ffnn_model_telecom_churn.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "metadata": {},
   "outputs": [],
   "source": [
    "data=pd.read_csv('TelecomChurnData.csv')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 155,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>State</th>\n",
       "      <th>Account Length</th>\n",
       "      <th>Area Code</th>\n",
       "      <th>Phone Number</th>\n",
       "      <th>International Plan</th>\n",
       "      <th>Voice mail Plan</th>\n",
       "      <th>Num of Voice mail Messages</th>\n",
       "      <th>Total Day Minutes</th>\n",
       "      <th>Total Day Calls</th>\n",
       "      <th>Total day Charge</th>\n",
       "      <th>...</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 International Minutes</th>\n",
       "      <th>Total Intl  Calls</th>\n",
       "      <th>Total Intl Charge</th>\n",
       "      <th>Number 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>382-4657</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>...</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>371-7191</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>...</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>358-1921</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>...</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>375-9999</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>...</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>330-6626</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>...</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>AL</td>\n",
       "      <td>118</td>\n",
       "      <td>510</td>\n",
       "      <td>391-8027</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>223.4</td>\n",
       "      <td>98</td>\n",
       "      <td>37.98</td>\n",
       "      <td>...</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>MA</td>\n",
       "      <td>121</td>\n",
       "      <td>510</td>\n",
       "      <td>355-9993</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>24</td>\n",
       "      <td>218.2</td>\n",
       "      <td>88</td>\n",
       "      <td>37.09</td>\n",
       "      <td>...</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>MO</td>\n",
       "      <td>147</td>\n",
       "      <td>415</td>\n",
       "      <td>329-9001</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>157.0</td>\n",
       "      <td>79</td>\n",
       "      <td>26.69</td>\n",
       "      <td>...</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>LA</td>\n",
       "      <td>117</td>\n",
       "      <td>408</td>\n",
       "      <td>335-4719</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>184.5</td>\n",
       "      <td>97</td>\n",
       "      <td>31.37</td>\n",
       "      <td>...</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>WV</td>\n",
       "      <td>141</td>\n",
       "      <td>415</td>\n",
       "      <td>330-8173</td>\n",
       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
       "      <td>37</td>\n",
       "      <td>258.6</td>\n",
       "      <td>84</td>\n",
       "      <td>43.96</td>\n",
       "      <td>...</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>10</th>\n",
       "      <td>IN</td>\n",
       "      <td>65</td>\n",
       "      <td>415</td>\n",
       "      <td>329-6603</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>129.1</td>\n",
       "      <td>137</td>\n",
       "      <td>21.95</td>\n",
       "      <td>...</td>\n",
       "      <td>83</td>\n",
       "      <td>19.42</td>\n",
       "      <td>208.8</td>\n",
       "      <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>11</th>\n",
       "      <td>RI</td>\n",
       "      <td>74</td>\n",
       "      <td>415</td>\n",
       "      <td>344-9403</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>187.7</td>\n",
       "      <td>127</td>\n",
       "      <td>31.91</td>\n",
       "      <td>...</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>IA</td>\n",
       "      <td>168</td>\n",
       "      <td>408</td>\n",
       "      <td>363-1107</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>128.8</td>\n",
       "      <td>96</td>\n",
       "      <td>21.90</td>\n",
       "      <td>...</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>MT</td>\n",
       "      <td>95</td>\n",
       "      <td>510</td>\n",
       "      <td>394-8006</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>156.6</td>\n",
       "      <td>88</td>\n",
       "      <td>26.62</td>\n",
       "      <td>...</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>14</th>\n",
       "      <td>IA</td>\n",
       "      <td>62</td>\n",
       "      <td>415</td>\n",
       "      <td>366-9238</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>120.7</td>\n",
       "      <td>70</td>\n",
       "      <td>20.52</td>\n",
       "      <td>...</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>NY</td>\n",
       "      <td>161</td>\n",
       "      <td>415</td>\n",
       "      <td>351-7269</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>332.9</td>\n",
       "      <td>67</td>\n",
       "      <td>56.59</td>\n",
       "      <td>...</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>16</th>\n",
       "      <td>ID</td>\n",
       "      <td>85</td>\n",
       "      <td>408</td>\n",
       "      <td>350-8884</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>27</td>\n",
       "      <td>196.4</td>\n",
       "      <td>139</td>\n",
       "      <td>33.39</td>\n",
       "      <td>...</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>VT</td>\n",
       "      <td>93</td>\n",
       "      <td>510</td>\n",
       "      <td>386-2923</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>190.7</td>\n",
       "      <td>114</td>\n",
       "      <td>32.42</td>\n",
       "      <td>...</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>VA</td>\n",
       "      <td>76</td>\n",
       "      <td>510</td>\n",
       "      <td>356-2992</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>33</td>\n",
       "      <td>189.7</td>\n",
       "      <td>66</td>\n",
       "      <td>32.25</td>\n",
       "      <td>...</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>TX</td>\n",
       "      <td>73</td>\n",
       "      <td>415</td>\n",
       "      <td>373-2782</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>224.4</td>\n",
       "      <td>90</td>\n",
       "      <td>38.15</td>\n",
       "      <td>...</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>FL</td>\n",
       "      <td>147</td>\n",
       "      <td>415</td>\n",
       "      <td>396-5800</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>155.1</td>\n",
       "      <td>117</td>\n",
       "      <td>26.37</td>\n",
       "      <td>...</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>21</th>\n",
       "      <td>CO</td>\n",
       "      <td>77</td>\n",
       "      <td>408</td>\n",
       "      <td>393-7984</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>62.4</td>\n",
       "      <td>89</td>\n",
       "      <td>10.61</td>\n",
       "      <td>...</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>22</th>\n",
       "      <td>AZ</td>\n",
       "      <td>130</td>\n",
       "      <td>415</td>\n",
       "      <td>358-1958</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>183.0</td>\n",
       "      <td>112</td>\n",
       "      <td>31.11</td>\n",
       "      <td>...</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>SC</td>\n",
       "      <td>111</td>\n",
       "      <td>415</td>\n",
       "      <td>350-2565</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>110.4</td>\n",
       "      <td>103</td>\n",
       "      <td>18.77</td>\n",
       "      <td>...</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>VA</td>\n",
       "      <td>132</td>\n",
       "      <td>510</td>\n",
       "      <td>343-4696</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>81.1</td>\n",
       "      <td>86</td>\n",
       "      <td>13.79</td>\n",
       "      <td>...</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>NE</td>\n",
       "      <td>174</td>\n",
       "      <td>415</td>\n",
       "      <td>331-3698</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>124.3</td>\n",
       "      <td>76</td>\n",
       "      <td>21.13</td>\n",
       "      <td>...</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>WY</td>\n",
       "      <td>57</td>\n",
       "      <td>408</td>\n",
       "      <td>357-3817</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>39</td>\n",
       "      <td>213.0</td>\n",
       "      <td>115</td>\n",
       "      <td>36.21</td>\n",
       "      <td>...</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>MT</td>\n",
       "      <td>54</td>\n",
       "      <td>408</td>\n",
       "      <td>418-6412</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>134.3</td>\n",
       "      <td>73</td>\n",
       "      <td>22.83</td>\n",
       "      <td>...</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>MO</td>\n",
       "      <td>20</td>\n",
       "      <td>415</td>\n",
       "      <td>353-2630</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>190.0</td>\n",
       "      <td>109</td>\n",
       "      <td>32.30</td>\n",
       "      <td>...</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>HI</td>\n",
       "      <td>49</td>\n",
       "      <td>510</td>\n",
       "      <td>410-7789</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>119.3</td>\n",
       "      <td>117</td>\n",
       "      <td>20.28</td>\n",
       "      <td>...</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>...</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",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4970</th>\n",
       "      <td>MD</td>\n",
       "      <td>133</td>\n",
       "      <td>415</td>\n",
       "      <td>363-2715</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>173.1</td>\n",
       "      <td>126</td>\n",
       "      <td>29.43</td>\n",
       "      <td>...</td>\n",
       "      <td>98</td>\n",
       "      <td>17.00</td>\n",
       "      <td>231.0</td>\n",
       "      <td>103</td>\n",
       "      <td>10.40</td>\n",
       "      <td>10.8</td>\n",
       "      <td>1</td>\n",
       "      <td>2.92</td>\n",
       "      <td>1</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4971</th>\n",
       "      <td>HI</td>\n",
       "      <td>128</td>\n",
       "      <td>510</td>\n",
       "      <td>409-8074</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>28</td>\n",
       "      <td>115.4</td>\n",
       "      <td>96</td>\n",
       "      <td>19.62</td>\n",
       "      <td>...</td>\n",
       "      <td>94</td>\n",
       "      <td>15.76</td>\n",
       "      <td>209.3</td>\n",
       "      <td>69</td>\n",
       "      <td>9.42</td>\n",
       "      <td>17.7</td>\n",
       "      <td>4</td>\n",
       "      <td>4.78</td>\n",
       "      <td>0</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4972</th>\n",
       "      <td>FL</td>\n",
       "      <td>81</td>\n",
       "      <td>408</td>\n",
       "      <td>357-1624</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>190.9</td>\n",
       "      <td>92</td>\n",
       "      <td>32.45</td>\n",
       "      <td>...</td>\n",
       "      <td>132</td>\n",
       "      <td>17.74</td>\n",
       "      <td>120.8</td>\n",
       "      <td>98</td>\n",
       "      <td>5.44</td>\n",
       "      <td>11.4</td>\n",
       "      <td>6</td>\n",
       "      <td>3.08</td>\n",
       "      <td>1</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4973</th>\n",
       "      <td>ND</td>\n",
       "      <td>81</td>\n",
       "      <td>415</td>\n",
       "      <td>342-2543</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>234.1</td>\n",
       "      <td>105</td>\n",
       "      <td>39.80</td>\n",
       "      <td>...</td>\n",
       "      <td>88</td>\n",
       "      <td>20.18</td>\n",
       "      <td>240.6</td>\n",
       "      <td>85</td>\n",
       "      <td>10.83</td>\n",
       "      <td>11.4</td>\n",
       "      <td>4</td>\n",
       "      <td>3.08</td>\n",
       "      <td>1</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4974</th>\n",
       "      <td>LA</td>\n",
       "      <td>96</td>\n",
       "      <td>408</td>\n",
       "      <td>347-4427</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>102.1</td>\n",
       "      <td>74</td>\n",
       "      <td>17.36</td>\n",
       "      <td>...</td>\n",
       "      <td>88</td>\n",
       "      <td>7.96</td>\n",
       "      <td>236.2</td>\n",
       "      <td>125</td>\n",
       "      <td>10.63</td>\n",
       "      <td>14.0</td>\n",
       "      <td>2</td>\n",
       "      <td>3.78</td>\n",
       "      <td>1</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4975</th>\n",
       "      <td>AR</td>\n",
       "      <td>93</td>\n",
       "      <td>415</td>\n",
       "      <td>411-9580</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>131.9</td>\n",
       "      <td>91</td>\n",
       "      <td>22.42</td>\n",
       "      <td>...</td>\n",
       "      <td>92</td>\n",
       "      <td>17.32</td>\n",
       "      <td>205.6</td>\n",
       "      <td>121</td>\n",
       "      <td>9.25</td>\n",
       "      <td>6.8</td>\n",
       "      <td>3</td>\n",
       "      <td>1.84</td>\n",
       "      <td>1</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4976</th>\n",
       "      <td>KY</td>\n",
       "      <td>145</td>\n",
       "      <td>408</td>\n",
       "      <td>338-1170</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>135.0</td>\n",
       "      <td>122</td>\n",
       "      <td>22.95</td>\n",
       "      <td>...</td>\n",
       "      <td>88</td>\n",
       "      <td>17.54</td>\n",
       "      <td>210.4</td>\n",
       "      <td>90</td>\n",
       "      <td>9.47</td>\n",
       "      <td>19.7</td>\n",
       "      <td>4</td>\n",
       "      <td>5.32</td>\n",
       "      <td>0</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4977</th>\n",
       "      <td>HI</td>\n",
       "      <td>53</td>\n",
       "      <td>510</td>\n",
       "      <td>356-5217</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>145.0</td>\n",
       "      <td>80</td>\n",
       "      <td>24.65</td>\n",
       "      <td>...</td>\n",
       "      <td>82</td>\n",
       "      <td>19.41</td>\n",
       "      <td>169.4</td>\n",
       "      <td>109</td>\n",
       "      <td>7.62</td>\n",
       "      <td>8.9</td>\n",
       "      <td>5</td>\n",
       "      <td>2.40</td>\n",
       "      <td>0</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4978</th>\n",
       "      <td>KS</td>\n",
       "      <td>108</td>\n",
       "      <td>408</td>\n",
       "      <td>389-4921</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>170.3</td>\n",
       "      <td>48</td>\n",
       "      <td>28.95</td>\n",
       "      <td>...</td>\n",
       "      <td>146</td>\n",
       "      <td>15.95</td>\n",
       "      <td>204.0</td>\n",
       "      <td>84</td>\n",
       "      <td>9.18</td>\n",
       "      <td>16.1</td>\n",
       "      <td>4</td>\n",
       "      <td>4.35</td>\n",
       "      <td>3</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4979</th>\n",
       "      <td>TX</td>\n",
       "      <td>52</td>\n",
       "      <td>415</td>\n",
       "      <td>330-3162</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>188.7</td>\n",
       "      <td>99</td>\n",
       "      <td>32.08</td>\n",
       "      <td>...</td>\n",
       "      <td>89</td>\n",
       "      <td>17.88</td>\n",
       "      <td>191.4</td>\n",
       "      <td>103</td>\n",
       "      <td>8.61</td>\n",
       "      <td>10.8</td>\n",
       "      <td>2</td>\n",
       "      <td>2.92</td>\n",
       "      <td>1</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4980</th>\n",
       "      <td>WA</td>\n",
       "      <td>73</td>\n",
       "      <td>408</td>\n",
       "      <td>408-8236</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>177.2</td>\n",
       "      <td>118</td>\n",
       "      <td>30.12</td>\n",
       "      <td>...</td>\n",
       "      <td>84</td>\n",
       "      <td>22.99</td>\n",
       "      <td>241.8</td>\n",
       "      <td>112</td>\n",
       "      <td>10.88</td>\n",
       "      <td>12.3</td>\n",
       "      <td>2</td>\n",
       "      <td>3.32</td>\n",
       "      <td>3</td>\n",
       "      <td>True.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4981</th>\n",
       "      <td>NC</td>\n",
       "      <td>61</td>\n",
       "      <td>510</td>\n",
       "      <td>408-3742</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>7.2</td>\n",
       "      <td>97</td>\n",
       "      <td>1.22</td>\n",
       "      <td>...</td>\n",
       "      <td>78</td>\n",
       "      <td>18.85</td>\n",
       "      <td>174.5</td>\n",
       "      <td>94</td>\n",
       "      <td>7.85</td>\n",
       "      <td>12.0</td>\n",
       "      <td>4</td>\n",
       "      <td>3.24</td>\n",
       "      <td>1</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4982</th>\n",
       "      <td>TX</td>\n",
       "      <td>86</td>\n",
       "      <td>408</td>\n",
       "      <td>360-8716</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>181.1</td>\n",
       "      <td>124</td>\n",
       "      <td>30.79</td>\n",
       "      <td>...</td>\n",
       "      <td>105</td>\n",
       "      <td>19.51</td>\n",
       "      <td>122.2</td>\n",
       "      <td>91</td>\n",
       "      <td>5.50</td>\n",
       "      <td>5.6</td>\n",
       "      <td>6</td>\n",
       "      <td>1.51</td>\n",
       "      <td>5</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4983</th>\n",
       "      <td>LA</td>\n",
       "      <td>137</td>\n",
       "      <td>408</td>\n",
       "      <td>400-1731</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>151.8</td>\n",
       "      <td>90</td>\n",
       "      <td>25.81</td>\n",
       "      <td>...</td>\n",
       "      <td>68</td>\n",
       "      <td>19.52</td>\n",
       "      <td>171.8</td>\n",
       "      <td>122</td>\n",
       "      <td>7.73</td>\n",
       "      <td>10.8</td>\n",
       "      <td>5</td>\n",
       "      <td>2.92</td>\n",
       "      <td>2</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4984</th>\n",
       "      <td>TN</td>\n",
       "      <td>74</td>\n",
       "      <td>510</td>\n",
       "      <td>341-2423</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>159.4</td>\n",
       "      <td>86</td>\n",
       "      <td>27.10</td>\n",
       "      <td>...</td>\n",
       "      <td>122</td>\n",
       "      <td>17.85</td>\n",
       "      <td>172.4</td>\n",
       "      <td>99</td>\n",
       "      <td>7.76</td>\n",
       "      <td>8.5</td>\n",
       "      <td>2</td>\n",
       "      <td>2.30</td>\n",
       "      <td>1</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4985</th>\n",
       "      <td>NC</td>\n",
       "      <td>118</td>\n",
       "      <td>510</td>\n",
       "      <td>344-6099</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>31</td>\n",
       "      <td>226.6</td>\n",
       "      <td>99</td>\n",
       "      <td>38.52</td>\n",
       "      <td>...</td>\n",
       "      <td>136</td>\n",
       "      <td>14.02</td>\n",
       "      <td>189.3</td>\n",
       "      <td>120</td>\n",
       "      <td>8.52</td>\n",
       "      <td>10.2</td>\n",
       "      <td>5</td>\n",
       "      <td>2.75</td>\n",
       "      <td>3</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4986</th>\n",
       "      <td>OH</td>\n",
       "      <td>125</td>\n",
       "      <td>415</td>\n",
       "      <td>364-2584</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>214.7</td>\n",
       "      <td>115</td>\n",
       "      <td>36.50</td>\n",
       "      <td>...</td>\n",
       "      <td>94</td>\n",
       "      <td>22.15</td>\n",
       "      <td>266.3</td>\n",
       "      <td>123</td>\n",
       "      <td>11.98</td>\n",
       "      <td>7.4</td>\n",
       "      <td>6</td>\n",
       "      <td>2.00</td>\n",
       "      <td>3</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4987</th>\n",
       "      <td>AR</td>\n",
       "      <td>127</td>\n",
       "      <td>415</td>\n",
       "      <td>397-4141</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>27</td>\n",
       "      <td>157.6</td>\n",
       "      <td>107</td>\n",
       "      <td>26.79</td>\n",
       "      <td>...</td>\n",
       "      <td>49</td>\n",
       "      <td>23.85</td>\n",
       "      <td>75.1</td>\n",
       "      <td>77</td>\n",
       "      <td>3.38</td>\n",
       "      <td>8.0</td>\n",
       "      <td>4</td>\n",
       "      <td>2.16</td>\n",
       "      <td>1</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4988</th>\n",
       "      <td>WA</td>\n",
       "      <td>80</td>\n",
       "      <td>510</td>\n",
       "      <td>397-4475</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>157.0</td>\n",
       "      <td>101</td>\n",
       "      <td>26.69</td>\n",
       "      <td>...</td>\n",
       "      <td>127</td>\n",
       "      <td>17.75</td>\n",
       "      <td>113.3</td>\n",
       "      <td>109</td>\n",
       "      <td>5.10</td>\n",
       "      <td>16.2</td>\n",
       "      <td>2</td>\n",
       "      <td>4.37</td>\n",
       "      <td>2</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4989</th>\n",
       "      <td>MN</td>\n",
       "      <td>150</td>\n",
       "      <td>408</td>\n",
       "      <td>407-6315</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>170.0</td>\n",
       "      <td>115</td>\n",
       "      <td>28.90</td>\n",
       "      <td>...</td>\n",
       "      <td>138</td>\n",
       "      <td>13.83</td>\n",
       "      <td>267.2</td>\n",
       "      <td>77</td>\n",
       "      <td>12.02</td>\n",
       "      <td>8.3</td>\n",
       "      <td>2</td>\n",
       "      <td>2.24</td>\n",
       "      <td>0</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4990</th>\n",
       "      <td>ND</td>\n",
       "      <td>140</td>\n",
       "      <td>510</td>\n",
       "      <td>364-8203</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>244.7</td>\n",
       "      <td>115</td>\n",
       "      <td>41.60</td>\n",
       "      <td>...</td>\n",
       "      <td>101</td>\n",
       "      <td>21.98</td>\n",
       "      <td>231.3</td>\n",
       "      <td>112</td>\n",
       "      <td>10.41</td>\n",
       "      <td>7.5</td>\n",
       "      <td>6</td>\n",
       "      <td>2.03</td>\n",
       "      <td>1</td>\n",
       "      <td>True.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4991</th>\n",
       "      <td>AZ</td>\n",
       "      <td>97</td>\n",
       "      <td>510</td>\n",
       "      <td>410-3888</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>252.6</td>\n",
       "      <td>89</td>\n",
       "      <td>42.94</td>\n",
       "      <td>...</td>\n",
       "      <td>91</td>\n",
       "      <td>28.93</td>\n",
       "      <td>256.5</td>\n",
       "      <td>67</td>\n",
       "      <td>11.54</td>\n",
       "      <td>8.8</td>\n",
       "      <td>5</td>\n",
       "      <td>2.38</td>\n",
       "      <td>1</td>\n",
       "      <td>True.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4992</th>\n",
       "      <td>MT</td>\n",
       "      <td>83</td>\n",
       "      <td>415</td>\n",
       "      <td>355-3630</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>188.3</td>\n",
       "      <td>70</td>\n",
       "      <td>32.01</td>\n",
       "      <td>...</td>\n",
       "      <td>88</td>\n",
       "      <td>20.72</td>\n",
       "      <td>213.7</td>\n",
       "      <td>79</td>\n",
       "      <td>9.62</td>\n",
       "      <td>10.3</td>\n",
       "      <td>6</td>\n",
       "      <td>2.78</td>\n",
       "      <td>0</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4993</th>\n",
       "      <td>WV</td>\n",
       "      <td>73</td>\n",
       "      <td>408</td>\n",
       "      <td>411-9655</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>177.9</td>\n",
       "      <td>89</td>\n",
       "      <td>30.24</td>\n",
       "      <td>...</td>\n",
       "      <td>82</td>\n",
       "      <td>11.15</td>\n",
       "      <td>186.2</td>\n",
       "      <td>89</td>\n",
       "      <td>8.38</td>\n",
       "      <td>11.5</td>\n",
       "      <td>6</td>\n",
       "      <td>3.11</td>\n",
       "      <td>3</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4994</th>\n",
       "      <td>NC</td>\n",
       "      <td>75</td>\n",
       "      <td>408</td>\n",
       "      <td>417-1886</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>170.7</td>\n",
       "      <td>101</td>\n",
       "      <td>29.02</td>\n",
       "      <td>...</td>\n",
       "      <td>126</td>\n",
       "      <td>16.41</td>\n",
       "      <td>129.1</td>\n",
       "      <td>104</td>\n",
       "      <td>5.81</td>\n",
       "      <td>6.9</td>\n",
       "      <td>7</td>\n",
       "      <td>1.86</td>\n",
       "      <td>1</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4995</th>\n",
       "      <td>HI</td>\n",
       "      <td>50</td>\n",
       "      <td>408</td>\n",
       "      <td>365-8751</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>40</td>\n",
       "      <td>235.7</td>\n",
       "      <td>127</td>\n",
       "      <td>40.07</td>\n",
       "      <td>...</td>\n",
       "      <td>126</td>\n",
       "      <td>18.96</td>\n",
       "      <td>297.5</td>\n",
       "      <td>116</td>\n",
       "      <td>13.39</td>\n",
       "      <td>9.9</td>\n",
       "      <td>5</td>\n",
       "      <td>2.67</td>\n",
       "      <td>2</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4996</th>\n",
       "      <td>WV</td>\n",
       "      <td>152</td>\n",
       "      <td>415</td>\n",
       "      <td>334-9736</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>184.2</td>\n",
       "      <td>90</td>\n",
       "      <td>31.31</td>\n",
       "      <td>...</td>\n",
       "      <td>73</td>\n",
       "      <td>21.83</td>\n",
       "      <td>213.6</td>\n",
       "      <td>113</td>\n",
       "      <td>9.61</td>\n",
       "      <td>14.7</td>\n",
       "      <td>2</td>\n",
       "      <td>3.97</td>\n",
       "      <td>3</td>\n",
       "      <td>True.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4997</th>\n",
       "      <td>DC</td>\n",
       "      <td>61</td>\n",
       "      <td>415</td>\n",
       "      <td>333-6861</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>140.6</td>\n",
       "      <td>89</td>\n",
       "      <td>23.90</td>\n",
       "      <td>...</td>\n",
       "      <td>128</td>\n",
       "      <td>14.69</td>\n",
       "      <td>212.4</td>\n",
       "      <td>97</td>\n",
       "      <td>9.56</td>\n",
       "      <td>13.6</td>\n",
       "      <td>4</td>\n",
       "      <td>3.67</td>\n",
       "      <td>1</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4998</th>\n",
       "      <td>DC</td>\n",
       "      <td>109</td>\n",
       "      <td>510</td>\n",
       "      <td>394-2206</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>188.8</td>\n",
       "      <td>67</td>\n",
       "      <td>32.10</td>\n",
       "      <td>...</td>\n",
       "      <td>92</td>\n",
       "      <td>14.59</td>\n",
       "      <td>224.4</td>\n",
       "      <td>89</td>\n",
       "      <td>10.10</td>\n",
       "      <td>8.5</td>\n",
       "      <td>6</td>\n",
       "      <td>2.30</td>\n",
       "      <td>0</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4999</th>\n",
       "      <td>VT</td>\n",
       "      <td>86</td>\n",
       "      <td>415</td>\n",
       "      <td>373-8058</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>34</td>\n",
       "      <td>129.4</td>\n",
       "      <td>102</td>\n",
       "      <td>22.00</td>\n",
       "      <td>...</td>\n",
       "      <td>104</td>\n",
       "      <td>22.70</td>\n",
       "      <td>154.8</td>\n",
       "      <td>100</td>\n",
       "      <td>6.97</td>\n",
       "      <td>9.3</td>\n",
       "      <td>16</td>\n",
       "      <td>2.51</td>\n",
       "      <td>0</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5000 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     State  Account Length  Area Code Phone Number International Plan  \\\n",
       "0       KS             128        415     382-4657                 no   \n",
       "1       OH             107        415     371-7191                 no   \n",
       "2       NJ             137        415     358-1921                 no   \n",
       "3       OH              84        408     375-9999                yes   \n",
       "4       OK              75        415     330-6626                yes   \n",
       "5       AL             118        510     391-8027                yes   \n",
       "6       MA             121        510     355-9993                 no   \n",
       "7       MO             147        415     329-9001                yes   \n",
       "8       LA             117        408     335-4719                 no   \n",
       "9       WV             141        415     330-8173                yes   \n",
       "10      IN              65        415     329-6603                 no   \n",
       "11      RI              74        415     344-9403                 no   \n",
       "12      IA             168        408     363-1107                 no   \n",
       "13      MT              95        510     394-8006                 no   \n",
       "14      IA              62        415     366-9238                 no   \n",
       "15      NY             161        415     351-7269                 no   \n",
       "16      ID              85        408     350-8884                 no   \n",
       "17      VT              93        510     386-2923                 no   \n",
       "18      VA              76        510     356-2992                 no   \n",
       "19      TX              73        415     373-2782                 no   \n",
       "20      FL             147        415     396-5800                 no   \n",
       "21      CO              77        408     393-7984                 no   \n",
       "22      AZ             130        415     358-1958                 no   \n",
       "23      SC             111        415     350-2565                 no   \n",
       "24      VA             132        510     343-4696                 no   \n",
       "25      NE             174        415     331-3698                 no   \n",
       "26      WY              57        408     357-3817                 no   \n",
       "27      MT              54        408     418-6412                 no   \n",
       "28      MO              20        415     353-2630                 no   \n",
       "29      HI              49        510     410-7789                 no   \n",
       "...    ...             ...        ...          ...                ...   \n",
       "4970    MD             133        415     363-2715                 no   \n",
       "4971    HI             128        510     409-8074                 no   \n",
       "4972    FL              81        408     357-1624                 no   \n",
       "4973    ND              81        415     342-2543                 no   \n",
       "4974    LA              96        408     347-4427                 no   \n",
       "4975    AR              93        415     411-9580                 no   \n",
       "4976    KY             145        408     338-1170                 no   \n",
       "4977    HI              53        510     356-5217                yes   \n",
       "4978    KS             108        408     389-4921                 no   \n",
       "4979    TX              52        415     330-3162                 no   \n",
       "4980    WA              73        408     408-8236                 no   \n",
       "4981    NC              61        510     408-3742                 no   \n",
       "4982    TX              86        408     360-8716                 no   \n",
       "4983    LA             137        408     400-1731                 no   \n",
       "4984    TN              74        510     341-2423                 no   \n",
       "4985    NC             118        510     344-6099                 no   \n",
       "4986    OH             125        415     364-2584                 no   \n",
       "4987    AR             127        415     397-4141                 no   \n",
       "4988    WA              80        510     397-4475                 no   \n",
       "4989    MN             150        408     407-6315                 no   \n",
       "4990    ND             140        510     364-8203                 no   \n",
       "4991    AZ              97        510     410-3888                 no   \n",
       "4992    MT              83        415     355-3630                 no   \n",
       "4993    WV              73        408     411-9655                 no   \n",
       "4994    NC              75        408     417-1886                 no   \n",
       "4995    HI              50        408     365-8751                 no   \n",
       "4996    WV             152        415     334-9736                 no   \n",
       "4997    DC              61        415     333-6861                 no   \n",
       "4998    DC             109        510     394-2206                 no   \n",
       "4999    VT              86        415     373-8058                 no   \n",
       "\n",
       "     Voice mail Plan  Num of Voice mail Messages  Total Day Minutes  \\\n",
       "0                yes                          25              265.1   \n",
       "1                yes                          26              161.6   \n",
       "2                 no                           0              243.4   \n",
       "3                 no                           0              299.4   \n",
       "4                 no                           0              166.7   \n",
       "5                 no                           0              223.4   \n",
       "6                yes                          24              218.2   \n",
       "7                 no                           0              157.0   \n",
       "8                 no                           0              184.5   \n",
       "9                yes                          37              258.6   \n",
       "10                no                           0              129.1   \n",
       "11                no                           0              187.7   \n",
       "12                no                           0              128.8   \n",
       "13                no                           0              156.6   \n",
       "14                no                           0              120.7   \n",
       "15                no                           0              332.9   \n",
       "16               yes                          27              196.4   \n",
       "17                no                           0              190.7   \n",
       "18               yes                          33              189.7   \n",
       "19                no                           0              224.4   \n",
       "20                no                           0              155.1   \n",
       "21                no                           0               62.4   \n",
       "22                no                           0              183.0   \n",
       "23                no                           0              110.4   \n",
       "24                no                           0               81.1   \n",
       "25                no                           0              124.3   \n",
       "26               yes                          39              213.0   \n",
       "27                no                           0              134.3   \n",
       "28                no                           0              190.0   \n",
       "29                no                           0              119.3   \n",
       "...              ...                         ...                ...   \n",
       "4970              no                           0              173.1   \n",
       "4971             yes                          28              115.4   \n",
       "4972              no                           0              190.9   \n",
       "4973              no                           0              234.1   \n",
       "4974              no                           0              102.1   \n",
       "4975              no                           0              131.9   \n",
       "4976              no                           0              135.0   \n",
       "4977              no                           0              145.0   \n",
       "4978              no                           0              170.3   \n",
       "4979              no                           0              188.7   \n",
       "4980              no                           0              177.2   \n",
       "4981              no                           0                7.2   \n",
       "4982              no                           0              181.1   \n",
       "4983              no                           0              151.8   \n",
       "4984              no                           0              159.4   \n",
       "4985             yes                          31              226.6   \n",
       "4986              no                           0              214.7   \n",
       "4987             yes                          27              157.6   \n",
       "4988              no                           0              157.0   \n",
       "4989              no                           0              170.0   \n",
       "4990              no                           0              244.7   \n",
       "4991              no                           0              252.6   \n",
       "4992              no                           0              188.3   \n",
       "4993              no                           0              177.9   \n",
       "4994              no                           0              170.7   \n",
       "4995             yes                          40              235.7   \n",
       "4996              no                           0              184.2   \n",
       "4997              no                           0              140.6   \n",
       "4998              no                           0              188.8   \n",
       "4999             yes                          34              129.4   \n",
       "\n",
       "      Total Day Calls  Total day Charge   ...     Total Eve Calls  \\\n",
       "0                 110             45.07   ...                  99   \n",
       "1                 123             27.47   ...                 103   \n",
       "2                 114             41.38   ...                 110   \n",
       "3                  71             50.90   ...                  88   \n",
       "4                 113             28.34   ...                 122   \n",
       "5                  98             37.98   ...                 101   \n",
       "6                  88             37.09   ...                 108   \n",
       "7                  79             26.69   ...                  94   \n",
       "8                  97             31.37   ...                  80   \n",
       "9                  84             43.96   ...                 111   \n",
       "10                137             21.95   ...                  83   \n",
       "11                127             31.91   ...                 148   \n",
       "12                 96             21.90   ...                  71   \n",
       "13                 88             26.62   ...                  75   \n",
       "14                 70             20.52   ...                  76   \n",
       "15                 67             56.59   ...                  97   \n",
       "16                139             33.39   ...                  90   \n",
       "17                114             32.42   ...                 111   \n",
       "18                 66             32.25   ...                  65   \n",
       "19                 90             38.15   ...                  88   \n",
       "20                117             26.37   ...                  93   \n",
       "21                 89             10.61   ...                 121   \n",
       "22                112             31.11   ...                  99   \n",
       "23                103             18.77   ...                 102   \n",
       "24                 86             13.79   ...                  72   \n",
       "25                 76             21.13   ...                 112   \n",
       "26                115             36.21   ...                 112   \n",
       "27                 73             22.83   ...                 100   \n",
       "28                109             32.30   ...                  84   \n",
       "29                117             20.28   ...                 109   \n",
       "...               ...               ...   ...                 ...   \n",
       "4970              126             29.43   ...                  98   \n",
       "4971               96             19.62   ...                  94   \n",
       "4972               92             32.45   ...                 132   \n",
       "4973              105             39.80   ...                  88   \n",
       "4974               74             17.36   ...                  88   \n",
       "4975               91             22.42   ...                  92   \n",
       "4976              122             22.95   ...                  88   \n",
       "4977               80             24.65   ...                  82   \n",
       "4978               48             28.95   ...                 146   \n",
       "4979               99             32.08   ...                  89   \n",
       "4980              118             30.12   ...                  84   \n",
       "4981               97              1.22   ...                  78   \n",
       "4982              124             30.79   ...                 105   \n",
       "4983               90             25.81   ...                  68   \n",
       "4984               86             27.10   ...                 122   \n",
       "4985               99             38.52   ...                 136   \n",
       "4986              115             36.50   ...                  94   \n",
       "4987              107             26.79   ...                  49   \n",
       "4988              101             26.69   ...                 127   \n",
       "4989              115             28.90   ...                 138   \n",
       "4990              115             41.60   ...                 101   \n",
       "4991               89             42.94   ...                  91   \n",
       "4992               70             32.01   ...                  88   \n",
       "4993               89             30.24   ...                  82   \n",
       "4994              101             29.02   ...                 126   \n",
       "4995              127             40.07   ...                 126   \n",
       "4996               90             31.31   ...                  73   \n",
       "4997               89             23.90   ...                 128   \n",
       "4998               67             32.10   ...                  92   \n",
       "4999              102             22.00   ...                 104   \n",
       "\n",
       "      Total Eve Charge  Total Night Minutes  Total Night Calls   \\\n",
       "0                16.78                244.7                  91   \n",
       "1                16.62                254.4                 103   \n",
       "2                10.30                162.6                 104   \n",
       "3                 5.26                196.9                  89   \n",
       "4                12.61                186.9                 121   \n",
       "5                18.75                203.9                 118   \n",
       "6                29.62                212.6                 118   \n",
       "7                 8.76                211.8                  96   \n",
       "8                29.89                215.8                  90   \n",
       "9                18.87                326.4                  97   \n",
       "10               19.42                208.8                 111   \n",
       "11               13.89                196.0                  94   \n",
       "12                8.92                141.1                 128   \n",
       "13               21.05                192.3                 115   \n",
       "14               26.11                203.0                  99   \n",
       "15               27.01                160.6                 128   \n",
       "16               23.88                 89.3                  75   \n",
       "17               18.55                129.6                 121   \n",
       "18               18.09                165.7                 108   \n",
       "19               13.56                192.8                  74   \n",
       "20               20.37                208.8                 133   \n",
       "21               14.44                209.6                  64   \n",
       "22                6.20                181.8                  78   \n",
       "23               11.67                189.6                 105   \n",
       "24               20.84                237.0                 115   \n",
       "25               23.55                250.7                 115   \n",
       "26               16.24                182.7                 115   \n",
       "27               13.22                102.1                  68   \n",
       "28               21.95                181.5                 102   \n",
       "29               18.28                178.7                  90   \n",
       "...                ...                  ...                 ...   \n",
       "4970             17.00                231.0                 103   \n",
       "4971             15.76                209.3                  69   \n",
       "4972             17.74                120.8                  98   \n",
       "4973             20.18                240.6                  85   \n",
       "4974              7.96                236.2                 125   \n",
       "4975             17.32                205.6                 121   \n",
       "4976             17.54                210.4                  90   \n",
       "4977             19.41                169.4                 109   \n",
       "4978             15.95                204.0                  84   \n",
       "4979             17.88                191.4                 103   \n",
       "4980             22.99                241.8                 112   \n",
       "4981             18.85                174.5                  94   \n",
       "4982             19.51                122.2                  91   \n",
       "4983             19.52                171.8                 122   \n",
       "4984             17.85                172.4                  99   \n",
       "4985             14.02                189.3                 120   \n",
       "4986             22.15                266.3                 123   \n",
       "4987             23.85                 75.1                  77   \n",
       "4988             17.75                113.3                 109   \n",
       "4989             13.83                267.2                  77   \n",
       "4990             21.98                231.3                 112   \n",
       "4991             28.93                256.5                  67   \n",
       "4992             20.72                213.7                  79   \n",
       "4993             11.15                186.2                  89   \n",
       "4994             16.41                129.1                 104   \n",
       "4995             18.96                297.5                 116   \n",
       "4996             21.83                213.6                 113   \n",
       "4997             14.69                212.4                  97   \n",
       "4998             14.59                224.4                  89   \n",
       "4999             22.70                154.8                 100   \n",
       "\n",
       "      Total Night Charge  Total International Minutes  Total Intl  Calls  \\\n",
       "0                  11.01                         10.0                  3   \n",
       "1                  11.45                         13.7                  3   \n",
       "2                   7.32                         12.2                  5   \n",
       "3                   8.86                          6.6                  7   \n",
       "4                   8.41                         10.1                  3   \n",
       "5                   9.18                          6.3                  6   \n",
       "6                   9.57                          7.5                  7   \n",
       "7                   9.53                          7.1                  6   \n",
       "8                   9.71                          8.7                  4   \n",
       "9                  14.69                         11.2                  5   \n",
       "10                  9.40                         12.7                  6   \n",
       "11                  8.82                          9.1                  5   \n",
       "12                  6.35                         11.2                  2   \n",
       "13                  8.65                         12.3                  5   \n",
       "14                  9.14                         13.1                  6   \n",
       "15                  7.23                          5.4                  9   \n",
       "16                  4.02                         13.8                  4   \n",
       "17                  5.83                          8.1                  3   \n",
       "18                  7.46                         10.0                  5   \n",
       "19                  8.68                         13.0                  2   \n",
       "20                  9.40                         10.6                  4   \n",
       "21                  9.43                          5.7                  6   \n",
       "22                  8.18                          9.5                 19   \n",
       "23                  8.53                          7.7                  6   \n",
       "24                 10.67                         10.3                  2   \n",
       "25                 11.28                         15.5                  5   \n",
       "26                  8.22                          9.5                  3   \n",
       "27                  4.59                         14.7                  4   \n",
       "28                  8.17                          6.3                  6   \n",
       "29                  8.04                         11.1                  1   \n",
       "...                  ...                          ...                ...   \n",
       "4970               10.40                         10.8                  1   \n",
       "4971                9.42                         17.7                  4   \n",
       "4972                5.44                         11.4                  6   \n",
       "4973               10.83                         11.4                  4   \n",
       "4974               10.63                         14.0                  2   \n",
       "4975                9.25                          6.8                  3   \n",
       "4976                9.47                         19.7                  4   \n",
       "4977                7.62                          8.9                  5   \n",
       "4978                9.18                         16.1                  4   \n",
       "4979                8.61                         10.8                  2   \n",
       "4980               10.88                         12.3                  2   \n",
       "4981                7.85                         12.0                  4   \n",
       "4982                5.50                          5.6                  6   \n",
       "4983                7.73                         10.8                  5   \n",
       "4984                7.76                          8.5                  2   \n",
       "4985                8.52                         10.2                  5   \n",
       "4986               11.98                          7.4                  6   \n",
       "4987                3.38                          8.0                  4   \n",
       "4988                5.10                         16.2                  2   \n",
       "4989               12.02                          8.3                  2   \n",
       "4990               10.41                          7.5                  6   \n",
       "4991               11.54                          8.8                  5   \n",
       "4992                9.62                         10.3                  6   \n",
       "4993                8.38                         11.5                  6   \n",
       "4994                5.81                          6.9                  7   \n",
       "4995               13.39                          9.9                  5   \n",
       "4996                9.61                         14.7                  2   \n",
       "4997                9.56                         13.6                  4   \n",
       "4998               10.10                          8.5                  6   \n",
       "4999                6.97                          9.3                 16   \n",
       "\n",
       "      Total Intl Charge  Number Customer Service calls     Churn  \n",
       "0                  2.70                               1   False.  \n",
       "1                  3.70                               1   False.  \n",
       "2                  3.29                               0   False.  \n",
       "3                  1.78                               2   False.  \n",
       "4                  2.73                               3   False.  \n",
       "5                  1.70                               0   False.  \n",
       "6                  2.03                               3   False.  \n",
       "7                  1.92                               0   False.  \n",
       "8                  2.35                               1   False.  \n",
       "9                  3.02                               0   False.  \n",
       "10                 3.43                               4    True.  \n",
       "11                 2.46                               0   False.  \n",
       "12                 3.02                               1   False.  \n",
       "13                 3.32                               3   False.  \n",
       "14                 3.54                               4   False.  \n",
       "15                 1.46                               4    True.  \n",
       "16                 3.73                               1   False.  \n",
       "17                 2.19                               3   False.  \n",
       "18                 2.70                               1   False.  \n",
       "19                 3.51                               1   False.  \n",
       "20                 2.86                               0   False.  \n",
       "21                 1.54                               5    True.  \n",
       "22                 2.57                               0   False.  \n",
       "23                 2.08                               2   False.  \n",
       "24                 2.78                               0   False.  \n",
       "25                 4.19                               3   False.  \n",
       "26                 2.57                               0   False.  \n",
       "27                 3.97                               3   False.  \n",
       "28                 1.70                               0   False.  \n",
       "29                 3.00                               1   False.  \n",
       "...                 ...                             ...      ...  \n",
       "4970               2.92                               1   False.  \n",
       "4971               4.78                               0   False.  \n",
       "4972               3.08                               1   False.  \n",
       "4973               3.08                               1   False.  \n",
       "4974               3.78                               1   False.  \n",
       "4975               1.84                               1   False.  \n",
       "4976               5.32                               0   False.  \n",
       "4977               2.40                               0   False.  \n",
       "4978               4.35                               3   False.  \n",
       "4979               2.92                               1   False.  \n",
       "4980               3.32                               3    True.  \n",
       "4981               3.24                               1   False.  \n",
       "4982               1.51                               5   False.  \n",
       "4983               2.92                               2   False.  \n",
       "4984               2.30                               1   False.  \n",
       "4985               2.75                               3   False.  \n",
       "4986               2.00                               3   False.  \n",
       "4987               2.16                               1   False.  \n",
       "4988               4.37                               2   False.  \n",
       "4989               2.24                               0   False.  \n",
       "4990               2.03                               1    True.  \n",
       "4991               2.38                               1    True.  \n",
       "4992               2.78                               0   False.  \n",
       "4993               3.11                               3   False.  \n",
       "4994               1.86                               1   False.  \n",
       "4995               2.67                               2   False.  \n",
       "4996               3.97                               3    True.  \n",
       "4997               3.67                               1   False.  \n",
       "4998               2.30                               0   False.  \n",
       "4999               2.51                               0   False.  \n",
       "\n",
       "[5000 rows x 21 columns]"
      ]
     },
     "execution_count": 155,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>State</th>\n",
       "      <th>Account Length</th>\n",
       "      <th>Area Code</th>\n",
       "      <th>Phone Number</th>\n",
       "      <th>International Plan</th>\n",
       "      <th>Voice mail Plan</th>\n",
       "      <th>Num of Voice mail Messages</th>\n",
       "      <th>Total Day Minutes</th>\n",
       "      <th>Total Day Calls</th>\n",
       "      <th>Total day Charge</th>\n",
       "      <th>...</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 International Minutes</th>\n",
       "      <th>Total Intl  Calls</th>\n",
       "      <th>Total Intl Charge</th>\n",
       "      <th>Number 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>382-4657</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>...</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>371-7191</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>...</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>358-1921</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>...</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>375-9999</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>...</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>330-6626</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>...</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>AL</td>\n",
       "      <td>118</td>\n",
       "      <td>510</td>\n",
       "      <td>391-8027</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>223.4</td>\n",
       "      <td>98</td>\n",
       "      <td>37.98</td>\n",
       "      <td>...</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>MA</td>\n",
       "      <td>121</td>\n",
       "      <td>510</td>\n",
       "      <td>355-9993</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>24</td>\n",
       "      <td>218.2</td>\n",
       "      <td>88</td>\n",
       "      <td>37.09</td>\n",
       "      <td>...</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>MO</td>\n",
       "      <td>147</td>\n",
       "      <td>415</td>\n",
       "      <td>329-9001</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>157.0</td>\n",
       "      <td>79</td>\n",
       "      <td>26.69</td>\n",
       "      <td>...</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>LA</td>\n",
       "      <td>117</td>\n",
       "      <td>408</td>\n",
       "      <td>335-4719</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>184.5</td>\n",
       "      <td>97</td>\n",
       "      <td>31.37</td>\n",
       "      <td>...</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>WV</td>\n",
       "      <td>141</td>\n",
       "      <td>415</td>\n",
       "      <td>330-8173</td>\n",
       "      <td>yes</td>\n",
       "      <td>yes</td>\n",
       "      <td>37</td>\n",
       "      <td>258.6</td>\n",
       "      <td>84</td>\n",
       "      <td>43.96</td>\n",
       "      <td>...</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>10</th>\n",
       "      <td>IN</td>\n",
       "      <td>65</td>\n",
       "      <td>415</td>\n",
       "      <td>329-6603</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>129.1</td>\n",
       "      <td>137</td>\n",
       "      <td>21.95</td>\n",
       "      <td>...</td>\n",
       "      <td>83</td>\n",
       "      <td>19.42</td>\n",
       "      <td>208.8</td>\n",
       "      <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>11</th>\n",
       "      <td>RI</td>\n",
       "      <td>74</td>\n",
       "      <td>415</td>\n",
       "      <td>344-9403</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>187.7</td>\n",
       "      <td>127</td>\n",
       "      <td>31.91</td>\n",
       "      <td>...</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>IA</td>\n",
       "      <td>168</td>\n",
       "      <td>408</td>\n",
       "      <td>363-1107</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>128.8</td>\n",
       "      <td>96</td>\n",
       "      <td>21.90</td>\n",
       "      <td>...</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>MT</td>\n",
       "      <td>95</td>\n",
       "      <td>510</td>\n",
       "      <td>394-8006</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>156.6</td>\n",
       "      <td>88</td>\n",
       "      <td>26.62</td>\n",
       "      <td>...</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>14</th>\n",
       "      <td>IA</td>\n",
       "      <td>62</td>\n",
       "      <td>415</td>\n",
       "      <td>366-9238</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>120.7</td>\n",
       "      <td>70</td>\n",
       "      <td>20.52</td>\n",
       "      <td>...</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>NY</td>\n",
       "      <td>161</td>\n",
       "      <td>415</td>\n",
       "      <td>351-7269</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>332.9</td>\n",
       "      <td>67</td>\n",
       "      <td>56.59</td>\n",
       "      <td>...</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>16</th>\n",
       "      <td>ID</td>\n",
       "      <td>85</td>\n",
       "      <td>408</td>\n",
       "      <td>350-8884</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>27</td>\n",
       "      <td>196.4</td>\n",
       "      <td>139</td>\n",
       "      <td>33.39</td>\n",
       "      <td>...</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>VT</td>\n",
       "      <td>93</td>\n",
       "      <td>510</td>\n",
       "      <td>386-2923</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>190.7</td>\n",
       "      <td>114</td>\n",
       "      <td>32.42</td>\n",
       "      <td>...</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>VA</td>\n",
       "      <td>76</td>\n",
       "      <td>510</td>\n",
       "      <td>356-2992</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>33</td>\n",
       "      <td>189.7</td>\n",
       "      <td>66</td>\n",
       "      <td>32.25</td>\n",
       "      <td>...</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>TX</td>\n",
       "      <td>73</td>\n",
       "      <td>415</td>\n",
       "      <td>373-2782</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>224.4</td>\n",
       "      <td>90</td>\n",
       "      <td>38.15</td>\n",
       "      <td>...</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>FL</td>\n",
       "      <td>147</td>\n",
       "      <td>415</td>\n",
       "      <td>396-5800</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>155.1</td>\n",
       "      <td>117</td>\n",
       "      <td>26.37</td>\n",
       "      <td>...</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>21</th>\n",
       "      <td>CO</td>\n",
       "      <td>77</td>\n",
       "      <td>408</td>\n",
       "      <td>393-7984</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>62.4</td>\n",
       "      <td>89</td>\n",
       "      <td>10.61</td>\n",
       "      <td>...</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>22</th>\n",
       "      <td>AZ</td>\n",
       "      <td>130</td>\n",
       "      <td>415</td>\n",
       "      <td>358-1958</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>183.0</td>\n",
       "      <td>112</td>\n",
       "      <td>31.11</td>\n",
       "      <td>...</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>SC</td>\n",
       "      <td>111</td>\n",
       "      <td>415</td>\n",
       "      <td>350-2565</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>110.4</td>\n",
       "      <td>103</td>\n",
       "      <td>18.77</td>\n",
       "      <td>...</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>VA</td>\n",
       "      <td>132</td>\n",
       "      <td>510</td>\n",
       "      <td>343-4696</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>81.1</td>\n",
       "      <td>86</td>\n",
       "      <td>13.79</td>\n",
       "      <td>...</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>NE</td>\n",
       "      <td>174</td>\n",
       "      <td>415</td>\n",
       "      <td>331-3698</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>124.3</td>\n",
       "      <td>76</td>\n",
       "      <td>21.13</td>\n",
       "      <td>...</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>WY</td>\n",
       "      <td>57</td>\n",
       "      <td>408</td>\n",
       "      <td>357-3817</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>39</td>\n",
       "      <td>213.0</td>\n",
       "      <td>115</td>\n",
       "      <td>36.21</td>\n",
       "      <td>...</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>MT</td>\n",
       "      <td>54</td>\n",
       "      <td>408</td>\n",
       "      <td>418-6412</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>134.3</td>\n",
       "      <td>73</td>\n",
       "      <td>22.83</td>\n",
       "      <td>...</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>MO</td>\n",
       "      <td>20</td>\n",
       "      <td>415</td>\n",
       "      <td>353-2630</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>190.0</td>\n",
       "      <td>109</td>\n",
       "      <td>32.30</td>\n",
       "      <td>...</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>HI</td>\n",
       "      <td>49</td>\n",
       "      <td>510</td>\n",
       "      <td>410-7789</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>119.3</td>\n",
       "      <td>117</td>\n",
       "      <td>20.28</td>\n",
       "      <td>...</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>...</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",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4970</th>\n",
       "      <td>MD</td>\n",
       "      <td>133</td>\n",
       "      <td>415</td>\n",
       "      <td>363-2715</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>173.1</td>\n",
       "      <td>126</td>\n",
       "      <td>29.43</td>\n",
       "      <td>...</td>\n",
       "      <td>98</td>\n",
       "      <td>17.00</td>\n",
       "      <td>231.0</td>\n",
       "      <td>103</td>\n",
       "      <td>10.40</td>\n",
       "      <td>10.8</td>\n",
       "      <td>1</td>\n",
       "      <td>2.92</td>\n",
       "      <td>1</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4971</th>\n",
       "      <td>HI</td>\n",
       "      <td>128</td>\n",
       "      <td>510</td>\n",
       "      <td>409-8074</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>28</td>\n",
       "      <td>115.4</td>\n",
       "      <td>96</td>\n",
       "      <td>19.62</td>\n",
       "      <td>...</td>\n",
       "      <td>94</td>\n",
       "      <td>15.76</td>\n",
       "      <td>209.3</td>\n",
       "      <td>69</td>\n",
       "      <td>9.42</td>\n",
       "      <td>17.7</td>\n",
       "      <td>4</td>\n",
       "      <td>4.78</td>\n",
       "      <td>0</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4972</th>\n",
       "      <td>FL</td>\n",
       "      <td>81</td>\n",
       "      <td>408</td>\n",
       "      <td>357-1624</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>190.9</td>\n",
       "      <td>92</td>\n",
       "      <td>32.45</td>\n",
       "      <td>...</td>\n",
       "      <td>132</td>\n",
       "      <td>17.74</td>\n",
       "      <td>120.8</td>\n",
       "      <td>98</td>\n",
       "      <td>5.44</td>\n",
       "      <td>11.4</td>\n",
       "      <td>6</td>\n",
       "      <td>3.08</td>\n",
       "      <td>1</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4973</th>\n",
       "      <td>ND</td>\n",
       "      <td>81</td>\n",
       "      <td>415</td>\n",
       "      <td>342-2543</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>234.1</td>\n",
       "      <td>105</td>\n",
       "      <td>39.80</td>\n",
       "      <td>...</td>\n",
       "      <td>88</td>\n",
       "      <td>20.18</td>\n",
       "      <td>240.6</td>\n",
       "      <td>85</td>\n",
       "      <td>10.83</td>\n",
       "      <td>11.4</td>\n",
       "      <td>4</td>\n",
       "      <td>3.08</td>\n",
       "      <td>1</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4974</th>\n",
       "      <td>LA</td>\n",
       "      <td>96</td>\n",
       "      <td>408</td>\n",
       "      <td>347-4427</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>102.1</td>\n",
       "      <td>74</td>\n",
       "      <td>17.36</td>\n",
       "      <td>...</td>\n",
       "      <td>88</td>\n",
       "      <td>7.96</td>\n",
       "      <td>236.2</td>\n",
       "      <td>125</td>\n",
       "      <td>10.63</td>\n",
       "      <td>14.0</td>\n",
       "      <td>2</td>\n",
       "      <td>3.78</td>\n",
       "      <td>1</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4975</th>\n",
       "      <td>AR</td>\n",
       "      <td>93</td>\n",
       "      <td>415</td>\n",
       "      <td>411-9580</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>131.9</td>\n",
       "      <td>91</td>\n",
       "      <td>22.42</td>\n",
       "      <td>...</td>\n",
       "      <td>92</td>\n",
       "      <td>17.32</td>\n",
       "      <td>205.6</td>\n",
       "      <td>121</td>\n",
       "      <td>9.25</td>\n",
       "      <td>6.8</td>\n",
       "      <td>3</td>\n",
       "      <td>1.84</td>\n",
       "      <td>1</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4976</th>\n",
       "      <td>KY</td>\n",
       "      <td>145</td>\n",
       "      <td>408</td>\n",
       "      <td>338-1170</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>135.0</td>\n",
       "      <td>122</td>\n",
       "      <td>22.95</td>\n",
       "      <td>...</td>\n",
       "      <td>88</td>\n",
       "      <td>17.54</td>\n",
       "      <td>210.4</td>\n",
       "      <td>90</td>\n",
       "      <td>9.47</td>\n",
       "      <td>19.7</td>\n",
       "      <td>4</td>\n",
       "      <td>5.32</td>\n",
       "      <td>0</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4977</th>\n",
       "      <td>HI</td>\n",
       "      <td>53</td>\n",
       "      <td>510</td>\n",
       "      <td>356-5217</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>145.0</td>\n",
       "      <td>80</td>\n",
       "      <td>24.65</td>\n",
       "      <td>...</td>\n",
       "      <td>82</td>\n",
       "      <td>19.41</td>\n",
       "      <td>169.4</td>\n",
       "      <td>109</td>\n",
       "      <td>7.62</td>\n",
       "      <td>8.9</td>\n",
       "      <td>5</td>\n",
       "      <td>2.40</td>\n",
       "      <td>0</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4978</th>\n",
       "      <td>KS</td>\n",
       "      <td>108</td>\n",
       "      <td>408</td>\n",
       "      <td>389-4921</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>170.3</td>\n",
       "      <td>48</td>\n",
       "      <td>28.95</td>\n",
       "      <td>...</td>\n",
       "      <td>146</td>\n",
       "      <td>15.95</td>\n",
       "      <td>204.0</td>\n",
       "      <td>84</td>\n",
       "      <td>9.18</td>\n",
       "      <td>16.1</td>\n",
       "      <td>4</td>\n",
       "      <td>4.35</td>\n",
       "      <td>3</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4979</th>\n",
       "      <td>TX</td>\n",
       "      <td>52</td>\n",
       "      <td>415</td>\n",
       "      <td>330-3162</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>188.7</td>\n",
       "      <td>99</td>\n",
       "      <td>32.08</td>\n",
       "      <td>...</td>\n",
       "      <td>89</td>\n",
       "      <td>17.88</td>\n",
       "      <td>191.4</td>\n",
       "      <td>103</td>\n",
       "      <td>8.61</td>\n",
       "      <td>10.8</td>\n",
       "      <td>2</td>\n",
       "      <td>2.92</td>\n",
       "      <td>1</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4980</th>\n",
       "      <td>WA</td>\n",
       "      <td>73</td>\n",
       "      <td>408</td>\n",
       "      <td>408-8236</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>177.2</td>\n",
       "      <td>118</td>\n",
       "      <td>30.12</td>\n",
       "      <td>...</td>\n",
       "      <td>84</td>\n",
       "      <td>22.99</td>\n",
       "      <td>241.8</td>\n",
       "      <td>112</td>\n",
       "      <td>10.88</td>\n",
       "      <td>12.3</td>\n",
       "      <td>2</td>\n",
       "      <td>3.32</td>\n",
       "      <td>3</td>\n",
       "      <td>True.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4981</th>\n",
       "      <td>NC</td>\n",
       "      <td>61</td>\n",
       "      <td>510</td>\n",
       "      <td>408-3742</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>7.2</td>\n",
       "      <td>97</td>\n",
       "      <td>1.22</td>\n",
       "      <td>...</td>\n",
       "      <td>78</td>\n",
       "      <td>18.85</td>\n",
       "      <td>174.5</td>\n",
       "      <td>94</td>\n",
       "      <td>7.85</td>\n",
       "      <td>12.0</td>\n",
       "      <td>4</td>\n",
       "      <td>3.24</td>\n",
       "      <td>1</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4982</th>\n",
       "      <td>TX</td>\n",
       "      <td>86</td>\n",
       "      <td>408</td>\n",
       "      <td>360-8716</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>181.1</td>\n",
       "      <td>124</td>\n",
       "      <td>30.79</td>\n",
       "      <td>...</td>\n",
       "      <td>105</td>\n",
       "      <td>19.51</td>\n",
       "      <td>122.2</td>\n",
       "      <td>91</td>\n",
       "      <td>5.50</td>\n",
       "      <td>5.6</td>\n",
       "      <td>6</td>\n",
       "      <td>1.51</td>\n",
       "      <td>5</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4983</th>\n",
       "      <td>LA</td>\n",
       "      <td>137</td>\n",
       "      <td>408</td>\n",
       "      <td>400-1731</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>151.8</td>\n",
       "      <td>90</td>\n",
       "      <td>25.81</td>\n",
       "      <td>...</td>\n",
       "      <td>68</td>\n",
       "      <td>19.52</td>\n",
       "      <td>171.8</td>\n",
       "      <td>122</td>\n",
       "      <td>7.73</td>\n",
       "      <td>10.8</td>\n",
       "      <td>5</td>\n",
       "      <td>2.92</td>\n",
       "      <td>2</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4984</th>\n",
       "      <td>TN</td>\n",
       "      <td>74</td>\n",
       "      <td>510</td>\n",
       "      <td>341-2423</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>159.4</td>\n",
       "      <td>86</td>\n",
       "      <td>27.10</td>\n",
       "      <td>...</td>\n",
       "      <td>122</td>\n",
       "      <td>17.85</td>\n",
       "      <td>172.4</td>\n",
       "      <td>99</td>\n",
       "      <td>7.76</td>\n",
       "      <td>8.5</td>\n",
       "      <td>2</td>\n",
       "      <td>2.30</td>\n",
       "      <td>1</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4985</th>\n",
       "      <td>NC</td>\n",
       "      <td>118</td>\n",
       "      <td>510</td>\n",
       "      <td>344-6099</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>31</td>\n",
       "      <td>226.6</td>\n",
       "      <td>99</td>\n",
       "      <td>38.52</td>\n",
       "      <td>...</td>\n",
       "      <td>136</td>\n",
       "      <td>14.02</td>\n",
       "      <td>189.3</td>\n",
       "      <td>120</td>\n",
       "      <td>8.52</td>\n",
       "      <td>10.2</td>\n",
       "      <td>5</td>\n",
       "      <td>2.75</td>\n",
       "      <td>3</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4986</th>\n",
       "      <td>OH</td>\n",
       "      <td>125</td>\n",
       "      <td>415</td>\n",
       "      <td>364-2584</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>214.7</td>\n",
       "      <td>115</td>\n",
       "      <td>36.50</td>\n",
       "      <td>...</td>\n",
       "      <td>94</td>\n",
       "      <td>22.15</td>\n",
       "      <td>266.3</td>\n",
       "      <td>123</td>\n",
       "      <td>11.98</td>\n",
       "      <td>7.4</td>\n",
       "      <td>6</td>\n",
       "      <td>2.00</td>\n",
       "      <td>3</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4987</th>\n",
       "      <td>AR</td>\n",
       "      <td>127</td>\n",
       "      <td>415</td>\n",
       "      <td>397-4141</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>27</td>\n",
       "      <td>157.6</td>\n",
       "      <td>107</td>\n",
       "      <td>26.79</td>\n",
       "      <td>...</td>\n",
       "      <td>49</td>\n",
       "      <td>23.85</td>\n",
       "      <td>75.1</td>\n",
       "      <td>77</td>\n",
       "      <td>3.38</td>\n",
       "      <td>8.0</td>\n",
       "      <td>4</td>\n",
       "      <td>2.16</td>\n",
       "      <td>1</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4988</th>\n",
       "      <td>WA</td>\n",
       "      <td>80</td>\n",
       "      <td>510</td>\n",
       "      <td>397-4475</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>157.0</td>\n",
       "      <td>101</td>\n",
       "      <td>26.69</td>\n",
       "      <td>...</td>\n",
       "      <td>127</td>\n",
       "      <td>17.75</td>\n",
       "      <td>113.3</td>\n",
       "      <td>109</td>\n",
       "      <td>5.10</td>\n",
       "      <td>16.2</td>\n",
       "      <td>2</td>\n",
       "      <td>4.37</td>\n",
       "      <td>2</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4989</th>\n",
       "      <td>MN</td>\n",
       "      <td>150</td>\n",
       "      <td>408</td>\n",
       "      <td>407-6315</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>170.0</td>\n",
       "      <td>115</td>\n",
       "      <td>28.90</td>\n",
       "      <td>...</td>\n",
       "      <td>138</td>\n",
       "      <td>13.83</td>\n",
       "      <td>267.2</td>\n",
       "      <td>77</td>\n",
       "      <td>12.02</td>\n",
       "      <td>8.3</td>\n",
       "      <td>2</td>\n",
       "      <td>2.24</td>\n",
       "      <td>0</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4990</th>\n",
       "      <td>ND</td>\n",
       "      <td>140</td>\n",
       "      <td>510</td>\n",
       "      <td>364-8203</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>244.7</td>\n",
       "      <td>115</td>\n",
       "      <td>41.60</td>\n",
       "      <td>...</td>\n",
       "      <td>101</td>\n",
       "      <td>21.98</td>\n",
       "      <td>231.3</td>\n",
       "      <td>112</td>\n",
       "      <td>10.41</td>\n",
       "      <td>7.5</td>\n",
       "      <td>6</td>\n",
       "      <td>2.03</td>\n",
       "      <td>1</td>\n",
       "      <td>True.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4991</th>\n",
       "      <td>AZ</td>\n",
       "      <td>97</td>\n",
       "      <td>510</td>\n",
       "      <td>410-3888</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>252.6</td>\n",
       "      <td>89</td>\n",
       "      <td>42.94</td>\n",
       "      <td>...</td>\n",
       "      <td>91</td>\n",
       "      <td>28.93</td>\n",
       "      <td>256.5</td>\n",
       "      <td>67</td>\n",
       "      <td>11.54</td>\n",
       "      <td>8.8</td>\n",
       "      <td>5</td>\n",
       "      <td>2.38</td>\n",
       "      <td>1</td>\n",
       "      <td>True.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4992</th>\n",
       "      <td>MT</td>\n",
       "      <td>83</td>\n",
       "      <td>415</td>\n",
       "      <td>355-3630</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>188.3</td>\n",
       "      <td>70</td>\n",
       "      <td>32.01</td>\n",
       "      <td>...</td>\n",
       "      <td>88</td>\n",
       "      <td>20.72</td>\n",
       "      <td>213.7</td>\n",
       "      <td>79</td>\n",
       "      <td>9.62</td>\n",
       "      <td>10.3</td>\n",
       "      <td>6</td>\n",
       "      <td>2.78</td>\n",
       "      <td>0</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4993</th>\n",
       "      <td>WV</td>\n",
       "      <td>73</td>\n",
       "      <td>408</td>\n",
       "      <td>411-9655</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>177.9</td>\n",
       "      <td>89</td>\n",
       "      <td>30.24</td>\n",
       "      <td>...</td>\n",
       "      <td>82</td>\n",
       "      <td>11.15</td>\n",
       "      <td>186.2</td>\n",
       "      <td>89</td>\n",
       "      <td>8.38</td>\n",
       "      <td>11.5</td>\n",
       "      <td>6</td>\n",
       "      <td>3.11</td>\n",
       "      <td>3</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4994</th>\n",
       "      <td>NC</td>\n",
       "      <td>75</td>\n",
       "      <td>408</td>\n",
       "      <td>417-1886</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>170.7</td>\n",
       "      <td>101</td>\n",
       "      <td>29.02</td>\n",
       "      <td>...</td>\n",
       "      <td>126</td>\n",
       "      <td>16.41</td>\n",
       "      <td>129.1</td>\n",
       "      <td>104</td>\n",
       "      <td>5.81</td>\n",
       "      <td>6.9</td>\n",
       "      <td>7</td>\n",
       "      <td>1.86</td>\n",
       "      <td>1</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4995</th>\n",
       "      <td>HI</td>\n",
       "      <td>50</td>\n",
       "      <td>408</td>\n",
       "      <td>365-8751</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>40</td>\n",
       "      <td>235.7</td>\n",
       "      <td>127</td>\n",
       "      <td>40.07</td>\n",
       "      <td>...</td>\n",
       "      <td>126</td>\n",
       "      <td>18.96</td>\n",
       "      <td>297.5</td>\n",
       "      <td>116</td>\n",
       "      <td>13.39</td>\n",
       "      <td>9.9</td>\n",
       "      <td>5</td>\n",
       "      <td>2.67</td>\n",
       "      <td>2</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4996</th>\n",
       "      <td>WV</td>\n",
       "      <td>152</td>\n",
       "      <td>415</td>\n",
       "      <td>334-9736</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>184.2</td>\n",
       "      <td>90</td>\n",
       "      <td>31.31</td>\n",
       "      <td>...</td>\n",
       "      <td>73</td>\n",
       "      <td>21.83</td>\n",
       "      <td>213.6</td>\n",
       "      <td>113</td>\n",
       "      <td>9.61</td>\n",
       "      <td>14.7</td>\n",
       "      <td>2</td>\n",
       "      <td>3.97</td>\n",
       "      <td>3</td>\n",
       "      <td>True.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4997</th>\n",
       "      <td>DC</td>\n",
       "      <td>61</td>\n",
       "      <td>415</td>\n",
       "      <td>333-6861</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>140.6</td>\n",
       "      <td>89</td>\n",
       "      <td>23.90</td>\n",
       "      <td>...</td>\n",
       "      <td>128</td>\n",
       "      <td>14.69</td>\n",
       "      <td>212.4</td>\n",
       "      <td>97</td>\n",
       "      <td>9.56</td>\n",
       "      <td>13.6</td>\n",
       "      <td>4</td>\n",
       "      <td>3.67</td>\n",
       "      <td>1</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4998</th>\n",
       "      <td>DC</td>\n",
       "      <td>109</td>\n",
       "      <td>510</td>\n",
       "      <td>394-2206</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>188.8</td>\n",
       "      <td>67</td>\n",
       "      <td>32.10</td>\n",
       "      <td>...</td>\n",
       "      <td>92</td>\n",
       "      <td>14.59</td>\n",
       "      <td>224.4</td>\n",
       "      <td>89</td>\n",
       "      <td>10.10</td>\n",
       "      <td>8.5</td>\n",
       "      <td>6</td>\n",
       "      <td>2.30</td>\n",
       "      <td>0</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4999</th>\n",
       "      <td>VT</td>\n",
       "      <td>86</td>\n",
       "      <td>415</td>\n",
       "      <td>373-8058</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>34</td>\n",
       "      <td>129.4</td>\n",
       "      <td>102</td>\n",
       "      <td>22.00</td>\n",
       "      <td>...</td>\n",
       "      <td>104</td>\n",
       "      <td>22.70</td>\n",
       "      <td>154.8</td>\n",
       "      <td>100</td>\n",
       "      <td>6.97</td>\n",
       "      <td>9.3</td>\n",
       "      <td>16</td>\n",
       "      <td>2.51</td>\n",
       "      <td>0</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5000 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     State  Account Length  Area Code Phone Number International Plan  \\\n",
       "0       KS             128        415     382-4657                 no   \n",
       "1       OH             107        415     371-7191                 no   \n",
       "2       NJ             137        415     358-1921                 no   \n",
       "3       OH              84        408     375-9999                yes   \n",
       "4       OK              75        415     330-6626                yes   \n",
       "5       AL             118        510     391-8027                yes   \n",
       "6       MA             121        510     355-9993                 no   \n",
       "7       MO             147        415     329-9001                yes   \n",
       "8       LA             117        408     335-4719                 no   \n",
       "9       WV             141        415     330-8173                yes   \n",
       "10      IN              65        415     329-6603                 no   \n",
       "11      RI              74        415     344-9403                 no   \n",
       "12      IA             168        408     363-1107                 no   \n",
       "13      MT              95        510     394-8006                 no   \n",
       "14      IA              62        415     366-9238                 no   \n",
       "15      NY             161        415     351-7269                 no   \n",
       "16      ID              85        408     350-8884                 no   \n",
       "17      VT              93        510     386-2923                 no   \n",
       "18      VA              76        510     356-2992                 no   \n",
       "19      TX              73        415     373-2782                 no   \n",
       "20      FL             147        415     396-5800                 no   \n",
       "21      CO              77        408     393-7984                 no   \n",
       "22      AZ             130        415     358-1958                 no   \n",
       "23      SC             111        415     350-2565                 no   \n",
       "24      VA             132        510     343-4696                 no   \n",
       "25      NE             174        415     331-3698                 no   \n",
       "26      WY              57        408     357-3817                 no   \n",
       "27      MT              54        408     418-6412                 no   \n",
       "28      MO              20        415     353-2630                 no   \n",
       "29      HI              49        510     410-7789                 no   \n",
       "...    ...             ...        ...          ...                ...   \n",
       "4970    MD             133        415     363-2715                 no   \n",
       "4971    HI             128        510     409-8074                 no   \n",
       "4972    FL              81        408     357-1624                 no   \n",
       "4973    ND              81        415     342-2543                 no   \n",
       "4974    LA              96        408     347-4427                 no   \n",
       "4975    AR              93        415     411-9580                 no   \n",
       "4976    KY             145        408     338-1170                 no   \n",
       "4977    HI              53        510     356-5217                yes   \n",
       "4978    KS             108        408     389-4921                 no   \n",
       "4979    TX              52        415     330-3162                 no   \n",
       "4980    WA              73        408     408-8236                 no   \n",
       "4981    NC              61        510     408-3742                 no   \n",
       "4982    TX              86        408     360-8716                 no   \n",
       "4983    LA             137        408     400-1731                 no   \n",
       "4984    TN              74        510     341-2423                 no   \n",
       "4985    NC             118        510     344-6099                 no   \n",
       "4986    OH             125        415     364-2584                 no   \n",
       "4987    AR             127        415     397-4141                 no   \n",
       "4988    WA              80        510     397-4475                 no   \n",
       "4989    MN             150        408     407-6315                 no   \n",
       "4990    ND             140        510     364-8203                 no   \n",
       "4991    AZ              97        510     410-3888                 no   \n",
       "4992    MT              83        415     355-3630                 no   \n",
       "4993    WV              73        408     411-9655                 no   \n",
       "4994    NC              75        408     417-1886                 no   \n",
       "4995    HI              50        408     365-8751                 no   \n",
       "4996    WV             152        415     334-9736                 no   \n",
       "4997    DC              61        415     333-6861                 no   \n",
       "4998    DC             109        510     394-2206                 no   \n",
       "4999    VT              86        415     373-8058                 no   \n",
       "\n",
       "     Voice mail Plan  Num of Voice mail Messages  Total Day Minutes  \\\n",
       "0                yes                          25              265.1   \n",
       "1                yes                          26              161.6   \n",
       "2                 no                           0              243.4   \n",
       "3                 no                           0              299.4   \n",
       "4                 no                           0              166.7   \n",
       "5                 no                           0              223.4   \n",
       "6                yes                          24              218.2   \n",
       "7                 no                           0              157.0   \n",
       "8                 no                           0              184.5   \n",
       "9                yes                          37              258.6   \n",
       "10                no                           0              129.1   \n",
       "11                no                           0              187.7   \n",
       "12                no                           0              128.8   \n",
       "13                no                           0              156.6   \n",
       "14                no                           0              120.7   \n",
       "15                no                           0              332.9   \n",
       "16               yes                          27              196.4   \n",
       "17                no                           0              190.7   \n",
       "18               yes                          33              189.7   \n",
       "19                no                           0              224.4   \n",
       "20                no                           0              155.1   \n",
       "21                no                           0               62.4   \n",
       "22                no                           0              183.0   \n",
       "23                no                           0              110.4   \n",
       "24                no                           0               81.1   \n",
       "25                no                           0              124.3   \n",
       "26               yes                          39              213.0   \n",
       "27                no                           0              134.3   \n",
       "28                no                           0              190.0   \n",
       "29                no                           0              119.3   \n",
       "...              ...                         ...                ...   \n",
       "4970              no                           0              173.1   \n",
       "4971             yes                          28              115.4   \n",
       "4972              no                           0              190.9   \n",
       "4973              no                           0              234.1   \n",
       "4974              no                           0              102.1   \n",
       "4975              no                           0              131.9   \n",
       "4976              no                           0              135.0   \n",
       "4977              no                           0              145.0   \n",
       "4978              no                           0              170.3   \n",
       "4979              no                           0              188.7   \n",
       "4980              no                           0              177.2   \n",
       "4981              no                           0                7.2   \n",
       "4982              no                           0              181.1   \n",
       "4983              no                           0              151.8   \n",
       "4984              no                           0              159.4   \n",
       "4985             yes                          31              226.6   \n",
       "4986              no                           0              214.7   \n",
       "4987             yes                          27              157.6   \n",
       "4988              no                           0              157.0   \n",
       "4989              no                           0              170.0   \n",
       "4990              no                           0              244.7   \n",
       "4991              no                           0              252.6   \n",
       "4992              no                           0              188.3   \n",
       "4993              no                           0              177.9   \n",
       "4994              no                           0              170.7   \n",
       "4995             yes                          40              235.7   \n",
       "4996              no                           0              184.2   \n",
       "4997              no                           0              140.6   \n",
       "4998              no                           0              188.8   \n",
       "4999             yes                          34              129.4   \n",
       "\n",
       "      Total Day Calls  Total day Charge   ...     Total Eve Calls  \\\n",
       "0                 110             45.07   ...                  99   \n",
       "1                 123             27.47   ...                 103   \n",
       "2                 114             41.38   ...                 110   \n",
       "3                  71             50.90   ...                  88   \n",
       "4                 113             28.34   ...                 122   \n",
       "5                  98             37.98   ...                 101   \n",
       "6                  88             37.09   ...                 108   \n",
       "7                  79             26.69   ...                  94   \n",
       "8                  97             31.37   ...                  80   \n",
       "9                  84             43.96   ...                 111   \n",
       "10                137             21.95   ...                  83   \n",
       "11                127             31.91   ...                 148   \n",
       "12                 96             21.90   ...                  71   \n",
       "13                 88             26.62   ...                  75   \n",
       "14                 70             20.52   ...                  76   \n",
       "15                 67             56.59   ...                  97   \n",
       "16                139             33.39   ...                  90   \n",
       "17                114             32.42   ...                 111   \n",
       "18                 66             32.25   ...                  65   \n",
       "19                 90             38.15   ...                  88   \n",
       "20                117             26.37   ...                  93   \n",
       "21                 89             10.61   ...                 121   \n",
       "22                112             31.11   ...                  99   \n",
       "23                103             18.77   ...                 102   \n",
       "24                 86             13.79   ...                  72   \n",
       "25                 76             21.13   ...                 112   \n",
       "26                115             36.21   ...                 112   \n",
       "27                 73             22.83   ...                 100   \n",
       "28                109             32.30   ...                  84   \n",
       "29                117             20.28   ...                 109   \n",
       "...               ...               ...   ...                 ...   \n",
       "4970              126             29.43   ...                  98   \n",
       "4971               96             19.62   ...                  94   \n",
       "4972               92             32.45   ...                 132   \n",
       "4973              105             39.80   ...                  88   \n",
       "4974               74             17.36   ...                  88   \n",
       "4975               91             22.42   ...                  92   \n",
       "4976              122             22.95   ...                  88   \n",
       "4977               80             24.65   ...                  82   \n",
       "4978               48             28.95   ...                 146   \n",
       "4979               99             32.08   ...                  89   \n",
       "4980              118             30.12   ...                  84   \n",
       "4981               97              1.22   ...                  78   \n",
       "4982              124             30.79   ...                 105   \n",
       "4983               90             25.81   ...                  68   \n",
       "4984               86             27.10   ...                 122   \n",
       "4985               99             38.52   ...                 136   \n",
       "4986              115             36.50   ...                  94   \n",
       "4987              107             26.79   ...                  49   \n",
       "4988              101             26.69   ...                 127   \n",
       "4989              115             28.90   ...                 138   \n",
       "4990              115             41.60   ...                 101   \n",
       "4991               89             42.94   ...                  91   \n",
       "4992               70             32.01   ...                  88   \n",
       "4993               89             30.24   ...                  82   \n",
       "4994              101             29.02   ...                 126   \n",
       "4995              127             40.07   ...                 126   \n",
       "4996               90             31.31   ...                  73   \n",
       "4997               89             23.90   ...                 128   \n",
       "4998               67             32.10   ...                  92   \n",
       "4999              102             22.00   ...                 104   \n",
       "\n",
       "      Total Eve Charge  Total Night Minutes  Total Night Calls   \\\n",
       "0                16.78                244.7                  91   \n",
       "1                16.62                254.4                 103   \n",
       "2                10.30                162.6                 104   \n",
       "3                 5.26                196.9                  89   \n",
       "4                12.61                186.9                 121   \n",
       "5                18.75                203.9                 118   \n",
       "6                29.62                212.6                 118   \n",
       "7                 8.76                211.8                  96   \n",
       "8                29.89                215.8                  90   \n",
       "9                18.87                326.4                  97   \n",
       "10               19.42                208.8                 111   \n",
       "11               13.89                196.0                  94   \n",
       "12                8.92                141.1                 128   \n",
       "13               21.05                192.3                 115   \n",
       "14               26.11                203.0                  99   \n",
       "15               27.01                160.6                 128   \n",
       "16               23.88                 89.3                  75   \n",
       "17               18.55                129.6                 121   \n",
       "18               18.09                165.7                 108   \n",
       "19               13.56                192.8                  74   \n",
       "20               20.37                208.8                 133   \n",
       "21               14.44                209.6                  64   \n",
       "22                6.20                181.8                  78   \n",
       "23               11.67                189.6                 105   \n",
       "24               20.84                237.0                 115   \n",
       "25               23.55                250.7                 115   \n",
       "26               16.24                182.7                 115   \n",
       "27               13.22                102.1                  68   \n",
       "28               21.95                181.5                 102   \n",
       "29               18.28                178.7                  90   \n",
       "...                ...                  ...                 ...   \n",
       "4970             17.00                231.0                 103   \n",
       "4971             15.76                209.3                  69   \n",
       "4972             17.74                120.8                  98   \n",
       "4973             20.18                240.6                  85   \n",
       "4974              7.96                236.2                 125   \n",
       "4975             17.32                205.6                 121   \n",
       "4976             17.54                210.4                  90   \n",
       "4977             19.41                169.4                 109   \n",
       "4978             15.95                204.0                  84   \n",
       "4979             17.88                191.4                 103   \n",
       "4980             22.99                241.8                 112   \n",
       "4981             18.85                174.5                  94   \n",
       "4982             19.51                122.2                  91   \n",
       "4983             19.52                171.8                 122   \n",
       "4984             17.85                172.4                  99   \n",
       "4985             14.02                189.3                 120   \n",
       "4986             22.15                266.3                 123   \n",
       "4987             23.85                 75.1                  77   \n",
       "4988             17.75                113.3                 109   \n",
       "4989             13.83                267.2                  77   \n",
       "4990             21.98                231.3                 112   \n",
       "4991             28.93                256.5                  67   \n",
       "4992             20.72                213.7                  79   \n",
       "4993             11.15                186.2                  89   \n",
       "4994             16.41                129.1                 104   \n",
       "4995             18.96                297.5                 116   \n",
       "4996             21.83                213.6                 113   \n",
       "4997             14.69                212.4                  97   \n",
       "4998             14.59                224.4                  89   \n",
       "4999             22.70                154.8                 100   \n",
       "\n",
       "      Total Night Charge  Total International Minutes  Total Intl  Calls  \\\n",
       "0                  11.01                         10.0                  3   \n",
       "1                  11.45                         13.7                  3   \n",
       "2                   7.32                         12.2                  5   \n",
       "3                   8.86                          6.6                  7   \n",
       "4                   8.41                         10.1                  3   \n",
       "5                   9.18                          6.3                  6   \n",
       "6                   9.57                          7.5                  7   \n",
       "7                   9.53                          7.1                  6   \n",
       "8                   9.71                          8.7                  4   \n",
       "9                  14.69                         11.2                  5   \n",
       "10                  9.40                         12.7                  6   \n",
       "11                  8.82                          9.1                  5   \n",
       "12                  6.35                         11.2                  2   \n",
       "13                  8.65                         12.3                  5   \n",
       "14                  9.14                         13.1                  6   \n",
       "15                  7.23                          5.4                  9   \n",
       "16                  4.02                         13.8                  4   \n",
       "17                  5.83                          8.1                  3   \n",
       "18                  7.46                         10.0                  5   \n",
       "19                  8.68                         13.0                  2   \n",
       "20                  9.40                         10.6                  4   \n",
       "21                  9.43                          5.7                  6   \n",
       "22                  8.18                          9.5                 19   \n",
       "23                  8.53                          7.7                  6   \n",
       "24                 10.67                         10.3                  2   \n",
       "25                 11.28                         15.5                  5   \n",
       "26                  8.22                          9.5                  3   \n",
       "27                  4.59                         14.7                  4   \n",
       "28                  8.17                          6.3                  6   \n",
       "29                  8.04                         11.1                  1   \n",
       "...                  ...                          ...                ...   \n",
       "4970               10.40                         10.8                  1   \n",
       "4971                9.42                         17.7                  4   \n",
       "4972                5.44                         11.4                  6   \n",
       "4973               10.83                         11.4                  4   \n",
       "4974               10.63                         14.0                  2   \n",
       "4975                9.25                          6.8                  3   \n",
       "4976                9.47                         19.7                  4   \n",
       "4977                7.62                          8.9                  5   \n",
       "4978                9.18                         16.1                  4   \n",
       "4979                8.61                         10.8                  2   \n",
       "4980               10.88                         12.3                  2   \n",
       "4981                7.85                         12.0                  4   \n",
       "4982                5.50                          5.6                  6   \n",
       "4983                7.73                         10.8                  5   \n",
       "4984                7.76                          8.5                  2   \n",
       "4985                8.52                         10.2                  5   \n",
       "4986               11.98                          7.4                  6   \n",
       "4987                3.38                          8.0                  4   \n",
       "4988                5.10                         16.2                  2   \n",
       "4989               12.02                          8.3                  2   \n",
       "4990               10.41                          7.5                  6   \n",
       "4991               11.54                          8.8                  5   \n",
       "4992                9.62                         10.3                  6   \n",
       "4993                8.38                         11.5                  6   \n",
       "4994                5.81                          6.9                  7   \n",
       "4995               13.39                          9.9                  5   \n",
       "4996                9.61                         14.7                  2   \n",
       "4997                9.56                         13.6                  4   \n",
       "4998               10.10                          8.5                  6   \n",
       "4999                6.97                          9.3                 16   \n",
       "\n",
       "      Total Intl Charge  Number Customer Service calls     Churn  \n",
       "0                  2.70                               1   False.  \n",
       "1                  3.70                               1   False.  \n",
       "2                  3.29                               0   False.  \n",
       "3                  1.78                               2   False.  \n",
       "4                  2.73                               3   False.  \n",
       "5                  1.70                               0   False.  \n",
       "6                  2.03                               3   False.  \n",
       "7                  1.92                               0   False.  \n",
       "8                  2.35                               1   False.  \n",
       "9                  3.02                               0   False.  \n",
       "10                 3.43                               4    True.  \n",
       "11                 2.46                               0   False.  \n",
       "12                 3.02                               1   False.  \n",
       "13                 3.32                               3   False.  \n",
       "14                 3.54                               4   False.  \n",
       "15                 1.46                               4    True.  \n",
       "16                 3.73                               1   False.  \n",
       "17                 2.19                               3   False.  \n",
       "18                 2.70                               1   False.  \n",
       "19                 3.51                               1   False.  \n",
       "20                 2.86                               0   False.  \n",
       "21                 1.54                               5    True.  \n",
       "22                 2.57                               0   False.  \n",
       "23                 2.08                               2   False.  \n",
       "24                 2.78                               0   False.  \n",
       "25                 4.19                               3   False.  \n",
       "26                 2.57                               0   False.  \n",
       "27                 3.97                               3   False.  \n",
       "28                 1.70                               0   False.  \n",
       "29                 3.00                               1   False.  \n",
       "...                 ...                             ...      ...  \n",
       "4970               2.92                               1   False.  \n",
       "4971               4.78                               0   False.  \n",
       "4972               3.08                               1   False.  \n",
       "4973               3.08                               1   False.  \n",
       "4974               3.78                               1   False.  \n",
       "4975               1.84                               1   False.  \n",
       "4976               5.32                               0   False.  \n",
       "4977               2.40                               0   False.  \n",
       "4978               4.35                               3   False.  \n",
       "4979               2.92                               1   False.  \n",
       "4980               3.32                               3    True.  \n",
       "4981               3.24                               1   False.  \n",
       "4982               1.51                               5   False.  \n",
       "4983               2.92                               2   False.  \n",
       "4984               2.30                               1   False.  \n",
       "4985               2.75                               3   False.  \n",
       "4986               2.00                               3   False.  \n",
       "4987               2.16                               1   False.  \n",
       "4988               4.37                               2   False.  \n",
       "4989               2.24                               0   False.  \n",
       "4990               2.03                               1    True.  \n",
       "4991               2.38                               1    True.  \n",
       "4992               2.78                               0   False.  \n",
       "4993               3.11                               3   False.  \n",
       "4994               1.86                               1   False.  \n",
       "4995               2.67                               2   False.  \n",
       "4996               3.97                               3    True.  \n",
       "4997               3.67                               1   False.  \n",
       "4998               2.30                               0   False.  \n",
       "4999               2.51                               0   False.  \n",
       "\n",
       "[5000 rows x 21 columns]"
      ]
     },
     "execution_count": 156,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "metadata": {},
   "outputs": [],
   "source": [
    "data.drop(['Phone Number'],axis=1,inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 344,
   "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>Num of Voice mail 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 International Minutes</th>\n",
       "      <th>Total Intl  Calls</th>\n",
       "      <th>Total Intl Charge</th>\n",
       "      <th>Number 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",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>AL</td>\n",
       "      <td>118</td>\n",
       "      <td>510</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</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>MA</td>\n",
       "      <td>121</td>\n",
       "      <td>510</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</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>MO</td>\n",
       "      <td>147</td>\n",
       "      <td>415</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</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>LA</td>\n",
       "      <td>117</td>\n",
       "      <td>408</td>\n",
       "      <td>no</td>\n",
       "      <td>no</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>WV</td>\n",
       "      <td>141</td>\n",
       "      <td>415</td>\n",
       "      <td>yes</td>\n",
       "      <td>yes</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>10</th>\n",
       "      <td>IN</td>\n",
       "      <td>65</td>\n",
       "      <td>415</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>129.1</td>\n",
       "      <td>137</td>\n",
       "      <td>21.95</td>\n",
       "      <td>228.5</td>\n",
       "      <td>83</td>\n",
       "      <td>19.42</td>\n",
       "      <td>208.8</td>\n",
       "      <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>11</th>\n",
       "      <td>RI</td>\n",
       "      <td>74</td>\n",
       "      <td>415</td>\n",
       "      <td>no</td>\n",
       "      <td>no</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>IA</td>\n",
       "      <td>168</td>\n",
       "      <td>408</td>\n",
       "      <td>no</td>\n",
       "      <td>no</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>MT</td>\n",
       "      <td>95</td>\n",
       "      <td>510</td>\n",
       "      <td>no</td>\n",
       "      <td>no</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>14</th>\n",
       "      <td>IA</td>\n",
       "      <td>62</td>\n",
       "      <td>415</td>\n",
       "      <td>no</td>\n",
       "      <td>no</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>NY</td>\n",
       "      <td>161</td>\n",
       "      <td>415</td>\n",
       "      <td>no</td>\n",
       "      <td>no</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>16</th>\n",
       "      <td>ID</td>\n",
       "      <td>85</td>\n",
       "      <td>408</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</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>VT</td>\n",
       "      <td>93</td>\n",
       "      <td>510</td>\n",
       "      <td>no</td>\n",
       "      <td>no</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>VA</td>\n",
       "      <td>76</td>\n",
       "      <td>510</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</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>TX</td>\n",
       "      <td>73</td>\n",
       "      <td>415</td>\n",
       "      <td>no</td>\n",
       "      <td>no</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>FL</td>\n",
       "      <td>147</td>\n",
       "      <td>415</td>\n",
       "      <td>no</td>\n",
       "      <td>no</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>21</th>\n",
       "      <td>CO</td>\n",
       "      <td>77</td>\n",
       "      <td>408</td>\n",
       "      <td>no</td>\n",
       "      <td>no</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>22</th>\n",
       "      <td>AZ</td>\n",
       "      <td>130</td>\n",
       "      <td>415</td>\n",
       "      <td>no</td>\n",
       "      <td>no</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>SC</td>\n",
       "      <td>111</td>\n",
       "      <td>415</td>\n",
       "      <td>no</td>\n",
       "      <td>no</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>VA</td>\n",
       "      <td>132</td>\n",
       "      <td>510</td>\n",
       "      <td>no</td>\n",
       "      <td>no</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>NE</td>\n",
       "      <td>174</td>\n",
       "      <td>415</td>\n",
       "      <td>no</td>\n",
       "      <td>no</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>WY</td>\n",
       "      <td>57</td>\n",
       "      <td>408</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</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>MT</td>\n",
       "      <td>54</td>\n",
       "      <td>408</td>\n",
       "      <td>no</td>\n",
       "      <td>no</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>MO</td>\n",
       "      <td>20</td>\n",
       "      <td>415</td>\n",
       "      <td>no</td>\n",
       "      <td>no</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>HI</td>\n",
       "      <td>49</td>\n",
       "      <td>510</td>\n",
       "      <td>no</td>\n",
       "      <td>no</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>...</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>4970</th>\n",
       "      <td>MD</td>\n",
       "      <td>133</td>\n",
       "      <td>415</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>173.1</td>\n",
       "      <td>126</td>\n",
       "      <td>29.43</td>\n",
       "      <td>200.0</td>\n",
       "      <td>98</td>\n",
       "      <td>17.00</td>\n",
       "      <td>231.0</td>\n",
       "      <td>103</td>\n",
       "      <td>10.40</td>\n",
       "      <td>10.8</td>\n",
       "      <td>1</td>\n",
       "      <td>2.92</td>\n",
       "      <td>1</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4971</th>\n",
       "      <td>HI</td>\n",
       "      <td>128</td>\n",
       "      <td>510</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>28</td>\n",
       "      <td>115.4</td>\n",
       "      <td>96</td>\n",
       "      <td>19.62</td>\n",
       "      <td>185.4</td>\n",
       "      <td>94</td>\n",
       "      <td>15.76</td>\n",
       "      <td>209.3</td>\n",
       "      <td>69</td>\n",
       "      <td>9.42</td>\n",
       "      <td>17.7</td>\n",
       "      <td>4</td>\n",
       "      <td>4.78</td>\n",
       "      <td>0</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4972</th>\n",
       "      <td>FL</td>\n",
       "      <td>81</td>\n",
       "      <td>408</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>190.9</td>\n",
       "      <td>92</td>\n",
       "      <td>32.45</td>\n",
       "      <td>208.7</td>\n",
       "      <td>132</td>\n",
       "      <td>17.74</td>\n",
       "      <td>120.8</td>\n",
       "      <td>98</td>\n",
       "      <td>5.44</td>\n",
       "      <td>11.4</td>\n",
       "      <td>6</td>\n",
       "      <td>3.08</td>\n",
       "      <td>1</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4973</th>\n",
       "      <td>ND</td>\n",
       "      <td>81</td>\n",
       "      <td>415</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>234.1</td>\n",
       "      <td>105</td>\n",
       "      <td>39.80</td>\n",
       "      <td>237.4</td>\n",
       "      <td>88</td>\n",
       "      <td>20.18</td>\n",
       "      <td>240.6</td>\n",
       "      <td>85</td>\n",
       "      <td>10.83</td>\n",
       "      <td>11.4</td>\n",
       "      <td>4</td>\n",
       "      <td>3.08</td>\n",
       "      <td>1</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4974</th>\n",
       "      <td>LA</td>\n",
       "      <td>96</td>\n",
       "      <td>408</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>102.1</td>\n",
       "      <td>74</td>\n",
       "      <td>17.36</td>\n",
       "      <td>93.7</td>\n",
       "      <td>88</td>\n",
       "      <td>7.96</td>\n",
       "      <td>236.2</td>\n",
       "      <td>125</td>\n",
       "      <td>10.63</td>\n",
       "      <td>14.0</td>\n",
       "      <td>2</td>\n",
       "      <td>3.78</td>\n",
       "      <td>1</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4975</th>\n",
       "      <td>AR</td>\n",
       "      <td>93</td>\n",
       "      <td>415</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>131.9</td>\n",
       "      <td>91</td>\n",
       "      <td>22.42</td>\n",
       "      <td>203.8</td>\n",
       "      <td>92</td>\n",
       "      <td>17.32</td>\n",
       "      <td>205.6</td>\n",
       "      <td>121</td>\n",
       "      <td>9.25</td>\n",
       "      <td>6.8</td>\n",
       "      <td>3</td>\n",
       "      <td>1.84</td>\n",
       "      <td>1</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4976</th>\n",
       "      <td>KY</td>\n",
       "      <td>145</td>\n",
       "      <td>408</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>135.0</td>\n",
       "      <td>122</td>\n",
       "      <td>22.95</td>\n",
       "      <td>206.3</td>\n",
       "      <td>88</td>\n",
       "      <td>17.54</td>\n",
       "      <td>210.4</td>\n",
       "      <td>90</td>\n",
       "      <td>9.47</td>\n",
       "      <td>19.7</td>\n",
       "      <td>4</td>\n",
       "      <td>5.32</td>\n",
       "      <td>0</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4977</th>\n",
       "      <td>HI</td>\n",
       "      <td>53</td>\n",
       "      <td>510</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>145.0</td>\n",
       "      <td>80</td>\n",
       "      <td>24.65</td>\n",
       "      <td>228.4</td>\n",
       "      <td>82</td>\n",
       "      <td>19.41</td>\n",
       "      <td>169.4</td>\n",
       "      <td>109</td>\n",
       "      <td>7.62</td>\n",
       "      <td>8.9</td>\n",
       "      <td>5</td>\n",
       "      <td>2.40</td>\n",
       "      <td>0</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4978</th>\n",
       "      <td>KS</td>\n",
       "      <td>108</td>\n",
       "      <td>408</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>170.3</td>\n",
       "      <td>48</td>\n",
       "      <td>28.95</td>\n",
       "      <td>187.7</td>\n",
       "      <td>146</td>\n",
       "      <td>15.95</td>\n",
       "      <td>204.0</td>\n",
       "      <td>84</td>\n",
       "      <td>9.18</td>\n",
       "      <td>16.1</td>\n",
       "      <td>4</td>\n",
       "      <td>4.35</td>\n",
       "      <td>3</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4979</th>\n",
       "      <td>TX</td>\n",
       "      <td>52</td>\n",
       "      <td>415</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>188.7</td>\n",
       "      <td>99</td>\n",
       "      <td>32.08</td>\n",
       "      <td>210.4</td>\n",
       "      <td>89</td>\n",
       "      <td>17.88</td>\n",
       "      <td>191.4</td>\n",
       "      <td>103</td>\n",
       "      <td>8.61</td>\n",
       "      <td>10.8</td>\n",
       "      <td>2</td>\n",
       "      <td>2.92</td>\n",
       "      <td>1</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4980</th>\n",
       "      <td>WA</td>\n",
       "      <td>73</td>\n",
       "      <td>408</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>177.2</td>\n",
       "      <td>118</td>\n",
       "      <td>30.12</td>\n",
       "      <td>270.5</td>\n",
       "      <td>84</td>\n",
       "      <td>22.99</td>\n",
       "      <td>241.8</td>\n",
       "      <td>112</td>\n",
       "      <td>10.88</td>\n",
       "      <td>12.3</td>\n",
       "      <td>2</td>\n",
       "      <td>3.32</td>\n",
       "      <td>3</td>\n",
       "      <td>True.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4981</th>\n",
       "      <td>NC</td>\n",
       "      <td>61</td>\n",
       "      <td>510</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>7.2</td>\n",
       "      <td>97</td>\n",
       "      <td>1.22</td>\n",
       "      <td>221.8</td>\n",
       "      <td>78</td>\n",
       "      <td>18.85</td>\n",
       "      <td>174.5</td>\n",
       "      <td>94</td>\n",
       "      <td>7.85</td>\n",
       "      <td>12.0</td>\n",
       "      <td>4</td>\n",
       "      <td>3.24</td>\n",
       "      <td>1</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4982</th>\n",
       "      <td>TX</td>\n",
       "      <td>86</td>\n",
       "      <td>408</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>181.1</td>\n",
       "      <td>124</td>\n",
       "      <td>30.79</td>\n",
       "      <td>229.5</td>\n",
       "      <td>105</td>\n",
       "      <td>19.51</td>\n",
       "      <td>122.2</td>\n",
       "      <td>91</td>\n",
       "      <td>5.50</td>\n",
       "      <td>5.6</td>\n",
       "      <td>6</td>\n",
       "      <td>1.51</td>\n",
       "      <td>5</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4983</th>\n",
       "      <td>LA</td>\n",
       "      <td>137</td>\n",
       "      <td>408</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>151.8</td>\n",
       "      <td>90</td>\n",
       "      <td>25.81</td>\n",
       "      <td>229.6</td>\n",
       "      <td>68</td>\n",
       "      <td>19.52</td>\n",
       "      <td>171.8</td>\n",
       "      <td>122</td>\n",
       "      <td>7.73</td>\n",
       "      <td>10.8</td>\n",
       "      <td>5</td>\n",
       "      <td>2.92</td>\n",
       "      <td>2</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4984</th>\n",
       "      <td>TN</td>\n",
       "      <td>74</td>\n",
       "      <td>510</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>159.4</td>\n",
       "      <td>86</td>\n",
       "      <td>27.10</td>\n",
       "      <td>210.0</td>\n",
       "      <td>122</td>\n",
       "      <td>17.85</td>\n",
       "      <td>172.4</td>\n",
       "      <td>99</td>\n",
       "      <td>7.76</td>\n",
       "      <td>8.5</td>\n",
       "      <td>2</td>\n",
       "      <td>2.30</td>\n",
       "      <td>1</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4985</th>\n",
       "      <td>NC</td>\n",
       "      <td>118</td>\n",
       "      <td>510</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>31</td>\n",
       "      <td>226.6</td>\n",
       "      <td>99</td>\n",
       "      <td>38.52</td>\n",
       "      <td>164.9</td>\n",
       "      <td>136</td>\n",
       "      <td>14.02</td>\n",
       "      <td>189.3</td>\n",
       "      <td>120</td>\n",
       "      <td>8.52</td>\n",
       "      <td>10.2</td>\n",
       "      <td>5</td>\n",
       "      <td>2.75</td>\n",
       "      <td>3</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4986</th>\n",
       "      <td>OH</td>\n",
       "      <td>125</td>\n",
       "      <td>415</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>214.7</td>\n",
       "      <td>115</td>\n",
       "      <td>36.50</td>\n",
       "      <td>260.6</td>\n",
       "      <td>94</td>\n",
       "      <td>22.15</td>\n",
       "      <td>266.3</td>\n",
       "      <td>123</td>\n",
       "      <td>11.98</td>\n",
       "      <td>7.4</td>\n",
       "      <td>6</td>\n",
       "      <td>2.00</td>\n",
       "      <td>3</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4987</th>\n",
       "      <td>AR</td>\n",
       "      <td>127</td>\n",
       "      <td>415</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>27</td>\n",
       "      <td>157.6</td>\n",
       "      <td>107</td>\n",
       "      <td>26.79</td>\n",
       "      <td>280.6</td>\n",
       "      <td>49</td>\n",
       "      <td>23.85</td>\n",
       "      <td>75.1</td>\n",
       "      <td>77</td>\n",
       "      <td>3.38</td>\n",
       "      <td>8.0</td>\n",
       "      <td>4</td>\n",
       "      <td>2.16</td>\n",
       "      <td>1</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4988</th>\n",
       "      <td>WA</td>\n",
       "      <td>80</td>\n",
       "      <td>510</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>157.0</td>\n",
       "      <td>101</td>\n",
       "      <td>26.69</td>\n",
       "      <td>208.8</td>\n",
       "      <td>127</td>\n",
       "      <td>17.75</td>\n",
       "      <td>113.3</td>\n",
       "      <td>109</td>\n",
       "      <td>5.10</td>\n",
       "      <td>16.2</td>\n",
       "      <td>2</td>\n",
       "      <td>4.37</td>\n",
       "      <td>2</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4989</th>\n",
       "      <td>MN</td>\n",
       "      <td>150</td>\n",
       "      <td>408</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>170.0</td>\n",
       "      <td>115</td>\n",
       "      <td>28.90</td>\n",
       "      <td>162.7</td>\n",
       "      <td>138</td>\n",
       "      <td>13.83</td>\n",
       "      <td>267.2</td>\n",
       "      <td>77</td>\n",
       "      <td>12.02</td>\n",
       "      <td>8.3</td>\n",
       "      <td>2</td>\n",
       "      <td>2.24</td>\n",
       "      <td>0</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4990</th>\n",
       "      <td>ND</td>\n",
       "      <td>140</td>\n",
       "      <td>510</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>244.7</td>\n",
       "      <td>115</td>\n",
       "      <td>41.60</td>\n",
       "      <td>258.6</td>\n",
       "      <td>101</td>\n",
       "      <td>21.98</td>\n",
       "      <td>231.3</td>\n",
       "      <td>112</td>\n",
       "      <td>10.41</td>\n",
       "      <td>7.5</td>\n",
       "      <td>6</td>\n",
       "      <td>2.03</td>\n",
       "      <td>1</td>\n",
       "      <td>True.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4991</th>\n",
       "      <td>AZ</td>\n",
       "      <td>97</td>\n",
       "      <td>510</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>252.6</td>\n",
       "      <td>89</td>\n",
       "      <td>42.94</td>\n",
       "      <td>340.3</td>\n",
       "      <td>91</td>\n",
       "      <td>28.93</td>\n",
       "      <td>256.5</td>\n",
       "      <td>67</td>\n",
       "      <td>11.54</td>\n",
       "      <td>8.8</td>\n",
       "      <td>5</td>\n",
       "      <td>2.38</td>\n",
       "      <td>1</td>\n",
       "      <td>True.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4992</th>\n",
       "      <td>MT</td>\n",
       "      <td>83</td>\n",
       "      <td>415</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>188.3</td>\n",
       "      <td>70</td>\n",
       "      <td>32.01</td>\n",
       "      <td>243.8</td>\n",
       "      <td>88</td>\n",
       "      <td>20.72</td>\n",
       "      <td>213.7</td>\n",
       "      <td>79</td>\n",
       "      <td>9.62</td>\n",
       "      <td>10.3</td>\n",
       "      <td>6</td>\n",
       "      <td>2.78</td>\n",
       "      <td>0</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4993</th>\n",
       "      <td>WV</td>\n",
       "      <td>73</td>\n",
       "      <td>408</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>177.9</td>\n",
       "      <td>89</td>\n",
       "      <td>30.24</td>\n",
       "      <td>131.2</td>\n",
       "      <td>82</td>\n",
       "      <td>11.15</td>\n",
       "      <td>186.2</td>\n",
       "      <td>89</td>\n",
       "      <td>8.38</td>\n",
       "      <td>11.5</td>\n",
       "      <td>6</td>\n",
       "      <td>3.11</td>\n",
       "      <td>3</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4994</th>\n",
       "      <td>NC</td>\n",
       "      <td>75</td>\n",
       "      <td>408</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>170.7</td>\n",
       "      <td>101</td>\n",
       "      <td>29.02</td>\n",
       "      <td>193.1</td>\n",
       "      <td>126</td>\n",
       "      <td>16.41</td>\n",
       "      <td>129.1</td>\n",
       "      <td>104</td>\n",
       "      <td>5.81</td>\n",
       "      <td>6.9</td>\n",
       "      <td>7</td>\n",
       "      <td>1.86</td>\n",
       "      <td>1</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4995</th>\n",
       "      <td>HI</td>\n",
       "      <td>50</td>\n",
       "      <td>408</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>40</td>\n",
       "      <td>235.7</td>\n",
       "      <td>127</td>\n",
       "      <td>40.07</td>\n",
       "      <td>223.0</td>\n",
       "      <td>126</td>\n",
       "      <td>18.96</td>\n",
       "      <td>297.5</td>\n",
       "      <td>116</td>\n",
       "      <td>13.39</td>\n",
       "      <td>9.9</td>\n",
       "      <td>5</td>\n",
       "      <td>2.67</td>\n",
       "      <td>2</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4996</th>\n",
       "      <td>WV</td>\n",
       "      <td>152</td>\n",
       "      <td>415</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>184.2</td>\n",
       "      <td>90</td>\n",
       "      <td>31.31</td>\n",
       "      <td>256.8</td>\n",
       "      <td>73</td>\n",
       "      <td>21.83</td>\n",
       "      <td>213.6</td>\n",
       "      <td>113</td>\n",
       "      <td>9.61</td>\n",
       "      <td>14.7</td>\n",
       "      <td>2</td>\n",
       "      <td>3.97</td>\n",
       "      <td>3</td>\n",
       "      <td>True.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4997</th>\n",
       "      <td>DC</td>\n",
       "      <td>61</td>\n",
       "      <td>415</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>140.6</td>\n",
       "      <td>89</td>\n",
       "      <td>23.90</td>\n",
       "      <td>172.8</td>\n",
       "      <td>128</td>\n",
       "      <td>14.69</td>\n",
       "      <td>212.4</td>\n",
       "      <td>97</td>\n",
       "      <td>9.56</td>\n",
       "      <td>13.6</td>\n",
       "      <td>4</td>\n",
       "      <td>3.67</td>\n",
       "      <td>1</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4998</th>\n",
       "      <td>DC</td>\n",
       "      <td>109</td>\n",
       "      <td>510</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>188.8</td>\n",
       "      <td>67</td>\n",
       "      <td>32.10</td>\n",
       "      <td>171.7</td>\n",
       "      <td>92</td>\n",
       "      <td>14.59</td>\n",
       "      <td>224.4</td>\n",
       "      <td>89</td>\n",
       "      <td>10.10</td>\n",
       "      <td>8.5</td>\n",
       "      <td>6</td>\n",
       "      <td>2.30</td>\n",
       "      <td>0</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4999</th>\n",
       "      <td>VT</td>\n",
       "      <td>86</td>\n",
       "      <td>415</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>34</td>\n",
       "      <td>129.4</td>\n",
       "      <td>102</td>\n",
       "      <td>22.00</td>\n",
       "      <td>267.1</td>\n",
       "      <td>104</td>\n",
       "      <td>22.70</td>\n",
       "      <td>154.8</td>\n",
       "      <td>100</td>\n",
       "      <td>6.97</td>\n",
       "      <td>9.3</td>\n",
       "      <td>16</td>\n",
       "      <td>2.51</td>\n",
       "      <td>0</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5000 rows × 20 columns</p>\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",
       "5       AL             118        510                yes              no   \n",
       "6       MA             121        510                 no             yes   \n",
       "7       MO             147        415                yes              no   \n",
       "8       LA             117        408                 no              no   \n",
       "9       WV             141        415                yes             yes   \n",
       "10      IN              65        415                 no              no   \n",
       "11      RI              74        415                 no              no   \n",
       "12      IA             168        408                 no              no   \n",
       "13      MT              95        510                 no              no   \n",
       "14      IA              62        415                 no              no   \n",
       "15      NY             161        415                 no              no   \n",
       "16      ID              85        408                 no             yes   \n",
       "17      VT              93        510                 no              no   \n",
       "18      VA              76        510                 no             yes   \n",
       "19      TX              73        415                 no              no   \n",
       "20      FL             147        415                 no              no   \n",
       "21      CO              77        408                 no              no   \n",
       "22      AZ             130        415                 no              no   \n",
       "23      SC             111        415                 no              no   \n",
       "24      VA             132        510                 no              no   \n",
       "25      NE             174        415                 no              no   \n",
       "26      WY              57        408                 no             yes   \n",
       "27      MT              54        408                 no              no   \n",
       "28      MO              20        415                 no              no   \n",
       "29      HI              49        510                 no              no   \n",
       "...    ...             ...        ...                ...             ...   \n",
       "4970    MD             133        415                 no              no   \n",
       "4971    HI             128        510                 no             yes   \n",
       "4972    FL              81        408                 no              no   \n",
       "4973    ND              81        415                 no              no   \n",
       "4974    LA              96        408                 no              no   \n",
       "4975    AR              93        415                 no              no   \n",
       "4976    KY             145        408                 no              no   \n",
       "4977    HI              53        510                yes              no   \n",
       "4978    KS             108        408                 no              no   \n",
       "4979    TX              52        415                 no              no   \n",
       "4980    WA              73        408                 no              no   \n",
       "4981    NC              61        510                 no              no   \n",
       "4982    TX              86        408                 no              no   \n",
       "4983    LA             137        408                 no              no   \n",
       "4984    TN              74        510                 no              no   \n",
       "4985    NC             118        510                 no             yes   \n",
       "4986    OH             125        415                 no              no   \n",
       "4987    AR             127        415                 no             yes   \n",
       "4988    WA              80        510                 no              no   \n",
       "4989    MN             150        408                 no              no   \n",
       "4990    ND             140        510                 no              no   \n",
       "4991    AZ              97        510                 no              no   \n",
       "4992    MT              83        415                 no              no   \n",
       "4993    WV              73        408                 no              no   \n",
       "4994    NC              75        408                 no              no   \n",
       "4995    HI              50        408                 no             yes   \n",
       "4996    WV             152        415                 no              no   \n",
       "4997    DC              61        415                 no              no   \n",
       "4998    DC             109        510                 no              no   \n",
       "4999    VT              86        415                 no             yes   \n",
       "\n",
       "      Num of Voice mail 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",
       "10                             0              129.1              137   \n",
       "11                             0              187.7              127   \n",
       "12                             0              128.8               96   \n",
       "13                             0              156.6               88   \n",
       "14                             0              120.7               70   \n",
       "15                             0              332.9               67   \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",
       "21                             0               62.4               89   \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",
       "...                          ...                ...              ...   \n",
       "4970                           0              173.1              126   \n",
       "4971                          28              115.4               96   \n",
       "4972                           0              190.9               92   \n",
       "4973                           0              234.1              105   \n",
       "4974                           0              102.1               74   \n",
       "4975                           0              131.9               91   \n",
       "4976                           0              135.0              122   \n",
       "4977                           0              145.0               80   \n",
       "4978                           0              170.3               48   \n",
       "4979                           0              188.7               99   \n",
       "4980                           0              177.2              118   \n",
       "4981                           0                7.2               97   \n",
       "4982                           0              181.1              124   \n",
       "4983                           0              151.8               90   \n",
       "4984                           0              159.4               86   \n",
       "4985                          31              226.6               99   \n",
       "4986                           0              214.7              115   \n",
       "4987                          27              157.6              107   \n",
       "4988                           0              157.0              101   \n",
       "4989                           0              170.0              115   \n",
       "4990                           0              244.7              115   \n",
       "4991                           0              252.6               89   \n",
       "4992                           0              188.3               70   \n",
       "4993                           0              177.9               89   \n",
       "4994                           0              170.7              101   \n",
       "4995                          40              235.7              127   \n",
       "4996                           0              184.2               90   \n",
       "4997                           0              140.6               89   \n",
       "4998                           0              188.8               67   \n",
       "4999                          34              129.4              102   \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",
       "10               21.95              228.5               83             19.42   \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",
       "14               20.52              307.2               76             26.11   \n",
       "15               56.59              317.8               97             27.01   \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",
       "21               10.61              169.9              121             14.44   \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",
       "...                ...                ...              ...               ...   \n",
       "4970             29.43              200.0               98             17.00   \n",
       "4971             19.62              185.4               94             15.76   \n",
       "4972             32.45              208.7              132             17.74   \n",
       "4973             39.80              237.4               88             20.18   \n",
       "4974             17.36               93.7               88              7.96   \n",
       "4975             22.42              203.8               92             17.32   \n",
       "4976             22.95              206.3               88             17.54   \n",
       "4977             24.65              228.4               82             19.41   \n",
       "4978             28.95              187.7              146             15.95   \n",
       "4979             32.08              210.4               89             17.88   \n",
       "4980             30.12              270.5               84             22.99   \n",
       "4981              1.22              221.8               78             18.85   \n",
       "4982             30.79              229.5              105             19.51   \n",
       "4983             25.81              229.6               68             19.52   \n",
       "4984             27.10              210.0              122             17.85   \n",
       "4985             38.52              164.9              136             14.02   \n",
       "4986             36.50              260.6               94             22.15   \n",
       "4987             26.79              280.6               49             23.85   \n",
       "4988             26.69              208.8              127             17.75   \n",
       "4989             28.90              162.7              138             13.83   \n",
       "4990             41.60              258.6              101             21.98   \n",
       "4991             42.94              340.3               91             28.93   \n",
       "4992             32.01              243.8               88             20.72   \n",
       "4993             30.24              131.2               82             11.15   \n",
       "4994             29.02              193.1              126             16.41   \n",
       "4995             40.07              223.0              126             18.96   \n",
       "4996             31.31              256.8               73             21.83   \n",
       "4997             23.90              172.8              128             14.69   \n",
       "4998             32.10              171.7               92             14.59   \n",
       "4999             22.00              267.1              104             22.70   \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",
       "10                  208.8                 111                9.40   \n",
       "11                  196.0                  94                8.82   \n",
       "12                  141.1                 128                6.35   \n",
       "13                  192.3                 115                8.65   \n",
       "14                  203.0                  99                9.14   \n",
       "15                  160.6                 128                7.23   \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",
       "21                  209.6                  64                9.43   \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",
       "...                   ...                 ...                 ...   \n",
       "4970                231.0                 103               10.40   \n",
       "4971                209.3                  69                9.42   \n",
       "4972                120.8                  98                5.44   \n",
       "4973                240.6                  85               10.83   \n",
       "4974                236.2                 125               10.63   \n",
       "4975                205.6                 121                9.25   \n",
       "4976                210.4                  90                9.47   \n",
       "4977                169.4                 109                7.62   \n",
       "4978                204.0                  84                9.18   \n",
       "4979                191.4                 103                8.61   \n",
       "4980                241.8                 112               10.88   \n",
       "4981                174.5                  94                7.85   \n",
       "4982                122.2                  91                5.50   \n",
       "4983                171.8                 122                7.73   \n",
       "4984                172.4                  99                7.76   \n",
       "4985                189.3                 120                8.52   \n",
       "4986                266.3                 123               11.98   \n",
       "4987                 75.1                  77                3.38   \n",
       "4988                113.3                 109                5.10   \n",
       "4989                267.2                  77               12.02   \n",
       "4990                231.3                 112               10.41   \n",
       "4991                256.5                  67               11.54   \n",
       "4992                213.7                  79                9.62   \n",
       "4993                186.2                  89                8.38   \n",
       "4994                129.1                 104                5.81   \n",
       "4995                297.5                 116               13.39   \n",
       "4996                213.6                 113                9.61   \n",
       "4997                212.4                  97                9.56   \n",
       "4998                224.4                  89               10.10   \n",
       "4999                154.8                 100                6.97   \n",
       "\n",
       "      Total International 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",
       "10                           12.7                  6               3.43   \n",
       "11                            9.1                  5               2.46   \n",
       "12                           11.2                  2               3.02   \n",
       "13                           12.3                  5               3.32   \n",
       "14                           13.1                  6               3.54   \n",
       "15                            5.4                  9               1.46   \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",
       "21                            5.7                  6               1.54   \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",
       "...                           ...                ...                ...   \n",
       "4970                         10.8                  1               2.92   \n",
       "4971                         17.7                  4               4.78   \n",
       "4972                         11.4                  6               3.08   \n",
       "4973                         11.4                  4               3.08   \n",
       "4974                         14.0                  2               3.78   \n",
       "4975                          6.8                  3               1.84   \n",
       "4976                         19.7                  4               5.32   \n",
       "4977                          8.9                  5               2.40   \n",
       "4978                         16.1                  4               4.35   \n",
       "4979                         10.8                  2               2.92   \n",
       "4980                         12.3                  2               3.32   \n",
       "4981                         12.0                  4               3.24   \n",
       "4982                          5.6                  6               1.51   \n",
       "4983                         10.8                  5               2.92   \n",
       "4984                          8.5                  2               2.30   \n",
       "4985                         10.2                  5               2.75   \n",
       "4986                          7.4                  6               2.00   \n",
       "4987                          8.0                  4               2.16   \n",
       "4988                         16.2                  2               4.37   \n",
       "4989                          8.3                  2               2.24   \n",
       "4990                          7.5                  6               2.03   \n",
       "4991                          8.8                  5               2.38   \n",
       "4992                         10.3                  6               2.78   \n",
       "4993                         11.5                  6               3.11   \n",
       "4994                          6.9                  7               1.86   \n",
       "4995                          9.9                  5               2.67   \n",
       "4996                         14.7                  2               3.97   \n",
       "4997                         13.6                  4               3.67   \n",
       "4998                          8.5                  6               2.30   \n",
       "4999                          9.3                 16               2.51   \n",
       "\n",
       "      Number 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",
       "10                                 4    True.  \n",
       "11                                 0   False.  \n",
       "12                                 1   False.  \n",
       "13                                 3   False.  \n",
       "14                                 4   False.  \n",
       "15                                 4    True.  \n",
       "16                                 1   False.  \n",
       "17                                 3   False.  \n",
       "18                                 1   False.  \n",
       "19                                 1   False.  \n",
       "20                                 0   False.  \n",
       "21                                 5    True.  \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",
       "...                              ...      ...  \n",
       "4970                               1   False.  \n",
       "4971                               0   False.  \n",
       "4972                               1   False.  \n",
       "4973                               1   False.  \n",
       "4974                               1   False.  \n",
       "4975                               1   False.  \n",
       "4976                               0   False.  \n",
       "4977                               0   False.  \n",
       "4978                               3   False.  \n",
       "4979                               1   False.  \n",
       "4980                               3    True.  \n",
       "4981                               1   False.  \n",
       "4982                               5   False.  \n",
       "4983                               2   False.  \n",
       "4984                               1   False.  \n",
       "4985                               3   False.  \n",
       "4986                               3   False.  \n",
       "4987                               1   False.  \n",
       "4988                               2   False.  \n",
       "4989                               0   False.  \n",
       "4990                               1    True.  \n",
       "4991                               1    True.  \n",
       "4992                               0   False.  \n",
       "4993                               3   False.  \n",
       "4994                               1   False.  \n",
       "4995                               2   False.  \n",
       "4996                               3    True.  \n",
       "4997                               1   False.  \n",
       "4998                               0   False.  \n",
       "4999                               0   False.  \n",
       "\n",
       "[5000 rows x 20 columns]"
      ]
     },
     "execution_count": 344,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 345,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "51"
      ]
     },
     "execution_count": 345,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data['State'].unique().size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 362,
   "metadata": {},
   "outputs": [],
   "source": [
    "X=data.iloc[:,0:19].values\n",
    "y=data.iloc[:,-1].values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 363,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "numpy.ndarray"
      ]
     },
     "execution_count": 363,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(X)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 364,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.model_selection import train_test_split"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 365,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import LabelEncoder,OneHotEncoder"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 366,
   "metadata": {},
   "outputs": [],
   "source": [
    "labelencoder_X_0=LabelEncoder()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 367,
   "metadata": {},
   "outputs": [],
   "source": [
    "X[:,0]=labelencoder_X_0.fit_transform(X[:,0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 368,
   "metadata": {},
   "outputs": [],
   "source": [
    "labelencoder_X_3=LabelEncoder()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 369,
   "metadata": {},
   "outputs": [],
   "source": [
    "X[:,3]=labelencoder_X_3.fit_transform(X[:,3])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 370,
   "metadata": {},
   "outputs": [],
   "source": [
    "labelencoder_X_4=LabelEncoder()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 371,
   "metadata": {},
   "outputs": [],
   "source": [
    "X[:,4]=labelencoder_X_4.fit_transform(X[:,4])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 372,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "labelencoder_y_1=LabelEncoder()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 373,
   "metadata": {},
   "outputs": [],
   "source": [
    "y=labelencoder_y_1.fit_transform(y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 374,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 374,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "y[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 375,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "19"
      ]
     },
     "execution_count": 375,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X[0].size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 376,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([16, 128, 415, 0, 1, 25, 265.1, 110, 45.07, 197.4, 99, 16.78, 244.7,\n",
       "       91, 11.01, 10.0, 3, 2.7, 1], dtype=object)"
      ]
     },
     "execution_count": 376,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 377,
   "metadata": {},
   "outputs": [],
   "source": [
    "onehotencoder=OneHotEncoder(categorical_features=[1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 378,
   "metadata": {},
   "outputs": [],
   "source": [
    "X=onehotencoder.fit_transform(X).toarray()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 379,
   "metadata": {},
   "outputs": [],
   "source": [
    "X2=X"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 380,
   "metadata": {},
   "outputs": [],
   "source": [
    "XX=X.astype(int,copy=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 381,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "X=XX"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 382,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "236"
      ]
     },
     "execution_count": 382,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X[0].size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 383,
   "metadata": {
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([  0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,\n",
       "         0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,\n",
       "         0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,\n",
       "         0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,\n",
       "         0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,\n",
       "         0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,\n",
       "         0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,\n",
       "         0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,\n",
       "         0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,\n",
       "         0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   1,   0,   0,\n",
       "         0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,\n",
       "         0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,\n",
       "         0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,\n",
       "         0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,\n",
       "         0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,\n",
       "         0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,   0,\n",
       "         0,   0,   0,   0,   0,   0,   0,   0,   0,   0,  16, 415,   0,\n",
       "         1,  25, 265, 110,  45, 197,  99,  16, 244,  91,  11,  10,   3,\n",
       "         2,   1])"
      ]
     },
     "execution_count": 383,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X[0]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 384,
   "metadata": {},
   "outputs": [],
   "source": [
    "X=X[:,166:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 385,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "70"
      ]
     },
     "execution_count": 385,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X[0].size"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 386,
   "metadata": {},
   "outputs": [],
   "source": [
    "X_train,X_test,y_train,y_test = train_test_split(X,y,test_size=0.2,random_state=0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 387,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[0, 0, 0, ..., 4, 2, 1],\n",
       "       [0, 0, 0, ..., 0, 0, 1],\n",
       "       [0, 0, 0, ..., 4, 2, 1],\n",
       "       ...,\n",
       "       [0, 0, 0, ..., 2, 3, 1],\n",
       "       [0, 0, 0, ..., 3, 2, 3],\n",
       "       [0, 0, 0, ..., 2, 4, 5]])"
      ]
     },
     "execution_count": 387,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_train"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 388,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.preprocessing import StandardScaler"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 389,
   "metadata": {},
   "outputs": [],
   "source": [
    "sc=StandardScaler()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 390,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Hidayat1\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:475: DataConversionWarning: Data with input dtype int32 was converted to float64 by StandardScaler.\n",
      "  warnings.warn(msg, DataConversionWarning)\n"
     ]
    }
   ],
   "source": [
    "X_train=sc.fit_transform(X_train)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 391,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Hidayat1\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\sklearn\\utils\\validation.py:475: DataConversionWarning: Data with input dtype int32 was converted to float64 by StandardScaler.\n",
      "  warnings.warn(msg, DataConversionWarning)\n"
     ]
    }
   ],
   "source": [
    "X_test=sc.transform(X_test)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 392,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[-0.0525127 , -0.03537746, -0.0548546 , ..., -0.17391723,\n",
       "        -0.37399981, -0.44155462],\n",
       "       [-0.0525127 , -0.03537746, -0.0548546 , ..., -0.57979175,\n",
       "        -1.63751269, -1.20056556],\n",
       "       [-0.0525127 , -0.03537746, -0.0548546 , ...,  0.23195729,\n",
       "         0.88951306, -0.44155462],\n",
       "       ...,\n",
       "       [-0.0525127 , -0.03537746, -0.0548546 , ..., -0.98566626,\n",
       "         0.88951306,  0.31745633],\n",
       "       [-0.0525127 , -0.03537746, -0.0548546 , ..., -0.57979175,\n",
       "         0.88951306,  0.31745633],\n",
       "       [-0.0525127 , -0.03537746, -0.0548546 , ...,  0.6378318 ,\n",
       "        -0.37399981,  1.07646727]])"
      ]
     },
     "execution_count": 392,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "X_test"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 393,
   "metadata": {},
   "outputs": [],
   "source": [
    "import keras"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 394,
   "metadata": {},
   "outputs": [],
   "source": [
    "from keras.layers import Dense"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 395,
   "metadata": {},
   "outputs": [],
   "source": [
    "from keras.models import Sequential"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 396,
   "metadata": {},
   "outputs": [],
   "source": [
    "model=Sequential()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 397,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Hidayat1\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:1: UserWarning: Update your `Dense` call to the Keras 2 API: `Dense(activation=\"relu\", input_dim=70, units=35, kernel_initializer=\"uniform\")`\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    }
   ],
   "source": [
    "model.add((Dense(output_dim = 20,init = 'uniform',activation='relu',input_dim=70)))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 398,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Hidayat1\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:1: UserWarning: Update your `Dense` call to the Keras 2 API: `Dense(activation=\"relu\", units=35, kernel_initializer=\"uniform\")`\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    }
   ],
   "source": [
    "model.add(Dense(output_dim = 20 ,init = 'uniform',activation='relu'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 406,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Hidayat1\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:1: UserWarning: Update your `Dense` call to the Keras 2 API: `Dense(activation=\"relu\", units=20, kernel_initializer=\"uniform\")`\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    }
   ],
   "source": [
    "model.add(Dense(output_dim = 20 ,init = 'uniform',activation='relu'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 408,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Hidayat1\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:1: UserWarning: Update your `Dense` call to the Keras 2 API: `Dense(activation=\"relu\", units=10, kernel_initializer=\"uniform\")`\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    }
   ],
   "source": [
    "model.add(Dense(output_dim = 10 ,init = 'uniform',activation='relu'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 409,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\Hidayat1\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:1: UserWarning: Update your `Dense` call to the Keras 2 API: `Dense(activation=\"sigmoid\", units=1, kernel_initializer=\"uniform\")`\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    }
   ],
   "source": [
    "model.add(Dense(output_dim = 1,init = 'uniform',activation='sigmoid'))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 410,
   "metadata": {},
   "outputs": [],
   "source": [
    "model.compile(optimizer='adam',loss='binary_crossentropy',metrics=['accuracy'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 416,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Epoch 1/100\n",
      "4000/4000 [==============================] - 1s 175us/step - loss: 0.1820 - acc: 0.9392\n",
      "Epoch 2/100\n",
      "4000/4000 [==============================] - 1s 176us/step - loss: 0.1777 - acc: 0.9397\n",
      "Epoch 3/100\n",
      "4000/4000 [==============================] - 1s 176us/step - loss: 0.1697 - acc: 0.9457\n",
      "Epoch 4/100\n",
      "4000/4000 [==============================] - 1s 172us/step - loss: 0.1673 - acc: 0.9465\n",
      "Epoch 5/100\n",
      "4000/4000 [==============================] - 1s 178us/step - loss: 0.1650 - acc: 0.9472\n",
      "Epoch 6/100\n",
      "4000/4000 [==============================] - 1s 184us/step - loss: 0.1636 - acc: 0.9480\n",
      "Epoch 7/100\n",
      "4000/4000 [==============================] - 1s 177us/step - loss: 0.1574 - acc: 0.9542\n",
      "Epoch 8/100\n",
      "4000/4000 [==============================] - 1s 189us/step - loss: 0.1539 - acc: 0.9527\n",
      "Epoch 9/100\n",
      "4000/4000 [==============================] - 1s 193us/step - loss: 0.1534 - acc: 0.9530\n",
      "Epoch 10/100\n",
      "4000/4000 [==============================] - 1s 206us/step - loss: 0.1475 - acc: 0.9567\n",
      "Epoch 11/100\n",
      "4000/4000 [==============================] - 1s 205us/step - loss: 0.1476 - acc: 0.9560 0s - loss: 0.1754\n",
      "Epoch 12/100\n",
      "4000/4000 [==============================] - 1s 179us/step - loss: 0.1460 - acc: 0.9580\n",
      "Epoch 13/100\n",
      "4000/4000 [==============================] - 1s 194us/step - loss: 0.1448 - acc: 0.9565\n",
      "Epoch 14/100\n",
      "4000/4000 [==============================] - 1s 185us/step - loss: 0.1402 - acc: 0.9610\n",
      "Epoch 15/100\n",
      "4000/4000 [==============================] - 1s 189us/step - loss: 0.1446 - acc: 0.9577\n",
      "Epoch 16/100\n",
      "4000/4000 [==============================] - 1s 182us/step - loss: 0.1387 - acc: 0.9612\n",
      "Epoch 17/100\n",
      "4000/4000 [==============================] - 1s 193us/step - loss: 0.1357 - acc: 0.9650\n",
      "Epoch 18/100\n",
      "4000/4000 [==============================] - 1s 196us/step - loss: 0.1339 - acc: 0.9662\n",
      "Epoch 19/100\n",
      "4000/4000 [==============================] - 1s 195us/step - loss: 0.1311 - acc: 0.9645\n",
      "Epoch 20/100\n",
      "4000/4000 [==============================] - 1s 192us/step - loss: 0.1299 - acc: 0.9662\n",
      "Epoch 21/100\n",
      "4000/4000 [==============================] - 1s 181us/step - loss: 0.1250 - acc: 0.9687\n",
      "Epoch 22/100\n",
      "4000/4000 [==============================] - 1s 182us/step - loss: 0.1239 - acc: 0.9700\n",
      "Epoch 23/100\n",
      "4000/4000 [==============================] - 1s 181us/step - loss: 0.1217 - acc: 0.9720\n",
      "Epoch 24/100\n",
      "4000/4000 [==============================] - 1s 171us/step - loss: 0.1197 - acc: 0.9690\n",
      "Epoch 25/100\n",
      "4000/4000 [==============================] - 1s 187us/step - loss: 0.1196 - acc: 0.9687\n",
      "Epoch 26/100\n",
      "4000/4000 [==============================] - 1s 186us/step - loss: 0.1222 - acc: 0.9690\n",
      "Epoch 27/100\n",
      "4000/4000 [==============================] - 1s 190us/step - loss: 0.1144 - acc: 0.9740\n",
      "Epoch 28/100\n",
      "4000/4000 [==============================] - 1s 186us/step - loss: 0.1142 - acc: 0.9737\n",
      "Epoch 29/100\n",
      "4000/4000 [==============================] - 1s 184us/step - loss: 0.1195 - acc: 0.9725\n",
      "Epoch 30/100\n",
      "4000/4000 [==============================] - 1s 183us/step - loss: 0.1188 - acc: 0.9717\n",
      "Epoch 31/100\n",
      "4000/4000 [==============================] - 1s 183us/step - loss: 0.1160 - acc: 0.9727\n",
      "Epoch 32/100\n",
      "4000/4000 [==============================] - 1s 183us/step - loss: 0.1114 - acc: 0.9757\n",
      "Epoch 33/100\n",
      "4000/4000 [==============================] - 1s 185us/step - loss: 0.1162 - acc: 0.9730\n",
      "Epoch 34/100\n",
      "4000/4000 [==============================] - 1s 193us/step - loss: 0.1140 - acc: 0.9742\n",
      "Epoch 35/100\n",
      "4000/4000 [==============================] - 1s 175us/step - loss: 0.1068 - acc: 0.9767\n",
      "Epoch 36/100\n",
      "4000/4000 [==============================] - 1s 184us/step - loss: 0.1107 - acc: 0.9762\n",
      "Epoch 37/100\n",
      "4000/4000 [==============================] - 1s 186us/step - loss: 0.1086 - acc: 0.9767\n",
      "Epoch 38/100\n",
      "4000/4000 [==============================] - 1s 188us/step - loss: 0.1129 - acc: 0.9732\n",
      "Epoch 39/100\n",
      "4000/4000 [==============================] - 1s 186us/step - loss: 0.1134 - acc: 0.9752\n",
      "Epoch 40/100\n",
      "4000/4000 [==============================] - 1s 186us/step - loss: 0.1110 - acc: 0.9752\n",
      "Epoch 41/100\n",
      "4000/4000 [==============================] - 1s 187us/step - loss: 0.1137 - acc: 0.9755\n",
      "Epoch 42/100\n",
      "4000/4000 [==============================] - 1s 189us/step - loss: 0.1140 - acc: 0.9740\n",
      "Epoch 43/100\n",
      "4000/4000 [==============================] - 1s 184us/step - loss: 0.1085 - acc: 0.9755\n",
      "Epoch 44/100\n",
      "4000/4000 [==============================] - 1s 184us/step - loss: 0.1114 - acc: 0.9740\n",
      "Epoch 45/100\n",
      "4000/4000 [==============================] - 1s 186us/step - loss: 0.1155 - acc: 0.9737\n",
      "Epoch 46/100\n",
      "4000/4000 [==============================] - 1s 185us/step - loss: 0.1005 - acc: 0.9797\n",
      "Epoch 47/100\n",
      "4000/4000 [==============================] - 1s 186us/step - loss: 0.1028 - acc: 0.9780\n",
      "Epoch 48/100\n",
      "4000/4000 [==============================] - 1s 186us/step - loss: 0.1152 - acc: 0.9727\n",
      "Epoch 49/100\n",
      "4000/4000 [==============================] - 1s 188us/step - loss: 0.1030 - acc: 0.9787\n",
      "Epoch 50/100\n",
      "4000/4000 [==============================] - 1s 186us/step - loss: 0.1108 - acc: 0.9737\n",
      "Epoch 51/100\n",
      "4000/4000 [==============================] - 1s 186us/step - loss: 0.1043 - acc: 0.9775\n",
      "Epoch 52/100\n",
      "4000/4000 [==============================] - 1s 186us/step - loss: 0.1132 - acc: 0.9737\n",
      "Epoch 53/100\n",
      "4000/4000 [==============================] - 1s 188us/step - loss: 0.1026 - acc: 0.9785\n",
      "Epoch 54/100\n",
      "4000/4000 [==============================] - 1s 186us/step - loss: 0.1097 - acc: 0.9757\n",
      "Epoch 55/100\n",
      "4000/4000 [==============================] - 1s 189us/step - loss: 0.1082 - acc: 0.9757\n",
      "Epoch 56/100\n",
      "4000/4000 [==============================] - 1s 189us/step - loss: 0.1065 - acc: 0.9755\n",
      "Epoch 57/100\n",
      "4000/4000 [==============================] - 1s 195us/step - loss: 0.1042 - acc: 0.9777\n",
      "Epoch 58/100\n",
      "4000/4000 [==============================] - 1s 185us/step - loss: 0.1118 - acc: 0.9747\n",
      "Epoch 59/100\n",
      "4000/4000 [==============================] - 1s 185us/step - loss: 0.1080 - acc: 0.9755\n",
      "Epoch 60/100\n",
      "4000/4000 [==============================] - 1s 185us/step - loss: 0.1085 - acc: 0.9750\n",
      "Epoch 61/100\n",
      "4000/4000 [==============================] - 1s 189us/step - loss: 0.1080 - acc: 0.9760\n",
      "Epoch 62/100\n",
      "4000/4000 [==============================] - 1s 185us/step - loss: 0.1066 - acc: 0.9762\n",
      "Epoch 63/100\n",
      "4000/4000 [==============================] - 1s 188us/step - loss: 0.1003 - acc: 0.9792\n",
      "Epoch 64/100\n",
      "4000/4000 [==============================] - 1s 188us/step - loss: 0.1007 - acc: 0.9792\n",
      "Epoch 65/100\n",
      "4000/4000 [==============================] - 1s 185us/step - loss: 0.1000 - acc: 0.9795\n",
      "Epoch 66/100\n",
      "4000/4000 [==============================] - 1s 186us/step - loss: 0.0990 - acc: 0.9797\n",
      "Epoch 67/100\n",
      "4000/4000 [==============================] - 1s 182us/step - loss: 0.1067 - acc: 0.9752\n",
      "Epoch 68/100\n",
      "4000/4000 [==============================] - 1s 184us/step - loss: 0.1075 - acc: 0.9767\n",
      "Epoch 69/100\n",
      "4000/4000 [==============================] - 1s 184us/step - loss: 0.0968 - acc: 0.9802\n",
      "Epoch 70/100\n",
      "4000/4000 [==============================] - 1s 184us/step - loss: 0.1070 - acc: 0.9765\n",
      "Epoch 71/100\n",
      "4000/4000 [==============================] - 1s 193us/step - loss: 0.1047 - acc: 0.9770\n",
      "Epoch 72/100\n",
      "4000/4000 [==============================] - 1s 191us/step - loss: 0.1032 - acc: 0.9780\n",
      "Epoch 73/100\n",
      "4000/4000 [==============================] - 1s 181us/step - loss: 0.0992 - acc: 0.9800\n",
      "Epoch 74/100\n",
      "4000/4000 [==============================] - 1s 183us/step - loss: 0.1016 - acc: 0.9792\n",
      "Epoch 75/100\n",
      "4000/4000 [==============================] - 1s 185us/step - loss: 0.1037 - acc: 0.9777\n",
      "Epoch 76/100\n",
      "4000/4000 [==============================] - 1s 181us/step - loss: 0.1167 - acc: 0.9732\n",
      "Epoch 77/100\n",
      "4000/4000 [==============================] - 1s 180us/step - loss: 0.1079 - acc: 0.9765\n",
      "Epoch 78/100\n",
      "4000/4000 [==============================] - 1s 180us/step - loss: 0.1044 - acc: 0.9775\n",
      "Epoch 79/100\n",
      "4000/4000 [==============================] - 1s 180us/step - loss: 0.0993 - acc: 0.9797\n",
      "Epoch 80/100\n",
      "4000/4000 [==============================] - 1s 182us/step - loss: 0.1058 - acc: 0.9772\n",
      "Epoch 81/100\n",
      "4000/4000 [==============================] - 1s 181us/step - loss: 0.1067 - acc: 0.9755\n",
      "Epoch 82/100\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "4000/4000 [==============================] - 1s 168us/step - loss: 0.1032 - acc: 0.9775\n",
      "Epoch 83/100\n",
      "4000/4000 [==============================] - 1s 166us/step - loss: 0.1044 - acc: 0.9770\n",
      "Epoch 84/100\n",
      "4000/4000 [==============================] - 1s 167us/step - loss: 0.1000 - acc: 0.9785\n",
      "Epoch 85/100\n",
      "4000/4000 [==============================] - 1s 161us/step - loss: 0.0982 - acc: 0.9792\n",
      "Epoch 86/100\n",
      "4000/4000 [==============================] - 1s 172us/step - loss: 0.0957 - acc: 0.9800\n",
      "Epoch 87/100\n",
      "4000/4000 [==============================] - 1s 167us/step - loss: 0.0939 - acc: 0.9812\n",
      "Epoch 88/100\n",
      "4000/4000 [==============================] - 1s 167us/step - loss: 0.1052 - acc: 0.9762\n",
      "Epoch 89/100\n",
      "4000/4000 [==============================] - 1s 167us/step - loss: 0.1004 - acc: 0.9787\n",
      "Epoch 90/100\n",
      "4000/4000 [==============================] - 1s 167us/step - loss: 0.0999 - acc: 0.9785\n",
      "Epoch 91/100\n",
      "4000/4000 [==============================] - 1s 166us/step - loss: 0.1027 - acc: 0.9772\n",
      "Epoch 92/100\n",
      "4000/4000 [==============================] - 1s 168us/step - loss: 0.1002 - acc: 0.9787\n",
      "Epoch 93/100\n",
      "4000/4000 [==============================] - 1s 184us/step - loss: 0.1000 - acc: 0.9785\n",
      "Epoch 94/100\n",
      "4000/4000 [==============================] - 1s 201us/step - loss: 0.0976 - acc: 0.9792\n",
      "Epoch 95/100\n",
      "4000/4000 [==============================] - 1s 199us/step - loss: 0.0929 - acc: 0.9815\n",
      "Epoch 96/100\n",
      "4000/4000 [==============================] - 1s 198us/step - loss: 0.1079 - acc: 0.9747\n",
      "Epoch 97/100\n",
      "4000/4000 [==============================] - 1s 201us/step - loss: 0.0973 - acc: 0.9790\n",
      "Epoch 98/100\n",
      "4000/4000 [==============================] - 1s 200us/step - loss: 0.0937 - acc: 0.9805\n",
      "Epoch 99/100\n",
      "4000/4000 [==============================] - 1s 196us/step - loss: 0.0947 - acc: 0.9802\n",
      "Epoch 100/100\n",
      "4000/4000 [==============================] - 1s 202us/step - loss: 0.0952 - acc: 0.9810\n"
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       "       [False],\n",
       "       [False],\n",
       "       [ True]])"
      ]
     },
     "execution_count": 503,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pred"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 504,
   "metadata": {},
   "outputs": [],
   "source": [
    "from sklearn.metrics import confusion_matrix,classification_report"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 505,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "             precision    recall  f1-score   support\n",
      "\n",
      "          0       0.96      0.98      0.97       874\n",
      "          1       0.82      0.73      0.77       126\n",
      "\n",
      "avg / total       0.94      0.95      0.94      1000\n",
      "\n"
     ]
    }
   ],
   "source": [
    "print(classification_report(y_test,pred))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 506,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[854  20]\n",
      " [ 34  92]]\n"
     ]
    }
   ],
   "source": [
    "print(confusion_matrix(y_test,pred))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 509,
   "metadata": {},
   "outputs": [],
   "source": [
    "acuracy=(946/1000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 510,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.946"
      ]
     },
     "execution_count": 510,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "acuracy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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