582.8\">mse = 0.048</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5187\" y=\"-1567.8\">samples = 98</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5187.5\" y=\"-1552.8\">value = 0.051</text>\n",
       "</g>\n",
       "<!-- 168&#45;&gt;170 -->\n",
       "<g class=\"edge\" id=\"edge170\"><title>168-&gt;170</title>\n",
       "<path d=\"M5177.15,-1648.88C5183.98,-1640.07 5191.44,-1630.43 5198.56,-1621.24\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"5201.35,-1623.35 5204.71,-1613.3 5195.82,-1619.06 5201.35,-1623.35\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 171 -->\n",
       "<g class=\"node\" id=\"node172\"><title>171</title>\n",
       "<path d=\"M5209,-1509C5209,-1509 5046,-1509 5046,-1509 5040,-1509 5034,-1503 5034,-1497 5034,-1497 5034,-1453 5034,-1453 5034,-1447 5040,-1441 5046,-1441 5046,-1441 5209,-1441 5209,-1441 5215,-1441 5221,-1447 5221,-1453 5221,-1453 5221,-1497 5221,-1497 5221,-1503 5215,-1509 5209,-1509\" fill=\"#e58139\" fill-opacity=\"0.019608\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5042\" y=\"-1493.8\">Total night minutes ≤ 83.75</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5087\" y=\"-1478.8\">mse = 0.021</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5084\" y=\"-1463.8\">samples = 93</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5084.5\" y=\"-1448.8\">value = 0.022</text>\n",
       "</g>\n",
       "<!-- 170&#45;&gt;171 -->\n",
       "<g class=\"edge\" id=\"edge171\"><title>170-&gt;171</title>\n",
       "<path d=\"M5197.06,-1544.88C5187.88,-1535.8 5177.83,-1525.85 5168.3,-1516.4\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"5170.69,-1513.85 5161.13,-1509.3 5165.77,-1518.82 5170.69,-1513.85\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 176 -->\n",
       "<g class=\"node\" id=\"node177\"><title>176</title>\n",
       "<path d=\"M5414,-1509C5414,-1509 5251,-1509 5251,-1509 5245,-1509 5239,-1503 5239,-1497 5239,-1497 5239,-1453 5239,-1453 5239,-1447 5245,-1441 5251,-1441 5251,-1441 5414,-1441 5414,-1441 5420,-1441 5426,-1447 5426,-1453 5426,-1453 5426,-1497 5426,-1497 5426,-1503 5420,-1509 5414,-1509\" fill=\"#e58139\" fill-opacity=\"0.600000\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5247\" y=\"-1493.8\">Total night minutes ≤ 167.4</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5296\" y=\"-1478.8\">mse = 0.24</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5293\" y=\"-1463.8\">samples = 5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5297.5\" y=\"-1448.8\">value = 0.6</text>\n",
       "</g>\n",
       "<!-- 170&#45;&gt;176 -->\n",
       "<g class=\"edge\" id=\"edge176\"><title>170-&gt;176</title>\n",
       "<path d=\"M5263.62,-1544.88C5272.7,-1535.8 5282.65,-1525.85 5292.1,-1516.4\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"5294.6,-1518.85 5299.2,-1509.3 5289.65,-1513.9 5294.6,-1518.85\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 172 -->\n",
       "<g class=\"node\" id=\"node173\"><title>172</title>\n",
       "<path d=\"M5026,-1397.5C5026,-1397.5 4955,-1397.5 4955,-1397.5 4949,-1397.5 4943,-1391.5 4943,-1385.5 4943,-1385.5 4943,-1356.5 4943,-1356.5 4943,-1350.5 4949,-1344.5 4955,-1344.5 4955,-1344.5 5026,-1344.5 5026,-1344.5 5032,-1344.5 5038,-1350.5 5038,-1356.5 5038,-1356.5 5038,-1385.5 5038,-1385.5 5038,-1391.5 5032,-1397.5 5026,-1397.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4958.5\" y=\"-1382.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4951\" y=\"-1367.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"4955.5\" y=\"-1352.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 171&#45;&gt;172 -->\n",
       "<g class=\"edge\" id=\"edge172\"><title>171-&gt;172</title>\n",
       "<path d=\"M5083.02,-1440.88C5066.92,-1428.9 5048.79,-1415.4 5032.88,-1403.55\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"5034.89,-1400.68 5024.78,-1397.52 5030.71,-1406.3 5034.89,-1400.68\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 173 -->\n",
       "<g class=\"node\" id=\"node174\"><title>173</title>\n",
       "<path d=\"M5232.5,-1405C5232.5,-1405 5068.5,-1405 5068.5,-1405 5062.5,-1405 5056.5,-1399 5056.5,-1393 5056.5,-1393 5056.5,-1349 5056.5,-1349 5056.5,-1343 5062.5,-1337 5068.5,-1337 5068.5,-1337 5232.5,-1337 5232.5,-1337 5238.5,-1337 5244.5,-1343 5244.5,-1349 5244.5,-1349 5244.5,-1393 5244.5,-1393 5244.5,-1399 5238.5,-1405 5232.5,-1405\" fill=\"#e58139\" fill-opacity=\"0.011765\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5064.5\" y=\"-1389.8\">Total eve minutes ≤ 324.85</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5110\" y=\"-1374.8\">mse = 0.011</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5107\" y=\"-1359.8\">samples = 92</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5107.5\" y=\"-1344.8\">value = 0.011</text>\n",
       "</g>\n",
       "<!-- 171&#45;&gt;173 -->\n",
       "<g class=\"edge\" id=\"edge173\"><title>171-&gt;173</title>\n",
       "<path d=\"M5134.97,-1440.88C5136.82,-1432.69 5138.82,-1423.79 5140.76,-1415.19\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"5144.21,-1415.82 5142.99,-1405.3 5137.38,-1414.28 5144.21,-1415.82\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 174 -->\n",
       "<g class=\"node\" id=\"node175\"><title>174</title>\n",
       "<path d=\"M5132,-1293.5C5132,-1293.5 5053,-1293.5 5053,-1293.5 5047,-1293.5 5041,-1287.5 5041,-1281.5 5041,-1281.5 5041,-1252.5 5041,-1252.5 5041,-1246.5 5047,-1240.5 5053,-1240.5 5053,-1240.5 5132,-1240.5 5132,-1240.5 5138,-1240.5 5144,-1246.5 5144,-1252.5 5144,-1252.5 5144,-1281.5 5144,-1281.5 5144,-1287.5 5138,-1293.5 5132,-1293.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5060.5\" y=\"-1278.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5049\" y=\"-1263.3\">samples = 91</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5057.5\" y=\"-1248.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 173&#45;&gt;174 -->\n",
       "<g class=\"edge\" id=\"edge174\"><title>173-&gt;174</title>\n",
       "<path d=\"M5131.67,-1336.88C5125.42,-1325.89 5118.44,-1313.62 5112.13,-1302.52\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"5115,-1300.48 5107.01,-1293.52 5108.91,-1303.94 5115,-1300.48\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 175 -->\n",
       "<g class=\"node\" id=\"node176\"><title>175</title>\n",
       "<path d=\"M5245,-1293.5C5245,-1293.5 5174,-1293.5 5174,-1293.5 5168,-1293.5 5162,-1287.5 5162,-1281.5 5162,-1281.5 5162,-1252.5 5162,-1252.5 5162,-1246.5 5168,-1240.5 5174,-1240.5 5174,-1240.5 5245,-1240.5 5245,-1240.5 5251,-1240.5 5257,-1246.5 5257,-1252.5 5257,-1252.5 5257,-1281.5 5257,-1281.5 5257,-1287.5 5251,-1293.5 5245,-1293.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5177.5\" y=\"-1278.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5170\" y=\"-1263.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5174.5\" y=\"-1248.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 173&#45;&gt;175 -->\n",
       "<g class=\"edge\" id=\"edge175\"><title>173-&gt;175</title>\n",
       "<path d=\"M5169.66,-1336.88C5176.08,-1325.78 5183.26,-1313.37 5189.73,-1302.18\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"5192.76,-1303.93 5194.74,-1293.52 5186.7,-1300.42 5192.76,-1303.93\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 177 -->\n",
       "<g class=\"node\" id=\"node178\"><title>177</title>\n",
       "<path d=\"M5346,-1397.5C5346,-1397.5 5275,-1397.5 5275,-1397.5 5269,-1397.5 5263,-1391.5 5263,-1385.5 5263,-1385.5 5263,-1356.5 5263,-1356.5 5263,-1350.5 5269,-1344.5 5275,-1344.5 5275,-1344.5 5346,-1344.5 5346,-1344.5 5352,-1344.5 5358,-1350.5 5358,-1356.5 5358,-1356.5 5358,-1385.5 5358,-1385.5 5358,-1391.5 5352,-1397.5 5346,-1397.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5278.5\" y=\"-1382.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5271\" y=\"-1367.3\">samples = 2</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5275.5\" y=\"-1352.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 176&#45;&gt;177 -->\n",
       "<g class=\"edge\" id=\"edge177\"><title>176-&gt;177</title>\n",
       "<path d=\"M5325.36,-1440.88C5323.06,-1430.22 5320.5,-1418.35 5318.16,-1407.52\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"5321.53,-1406.56 5316,-1397.52 5314.69,-1408.03 5321.53,-1406.56\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 178 -->\n",
       "<g class=\"node\" id=\"node179\"><title>178</title>\n",
       "<path d=\"M5459,-1397.5C5459,-1397.5 5388,-1397.5 5388,-1397.5 5382,-1397.5 5376,-1391.5 5376,-1385.5 5376,-1385.5 5376,-1356.5 5376,-1356.5 5376,-1350.5 5382,-1344.5 5388,-1344.5 5388,-1344.5 5459,-1344.5 5459,-1344.5 5465,-1344.5 5471,-1350.5 5471,-1356.5 5471,-1356.5 5471,-1385.5 5471,-1385.5 5471,-1391.5 5465,-1397.5 5459,-1397.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5391.5\" y=\"-1382.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5384\" y=\"-1367.3\">samples = 3</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5388.5\" y=\"-1352.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 176&#45;&gt;178 -->\n",
       "<g class=\"edge\" id=\"edge178\"><title>176-&gt;178</title>\n",
       "<path d=\"M5362.05,-1440.88C5372.25,-1429.45 5383.68,-1416.63 5393.89,-1405.19\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"5396.69,-1407.31 5400.73,-1397.52 5391.46,-1402.65 5396.69,-1407.31\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 181 -->\n",
       "<g class=\"node\" id=\"node182\"><title>181</title>\n",
       "<path d=\"M5831.5,-1821C5831.5,-1821 5675.5,-1821 5675.5,-1821 5669.5,-1821 5663.5,-1815 5663.5,-1809 5663.5,-1809 5663.5,-1765 5663.5,-1765 5663.5,-1759 5669.5,-1753 5675.5,-1753 5675.5,-1753 5831.5,-1753 5831.5,-1753 5837.5,-1753 5843.5,-1759 5843.5,-1765 5843.5,-1765 5843.5,-1809 5843.5,-1809 5843.5,-1815 5837.5,-1821 5831.5,-1821\" fill=\"#e58139\" fill-opacity=\"0.776471\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5671.5\" y=\"-1805.8\">Total eve minutes ≤ 173.8</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5713\" y=\"-1790.8\">mse = 0.174</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5710\" y=\"-1775.8\">samples = 76</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5710.5\" y=\"-1760.8\">value = 0.776</text>\n",
       "</g>\n",
       "<!-- 180&#45;&gt;181 -->\n",
       "<g class=\"edge\" id=\"edge181\"><title>180-&gt;181</title>\n",
       "<path d=\"M5753.5,-1856.88C5753.5,-1848.78 5753.5,-1839.98 5753.5,-1831.47\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"5757,-1831.3 5753.5,-1821.3 5750,-1831.3 5757,-1831.3\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 198 -->\n",
       "<g class=\"node\" id=\"node199\"><title>198</title>\n",
       "<path d=\"M6096.5,-1821C6096.5,-1821 5962.5,-1821 5962.5,-1821 5956.5,-1821 5950.5,-1815 5950.5,-1809 5950.5,-1809 5950.5,-1765 5950.5,-1765 5950.5,-1759 5956.5,-1753 5962.5,-1753 5962.5,-1753 6096.5,-1753 6096.5,-1753 6102.5,-1753 6108.5,-1759 6108.5,-1765 6108.5,-1765 6108.5,-1809 6108.5,-1809 6108.5,-1815 6102.5,-1821 6096.5,-1821\" fill=\"#e58139\" fill-opacity=\"0.090196\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5958.5\" y=\"-1805.8\">International plan ≤ 0.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5989\" y=\"-1790.8\">mse = 0.083</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5986\" y=\"-1775.8\">samples = 33</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5986.5\" y=\"-1760.8\">value = 0.091</text>\n",
       "</g>\n",
       "<!-- 180&#45;&gt;198 -->\n",
       "<g class=\"edge\" id=\"edge198\"><title>180-&gt;198</title>\n",
       "<path d=\"M5827.83,-1862.53C5862.56,-1849.69 5904.19,-1834.31 5940.58,-1820.86\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"5942.04,-1824.05 5950.21,-1817.3 5939.61,-1817.49 5942.04,-1824.05\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 182 -->\n",
       "<g class=\"node\" id=\"node183\"><title>182</title>\n",
       "<path d=\"M5744.5,-1717C5744.5,-1717 5586.5,-1717 5586.5,-1717 5580.5,-1717 5574.5,-1711 5574.5,-1705 5574.5,-1705 5574.5,-1661 5574.5,-1661 5574.5,-1655 5580.5,-1649 5586.5,-1649 5586.5,-1649 5744.5,-1649 5744.5,-1649 5750.5,-1649 5756.5,-1655 5756.5,-1661 5756.5,-1661 5756.5,-1705 5756.5,-1705 5756.5,-1711 5750.5,-1717 5744.5,-1717\" fill=\"#e58139\" fill-opacity=\"0.298039\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5582.5\" y=\"-1701.8\">Total day charge ≤ 52.055</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5629\" y=\"-1686.8\">mse = 0.21</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5622\" y=\"-1671.8\">samples = 20</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5630.5\" y=\"-1656.8\">value = 0.3</text>\n",
       "</g>\n",
       "<!-- 181&#45;&gt;182 -->\n",
       "<g class=\"edge\" id=\"edge182\"><title>181-&gt;182</title>\n",
       "<path d=\"M5724.93,-1752.88C5717.24,-1743.98 5708.84,-1734.24 5700.84,-1724.96\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"5703.41,-1722.58 5694.23,-1717.3 5698.11,-1727.16 5703.41,-1722.58\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 189 -->\n",
       "<g class=\"node\" id=\"node190\"><title>189</title>\n",
       "<path d=\"M5944,-1717C5944,-1717 5787,-1717 5787,-1717 5781,-1717 5775,-1711 5775,-1705 5775,-1705 5775,-1661 5775,-1661 5775,-1655 5781,-1649 5787,-1649 5787,-1649 5944,-1649 5944,-1649 5950,-1649 5956,-1655 5956,-1661 5956,-1661 5956,-1705 5956,-1705 5956,-1711 5950,-1717 5944,-1717\" fill=\"#e58139\" fill-opacity=\"0.945098\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5783\" y=\"-1701.8\">Total night charge ≤ 5.155</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5825\" y=\"-1686.8\">mse = 0.051</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5822\" y=\"-1671.8\">samples = 56</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5822.5\" y=\"-1656.8\">value = 0.946</text>\n",
       "</g>\n",
       "<!-- 181&#45;&gt;189 -->\n",
       "<g class=\"edge\" id=\"edge189\"><title>181-&gt;189</title>\n",
       "<path d=\"M5789.86,-1752.88C5799.94,-1743.71 5810.98,-1733.65 5821.44,-1724.12\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"5823.9,-1726.62 5828.94,-1717.3 5819.19,-1721.44 5823.9,-1726.62\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 183 -->\n",
       "<g class=\"node\" id=\"node184\"><title>183</title>\n",
       "<path d=\"M5622.5,-1613C5622.5,-1613 5478.5,-1613 5478.5,-1613 5472.5,-1613 5466.5,-1607 5466.5,-1601 5466.5,-1601 5466.5,-1557 5466.5,-1557 5466.5,-1551 5472.5,-1545 5478.5,-1545 5478.5,-1545 5622.5,-1545 5622.5,-1545 5628.5,-1545 5634.5,-1551 5634.5,-1557 5634.5,-1557 5634.5,-1601 5634.5,-1601 5634.5,-1607 5628.5,-1613 5622.5,-1613\" fill=\"#e58139\" fill-opacity=\"0.176471\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5474.5\" y=\"-1597.8\">Total intl charge ≤ 3.635</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5510\" y=\"-1582.8\">mse = 0.145</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5507\" y=\"-1567.8\">samples = 17</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5507.5\" y=\"-1552.8\">value = 0.176</text>\n",
       "</g>\n",
       "<!-- 182&#45;&gt;183 -->\n",
       "<g class=\"edge\" id=\"edge183\"><title>182-&gt;183</title>\n",
       "<path d=\"M5628.16,-1648.88C5617.82,-1639.71 5606.48,-1629.65 5595.74,-1620.12\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"5597.85,-1617.32 5588.04,-1613.3 5593.2,-1622.55 5597.85,-1617.32\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 188 -->\n",
       "<g class=\"node\" id=\"node189\"><title>188</title>\n",
       "<path d=\"M5736,-1605.5C5736,-1605.5 5665,-1605.5 5665,-1605.5 5659,-1605.5 5653,-1599.5 5653,-1593.5 5653,-1593.5 5653,-1564.5 5653,-1564.5 5653,-1558.5 5659,-1552.5 5665,-1552.5 5665,-1552.5 5736,-1552.5 5736,-1552.5 5742,-1552.5 5748,-1558.5 5748,-1564.5 5748,-1564.5 5748,-1593.5 5748,-1593.5 5748,-1599.5 5742,-1605.5 5736,-1605.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5668.5\" y=\"-1590.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5661\" y=\"-1575.3\">samples = 3</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5665.5\" y=\"-1560.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 182&#45;&gt;188 -->\n",
       "<g class=\"edge\" id=\"edge188\"><title>182-&gt;188</title>\n",
       "<path d=\"M5676.86,-1648.88C5680.56,-1638.11 5684.68,-1626.11 5688.43,-1615.18\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"5691.81,-1616.11 5691.74,-1605.52 5685.19,-1613.84 5691.81,-1616.11\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 184 -->\n",
       "<g class=\"node\" id=\"node185\"><title>184</title>\n",
       "<path d=\"M5597,-1509C5597,-1509 5484,-1509 5484,-1509 5478,-1509 5472,-1503 5472,-1497 5472,-1497 5472,-1453 5472,-1453 5472,-1447 5478,-1441 5484,-1441 5484,-1441 5597,-1441 5597,-1441 5603,-1441 5609,-1447 5609,-1453 5609,-1453 5609,-1497 5609,-1497 5609,-1503 5603,-1509 5597,-1509\" fill=\"#e58139\" fill-opacity=\"0.066667\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5480\" y=\"-1493.8\">Total intl calls ≤ 7.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5500\" y=\"-1478.8\">mse = 0.062</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5497\" y=\"-1463.8\">samples = 15</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5497.5\" y=\"-1448.8\">value = 0.067</text>\n",
       "</g>\n",
       "<!-- 183&#45;&gt;184 -->\n",
       "<g class=\"edge\" id=\"edge184\"><title>183-&gt;184</title>\n",
       "<path d=\"M5547.25,-1544.88C5546.46,-1536.78 5545.6,-1527.98 5544.76,-1519.47\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"5548.22,-1518.91 5543.76,-1509.3 5541.26,-1519.59 5548.22,-1518.91\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 187 -->\n",
       "<g class=\"node\" id=\"node188\"><title>187</title>\n",
       "<path d=\"M5710,-1501.5C5710,-1501.5 5639,-1501.5 5639,-1501.5 5633,-1501.5 5627,-1495.5 5627,-1489.5 5627,-1489.5 5627,-1460.5 5627,-1460.5 5627,-1454.5 5633,-1448.5 5639,-1448.5 5639,-1448.5 5710,-1448.5 5710,-1448.5 5716,-1448.5 5722,-1454.5 5722,-1460.5 5722,-1460.5 5722,-1489.5 5722,-1489.5 5722,-1495.5 5716,-1501.5 5710,-1501.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5642.5\" y=\"-1486.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5635\" y=\"-1471.3\">samples = 2</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5639.5\" y=\"-1456.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 183&#45;&gt;187 -->\n",
       "<g class=\"edge\" id=\"edge187\"><title>183-&gt;187</title>\n",
       "<path d=\"M5590.76,-1544.88C5605.2,-1533.01 5621.44,-1519.65 5635.75,-1507.88\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"5637.98,-1510.58 5643.48,-1501.52 5633.53,-1505.17 5637.98,-1510.58\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 185 -->\n",
       "<g class=\"node\" id=\"node186\"><title>185</title>\n",
       "<path d=\"M5580,-1397.5C5580,-1397.5 5501,-1397.5 5501,-1397.5 5495,-1397.5 5489,-1391.5 5489,-1385.5 5489,-1385.5 5489,-1356.5 5489,-1356.5 5489,-1350.5 5495,-1344.5 5501,-1344.5 5501,-1344.5 5580,-1344.5 5580,-1344.5 5586,-1344.5 5592,-1350.5 5592,-1356.5 5592,-1356.5 5592,-1385.5 5592,-1385.5 5592,-1391.5 5586,-1397.5 5580,-1397.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5508.5\" y=\"-1382.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5497\" y=\"-1367.3\">samples = 14</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5505.5\" y=\"-1352.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 184&#45;&gt;185 -->\n",
       "<g class=\"edge\" id=\"edge185\"><title>184-&gt;185</title>\n",
       "<path d=\"M5540.5,-1440.88C5540.5,-1430.33 5540.5,-1418.6 5540.5,-1407.85\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"5544,-1407.52 5540.5,-1397.52 5537,-1407.52 5544,-1407.52\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 186 -->\n",
       "<g class=\"node\" id=\"node187\"><title>186</title>\n",
       "<path d=\"M5693,-1397.5C5693,-1397.5 5622,-1397.5 5622,-1397.5 5616,-1397.5 5610,-1391.5 5610,-1385.5 5610,-1385.5 5610,-1356.5 5610,-1356.5 5610,-1350.5 5616,-1344.5 5622,-1344.5 5622,-1344.5 5693,-1344.5 5693,-1344.5 5699,-1344.5 5705,-1350.5 5705,-1356.5 5705,-1356.5 5705,-1385.5 5705,-1385.5 5705,-1391.5 5699,-1397.5 5693,-1397.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5625.5\" y=\"-1382.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5618\" y=\"-1367.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5622.5\" y=\"-1352.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 184&#45;&gt;186 -->\n",
       "<g class=\"edge\" id=\"edge186\"><title>184-&gt;186</title>\n",
       "<path d=\"M5578.49,-1440.88C5591.98,-1429.12 5607.15,-1415.89 5620.56,-1404.2\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"5622.99,-1406.73 5628.23,-1397.52 5618.39,-1401.45 5622.99,-1406.73\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 190 -->\n",
       "<g class=\"node\" id=\"node191\"><title>190</title>\n",
       "<path d=\"M5938,-1613C5938,-1613 5789,-1613 5789,-1613 5783,-1613 5777,-1607 5777,-1601 5777,-1601 5777,-1557 5777,-1557 5777,-1551 5783,-1545 5789,-1545 5789,-1545 5938,-1545 5938,-1545 5944,-1545 5950,-1551 5950,-1557 5950,-1557 5950,-1601 5950,-1601 5950,-1607 5944,-1613 5938,-1613\" fill=\"#e58139\" fill-opacity=\"0.333333\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5785\" y=\"-1597.8\">Total day charge ≤ 48.45</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5823\" y=\"-1582.8\">mse = 0.222</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5824\" y=\"-1567.8\">samples = 3</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5820.5\" y=\"-1552.8\">value = 0.333</text>\n",
       "</g>\n",
       "<!-- 189&#45;&gt;190 -->\n",
       "<g class=\"edge\" id=\"edge190\"><title>189-&gt;190</title>\n",
       "<path d=\"M5864.85,-1648.88C5864.69,-1640.78 5864.52,-1631.98 5864.35,-1623.47\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"5867.85,-1623.23 5864.15,-1613.3 5860.85,-1623.37 5867.85,-1623.23\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 193 -->\n",
       "<g class=\"node\" id=\"node194\"><title>193</title>\n",
       "<path d=\"M6114.5,-1613C6114.5,-1613 5980.5,-1613 5980.5,-1613 5974.5,-1613 5968.5,-1607 5968.5,-1601 5968.5,-1601 5968.5,-1557 5968.5,-1557 5968.5,-1551 5974.5,-1545 5980.5,-1545 5980.5,-1545 6114.5,-1545 6114.5,-1545 6120.5,-1545 6126.5,-1551 6126.5,-1557 6126.5,-1557 6126.5,-1601 6126.5,-1601 6126.5,-1607 6120.5,-1613 6114.5,-1613\" fill=\"#e58139\" fill-opacity=\"0.980392\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5976.5\" y=\"-1597.8\">Total intl minutes ≤ 6.6</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"6007\" y=\"-1582.8\">mse = 0.019</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"6004\" y=\"-1567.8\">samples = 53</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"6004.5\" y=\"-1552.8\">value = 0.981</text>\n",
       "</g>\n",
       "<!-- 189&#45;&gt;193 -->\n",
       "<g class=\"edge\" id=\"edge193\"><title>189-&gt;193</title>\n",
       "<path d=\"M5924.59,-1648.88C5942.16,-1639.04 5961.55,-1628.17 5979.64,-1618.03\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"5981.38,-1621.07 5988.4,-1613.12 5977.96,-1614.96 5981.38,-1621.07\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 191 -->\n",
       "<g class=\"node\" id=\"node192\"><title>191</title>\n",
       "<path d=\"M5823,-1501.5C5823,-1501.5 5752,-1501.5 5752,-1501.5 5746,-1501.5 5740,-1495.5 5740,-1489.5 5740,-1489.5 5740,-1460.5 5740,-1460.5 5740,-1454.5 5746,-1448.5 5752,-1448.5 5752,-1448.5 5823,-1448.5 5823,-1448.5 5829,-1448.5 5835,-1454.5 5835,-1460.5 5835,-1460.5 5835,-1489.5 5835,-1489.5 5835,-1495.5 5829,-1501.5 5823,-1501.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5755.5\" y=\"-1486.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5748\" y=\"-1471.3\">samples = 2</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5752.5\" y=\"-1456.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 190&#45;&gt;191 -->\n",
       "<g class=\"edge\" id=\"edge191\"><title>190-&gt;191</title>\n",
       "<path d=\"M5838.82,-1544.88C5830.47,-1533.67 5821.12,-1521.13 5812.72,-1509.85\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"5815.3,-1507.45 5806.51,-1501.52 5809.68,-1511.63 5815.3,-1507.45\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 192 -->\n",
       "<g class=\"node\" id=\"node193\"><title>192</title>\n",
       "<path d=\"M5936,-1501.5C5936,-1501.5 5865,-1501.5 5865,-1501.5 5859,-1501.5 5853,-1495.5 5853,-1489.5 5853,-1489.5 5853,-1460.5 5853,-1460.5 5853,-1454.5 5859,-1448.5 5865,-1448.5 5865,-1448.5 5936,-1448.5 5936,-1448.5 5942,-1448.5 5948,-1454.5 5948,-1460.5 5948,-1460.5 5948,-1489.5 5948,-1489.5 5948,-1495.5 5942,-1501.5 5936,-1501.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5868.5\" y=\"-1486.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5861\" y=\"-1471.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5865.5\" y=\"-1456.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 190&#45;&gt;192 -->\n",
       "<g class=\"edge\" id=\"edge192\"><title>190-&gt;192</title>\n",
       "<path d=\"M5875.51,-1544.88C5879.42,-1534.11 5883.77,-1522.11 5887.74,-1511.18\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"5891.12,-1512.11 5891.24,-1501.52 5884.54,-1509.73 5891.12,-1512.11\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 194 -->\n",
       "<g class=\"node\" id=\"node195\"><title>194</title>\n",
       "<path d=\"M6116.5,-1509C6116.5,-1509 5978.5,-1509 5978.5,-1509 5972.5,-1509 5966.5,-1503 5966.5,-1497 5966.5,-1497 5966.5,-1453 5966.5,-1453 5966.5,-1447 5972.5,-1441 5978.5,-1441 5978.5,-1441 6116.5,-1441 6116.5,-1441 6122.5,-1441 6128.5,-1447 6128.5,-1453 6128.5,-1453 6128.5,-1497 6128.5,-1497 6128.5,-1503 6122.5,-1509 6116.5,-1509\" fill=\"#e58139\" fill-opacity=\"0.749020\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5974.5\" y=\"-1493.8\">Account length ≤ 105.5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"6007\" y=\"-1478.8\">mse = 0.188</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"6008\" y=\"-1463.8\">samples = 4</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"6008.5\" y=\"-1448.8\">value = 0.75</text>\n",
       "</g>\n",
       "<!-- 193&#45;&gt;194 -->\n",
       "<g class=\"edge\" id=\"edge194\"><title>193-&gt;194</title>\n",
       "<path d=\"M6047.5,-1544.88C6047.5,-1536.78 6047.5,-1527.98 6047.5,-1519.47\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"6051,-1519.3 6047.5,-1509.3 6044,-1519.3 6051,-1519.3\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 197 -->\n",
       "<g class=\"node\" id=\"node198\"><title>197</title>\n",
       "<path d=\"M6238,-1501.5C6238,-1501.5 6159,-1501.5 6159,-1501.5 6153,-1501.5 6147,-1495.5 6147,-1489.5 6147,-1489.5 6147,-1460.5 6147,-1460.5 6147,-1454.5 6153,-1448.5 6159,-1448.5 6159,-1448.5 6238,-1448.5 6238,-1448.5 6244,-1448.5 6250,-1454.5 6250,-1460.5 6250,-1460.5 6250,-1489.5 6250,-1489.5 6250,-1495.5 6244,-1501.5 6238,-1501.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"6166.5\" y=\"-1486.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"6155\" y=\"-1471.3\">samples = 49</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"6163.5\" y=\"-1456.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 193&#45;&gt;197 -->\n",
       "<g class=\"edge\" id=\"edge197\"><title>193-&gt;197</title>\n",
       "<path d=\"M6096.53,-1544.88C6114.43,-1532.79 6134.62,-1519.15 6152.28,-1507.22\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"6154.39,-1510.02 6160.72,-1501.52 6150.47,-1504.22 6154.39,-1510.02\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 195 -->\n",
       "<g class=\"node\" id=\"node196\"><title>195</title>\n",
       "<path d=\"M6026,-1397.5C6026,-1397.5 5955,-1397.5 5955,-1397.5 5949,-1397.5 5943,-1391.5 5943,-1385.5 5943,-1385.5 5943,-1356.5 5943,-1356.5 5943,-1350.5 5949,-1344.5 5955,-1344.5 5955,-1344.5 6026,-1344.5 6026,-1344.5 6032,-1344.5 6038,-1350.5 6038,-1356.5 6038,-1356.5 6038,-1385.5 6038,-1385.5 6038,-1391.5 6032,-1397.5 6026,-1397.5\" fill=\"#e58139\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5958.5\" y=\"-1382.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5951\" y=\"-1367.3\">samples = 3</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5955.5\" y=\"-1352.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 194&#45;&gt;195 -->\n",
       "<g class=\"edge\" id=\"edge195\"><title>194-&gt;195</title>\n",
       "<path d=\"M6028.99,-1440.88C6022.85,-1429.89 6015.99,-1417.62 6009.79,-1406.52\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"6012.69,-1404.54 6004.76,-1397.52 6006.58,-1407.96 6012.69,-1404.54\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 196 -->\n",
       "<g class=\"node\" id=\"node197\"><title>196</title>\n",
       "<path d=\"M6139,-1397.5C6139,-1397.5 6068,-1397.5 6068,-1397.5 6062,-1397.5 6056,-1391.5 6056,-1385.5 6056,-1385.5 6056,-1356.5 6056,-1356.5 6056,-1350.5 6062,-1344.5 6068,-1344.5 6068,-1344.5 6139,-1344.5 6139,-1344.5 6145,-1344.5 6151,-1350.5 6151,-1356.5 6151,-1356.5 6151,-1385.5 6151,-1385.5 6151,-1391.5 6145,-1397.5 6139,-1397.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"6071.5\" y=\"-1382.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"6064\" y=\"-1367.3\">samples = 1</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"6068.5\" y=\"-1352.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 194&#45;&gt;196 -->\n",
       "<g class=\"edge\" id=\"edge196\"><title>194-&gt;196</title>\n",
       "<path d=\"M6065.68,-1440.88C6071.72,-1429.89 6078.46,-1417.62 6084.55,-1406.52\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"6087.74,-1407.97 6089.49,-1397.52 6081.61,-1404.6 6087.74,-1407.97\" stroke=\"black\"/>\n",
       "</g>\n",
       "<!-- 199 -->\n",
       "<g class=\"node\" id=\"node200\"><title>199</title>\n",
       "<path d=\"M6069,-1709.5C6069,-1709.5 5990,-1709.5 5990,-1709.5 5984,-1709.5 5978,-1703.5 5978,-1697.5 5978,-1697.5 5978,-1668.5 5978,-1668.5 5978,-1662.5 5984,-1656.5 5990,-1656.5 5990,-1656.5 6069,-1656.5 6069,-1656.5 6075,-1656.5 6081,-1662.5 6081,-1668.5 6081,-1668.5 6081,-1697.5 6081,-1697.5 6081,-1703.5 6075,-1709.5 6069,-1709.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5997.5\" y=\"-1694.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5986\" y=\"-1679.3\">samples = 28</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"5994.5\" y=\"-1664.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 198&#45;&gt;199 -->\n",
       "<g class=\"edge\" id=\"edge199\"><title>198-&gt;199</title>\n",
       "<path d=\"M6029.5,-1752.88C6029.5,-1742.33 6029.5,-1730.6 6029.5,-1719.85\" fill=\"none\" stroke=\"black\"/>\n",
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       "<!-- 200 -->\n",
       "<g class=\"node\" id=\"node201\"><title>200</title>\n",
       "<path d=\"M6271.5,-1717C6271.5,-1717 6113.5,-1717 6113.5,-1717 6107.5,-1717 6101.5,-1711 6101.5,-1705 6101.5,-1705 6101.5,-1661 6101.5,-1661 6101.5,-1655 6107.5,-1649 6113.5,-1649 6113.5,-1649 6271.5,-1649 6271.5,-1649 6277.5,-1649 6283.5,-1655 6283.5,-1661 6283.5,-1661 6283.5,-1705 6283.5,-1705 6283.5,-1711 6277.5,-1717 6271.5,-1717\" fill=\"#e58139\" fill-opacity=\"0.600000\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"6109.5\" y=\"-1701.8\">Total day charge ≤ 47.605</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"6156\" y=\"-1686.8\">mse = 0.24</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"6153\" y=\"-1671.8\">samples = 5</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"6157.5\" y=\"-1656.8\">value = 0.6</text>\n",
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       "<!-- 198&#45;&gt;200 -->\n",
       "<g class=\"edge\" id=\"edge200\"><title>198-&gt;200</title>\n",
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       "<g class=\"node\" id=\"node202\"><title>201</title>\n",
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       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"6160.5\" y=\"-1590.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"6153\" y=\"-1575.3\">samples = 3</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"6157.5\" y=\"-1560.3\">value = 1.0</text>\n",
       "</g>\n",
       "<!-- 200&#45;&gt;201 -->\n",
       "<g class=\"edge\" id=\"edge201\"><title>200-&gt;201</title>\n",
       "<path d=\"M6192.5,-1648.88C6192.5,-1638.33 6192.5,-1626.6 6192.5,-1615.85\" fill=\"none\" stroke=\"black\"/>\n",
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       "<!-- 202 -->\n",
       "<g class=\"node\" id=\"node203\"><title>202</title>\n",
       "<path d=\"M6341,-1605.5C6341,-1605.5 6270,-1605.5 6270,-1605.5 6264,-1605.5 6258,-1599.5 6258,-1593.5 6258,-1593.5 6258,-1564.5 6258,-1564.5 6258,-1558.5 6264,-1552.5 6270,-1552.5 6270,-1552.5 6341,-1552.5 6341,-1552.5 6347,-1552.5 6353,-1558.5 6353,-1564.5 6353,-1564.5 6353,-1593.5 6353,-1593.5 6353,-1599.5 6347,-1605.5 6341,-1605.5\" fill=\"none\" stroke=\"black\"/>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"6273.5\" y=\"-1590.3\">mse = 0.0</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"6266\" y=\"-1575.3\">samples = 2</text>\n",
       "<text font-family=\"Helvetica,sans-Serif\" font-size=\"14.00\" text-anchor=\"start\" x=\"6270.5\" y=\"-1560.3\">value = 0.0</text>\n",
       "</g>\n",
       "<!-- 200&#45;&gt;202 -->\n",
       "<g class=\"edge\" id=\"edge202\"><title>200-&gt;202</title>\n",
       "<path d=\"M6229.19,-1648.88C6242.1,-1637.23 6256.6,-1624.14 6269.46,-1612.53\" fill=\"none\" stroke=\"black\"/>\n",
       "<polygon fill=\"black\" points=\"6272.15,-1614.82 6277.23,-1605.52 6267.46,-1609.62 6272.15,-1614.82\" stroke=\"black\"/>\n",
       "</g>\n",
       "</g>\n",
       "</svg>"
      ],
      "text/plain": [
       "<IPython.core.display.SVG object>"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "graph = Source(tree.export_graphviz(DTModelMined, feature_names=x_train_mined.columns, rounded=True, filled=True, special_characters=True))\n",
    "graph.render('DecisionTreeMined', view=True)\n",
    "SVG(graph.pipe(format='svg'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Naive Bayes time: 0:00:00.003990\n",
      "Naive Bayes Mined Data time: 0:00:00.001995\n",
      "Decision Tree time: 0:00:00.024938\n",
      "Decision Tree Data time: 0:00:00.013952\n"
     ]
    }
   ],
   "source": [
    "print(\"Naive Bayes time:\", NBTime)\n",
    "print(\"Naive Bayes Mined Data time:\", NBMinedTime)\n",
    "print(\"Decision Tree time:\", DTTime)\n",
    "print(\"Decision Tree Data time:\", DTMinedTime)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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