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BastinRobin/basic

Created July 15, 2017 13:31
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Basic Analysis
Raw
basic
{
"cells": [
{
"cell_type": "code",
"execution_count": 12,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import pandas as pd\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"data = pd.read_csv('churn-bigml-80.csv')"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {
"collapsed": false,
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'pandas.core.frame.DataFrame'>\n",
"RangeIndex: 2666 entries, 0 to 2665\n",
"Data columns (total 20 columns):\n",
"State 2666 non-null object\n",
"Account length 2666 non-null int64\n",
"Area code 2666 non-null int64\n",
"International plan 2666 non-null object\n",
"Voice mail plan 2666 non-null object\n",
"Number vmail messages 2666 non-null int64\n",
"Total day minutes 2666 non-null float64\n",
"Total day calls 2666 non-null int64\n",
"Total day charge 2666 non-null float64\n",
"Total eve minutes 2666 non-null float64\n",
"Total eve calls 2666 non-null int64\n",
"Total eve charge 2666 non-null float64\n",
"Total night minutes 2666 non-null float64\n",
"Total night calls 2666 non-null int64\n",
"Total night charge 2666 non-null float64\n",
"Total intl minutes 2666 non-null float64\n",
"Total intl calls 2666 non-null int64\n",
"Total intl charge 2666 non-null float64\n",
"Customer service calls 2666 non-null int64\n",
"Churn 2666 non-null bool\n",
"dtypes: bool(1), float64(8), int64(8), object(3)\n",
"memory usage: 398.4+ KB\n"
]
}
],
"source": [
"# Get the information about the dataframe\n",
"data.info()"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"Index([u'State', u'Account length', u'Area code', u'International plan',\n",
" u'Voice mail plan', u'Number vmail messages', u'Total day minutes',\n",
" u'Total day calls', u'Total day charge', u'Total eve minutes',\n",
" u'Total eve calls', u'Total eve charge', u'Total night minutes',\n",
" u'Total night calls', u'Total night charge', u'Total intl minutes',\n",
" u'Total intl calls', u'Total intl charge', u'Customer service calls',\n",
" u'Churn'],\n",
" dtype='object')"
]
},
"execution_count": 29,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Get columns in the dataframe\n",
"data.columns"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"State object\n",
"Account length int64\n",
"Area code int64\n",
"International plan object\n",
"Voice mail plan object\n",
"Number vmail messages int64\n",
"Total day minutes float64\n",
"Total day calls int64\n",
"Total day charge float64\n",
"Total eve minutes float64\n",
"Total eve calls int64\n",
"Total eve charge float64\n",
"Total night minutes float64\n",
"Total night calls int64\n",
"Total night charge float64\n",
"Total intl minutes float64\n",
"Total intl calls int64\n",
"Total intl charge float64\n",
"Customer service calls int64\n",
"Churn bool\n",
"dtype: object"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Get columns datatypes\n",
"data.dtypes"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>State</th>\n",
" <th>Account length</th>\n",
" <th>Area code</th>\n",
" <th>International plan</th>\n",
" <th>Voice mail plan</th>\n",
" <th>Number vmail messages</th>\n",
" <th>Total day minutes</th>\n",
" <th>Total day calls</th>\n",
" <th>Total day charge</th>\n",
" <th>Total eve minutes</th>\n",
" <th>Total eve calls</th>\n",
" <th>Total eve charge</th>\n",
" <th>Total night minutes</th>\n",
" <th>Total night calls</th>\n",
" <th>Total night charge</th>\n",
" <th>Total intl minutes</th>\n",
" <th>Total intl calls</th>\n",
" <th>Total intl charge</th>\n",
" <th>Customer service calls</th>\n",
" <th>Churn</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>KS</td>\n",
" <td>128</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>25</td>\n",
" <td>265.1</td>\n",
" <td>110</td>\n",
" <td>45.07</td>\n",
" <td>197.4</td>\n",
" <td>99</td>\n",
" <td>16.78</td>\n",
" <td>244.7</td>\n",
" <td>91</td>\n",
" <td>11.01</td>\n",
" <td>10.0</td>\n",
" <td>3</td>\n",
" <td>2.70</td>\n",
" <td>1</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>OH</td>\n",
" <td>107</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>26</td>\n",
" <td>161.6</td>\n",
" <td>123</td>\n",
" <td>27.47</td>\n",
" <td>195.5</td>\n",
" <td>103</td>\n",
" <td>16.62</td>\n",
" <td>254.4</td>\n",
" <td>103</td>\n",
" <td>11.45</td>\n",
" <td>13.7</td>\n",
" <td>3</td>\n",
" <td>3.70</td>\n",
" <td>1</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>NJ</td>\n",
" <td>137</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>243.4</td>\n",
" <td>114</td>\n",
" <td>41.38</td>\n",
" <td>121.2</td>\n",
" <td>110</td>\n",
" <td>10.30</td>\n",
" <td>162.6</td>\n",
" <td>104</td>\n",
" <td>7.32</td>\n",
" <td>12.2</td>\n",
" <td>5</td>\n",
" <td>3.29</td>\n",
" <td>0</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>OH</td>\n",
" <td>84</td>\n",
" <td>408</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>299.4</td>\n",
" <td>71</td>\n",
" <td>50.90</td>\n",
" <td>61.9</td>\n",
" <td>88</td>\n",
" <td>5.26</td>\n",
" <td>196.9</td>\n",
" <td>89</td>\n",
" <td>8.86</td>\n",
" <td>6.6</td>\n",
" <td>7</td>\n",
" <td>1.78</td>\n",
" <td>2</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>OK</td>\n",
" <td>75</td>\n",
" <td>415</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>166.7</td>\n",
" <td>113</td>\n",
" <td>28.34</td>\n",
" <td>148.3</td>\n",
" <td>122</td>\n",
" <td>12.61</td>\n",
" <td>186.9</td>\n",
" <td>121</td>\n",
" <td>8.41</td>\n",
" <td>10.1</td>\n",
" <td>3</td>\n",
" <td>2.73</td>\n",
" <td>3</td>\n",
" <td>False</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" State Account length Area code International plan Voice mail plan \\\n",
"0 KS 128 415 No Yes \n",
"1 OH 107 415 No Yes \n",
"2 NJ 137 415 No No \n",
"3 OH 84 408 Yes No \n",
"4 OK 75 415 Yes No \n",
"\n",
" Number vmail messages Total day minutes Total day calls \\\n",
"0 25 265.1 110 \n",
"1 26 161.6 123 \n",
"2 0 243.4 114 \n",
"3 0 299.4 71 \n",
"4 0 166.7 113 \n",
"\n",
" Total day charge Total eve minutes Total eve calls Total eve charge \\\n",
"0 45.07 197.4 99 16.78 \n",
"1 27.47 195.5 103 16.62 \n",
"2 41.38 121.2 110 10.30 \n",
"3 50.90 61.9 88 5.26 \n",
"4 28.34 148.3 122 12.61 \n",
"\n",
" Total night minutes Total night calls Total night charge \\\n",
"0 244.7 91 11.01 \n",
"1 254.4 103 11.45 \n",
"2 162.6 104 7.32 \n",
"3 196.9 89 8.86 \n",
"4 186.9 121 8.41 \n",
"\n",
" Total intl minutes Total intl calls Total intl charge \\\n",
"0 10.0 3 2.70 \n",
"1 13.7 3 3.70 \n",
"2 12.2 5 3.29 \n",
"3 6.6 7 1.78 \n",
"4 10.1 3 2.73 \n",
"\n",
" Customer service calls Churn \n",
"0 1 False \n",
"1 1 False \n",
"2 0 False \n",
"3 2 False \n",
"4 3 False "
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Pick the first 5 rows\n",
"data.head()"
]
},
{
"cell_type": "code",
"execution_count": 32,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>State</th>\n",
" <th>Account length</th>\n",
" <th>Area code</th>\n",
" <th>International plan</th>\n",
" <th>Voice mail plan</th>\n",
" <th>Number vmail messages</th>\n",
" <th>Total day minutes</th>\n",
" <th>Total day calls</th>\n",
" <th>Total day charge</th>\n",
" <th>Total eve minutes</th>\n",
" <th>Total eve calls</th>\n",
" <th>Total eve charge</th>\n",
" <th>Total night minutes</th>\n",
" <th>Total night calls</th>\n",
" <th>Total night charge</th>\n",
" <th>Total intl minutes</th>\n",
" <th>Total intl calls</th>\n",
" <th>Total intl charge</th>\n",
" <th>Customer service calls</th>\n",
" <th>Churn</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>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>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>9</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",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" State Account length Area code International plan Voice mail plan \\\n",
"0 KS 128 415 No Yes \n",
"1 OH 107 415 No Yes \n",
"2 NJ 137 415 No No \n",
"3 OH 84 408 Yes No \n",
"4 OK 75 415 Yes No \n",
"5 AL 118 510 Yes No \n",
"6 MA 121 510 No Yes \n",
"7 MO 147 415 Yes No \n",
"8 WV 141 415 Yes Yes \n",
"9 RI 74 415 No No \n",
"\n",
" Number vmail messages Total day minutes Total day calls \\\n",
"0 25 265.1 110 \n",
"1 26 161.6 123 \n",
"2 0 243.4 114 \n",
"3 0 299.4 71 \n",
"4 0 166.7 113 \n",
"5 0 223.4 98 \n",
"6 24 218.2 88 \n",
"7 0 157.0 79 \n",
"8 37 258.6 84 \n",
"9 0 187.7 127 \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 43.96 222.0 111 18.87 \n",
"9 31.91 163.4 148 13.89 \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",
"8 326.4 97 14.69 \n",
"9 196.0 94 8.82 \n",
"\n",
" Total intl minutes Total intl calls Total intl charge \\\n",
"0 10.0 3 2.70 \n",
"1 13.7 3 3.70 \n",
"2 12.2 5 3.29 \n",
"3 6.6 7 1.78 \n",
"4 10.1 3 2.73 \n",
"5 6.3 6 1.70 \n",
"6 7.5 7 2.03 \n",
"7 7.1 6 1.92 \n",
"8 11.2 5 3.02 \n",
"9 9.1 5 2.46 \n",
"\n",
" Customer service calls Churn \n",
"0 1 False \n",
"1 1 False \n",
"2 0 False \n",
"3 2 False \n",
"4 3 False \n",
"5 0 False \n",
"6 3 False \n",
"7 0 False \n",
"8 0 False \n",
"9 0 False "
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Pick the first 10 rows\n",
"data.head(10)"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>State</th>\n",
" <th>Account length</th>\n",
" <th>Area code</th>\n",
" <th>International plan</th>\n",
" <th>Voice mail plan</th>\n",
" <th>Number vmail messages</th>\n",
" <th>Total day minutes</th>\n",
" <th>Total day calls</th>\n",
" <th>Total day charge</th>\n",
" <th>Total eve minutes</th>\n",
" <th>Total eve calls</th>\n",
" <th>Total eve charge</th>\n",
" <th>Total night minutes</th>\n",
" <th>Total night calls</th>\n",
" <th>Total night charge</th>\n",
" <th>Total intl minutes</th>\n",
" <th>Total intl calls</th>\n",
" <th>Total intl charge</th>\n",
" <th>Customer service calls</th>\n",
" <th>Churn</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2661</th>\n",
" <td>SC</td>\n",
" <td>79</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>134.7</td>\n",
" <td>98</td>\n",
" <td>22.90</td>\n",
" <td>189.7</td>\n",
" <td>68</td>\n",
" <td>16.12</td>\n",
" <td>221.4</td>\n",
" <td>128</td>\n",
" <td>9.96</td>\n",
" <td>11.8</td>\n",
" <td>5</td>\n",
" <td>3.19</td>\n",
" <td>2</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2662</th>\n",
" <td>AZ</td>\n",
" <td>192</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>36</td>\n",
" <td>156.2</td>\n",
" <td>77</td>\n",
" <td>26.55</td>\n",
" <td>215.5</td>\n",
" <td>126</td>\n",
" <td>18.32</td>\n",
" <td>279.1</td>\n",
" <td>83</td>\n",
" <td>12.56</td>\n",
" <td>9.9</td>\n",
" <td>6</td>\n",
" <td>2.67</td>\n",
" <td>2</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2663</th>\n",
" <td>WV</td>\n",
" <td>68</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>231.1</td>\n",
" <td>57</td>\n",
" <td>39.29</td>\n",
" <td>153.4</td>\n",
" <td>55</td>\n",
" <td>13.04</td>\n",
" <td>191.3</td>\n",
" <td>123</td>\n",
" <td>8.61</td>\n",
" <td>9.6</td>\n",
" <td>4</td>\n",
" <td>2.59</td>\n",
" <td>3</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2664</th>\n",
" <td>RI</td>\n",
" <td>28</td>\n",
" <td>510</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>180.8</td>\n",
" <td>109</td>\n",
" <td>30.74</td>\n",
" <td>288.8</td>\n",
" <td>58</td>\n",
" <td>24.55</td>\n",
" <td>191.9</td>\n",
" <td>91</td>\n",
" <td>8.64</td>\n",
" <td>14.1</td>\n",
" <td>6</td>\n",
" <td>3.81</td>\n",
" <td>2</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2665</th>\n",
" <td>TN</td>\n",
" <td>74</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>25</td>\n",
" <td>234.4</td>\n",
" <td>113</td>\n",
" <td>39.85</td>\n",
" <td>265.9</td>\n",
" <td>82</td>\n",
" <td>22.60</td>\n",
" <td>241.4</td>\n",
" <td>77</td>\n",
" <td>10.86</td>\n",
" <td>13.7</td>\n",
" <td>4</td>\n",
" <td>3.70</td>\n",
" <td>0</td>\n",
" <td>False</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" State Account length Area code International plan Voice mail plan \\\n",
"2661 SC 79 415 No No \n",
"2662 AZ 192 415 No Yes \n",
"2663 WV 68 415 No No \n",
"2664 RI 28 510 No No \n",
"2665 TN 74 415 No Yes \n",
"\n",
" Number vmail messages Total day minutes Total day calls \\\n",
"2661 0 134.7 98 \n",
"2662 36 156.2 77 \n",
"2663 0 231.1 57 \n",
"2664 0 180.8 109 \n",
"2665 25 234.4 113 \n",
"\n",
" Total day charge Total eve minutes Total eve calls Total eve charge \\\n",
"2661 22.90 189.7 68 16.12 \n",
"2662 26.55 215.5 126 18.32 \n",
"2663 39.29 153.4 55 13.04 \n",
"2664 30.74 288.8 58 24.55 \n",
"2665 39.85 265.9 82 22.60 \n",
"\n",
" Total night minutes Total night calls Total night charge \\\n",
"2661 221.4 128 9.96 \n",
"2662 279.1 83 12.56 \n",
"2663 191.3 123 8.61 \n",
"2664 191.9 91 8.64 \n",
"2665 241.4 77 10.86 \n",
"\n",
" Total intl minutes Total intl calls Total intl charge \\\n",
"2661 11.8 5 3.19 \n",
"2662 9.9 6 2.67 \n",
"2663 9.6 4 2.59 \n",
"2664 14.1 6 3.81 \n",
"2665 13.7 4 3.70 \n",
"\n",
" Customer service calls Churn \n",
"2661 2 False \n",
"2662 2 False \n",
"2663 3 False \n",
"2664 2 False \n",
"2665 0 False "
]
},
"execution_count": 33,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Pick the last 5 rows\n",
"data.tail()"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>State</th>\n",
" <th>Account length</th>\n",
" <th>Area code</th>\n",
" <th>International plan</th>\n",
" <th>Voice mail plan</th>\n",
" <th>Number vmail messages</th>\n",
" <th>Total day minutes</th>\n",
" <th>Total day calls</th>\n",
" <th>Total day charge</th>\n",
" <th>Total eve minutes</th>\n",
" <th>Total eve calls</th>\n",
" <th>Total eve charge</th>\n",
" <th>Total night minutes</th>\n",
" <th>Total night calls</th>\n",
" <th>Total night charge</th>\n",
" <th>Total intl minutes</th>\n",
" <th>Total intl calls</th>\n",
" <th>Total intl charge</th>\n",
" <th>Customer service calls</th>\n",
" <th>Churn</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2656</th>\n",
" <td>GA</td>\n",
" <td>122</td>\n",
" <td>510</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>140.0</td>\n",
" <td>101</td>\n",
" <td>23.80</td>\n",
" <td>196.4</td>\n",
" <td>77</td>\n",
" <td>16.69</td>\n",
" <td>120.1</td>\n",
" <td>133</td>\n",
" <td>5.40</td>\n",
" <td>9.7</td>\n",
" <td>4</td>\n",
" <td>2.62</td>\n",
" <td>4</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2657</th>\n",
" <td>MD</td>\n",
" <td>62</td>\n",
" <td>408</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>321.1</td>\n",
" <td>105</td>\n",
" <td>54.59</td>\n",
" <td>265.5</td>\n",
" <td>122</td>\n",
" <td>22.57</td>\n",
" <td>180.5</td>\n",
" <td>72</td>\n",
" <td>8.12</td>\n",
" <td>11.5</td>\n",
" <td>2</td>\n",
" <td>3.11</td>\n",
" <td>4</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2658</th>\n",
" <td>IN</td>\n",
" <td>117</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>118.4</td>\n",
" <td>126</td>\n",
" <td>20.13</td>\n",
" <td>249.3</td>\n",
" <td>97</td>\n",
" <td>21.19</td>\n",
" <td>227.0</td>\n",
" <td>56</td>\n",
" <td>10.22</td>\n",
" <td>13.6</td>\n",
" <td>3</td>\n",
" <td>3.67</td>\n",
" <td>5</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2659</th>\n",
" <td>OH</td>\n",
" <td>78</td>\n",
" <td>408</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>193.4</td>\n",
" <td>99</td>\n",
" <td>32.88</td>\n",
" <td>116.9</td>\n",
" <td>88</td>\n",
" <td>9.94</td>\n",
" <td>243.3</td>\n",
" <td>109</td>\n",
" <td>10.95</td>\n",
" <td>9.3</td>\n",
" <td>4</td>\n",
" <td>2.51</td>\n",
" <td>2</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2660</th>\n",
" <td>OH</td>\n",
" <td>96</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>106.6</td>\n",
" <td>128</td>\n",
" <td>18.12</td>\n",
" <td>284.8</td>\n",
" <td>87</td>\n",
" <td>24.21</td>\n",
" <td>178.9</td>\n",
" <td>92</td>\n",
" <td>8.05</td>\n",
" <td>14.9</td>\n",
" <td>7</td>\n",
" <td>4.02</td>\n",
" <td>1</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2661</th>\n",
" <td>SC</td>\n",
" <td>79</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>134.7</td>\n",
" <td>98</td>\n",
" <td>22.90</td>\n",
" <td>189.7</td>\n",
" <td>68</td>\n",
" <td>16.12</td>\n",
" <td>221.4</td>\n",
" <td>128</td>\n",
" <td>9.96</td>\n",
" <td>11.8</td>\n",
" <td>5</td>\n",
" <td>3.19</td>\n",
" <td>2</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2662</th>\n",
" <td>AZ</td>\n",
" <td>192</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>36</td>\n",
" <td>156.2</td>\n",
" <td>77</td>\n",
" <td>26.55</td>\n",
" <td>215.5</td>\n",
" <td>126</td>\n",
" <td>18.32</td>\n",
" <td>279.1</td>\n",
" <td>83</td>\n",
" <td>12.56</td>\n",
" <td>9.9</td>\n",
" <td>6</td>\n",
" <td>2.67</td>\n",
" <td>2</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2663</th>\n",
" <td>WV</td>\n",
" <td>68</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>231.1</td>\n",
" <td>57</td>\n",
" <td>39.29</td>\n",
" <td>153.4</td>\n",
" <td>55</td>\n",
" <td>13.04</td>\n",
" <td>191.3</td>\n",
" <td>123</td>\n",
" <td>8.61</td>\n",
" <td>9.6</td>\n",
" <td>4</td>\n",
" <td>2.59</td>\n",
" <td>3</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2664</th>\n",
" <td>RI</td>\n",
" <td>28</td>\n",
" <td>510</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>180.8</td>\n",
" <td>109</td>\n",
" <td>30.74</td>\n",
" <td>288.8</td>\n",
" <td>58</td>\n",
" <td>24.55</td>\n",
" <td>191.9</td>\n",
" <td>91</td>\n",
" <td>8.64</td>\n",
" <td>14.1</td>\n",
" <td>6</td>\n",
" <td>3.81</td>\n",
" <td>2</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2665</th>\n",
" <td>TN</td>\n",
" <td>74</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>25</td>\n",
" <td>234.4</td>\n",
" <td>113</td>\n",
" <td>39.85</td>\n",
" <td>265.9</td>\n",
" <td>82</td>\n",
" <td>22.60</td>\n",
" <td>241.4</td>\n",
" <td>77</td>\n",
" <td>10.86</td>\n",
" <td>13.7</td>\n",
" <td>4</td>\n",
" <td>3.70</td>\n",
" <td>0</td>\n",
" <td>False</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" State Account length Area code International plan Voice mail plan \\\n",
"2656 GA 122 510 Yes No \n",
"2657 MD 62 408 No No \n",
"2658 IN 117 415 No No \n",
"2659 OH 78 408 No No \n",
"2660 OH 96 415 No No \n",
"2661 SC 79 415 No No \n",
"2662 AZ 192 415 No Yes \n",
"2663 WV 68 415 No No \n",
"2664 RI 28 510 No No \n",
"2665 TN 74 415 No Yes \n",
"\n",
" Number vmail messages Total day minutes Total day calls \\\n",
"2656 0 140.0 101 \n",
"2657 0 321.1 105 \n",
"2658 0 118.4 126 \n",
"2659 0 193.4 99 \n",
"2660 0 106.6 128 \n",
"2661 0 134.7 98 \n",
"2662 36 156.2 77 \n",
"2663 0 231.1 57 \n",
"2664 0 180.8 109 \n",
"2665 25 234.4 113 \n",
"\n",
" Total day charge Total eve minutes Total eve calls Total eve charge \\\n",
"2656 23.80 196.4 77 16.69 \n",
"2657 54.59 265.5 122 22.57 \n",
"2658 20.13 249.3 97 21.19 \n",
"2659 32.88 116.9 88 9.94 \n",
"2660 18.12 284.8 87 24.21 \n",
"2661 22.90 189.7 68 16.12 \n",
"2662 26.55 215.5 126 18.32 \n",
"2663 39.29 153.4 55 13.04 \n",
"2664 30.74 288.8 58 24.55 \n",
"2665 39.85 265.9 82 22.60 \n",
"\n",
" Total night minutes Total night calls Total night charge \\\n",
"2656 120.1 133 5.40 \n",
"2657 180.5 72 8.12 \n",
"2658 227.0 56 10.22 \n",
"2659 243.3 109 10.95 \n",
"2660 178.9 92 8.05 \n",
"2661 221.4 128 9.96 \n",
"2662 279.1 83 12.56 \n",
"2663 191.3 123 8.61 \n",
"2664 191.9 91 8.64 \n",
"2665 241.4 77 10.86 \n",
"\n",
" Total intl minutes Total intl calls Total intl charge \\\n",
"2656 9.7 4 2.62 \n",
"2657 11.5 2 3.11 \n",
"2658 13.6 3 3.67 \n",
"2659 9.3 4 2.51 \n",
"2660 14.9 7 4.02 \n",
"2661 11.8 5 3.19 \n",
"2662 9.9 6 2.67 \n",
"2663 9.6 4 2.59 \n",
"2664 14.1 6 3.81 \n",
"2665 13.7 4 3.70 \n",
"\n",
" Customer service calls Churn \n",
"2656 4 True \n",
"2657 4 True \n",
"2658 5 True \n",
"2659 2 False \n",
"2660 1 False \n",
"2661 2 False \n",
"2662 2 False \n",
"2663 3 False \n",
"2664 2 False \n",
"2665 0 False "
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Pick the last 10 rows\n",
"data.tail(10)"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>State</th>\n",
" <th>Area code</th>\n",
" <th>International plan</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>KS</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>OH</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>NJ</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>OH</td>\n",
" <td>408</td>\n",
" <td>Yes</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>OK</td>\n",
" <td>415</td>\n",
" <td>Yes</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>AL</td>\n",
" <td>510</td>\n",
" <td>Yes</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>MA</td>\n",
" <td>510</td>\n",
" <td>No</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>MO</td>\n",
" <td>415</td>\n",
" <td>Yes</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>WV</td>\n",
" <td>415</td>\n",
" <td>Yes</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>RI</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>IA</td>\n",
" <td>408</td>\n",
" <td>No</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>MT</td>\n",
" <td>510</td>\n",
" <td>No</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>IA</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>ID</td>\n",
" <td>408</td>\n",
" <td>No</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>VT</td>\n",
" <td>510</td>\n",
" <td>No</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>VA</td>\n",
" <td>510</td>\n",
" <td>No</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>TX</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>FL</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>CO</td>\n",
" <td>408</td>\n",
" <td>No</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>AZ</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>VA</td>\n",
" <td>510</td>\n",
" <td>No</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>NE</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>WY</td>\n",
" <td>408</td>\n",
" <td>No</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>MT</td>\n",
" <td>408</td>\n",
" <td>No</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>MO</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>IL</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>NH</td>\n",
" <td>510</td>\n",
" <td>No</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>LA</td>\n",
" <td>408</td>\n",
" <td>No</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>AZ</td>\n",
" <td>408</td>\n",
" <td>No</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>OK</td>\n",
" <td>408</td>\n",
" <td>No</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2636</th>\n",
" <td>ME</td>\n",
" <td>408</td>\n",
" <td>No</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2637</th>\n",
" <td>MD</td>\n",
" <td>510</td>\n",
" <td>No</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2638</th>\n",
" <td>NC</td>\n",
" <td>408</td>\n",
" <td>No</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2639</th>\n",
" <td>SC</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2640</th>\n",
" <td>LA</td>\n",
" <td>510</td>\n",
" <td>Yes</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2641</th>\n",
" <td>IL</td>\n",
" <td>510</td>\n",
" <td>Yes</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2642</th>\n",
" <td>IN</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2643</th>\n",
" <td>OK</td>\n",
" <td>408</td>\n",
" <td>No</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2644</th>\n",
" <td>IA</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2645</th>\n",
" <td>VT</td>\n",
" <td>408</td>\n",
" <td>Yes</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2646</th>\n",
" <td>NY</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2647</th>\n",
" <td>LA</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2648</th>\n",
" <td>SC</td>\n",
" <td>408</td>\n",
" <td>No</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2649</th>\n",
" <td>ID</td>\n",
" <td>408</td>\n",
" <td>No</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2650</th>\n",
" <td>MO</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2651</th>\n",
" <td>ME</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2652</th>\n",
" <td>MS</td>\n",
" <td>510</td>\n",
" <td>No</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2653</th>\n",
" <td>SD</td>\n",
" <td>415</td>\n",
" <td>Yes</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2654</th>\n",
" <td>OK</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2655</th>\n",
" <td>WY</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2656</th>\n",
" <td>GA</td>\n",
" <td>510</td>\n",
" <td>Yes</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2657</th>\n",
" <td>MD</td>\n",
" <td>408</td>\n",
" <td>No</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2658</th>\n",
" <td>IN</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2659</th>\n",
" <td>OH</td>\n",
" <td>408</td>\n",
" <td>No</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2660</th>\n",
" <td>OH</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2661</th>\n",
" <td>SC</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2662</th>\n",
" <td>AZ</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2663</th>\n",
" <td>WV</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2664</th>\n",
" <td>RI</td>\n",
" <td>510</td>\n",
" <td>No</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2665</th>\n",
" <td>TN</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>2666 rows × 3 columns</p>\n",
"</div>"
],
"text/plain": [
" State Area code International plan\n",
"0 KS 415 No\n",
"1 OH 415 No\n",
"2 NJ 415 No\n",
"3 OH 408 Yes\n",
"4 OK 415 Yes\n",
"5 AL 510 Yes\n",
"6 MA 510 No\n",
"7 MO 415 Yes\n",
"8 WV 415 Yes\n",
"9 RI 415 No\n",
"10 IA 408 No\n",
"11 MT 510 No\n",
"12 IA 415 No\n",
"13 ID 408 No\n",
"14 VT 510 No\n",
"15 VA 510 No\n",
"16 TX 415 No\n",
"17 FL 415 No\n",
"18 CO 408 No\n",
"19 AZ 415 No\n",
"20 VA 510 No\n",
"21 NE 415 No\n",
"22 WY 408 No\n",
"23 MT 408 No\n",
"24 MO 415 No\n",
"25 IL 415 No\n",
"26 NH 510 No\n",
"27 LA 408 No\n",
"28 AZ 408 No\n",
"29 OK 408 No\n",
"... ... ... ...\n",
"2636 ME 408 No\n",
"2637 MD 510 No\n",
"2638 NC 408 No\n",
"2639 SC 415 No\n",
"2640 LA 510 Yes\n",
"2641 IL 510 Yes\n",
"2642 IN 415 No\n",
"2643 OK 408 No\n",
"2644 IA 415 No\n",
"2645 VT 408 Yes\n",
"2646 NY 415 No\n",
"2647 LA 415 No\n",
"2648 SC 408 No\n",
"2649 ID 408 No\n",
"2650 MO 415 No\n",
"2651 ME 415 No\n",
"2652 MS 510 No\n",
"2653 SD 415 Yes\n",
"2654 OK 415 No\n",
"2655 WY 415 No\n",
"2656 GA 510 Yes\n",
"2657 MD 408 No\n",
"2658 IN 415 No\n",
"2659 OH 408 No\n",
"2660 OH 415 No\n",
"2661 SC 415 No\n",
"2662 AZ 415 No\n",
"2663 WV 415 No\n",
"2664 RI 510 No\n",
"2665 TN 415 No\n",
"\n",
"[2666 rows x 3 columns]"
]
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Data slice pick only selected columns\n",
"data[['State', 'Area code', 'International plan']]"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"# Pick top 5\n",
"d1 = data[['State', 'Area code', 'International plan']].head()"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>State</th>\n",
" <th>Account length</th>\n",
" <th>Area code</th>\n",
" <th>International plan</th>\n",
" <th>Voice mail plan</th>\n",
" <th>Number vmail messages</th>\n",
" <th>Total day minutes</th>\n",
" <th>Total day calls</th>\n",
" <th>Total day charge</th>\n",
" <th>Total eve minutes</th>\n",
" <th>Total eve calls</th>\n",
" <th>Total eve charge</th>\n",
" <th>Total night minutes</th>\n",
" <th>Total night calls</th>\n",
" <th>Total night charge</th>\n",
" <th>Total intl minutes</th>\n",
" <th>Total intl calls</th>\n",
" <th>Total intl charge</th>\n",
" <th>Customer service calls</th>\n",
" <th>Churn</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>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>126</th>\n",
" <td>OK</td>\n",
" <td>96</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>260.4</td>\n",
" <td>115</td>\n",
" <td>44.27</td>\n",
" <td>146.0</td>\n",
" <td>46</td>\n",
" <td>12.41</td>\n",
" <td>269.5</td>\n",
" <td>87</td>\n",
" <td>12.13</td>\n",
" <td>11.5</td>\n",
" <td>4</td>\n",
" <td>3.11</td>\n",
" <td>5</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>135</th>\n",
" <td>OK</td>\n",
" <td>146</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>206.3</td>\n",
" <td>151</td>\n",
" <td>35.07</td>\n",
" <td>148.6</td>\n",
" <td>89</td>\n",
" <td>12.63</td>\n",
" <td>167.2</td>\n",
" <td>91</td>\n",
" <td>7.52</td>\n",
" <td>6.1</td>\n",
" <td>3</td>\n",
" <td>1.65</td>\n",
" <td>1</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>191</th>\n",
" <td>OK</td>\n",
" <td>100</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>203.1</td>\n",
" <td>96</td>\n",
" <td>34.53</td>\n",
" <td>217.0</td>\n",
" <td>126</td>\n",
" <td>18.45</td>\n",
" <td>180.9</td>\n",
" <td>122</td>\n",
" <td>8.14</td>\n",
" <td>13.5</td>\n",
" <td>2</td>\n",
" <td>3.65</td>\n",
" <td>3</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>220</th>\n",
" <td>OK</td>\n",
" <td>117</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>134.7</td>\n",
" <td>121</td>\n",
" <td>22.90</td>\n",
" <td>180.0</td>\n",
" <td>83</td>\n",
" <td>15.30</td>\n",
" <td>200.9</td>\n",
" <td>104</td>\n",
" <td>9.04</td>\n",
" <td>7.7</td>\n",
" <td>3</td>\n",
" <td>2.08</td>\n",
" <td>1</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>310</th>\n",
" <td>OK</td>\n",
" <td>97</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>151.6</td>\n",
" <td>107</td>\n",
" <td>25.77</td>\n",
" <td>155.4</td>\n",
" <td>96</td>\n",
" <td>13.21</td>\n",
" <td>240.0</td>\n",
" <td>112</td>\n",
" <td>10.80</td>\n",
" <td>14.7</td>\n",
" <td>4</td>\n",
" <td>3.97</td>\n",
" <td>1</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>429</th>\n",
" <td>OK</td>\n",
" <td>125</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>36</td>\n",
" <td>201.3</td>\n",
" <td>117</td>\n",
" <td>34.22</td>\n",
" <td>42.2</td>\n",
" <td>78</td>\n",
" <td>3.59</td>\n",
" <td>125.7</td>\n",
" <td>104</td>\n",
" <td>5.66</td>\n",
" <td>5.4</td>\n",
" <td>3</td>\n",
" <td>1.46</td>\n",
" <td>1</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>513</th>\n",
" <td>OK</td>\n",
" <td>49</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>213.8</td>\n",
" <td>79</td>\n",
" <td>36.35</td>\n",
" <td>265.1</td>\n",
" <td>93</td>\n",
" <td>22.53</td>\n",
" <td>239.8</td>\n",
" <td>128</td>\n",
" <td>10.79</td>\n",
" <td>15.6</td>\n",
" <td>7</td>\n",
" <td>4.21</td>\n",
" <td>0</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>740</th>\n",
" <td>OK</td>\n",
" <td>74</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>200.4</td>\n",
" <td>87</td>\n",
" <td>34.07</td>\n",
" <td>309.2</td>\n",
" <td>105</td>\n",
" <td>26.28</td>\n",
" <td>152.1</td>\n",
" <td>118</td>\n",
" <td>6.84</td>\n",
" <td>10.0</td>\n",
" <td>2</td>\n",
" <td>2.70</td>\n",
" <td>1</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>882</th>\n",
" <td>OK</td>\n",
" <td>189</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>208.3</td>\n",
" <td>106</td>\n",
" <td>35.41</td>\n",
" <td>236.7</td>\n",
" <td>123</td>\n",
" <td>20.12</td>\n",
" <td>179.1</td>\n",
" <td>120</td>\n",
" <td>8.06</td>\n",
" <td>11.3</td>\n",
" <td>5</td>\n",
" <td>3.05</td>\n",
" <td>3</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1073</th>\n",
" <td>OK</td>\n",
" <td>117</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>31</td>\n",
" <td>104.9</td>\n",
" <td>115</td>\n",
" <td>17.83</td>\n",
" <td>237.6</td>\n",
" <td>125</td>\n",
" <td>20.20</td>\n",
" <td>263.4</td>\n",
" <td>104</td>\n",
" <td>11.85</td>\n",
" <td>7.7</td>\n",
" <td>6</td>\n",
" <td>2.08</td>\n",
" <td>3</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1097</th>\n",
" <td>OK</td>\n",
" <td>101</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>269.7</td>\n",
" <td>85</td>\n",
" <td>45.85</td>\n",
" <td>207.6</td>\n",
" <td>86</td>\n",
" <td>17.65</td>\n",
" <td>214.2</td>\n",
" <td>107</td>\n",
" <td>9.64</td>\n",
" <td>4.5</td>\n",
" <td>15</td>\n",
" <td>1.22</td>\n",
" <td>3</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1209</th>\n",
" <td>OK</td>\n",
" <td>155</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>23</td>\n",
" <td>243.9</td>\n",
" <td>112</td>\n",
" <td>41.46</td>\n",
" <td>133.0</td>\n",
" <td>106</td>\n",
" <td>11.31</td>\n",
" <td>213.7</td>\n",
" <td>123</td>\n",
" <td>9.62</td>\n",
" <td>13.4</td>\n",
" <td>11</td>\n",
" <td>3.62</td>\n",
" <td>2</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1487</th>\n",
" <td>OK</td>\n",
" <td>46</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>164.2</td>\n",
" <td>116</td>\n",
" <td>27.91</td>\n",
" <td>196.2</td>\n",
" <td>153</td>\n",
" <td>16.68</td>\n",
" <td>236.1</td>\n",
" <td>119</td>\n",
" <td>10.62</td>\n",
" <td>8.1</td>\n",
" <td>1</td>\n",
" <td>2.19</td>\n",
" <td>1</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1596</th>\n",
" <td>OK</td>\n",
" <td>86</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>33</td>\n",
" <td>253.1</td>\n",
" <td>112</td>\n",
" <td>43.03</td>\n",
" <td>210.1</td>\n",
" <td>94</td>\n",
" <td>17.86</td>\n",
" <td>95.0</td>\n",
" <td>98</td>\n",
" <td>4.27</td>\n",
" <td>11.9</td>\n",
" <td>4</td>\n",
" <td>3.21</td>\n",
" <td>3</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1609</th>\n",
" <td>OK</td>\n",
" <td>87</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>205.2</td>\n",
" <td>106</td>\n",
" <td>34.88</td>\n",
" <td>99.5</td>\n",
" <td>122</td>\n",
" <td>8.46</td>\n",
" <td>189.5</td>\n",
" <td>75</td>\n",
" <td>8.53</td>\n",
" <td>13.4</td>\n",
" <td>3</td>\n",
" <td>3.62</td>\n",
" <td>1</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1613</th>\n",
" <td>OK</td>\n",
" <td>154</td>\n",
" <td>415</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>145.9</td>\n",
" <td>69</td>\n",
" <td>24.80</td>\n",
" <td>208.2</td>\n",
" <td>141</td>\n",
" <td>17.70</td>\n",
" <td>180.9</td>\n",
" <td>106</td>\n",
" <td>8.14</td>\n",
" <td>14.4</td>\n",
" <td>10</td>\n",
" <td>3.89</td>\n",
" <td>0</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1746</th>\n",
" <td>OK</td>\n",
" <td>180</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>143.5</td>\n",
" <td>121</td>\n",
" <td>24.40</td>\n",
" <td>189.3</td>\n",
" <td>111</td>\n",
" <td>16.09</td>\n",
" <td>174.9</td>\n",
" <td>82</td>\n",
" <td>7.87</td>\n",
" <td>8.8</td>\n",
" <td>5</td>\n",
" <td>2.38</td>\n",
" <td>3</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1857</th>\n",
" <td>OK</td>\n",
" <td>93</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>32</td>\n",
" <td>116.9</td>\n",
" <td>120</td>\n",
" <td>19.87</td>\n",
" <td>232.4</td>\n",
" <td>97</td>\n",
" <td>19.75</td>\n",
" <td>127.7</td>\n",
" <td>112</td>\n",
" <td>5.75</td>\n",
" <td>11.0</td>\n",
" <td>9</td>\n",
" <td>2.97</td>\n",
" <td>0</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2080</th>\n",
" <td>OK</td>\n",
" <td>63</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>128.7</td>\n",
" <td>78</td>\n",
" <td>21.88</td>\n",
" <td>240.8</td>\n",
" <td>133</td>\n",
" <td>20.47</td>\n",
" <td>237.7</td>\n",
" <td>121</td>\n",
" <td>10.70</td>\n",
" <td>12.8</td>\n",
" <td>6</td>\n",
" <td>3.46</td>\n",
" <td>1</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2138</th>\n",
" <td>OK</td>\n",
" <td>15</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>121.1</td>\n",
" <td>130</td>\n",
" <td>20.59</td>\n",
" <td>216.0</td>\n",
" <td>86</td>\n",
" <td>18.36</td>\n",
" <td>235.1</td>\n",
" <td>33</td>\n",
" <td>10.58</td>\n",
" <td>16.1</td>\n",
" <td>5</td>\n",
" <td>4.35</td>\n",
" <td>2</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2222</th>\n",
" <td>OK</td>\n",
" <td>35</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>179.2</td>\n",
" <td>59</td>\n",
" <td>30.46</td>\n",
" <td>283.3</td>\n",
" <td>101</td>\n",
" <td>24.08</td>\n",
" <td>285.4</td>\n",
" <td>83</td>\n",
" <td>12.84</td>\n",
" <td>5.8</td>\n",
" <td>7</td>\n",
" <td>1.57</td>\n",
" <td>2</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2622</th>\n",
" <td>OK</td>\n",
" <td>134</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>164.9</td>\n",
" <td>115</td>\n",
" <td>28.03</td>\n",
" <td>126.5</td>\n",
" <td>96</td>\n",
" <td>10.75</td>\n",
" <td>238.5</td>\n",
" <td>125</td>\n",
" <td>10.73</td>\n",
" <td>10.0</td>\n",
" <td>9</td>\n",
" <td>2.70</td>\n",
" <td>2</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2654</th>\n",
" <td>OK</td>\n",
" <td>52</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>124.9</td>\n",
" <td>131</td>\n",
" <td>21.23</td>\n",
" <td>300.5</td>\n",
" <td>118</td>\n",
" <td>25.54</td>\n",
" <td>192.5</td>\n",
" <td>106</td>\n",
" <td>8.66</td>\n",
" <td>11.6</td>\n",
" <td>4</td>\n",
" <td>3.13</td>\n",
" <td>2</td>\n",
" <td>False</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" State Account length Area code International plan Voice mail plan \\\n",
"4 OK 75 415 Yes No \n",
"126 OK 96 415 No No \n",
"135 OK 146 415 No No \n",
"191 OK 100 415 No No \n",
"220 OK 117 415 No No \n",
"310 OK 97 415 No No \n",
"429 OK 125 415 No Yes \n",
"513 OK 49 415 No No \n",
"740 OK 74 415 No No \n",
"882 OK 189 415 No No \n",
"1073 OK 117 415 No Yes \n",
"1097 OK 101 415 No No \n",
"1209 OK 155 415 No Yes \n",
"1487 OK 46 415 No No \n",
"1596 OK 86 415 No Yes \n",
"1609 OK 87 415 No No \n",
"1613 OK 154 415 Yes No \n",
"1746 OK 180 415 No No \n",
"1857 OK 93 415 No Yes \n",
"2080 OK 63 415 No No \n",
"2138 OK 15 415 No No \n",
"2222 OK 35 415 No No \n",
"2622 OK 134 415 No No \n",
"2654 OK 52 415 No No \n",
"\n",
" Number vmail messages Total day minutes Total day calls \\\n",
"4 0 166.7 113 \n",
"126 0 260.4 115 \n",
"135 0 206.3 151 \n",
"191 0 203.1 96 \n",
"220 0 134.7 121 \n",
"310 0 151.6 107 \n",
"429 36 201.3 117 \n",
"513 0 213.8 79 \n",
"740 0 200.4 87 \n",
"882 0 208.3 106 \n",
"1073 31 104.9 115 \n",
"1097 0 269.7 85 \n",
"1209 23 243.9 112 \n",
"1487 0 164.2 116 \n",
"1596 33 253.1 112 \n",
"1609 0 205.2 106 \n",
"1613 0 145.9 69 \n",
"1746 0 143.5 121 \n",
"1857 32 116.9 120 \n",
"2080 0 128.7 78 \n",
"2138 0 121.1 130 \n",
"2222 0 179.2 59 \n",
"2622 0 164.9 115 \n",
"2654 0 124.9 131 \n",
"\n",
" Total day charge Total eve minutes Total eve calls Total eve charge \\\n",
"4 28.34 148.3 122 12.61 \n",
"126 44.27 146.0 46 12.41 \n",
"135 35.07 148.6 89 12.63 \n",
"191 34.53 217.0 126 18.45 \n",
"220 22.90 180.0 83 15.30 \n",
"310 25.77 155.4 96 13.21 \n",
"429 34.22 42.2 78 3.59 \n",
"513 36.35 265.1 93 22.53 \n",
"740 34.07 309.2 105 26.28 \n",
"882 35.41 236.7 123 20.12 \n",
"1073 17.83 237.6 125 20.20 \n",
"1097 45.85 207.6 86 17.65 \n",
"1209 41.46 133.0 106 11.31 \n",
"1487 27.91 196.2 153 16.68 \n",
"1596 43.03 210.1 94 17.86 \n",
"1609 34.88 99.5 122 8.46 \n",
"1613 24.80 208.2 141 17.70 \n",
"1746 24.40 189.3 111 16.09 \n",
"1857 19.87 232.4 97 19.75 \n",
"2080 21.88 240.8 133 20.47 \n",
"2138 20.59 216.0 86 18.36 \n",
"2222 30.46 283.3 101 24.08 \n",
"2622 28.03 126.5 96 10.75 \n",
"2654 21.23 300.5 118 25.54 \n",
"\n",
" Total night minutes Total night calls Total night charge \\\n",
"4 186.9 121 8.41 \n",
"126 269.5 87 12.13 \n",
"135 167.2 91 7.52 \n",
"191 180.9 122 8.14 \n",
"220 200.9 104 9.04 \n",
"310 240.0 112 10.80 \n",
"429 125.7 104 5.66 \n",
"513 239.8 128 10.79 \n",
"740 152.1 118 6.84 \n",
"882 179.1 120 8.06 \n",
"1073 263.4 104 11.85 \n",
"1097 214.2 107 9.64 \n",
"1209 213.7 123 9.62 \n",
"1487 236.1 119 10.62 \n",
"1596 95.0 98 4.27 \n",
"1609 189.5 75 8.53 \n",
"1613 180.9 106 8.14 \n",
"1746 174.9 82 7.87 \n",
"1857 127.7 112 5.75 \n",
"2080 237.7 121 10.70 \n",
"2138 235.1 33 10.58 \n",
"2222 285.4 83 12.84 \n",
"2622 238.5 125 10.73 \n",
"2654 192.5 106 8.66 \n",
"\n",
" Total intl minutes Total intl calls Total intl charge \\\n",
"4 10.1 3 2.73 \n",
"126 11.5 4 3.11 \n",
"135 6.1 3 1.65 \n",
"191 13.5 2 3.65 \n",
"220 7.7 3 2.08 \n",
"310 14.7 4 3.97 \n",
"429 5.4 3 1.46 \n",
"513 15.6 7 4.21 \n",
"740 10.0 2 2.70 \n",
"882 11.3 5 3.05 \n",
"1073 7.7 6 2.08 \n",
"1097 4.5 15 1.22 \n",
"1209 13.4 11 3.62 \n",
"1487 8.1 1 2.19 \n",
"1596 11.9 4 3.21 \n",
"1609 13.4 3 3.62 \n",
"1613 14.4 10 3.89 \n",
"1746 8.8 5 2.38 \n",
"1857 11.0 9 2.97 \n",
"2080 12.8 6 3.46 \n",
"2138 16.1 5 4.35 \n",
"2222 5.8 7 1.57 \n",
"2622 10.0 9 2.70 \n",
"2654 11.6 4 3.13 \n",
"\n",
" Customer service calls Churn \n",
"4 3 False \n",
"126 5 False \n",
"135 1 False \n",
"191 3 False \n",
"220 1 False \n",
"310 1 False \n",
"429 1 False \n",
"513 0 False \n",
"740 1 False \n",
"882 3 False \n",
"1073 3 False \n",
"1097 3 True \n",
"1209 2 False \n",
"1487 1 False \n",
"1596 3 False \n",
"1609 1 False \n",
"1613 0 True \n",
"1746 3 False \n",
"1857 0 False \n",
"2080 1 False \n",
"2138 2 False \n",
"2222 2 False \n",
"2622 2 False \n",
"2654 2 False "
]
},
"execution_count": 59,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Filtering the data\n",
"data.loc[(data['State'] == 'OK') & (data['Area code'] == 415)]"
]
},
{
"cell_type": "code",
"execution_count": 66,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"# save the data as csv file\n",
"data.loc[(data['State'] == 'OK') & (data['Area code'] == 415)].to_csv('only_ok.csv')\n",
"\n",
"# save the data into data1 variable\n",
"data1 = data.loc[(data['State'] == 'OK') & (data['Area code'] == 415)]"
]
},
{
"cell_type": "code",
"execution_count": 65,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"False"
]
},
"execution_count": 65,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import os\n",
"path = os.path.abspath('')\n",
"\n",
"\n",
"full_path = os.path.join(path, 'only_oka.csv')\n",
"\n",
"os.path.exists(full_path)\n"
]
},
{
"cell_type": "code",
"execution_count": 69,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>State</th>\n",
" <th>Account length</th>\n",
" <th>Area code</th>\n",
" <th>International plan</th>\n",
" <th>Voice mail plan</th>\n",
" <th>Number vmail messages</th>\n",
" <th>Total day minutes</th>\n",
" <th>Total day calls</th>\n",
" <th>Total day charge</th>\n",
" <th>Total eve minutes</th>\n",
" <th>Total eve calls</th>\n",
" <th>Total eve charge</th>\n",
" <th>Total night minutes</th>\n",
" <th>Total night calls</th>\n",
" <th>Total night charge</th>\n",
" <th>Total intl minutes</th>\n",
" <th>Total intl calls</th>\n",
" <th>Total intl charge</th>\n",
" <th>Customer service calls</th>\n",
" <th>Churn</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>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>126</th>\n",
" <td>OK</td>\n",
" <td>96</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>260.4</td>\n",
" <td>115</td>\n",
" <td>44.27</td>\n",
" <td>146.0</td>\n",
" <td>46</td>\n",
" <td>12.41</td>\n",
" <td>269.5</td>\n",
" <td>87</td>\n",
" <td>12.13</td>\n",
" <td>11.5</td>\n",
" <td>4</td>\n",
" <td>3.11</td>\n",
" <td>5</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>135</th>\n",
" <td>OK</td>\n",
" <td>146</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>206.3</td>\n",
" <td>151</td>\n",
" <td>35.07</td>\n",
" <td>148.6</td>\n",
" <td>89</td>\n",
" <td>12.63</td>\n",
" <td>167.2</td>\n",
" <td>91</td>\n",
" <td>7.52</td>\n",
" <td>6.1</td>\n",
" <td>3</td>\n",
" <td>1.65</td>\n",
" <td>1</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>191</th>\n",
" <td>OK</td>\n",
" <td>100</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>203.1</td>\n",
" <td>96</td>\n",
" <td>34.53</td>\n",
" <td>217.0</td>\n",
" <td>126</td>\n",
" <td>18.45</td>\n",
" <td>180.9</td>\n",
" <td>122</td>\n",
" <td>8.14</td>\n",
" <td>13.5</td>\n",
" <td>2</td>\n",
" <td>3.65</td>\n",
" <td>3</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>220</th>\n",
" <td>OK</td>\n",
" <td>117</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>134.7</td>\n",
" <td>121</td>\n",
" <td>22.90</td>\n",
" <td>180.0</td>\n",
" <td>83</td>\n",
" <td>15.30</td>\n",
" <td>200.9</td>\n",
" <td>104</td>\n",
" <td>9.04</td>\n",
" <td>7.7</td>\n",
" <td>3</td>\n",
" <td>2.08</td>\n",
" <td>1</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>310</th>\n",
" <td>OK</td>\n",
" <td>97</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>151.6</td>\n",
" <td>107</td>\n",
" <td>25.77</td>\n",
" <td>155.4</td>\n",
" <td>96</td>\n",
" <td>13.21</td>\n",
" <td>240.0</td>\n",
" <td>112</td>\n",
" <td>10.80</td>\n",
" <td>14.7</td>\n",
" <td>4</td>\n",
" <td>3.97</td>\n",
" <td>1</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>429</th>\n",
" <td>OK</td>\n",
" <td>125</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>36</td>\n",
" <td>201.3</td>\n",
" <td>117</td>\n",
" <td>34.22</td>\n",
" <td>42.2</td>\n",
" <td>78</td>\n",
" <td>3.59</td>\n",
" <td>125.7</td>\n",
" <td>104</td>\n",
" <td>5.66</td>\n",
" <td>5.4</td>\n",
" <td>3</td>\n",
" <td>1.46</td>\n",
" <td>1</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>513</th>\n",
" <td>OK</td>\n",
" <td>49</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>213.8</td>\n",
" <td>79</td>\n",
" <td>36.35</td>\n",
" <td>265.1</td>\n",
" <td>93</td>\n",
" <td>22.53</td>\n",
" <td>239.8</td>\n",
" <td>128</td>\n",
" <td>10.79</td>\n",
" <td>15.6</td>\n",
" <td>7</td>\n",
" <td>4.21</td>\n",
" <td>0</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>740</th>\n",
" <td>OK</td>\n",
" <td>74</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>200.4</td>\n",
" <td>87</td>\n",
" <td>34.07</td>\n",
" <td>309.2</td>\n",
" <td>105</td>\n",
" <td>26.28</td>\n",
" <td>152.1</td>\n",
" <td>118</td>\n",
" <td>6.84</td>\n",
" <td>10.0</td>\n",
" <td>2</td>\n",
" <td>2.70</td>\n",
" <td>1</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>882</th>\n",
" <td>OK</td>\n",
" <td>189</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>208.3</td>\n",
" <td>106</td>\n",
" <td>35.41</td>\n",
" <td>236.7</td>\n",
" <td>123</td>\n",
" <td>20.12</td>\n",
" <td>179.1</td>\n",
" <td>120</td>\n",
" <td>8.06</td>\n",
" <td>11.3</td>\n",
" <td>5</td>\n",
" <td>3.05</td>\n",
" <td>3</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1073</th>\n",
" <td>OK</td>\n",
" <td>117</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>31</td>\n",
" <td>104.9</td>\n",
" <td>115</td>\n",
" <td>17.83</td>\n",
" <td>237.6</td>\n",
" <td>125</td>\n",
" <td>20.20</td>\n",
" <td>263.4</td>\n",
" <td>104</td>\n",
" <td>11.85</td>\n",
" <td>7.7</td>\n",
" <td>6</td>\n",
" <td>2.08</td>\n",
" <td>3</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1097</th>\n",
" <td>OK</td>\n",
" <td>101</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>269.7</td>\n",
" <td>85</td>\n",
" <td>45.85</td>\n",
" <td>207.6</td>\n",
" <td>86</td>\n",
" <td>17.65</td>\n",
" <td>214.2</td>\n",
" <td>107</td>\n",
" <td>9.64</td>\n",
" <td>4.5</td>\n",
" <td>15</td>\n",
" <td>1.22</td>\n",
" <td>3</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1209</th>\n",
" <td>OK</td>\n",
" <td>155</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>23</td>\n",
" <td>243.9</td>\n",
" <td>112</td>\n",
" <td>41.46</td>\n",
" <td>133.0</td>\n",
" <td>106</td>\n",
" <td>11.31</td>\n",
" <td>213.7</td>\n",
" <td>123</td>\n",
" <td>9.62</td>\n",
" <td>13.4</td>\n",
" <td>11</td>\n",
" <td>3.62</td>\n",
" <td>2</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1487</th>\n",
" <td>OK</td>\n",
" <td>46</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>164.2</td>\n",
" <td>116</td>\n",
" <td>27.91</td>\n",
" <td>196.2</td>\n",
" <td>153</td>\n",
" <td>16.68</td>\n",
" <td>236.1</td>\n",
" <td>119</td>\n",
" <td>10.62</td>\n",
" <td>8.1</td>\n",
" <td>1</td>\n",
" <td>2.19</td>\n",
" <td>1</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1596</th>\n",
" <td>OK</td>\n",
" <td>86</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>33</td>\n",
" <td>253.1</td>\n",
" <td>112</td>\n",
" <td>43.03</td>\n",
" <td>210.1</td>\n",
" <td>94</td>\n",
" <td>17.86</td>\n",
" <td>95.0</td>\n",
" <td>98</td>\n",
" <td>4.27</td>\n",
" <td>11.9</td>\n",
" <td>4</td>\n",
" <td>3.21</td>\n",
" <td>3</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1609</th>\n",
" <td>OK</td>\n",
" <td>87</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>205.2</td>\n",
" <td>106</td>\n",
" <td>34.88</td>\n",
" <td>99.5</td>\n",
" <td>122</td>\n",
" <td>8.46</td>\n",
" <td>189.5</td>\n",
" <td>75</td>\n",
" <td>8.53</td>\n",
" <td>13.4</td>\n",
" <td>3</td>\n",
" <td>3.62</td>\n",
" <td>1</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1613</th>\n",
" <td>OK</td>\n",
" <td>154</td>\n",
" <td>415</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>145.9</td>\n",
" <td>69</td>\n",
" <td>24.80</td>\n",
" <td>208.2</td>\n",
" <td>141</td>\n",
" <td>17.70</td>\n",
" <td>180.9</td>\n",
" <td>106</td>\n",
" <td>8.14</td>\n",
" <td>14.4</td>\n",
" <td>10</td>\n",
" <td>3.89</td>\n",
" <td>0</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1746</th>\n",
" <td>OK</td>\n",
" <td>180</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>143.5</td>\n",
" <td>121</td>\n",
" <td>24.40</td>\n",
" <td>189.3</td>\n",
" <td>111</td>\n",
" <td>16.09</td>\n",
" <td>174.9</td>\n",
" <td>82</td>\n",
" <td>7.87</td>\n",
" <td>8.8</td>\n",
" <td>5</td>\n",
" <td>2.38</td>\n",
" <td>3</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1857</th>\n",
" <td>OK</td>\n",
" <td>93</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>32</td>\n",
" <td>116.9</td>\n",
" <td>120</td>\n",
" <td>19.87</td>\n",
" <td>232.4</td>\n",
" <td>97</td>\n",
" <td>19.75</td>\n",
" <td>127.7</td>\n",
" <td>112</td>\n",
" <td>5.75</td>\n",
" <td>11.0</td>\n",
" <td>9</td>\n",
" <td>2.97</td>\n",
" <td>0</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2080</th>\n",
" <td>OK</td>\n",
" <td>63</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>128.7</td>\n",
" <td>78</td>\n",
" <td>21.88</td>\n",
" <td>240.8</td>\n",
" <td>133</td>\n",
" <td>20.47</td>\n",
" <td>237.7</td>\n",
" <td>121</td>\n",
" <td>10.70</td>\n",
" <td>12.8</td>\n",
" <td>6</td>\n",
" <td>3.46</td>\n",
" <td>1</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2138</th>\n",
" <td>OK</td>\n",
" <td>15</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>121.1</td>\n",
" <td>130</td>\n",
" <td>20.59</td>\n",
" <td>216.0</td>\n",
" <td>86</td>\n",
" <td>18.36</td>\n",
" <td>235.1</td>\n",
" <td>33</td>\n",
" <td>10.58</td>\n",
" <td>16.1</td>\n",
" <td>5</td>\n",
" <td>4.35</td>\n",
" <td>2</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2222</th>\n",
" <td>OK</td>\n",
" <td>35</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>179.2</td>\n",
" <td>59</td>\n",
" <td>30.46</td>\n",
" <td>283.3</td>\n",
" <td>101</td>\n",
" <td>24.08</td>\n",
" <td>285.4</td>\n",
" <td>83</td>\n",
" <td>12.84</td>\n",
" <td>5.8</td>\n",
" <td>7</td>\n",
" <td>1.57</td>\n",
" <td>2</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2622</th>\n",
" <td>OK</td>\n",
" <td>134</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>164.9</td>\n",
" <td>115</td>\n",
" <td>28.03</td>\n",
" <td>126.5</td>\n",
" <td>96</td>\n",
" <td>10.75</td>\n",
" <td>238.5</td>\n",
" <td>125</td>\n",
" <td>10.73</td>\n",
" <td>10.0</td>\n",
" <td>9</td>\n",
" <td>2.70</td>\n",
" <td>2</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2654</th>\n",
" <td>OK</td>\n",
" <td>52</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>124.9</td>\n",
" <td>131</td>\n",
" <td>21.23</td>\n",
" <td>300.5</td>\n",
" <td>118</td>\n",
" <td>25.54</td>\n",
" <td>192.5</td>\n",
" <td>106</td>\n",
" <td>8.66</td>\n",
" <td>11.6</td>\n",
" <td>4</td>\n",
" <td>3.13</td>\n",
" <td>2</td>\n",
" <td>False</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" State Account length Area code International plan Voice mail plan \\\n",
"4 OK 75 415 Yes No \n",
"126 OK 96 415 No No \n",
"135 OK 146 415 No No \n",
"191 OK 100 415 No No \n",
"220 OK 117 415 No No \n",
"310 OK 97 415 No No \n",
"429 OK 125 415 No Yes \n",
"513 OK 49 415 No No \n",
"740 OK 74 415 No No \n",
"882 OK 189 415 No No \n",
"1073 OK 117 415 No Yes \n",
"1097 OK 101 415 No No \n",
"1209 OK 155 415 No Yes \n",
"1487 OK 46 415 No No \n",
"1596 OK 86 415 No Yes \n",
"1609 OK 87 415 No No \n",
"1613 OK 154 415 Yes No \n",
"1746 OK 180 415 No No \n",
"1857 OK 93 415 No Yes \n",
"2080 OK 63 415 No No \n",
"2138 OK 15 415 No No \n",
"2222 OK 35 415 No No \n",
"2622 OK 134 415 No No \n",
"2654 OK 52 415 No No \n",
"\n",
" Number vmail messages Total day minutes Total day calls \\\n",
"4 0 166.7 113 \n",
"126 0 260.4 115 \n",
"135 0 206.3 151 \n",
"191 0 203.1 96 \n",
"220 0 134.7 121 \n",
"310 0 151.6 107 \n",
"429 36 201.3 117 \n",
"513 0 213.8 79 \n",
"740 0 200.4 87 \n",
"882 0 208.3 106 \n",
"1073 31 104.9 115 \n",
"1097 0 269.7 85 \n",
"1209 23 243.9 112 \n",
"1487 0 164.2 116 \n",
"1596 33 253.1 112 \n",
"1609 0 205.2 106 \n",
"1613 0 145.9 69 \n",
"1746 0 143.5 121 \n",
"1857 32 116.9 120 \n",
"2080 0 128.7 78 \n",
"2138 0 121.1 130 \n",
"2222 0 179.2 59 \n",
"2622 0 164.9 115 \n",
"2654 0 124.9 131 \n",
"\n",
" Total day charge Total eve minutes Total eve calls Total eve charge \\\n",
"4 28.34 148.3 122 12.61 \n",
"126 44.27 146.0 46 12.41 \n",
"135 35.07 148.6 89 12.63 \n",
"191 34.53 217.0 126 18.45 \n",
"220 22.90 180.0 83 15.30 \n",
"310 25.77 155.4 96 13.21 \n",
"429 34.22 42.2 78 3.59 \n",
"513 36.35 265.1 93 22.53 \n",
"740 34.07 309.2 105 26.28 \n",
"882 35.41 236.7 123 20.12 \n",
"1073 17.83 237.6 125 20.20 \n",
"1097 45.85 207.6 86 17.65 \n",
"1209 41.46 133.0 106 11.31 \n",
"1487 27.91 196.2 153 16.68 \n",
"1596 43.03 210.1 94 17.86 \n",
"1609 34.88 99.5 122 8.46 \n",
"1613 24.80 208.2 141 17.70 \n",
"1746 24.40 189.3 111 16.09 \n",
"1857 19.87 232.4 97 19.75 \n",
"2080 21.88 240.8 133 20.47 \n",
"2138 20.59 216.0 86 18.36 \n",
"2222 30.46 283.3 101 24.08 \n",
"2622 28.03 126.5 96 10.75 \n",
"2654 21.23 300.5 118 25.54 \n",
"\n",
" Total night minutes Total night calls Total night charge \\\n",
"4 186.9 121 8.41 \n",
"126 269.5 87 12.13 \n",
"135 167.2 91 7.52 \n",
"191 180.9 122 8.14 \n",
"220 200.9 104 9.04 \n",
"310 240.0 112 10.80 \n",
"429 125.7 104 5.66 \n",
"513 239.8 128 10.79 \n",
"740 152.1 118 6.84 \n",
"882 179.1 120 8.06 \n",
"1073 263.4 104 11.85 \n",
"1097 214.2 107 9.64 \n",
"1209 213.7 123 9.62 \n",
"1487 236.1 119 10.62 \n",
"1596 95.0 98 4.27 \n",
"1609 189.5 75 8.53 \n",
"1613 180.9 106 8.14 \n",
"1746 174.9 82 7.87 \n",
"1857 127.7 112 5.75 \n",
"2080 237.7 121 10.70 \n",
"2138 235.1 33 10.58 \n",
"2222 285.4 83 12.84 \n",
"2622 238.5 125 10.73 \n",
"2654 192.5 106 8.66 \n",
"\n",
" Total intl minutes Total intl calls Total intl charge \\\n",
"4 10.1 3 2.73 \n",
"126 11.5 4 3.11 \n",
"135 6.1 3 1.65 \n",
"191 13.5 2 3.65 \n",
"220 7.7 3 2.08 \n",
"310 14.7 4 3.97 \n",
"429 5.4 3 1.46 \n",
"513 15.6 7 4.21 \n",
"740 10.0 2 2.70 \n",
"882 11.3 5 3.05 \n",
"1073 7.7 6 2.08 \n",
"1097 4.5 15 1.22 \n",
"1209 13.4 11 3.62 \n",
"1487 8.1 1 2.19 \n",
"1596 11.9 4 3.21 \n",
"1609 13.4 3 3.62 \n",
"1613 14.4 10 3.89 \n",
"1746 8.8 5 2.38 \n",
"1857 11.0 9 2.97 \n",
"2080 12.8 6 3.46 \n",
"2138 16.1 5 4.35 \n",
"2222 5.8 7 1.57 \n",
"2622 10.0 9 2.70 \n",
"2654 11.6 4 3.13 \n",
"\n",
" Customer service calls Churn \n",
"4 3 False \n",
"126 5 False \n",
"135 1 False \n",
"191 3 False \n",
"220 1 False \n",
"310 1 False \n",
"429 1 False \n",
"513 0 False \n",
"740 1 False \n",
"882 3 False \n",
"1073 3 False \n",
"1097 3 True \n",
"1209 2 False \n",
"1487 1 False \n",
"1596 3 False \n",
"1609 1 False \n",
"1613 0 True \n",
"1746 3 False \n",
"1857 0 False \n",
"2080 1 False \n",
"2138 2 False \n",
"2222 2 False \n",
"2622 2 False \n",
"2654 2 False "
]
},
"execution_count": 69,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data1"
]
},
{
"cell_type": "code",
"execution_count": 70,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Account length</th>\n",
" <th>Area code</th>\n",
" <th>Number vmail messages</th>\n",
" <th>Total day minutes</th>\n",
" <th>Total day calls</th>\n",
" <th>Total day charge</th>\n",
" <th>Total eve minutes</th>\n",
" <th>Total eve calls</th>\n",
" <th>Total eve charge</th>\n",
" <th>Total night minutes</th>\n",
" <th>Total night calls</th>\n",
" <th>Total night charge</th>\n",
" <th>Total intl minutes</th>\n",
" <th>Total intl calls</th>\n",
" <th>Total intl charge</th>\n",
" <th>Customer service calls</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>24.000000</td>\n",
" <td>24.0</td>\n",
" <td>24.000000</td>\n",
" <td>24.000000</td>\n",
" <td>24.000000</td>\n",
" <td>24.000000</td>\n",
" <td>24.000000</td>\n",
" <td>24.000000</td>\n",
" <td>24.000000</td>\n",
" <td>24.000000</td>\n",
" <td>24.000000</td>\n",
" <td>24.000000</td>\n",
" <td>24.000000</td>\n",
" <td>24.000000</td>\n",
" <td>24.000000</td>\n",
" <td>24.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>99.416667</td>\n",
" <td>415.0</td>\n",
" <td>6.458333</td>\n",
" <td>179.695833</td>\n",
" <td>106.708333</td>\n",
" <td>30.547917</td>\n",
" <td>197.062500</td>\n",
" <td>105.416667</td>\n",
" <td>16.751250</td>\n",
" <td>201.112500</td>\n",
" <td>104.208333</td>\n",
" <td>9.049583</td>\n",
" <td>10.641667</td>\n",
" <td>5.458333</td>\n",
" <td>2.875000</td>\n",
" <td>1.833333</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>45.257636</td>\n",
" <td>0.0</td>\n",
" <td>13.018312</td>\n",
" <td>48.173504</td>\n",
" <td>21.304172</td>\n",
" <td>8.190151</td>\n",
" <td>64.228883</td>\n",
" <td>23.319924</td>\n",
" <td>5.458437</td>\n",
" <td>47.732855</td>\n",
" <td>21.266383</td>\n",
" <td>2.148009</td>\n",
" <td>3.325516</td>\n",
" <td>3.335959</td>\n",
" <td>0.897281</td>\n",
" <td>1.239448</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>15.000000</td>\n",
" <td>415.0</td>\n",
" <td>0.000000</td>\n",
" <td>104.900000</td>\n",
" <td>59.000000</td>\n",
" <td>17.830000</td>\n",
" <td>42.200000</td>\n",
" <td>46.000000</td>\n",
" <td>3.590000</td>\n",
" <td>95.000000</td>\n",
" <td>33.000000</td>\n",
" <td>4.270000</td>\n",
" <td>4.500000</td>\n",
" <td>1.000000</td>\n",
" <td>1.220000</td>\n",
" <td>0.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>71.250000</td>\n",
" <td>415.0</td>\n",
" <td>0.000000</td>\n",
" <td>141.300000</td>\n",
" <td>93.750000</td>\n",
" <td>24.025000</td>\n",
" <td>148.525000</td>\n",
" <td>92.000000</td>\n",
" <td>12.625000</td>\n",
" <td>178.050000</td>\n",
" <td>96.250000</td>\n",
" <td>8.012500</td>\n",
" <td>8.000000</td>\n",
" <td>3.000000</td>\n",
" <td>2.162500</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>96.500000</td>\n",
" <td>415.0</td>\n",
" <td>0.000000</td>\n",
" <td>172.950000</td>\n",
" <td>112.500000</td>\n",
" <td>29.400000</td>\n",
" <td>207.900000</td>\n",
" <td>103.000000</td>\n",
" <td>17.675000</td>\n",
" <td>196.700000</td>\n",
" <td>106.500000</td>\n",
" <td>8.850000</td>\n",
" <td>11.150000</td>\n",
" <td>4.500000</td>\n",
" <td>3.010000</td>\n",
" <td>2.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>127.250000</td>\n",
" <td>415.0</td>\n",
" <td>0.000000</td>\n",
" <td>206.800000</td>\n",
" <td>117.750000</td>\n",
" <td>35.155000</td>\n",
" <td>236.925000</td>\n",
" <td>122.250000</td>\n",
" <td>20.140000</td>\n",
" <td>237.900000</td>\n",
" <td>120.250000</td>\n",
" <td>10.707500</td>\n",
" <td>13.400000</td>\n",
" <td>7.000000</td>\n",
" <td>3.620000</td>\n",
" <td>3.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>189.000000</td>\n",
" <td>415.0</td>\n",
" <td>36.000000</td>\n",
" <td>269.700000</td>\n",
" <td>151.000000</td>\n",
" <td>45.850000</td>\n",
" <td>309.200000</td>\n",
" <td>153.000000</td>\n",
" <td>26.280000</td>\n",
" <td>285.400000</td>\n",
" <td>128.000000</td>\n",
" <td>12.840000</td>\n",
" <td>16.100000</td>\n",
" <td>15.000000</td>\n",
" <td>4.350000</td>\n",
" <td>5.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Account length Area code Number vmail messages Total day minutes \\\n",
"count 24.000000 24.0 24.000000 24.000000 \n",
"mean 99.416667 415.0 6.458333 179.695833 \n",
"std 45.257636 0.0 13.018312 48.173504 \n",
"min 15.000000 415.0 0.000000 104.900000 \n",
"25% 71.250000 415.0 0.000000 141.300000 \n",
"50% 96.500000 415.0 0.000000 172.950000 \n",
"75% 127.250000 415.0 0.000000 206.800000 \n",
"max 189.000000 415.0 36.000000 269.700000 \n",
"\n",
" Total day calls Total day charge Total eve minutes Total eve calls \\\n",
"count 24.000000 24.000000 24.000000 24.000000 \n",
"mean 106.708333 30.547917 197.062500 105.416667 \n",
"std 21.304172 8.190151 64.228883 23.319924 \n",
"min 59.000000 17.830000 42.200000 46.000000 \n",
"25% 93.750000 24.025000 148.525000 92.000000 \n",
"50% 112.500000 29.400000 207.900000 103.000000 \n",
"75% 117.750000 35.155000 236.925000 122.250000 \n",
"max 151.000000 45.850000 309.200000 153.000000 \n",
"\n",
" Total eve charge Total night minutes Total night calls \\\n",
"count 24.000000 24.000000 24.000000 \n",
"mean 16.751250 201.112500 104.208333 \n",
"std 5.458437 47.732855 21.266383 \n",
"min 3.590000 95.000000 33.000000 \n",
"25% 12.625000 178.050000 96.250000 \n",
"50% 17.675000 196.700000 106.500000 \n",
"75% 20.140000 237.900000 120.250000 \n",
"max 26.280000 285.400000 128.000000 \n",
"\n",
" Total night charge Total intl minutes Total intl calls \\\n",
"count 24.000000 24.000000 24.000000 \n",
"mean 9.049583 10.641667 5.458333 \n",
"std 2.148009 3.325516 3.335959 \n",
"min 4.270000 4.500000 1.000000 \n",
"25% 8.012500 8.000000 3.000000 \n",
"50% 8.850000 11.150000 4.500000 \n",
"75% 10.707500 13.400000 7.000000 \n",
"max 12.840000 16.100000 15.000000 \n",
"\n",
" Total intl charge Customer service calls \n",
"count 24.000000 24.000000 \n",
"mean 2.875000 1.833333 \n",
"std 0.897281 1.239448 \n",
"min 1.220000 0.000000 \n",
"25% 2.162500 1.000000 \n",
"50% 3.010000 2.000000 \n",
"75% 3.620000 3.000000 \n",
"max 4.350000 5.000000 "
]
},
"execution_count": 70,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Get the statistical summary of each columsn\n",
"data1.describe()"
]
},
{
"cell_type": "code",
"execution_count": 71,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"count 2666.000000\n",
"mean 100.620405\n",
"std 39.563974\n",
"min 1.000000\n",
"25% 73.000000\n",
"50% 100.000000\n",
"75% 127.000000\n",
"max 243.000000\n",
"Name: Account length, dtype: float64"
]
},
"execution_count": 71,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Get the statistical summary of only one colums\n",
"data['Account length'].describe()"
]
},
{
"cell_type": "code",
"execution_count": 74,
"metadata": {
"collapsed": false
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "code",
"execution_count": 77,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"image/png": 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zkor+bOtRBBaRGwqS1BYR/X+2fgrYnC2vA74j6TZKF4anA0/V4fg1efwHvw3A+eftLLgn\ntuvGH1bc9q1ZfRW3n3zLx6rtklnTq6kISDoe+GPgs7nw30maTWk46Pn+dRGxRdIaYCtwELjWdwaZ\nmRWrpiIQEb8ETh0Qu2SI9suAZbUc08zM6ie9ZwctfR9M+2DRvbAhtM87Ydg2N/X1cUkF7QB4YhO7\n5479C4hmI8GPjTAzS1h6ZwJN6u43/4Dr3z7I3W/+Qdn1lx/34wb3yMwq0rup/N1PSxtz51PTF4Ef\ndHyD87quPfx+VhVDQbde/MnDy9ff99AQLevrXRPETBy83Vi27XfPOrx8woUrC+yJWZo8HGRmljAX\nATOzhLkImJklrOmvCTSLwS74mpnVwkWgjPyF4GY19cb/BcDzt/xZxdvkL+KaWXNo+uGgN1+9regu\nmJmNWmmdCeS+Ldz/4DirTv/tnJV8u9fMRq+mPxMwM7PBuQiYmSUsreGgIYyGeQX6L9b2u4EJBfWk\n+RzNXAWV8jwF1gxcBCwJI3HtYnfd92jWeB4OMjNLmM8EEnXDa6WhpvxD6q6947yiumNmBanpTEDS\n85K6JW2StCGLnSLpMUnPZD9PzrVfImmHpO2S5tXaeTMzq009hoPmRsTsiGjP3t8IPB4R04HHs/dI\nmgEsBGYC84HlksbV4fhmZlalkbgmsABYnS2vBi7MxTsj4kBEPAfsAM4ZgeObmVmFai0CAXxf0kZJ\ni7NYa0T0Zsu7gdZseRLwYm7bXVnMzMwKooiofmNpUkT0SHo/8BhwHbAuIk7KtXk1Ik6WdDuwPiK+\nlcXvAh6JiO+W2e9iYDFAa2vrnM7Ozqr69+rLL/Gb/a/xvl8f4LiZM6F3E1uPPRaAKce+XXabE044\nmz3P7hh0n61n/E5VfalEd8+7p5ObeOidGr17XPn+5rVOgD2/ru7YEw+9h9M/OPRtlG9u2XJ4edxJ\nvwXAthOLGdGb+PZb7H7PMYUcu9+HT2jc9zj6+vpoaWlp2PGKdkS+vZvKN2yb3ZgOjaC+V/bScuAX\nR66oMbe5c+duzA3TD6qmu4Mioif7uVfS/ZSGd/ZIaouIXkltwN6seQ8wJbf55CxWbr8rgZUA7e3t\n0dHRUVX/7lt1J7sefYAP/3QnZz29DZYu4Lrc9JJfm/KrI7bp6NjJrSu+Mug+Lx7B6SUvH/hlsdfe\n+Ufm1pOG/9f9+lkHubW7uo/0htcm8G8u7Riyzbarrj683P/soEsKenbQTX29/G1LWyHH7re7o3H/\nAHV1dVHt/wdj0RH5lpuDF2BRY+bhHUld936Nju03H7miQblVPRwk6XhJJ/QvA38CbAbWAZdlzS4D\nHsyW1wELJY2XNA2YDjxV7fHNzKx2tZwJtAL3S+rfz3ci4n9L+jGwRtIVwAvApwEiYoukNcBW4CBw\nbUQcqqn3BRg410AjJ543M6u3qotARDwL/F6Z+MvA+YNsswxYVu0xbWQNfHbRQI80qB9m1jh+bISZ\nWcKSeWxEaWrED8CSontSXrm/wr9cwcVgM7NaJFMERqulS5dmS55I3swaz8NBZmYJ85lAnQ13cXWg\ny48boY6YmVXAZwJmZgnzmcAAA78HkJJHHvjPRXfBzBrMZwJmZglzETAzS5iLgJlZwlwEzMwS5gvD\nBsC+iU9y38KLj4hf3HlfAb0xs0bxmYCZWcJcBMzMEuYiYGaWMF8TKEB+2sh9EwvsiNVk4hODzHtb\ng91zx/6cuTa2+EzAzCxhVZ8JSJoC3ENpmskAVkbE30taClwJ7Mua3hQRD2fbLAGuAA4B/zEiHq2h\n7yNi9me3AbDpf55VcE8a645/deFRxW1k7Lrxh0y+5WNFd8MSUstw0EHg+oj4STbh/EZJj2XrvhoR\nX8k3ljQDWAjMBD4AfF/Sh8biPMNmZs2i6uGgiOiNiJ9ky28A24BJQ2yyAOiMiAMR8RywAzin2uOb\nmVnt6nJNQNJU4CPAj7LQdZJ+JmmVpJOz2CTgxdxmuxi6aJiZ2QhTRNS2A6kF+EdgWUR8T1Ir8BKl\n6wRfBNoi4jOSbgfWR8S3su3uAh6JiO+W2ediYDFAa2vrnM7Ozqr69urLL/Gb/a/xvl8fOBx7dqIO\nL0859u1Bt/3Vvspme2k943fe9b67Z/+w20w89E7tPXhMHwAvvf0vKjrekH2ZAHuqnJY4Tjy25uM3\n0sS332L3e44puht1d9brhzhmUssR8b6+Plpajow3qyPy7R3kTqy2sX83Vd8re2k58IsjV9SY29y5\nczdGRPtw7Wq6RVTSMcBa4NsR8T2AiNiTW/9N4KHsbQ8wJbf55Cx2hIhYCawEaG9vj46Ojqr6d9+q\nO9n16AN8+Kc7D8duWPJOyl+b8qtBt/35tyq7MHzxfQ+96/3lFcws9u5bRDcCcPebtc8xfP2sg9za\nXd1H+ua8tpqP30g39fXyty1jq8+V2PB/32Dyvz3ywnBXVxfV/n8wFh2R79IF5RsuGv6PrtGu696v\n0bH95iNXNCi3qoeDJAm4C9gWEbfl4vn/Mz8FbM6W1wELJY2XNA2YDjxV7fHNzKx2tZwJfBS4BOiW\n1H+udhOwSNJsSsNBzwOfBYiILZLWAFsp3Vl0re8MMjMrVtVFICL+CVCZVQ8Psc0yYFm1xxyN8tNR\nXj9gaMjMbLTzN4bNzBLmImBmlrCki8DnXqz9tsy8qRXcGWRmNpok9xTRNV86yKeXFJv2l0/K3cxf\nh1tDzcyqlfSZgJlZ6pI7E7Dyjnu07Pf2Dntznp/wYdaMfCZgZpawJM4EHv693+aC3KMjRtrlx/34\niFg9HgthZlZvPhMwM0uYi4CZWcJcBMzMEuYiYGaWsCQuDFcj1QnnrXi7bvzhEbG3ZvWVjVfKk9fb\nYFwE6uyG1yawb2LRvbCxqn3eCWXjN/X1cckg64az4dE3aumSNbkkh4PWfOngiOz3uudW8Oartw3f\n0MxslEiyCJiZWYmHg6wifqyEWXNqeBGQNB/4e2AccGdE3NLoPuT1P056qEnnK/UP064uLbxZ867M\nzBqioUVA0jjgG8AfA7uAH0taFxFbG9kPqO8jpb981X8Hhv9r2cxstGn0mcA5wI6IeBZAUiewgNLk\n8yOq2ucHzf7stsO3ib5xVnu9u9U0PFw0erXPOwGe2FTXffbfceRbT8e+RheBScCLufe7gD9scB8O\ne/ddQsfyi+W/GbL9YA+B8xmApebwrax1LC67586u276scoqIxh1M+tfA/Ij4D9n7S4A/jIi/HNBu\nMbA4e3smsL3KQ54GvFTltmNRSvmmlCs432Y2Urn+VkScPlyjRp8J9ABTcu8nZ7F3iYiVwMpaDyZp\nQ0QkM4aTUr4p5QrOt5kVnWujvyfwY2C6pGmSjgUWAusa3AczM8s09EwgIg5K+kvgUUq3iK6KiC2N\n7IOZmb2j4d8TiIiHgYcbdLiah5TGmJTyTSlXcL7NrNBcG3ph2MzMRhc/O8jMLGFNWQQkzZe0XdIO\nSTcW3Z96kLRK0l5Jm3OxUyQ9JumZ7OfJuXVLsvy3S5pXTK+rI2mKpCckbZW0RdJfZfFmzfc4SU9J\n+mmW7xeyeFPm20/SOEn/LOmh7H3T5ivpeUndkjZJ2pDFRke+EdFUL0oXnHcCZwDHAj8FZhTdrzrk\n9XHg94HNudjfATdmyzcC/yNbnpHlPR6Ylv0+xhWdw1Hk2gb8frZ8AvDzLKdmzVdAS7Z8DPAj4Nxm\nzTeX938CvgM8lL1v2nyB54HTBsRGRb7NeCZw+NEUEfEboP/RFGNaRDwJvDIgvABYnS2vBi7MxTsj\n4kBEPAfsoPR7GRMiojcifpItvwFso/Rt82bNNyKiL3t7TPYKmjRfAEmTgT8D7syFmzbfQYyKfJux\nCJR7NEWzPrimNSJ6s+XdQGu23DS/A0lTgY9Q+uu4afPNhkY2AXuBxyKiqfMFvgb8NfB2LtbM+Qbw\nfUkbsyciwCjJ1/MJNImICElNdauXpBZgLfC5iHhd0uF1zZZvRBwCZks6Cbhf0tkD1jdNvpI+CeyN\niI2SOsq1aaZ8M38UET2S3g88Junp/Moi823GM4GKHk3RJPZIagPIfu7N4mP+dyDpGEoF4NsR8b0s\n3LT59ouI14AngPk0b74fBf5c0vOUhmvPk/QtmjdfIqIn+7kXuJ/S8M6oyLcZi0BKj6ZYB1yWLV8G\nPJiLL5Q0XtI0YDrwVAH9q4pKf/LfBWyLiPykzc2a7+nZGQCSJlCab+NpmjTfiFgSEZMjYiql/z9/\nEBH/jibNV9Lxkk7oXwb+BNjMaMm36KvmI/ECLqB0R8lO4PNF96dOOd0L9AJvURojvAI4FXgceAb4\nPnBKrv3ns/y3A39adP+PMtc/ojSG+jNgU/a6oInz/TDwz1m+m4H/msWbMt8BuXfwzt1BTZkvpTsV\nf5q9tvT/mzRa8vU3hs3MEtaMw0FmZlYhFwEzs4S5CJiZJcxFwMwsYS4CZmYJcxEwM0uYi4CZWcJc\nBMzMEvb/AUGbdKfZZyTkAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10cacbe90>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"for col in data1.columns:\n",
" if data[col].dtypes == 'float64' or data[col].dtypes == 'int64':\n",
" data[col].hist()"
]
},
{
"cell_type": "code",
"execution_count": 81,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"OK 75 415\n",
"OK 96 415\n",
"OK 146 415\n",
"OK 100 415\n",
"OK 117 415\n",
"OK 97 415\n",
"OK 125 415\n",
"OK 49 415\n",
"OK 74 415\n",
"OK 189 415\n",
"OK 117 415\n",
"OK 101 415\n",
"OK 155 415\n",
"OK 46 415\n",
"OK 86 415\n",
"OK 87 415\n",
"OK 154 415\n",
"OK 180 415\n",
"OK 93 415\n",
"OK 63 415\n",
"OK 15 415\n",
"OK 35 415\n",
"OK 134 415\n",
"OK 52 415\n"
]
}
],
"source": [
"for i, row in data1.iterrows():\n",
" print row['State'], row['Account length'], row['Area code']"
]
},
{
"cell_type": "code",
"execution_count": 80,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<type 'tuple'>\n",
"<type 'tuple'>\n",
"<type 'tuple'>\n",
"<type 'tuple'>\n",
"<type 'tuple'>\n",
"<type 'tuple'>\n",
"<type 'tuple'>\n",
"<type 'tuple'>\n",
"<type 'tuple'>\n",
"<type 'tuple'>\n",
"<type 'tuple'>\n",
"<type 'tuple'>\n",
"<type 'tuple'>\n",
"<type 'tuple'>\n",
"<type 'tuple'>\n",
"<type 'tuple'>\n",
"<type 'tuple'>\n",
"<type 'tuple'>\n",
"<type 'tuple'>\n",
"<type 'tuple'>\n",
"<type 'tuple'>\n",
"<type 'tuple'>\n",
"<type 'tuple'>\n",
"<type 'tuple'>\n"
]
}
],
"source": [
"for col in data1.iterrows():\n",
" print type(col)"
]
},
{
"cell_type": "code",
"execution_count": 92,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"State\n",
"4 OK\n",
"126 OK\n",
"135 OK\n",
"191 OK\n",
"220 OK\n",
"310 OK\n",
"429 OK\n",
"513 OK\n",
"740 OK\n",
"882 OK\n",
"1073 OK\n",
"1097 OK\n",
"1209 OK\n",
"1487 OK\n",
"1596 OK\n",
"1609 OK\n",
"1613 OK\n",
"1746 OK\n",
"1857 OK\n",
"2080 OK\n",
"2138 OK\n",
"2222 OK\n",
"2622 OK\n",
"2654 OK\n",
"Name: State, dtype: object\n",
"Account length\n",
"4 75\n",
"126 96\n",
"135 146\n",
"191 100\n",
"220 117\n",
"310 97\n",
"429 125\n",
"513 49\n",
"740 74\n",
"882 189\n",
"1073 117\n",
"1097 101\n",
"1209 155\n",
"1487 46\n",
"1596 86\n",
"1609 87\n",
"1613 154\n",
"1746 180\n",
"1857 93\n",
"2080 63\n",
"2138 15\n",
"2222 35\n",
"2622 134\n",
"2654 52\n",
"Name: Account length, dtype: int64\n",
"Area code\n",
"4 415\n",
"126 415\n",
"135 415\n",
"191 415\n",
"220 415\n",
"310 415\n",
"429 415\n",
"513 415\n",
"740 415\n",
"882 415\n",
"1073 415\n",
"1097 415\n",
"1209 415\n",
"1487 415\n",
"1596 415\n",
"1609 415\n",
"1613 415\n",
"1746 415\n",
"1857 415\n",
"2080 415\n",
"2138 415\n",
"2222 415\n",
"2622 415\n",
"2654 415\n",
"Name: Area code, dtype: int64\n",
"International plan\n",
"4 Yes\n",
"126 No\n",
"135 No\n",
"191 No\n",
"220 No\n",
"310 No\n",
"429 No\n",
"513 No\n",
"740 No\n",
"882 No\n",
"1073 No\n",
"1097 No\n",
"1209 No\n",
"1487 No\n",
"1596 No\n",
"1609 No\n",
"1613 Yes\n",
"1746 No\n",
"1857 No\n",
"2080 No\n",
"2138 No\n",
"2222 No\n",
"2622 No\n",
"2654 No\n",
"Name: International plan, dtype: object\n",
"Voice mail plan\n",
"4 No\n",
"126 No\n",
"135 No\n",
"191 No\n",
"220 No\n",
"310 No\n",
"429 Yes\n",
"513 No\n",
"740 No\n",
"882 No\n",
"1073 Yes\n",
"1097 No\n",
"1209 Yes\n",
"1487 No\n",
"1596 Yes\n",
"1609 No\n",
"1613 No\n",
"1746 No\n",
"1857 Yes\n",
"2080 No\n",
"2138 No\n",
"2222 No\n",
"2622 No\n",
"2654 No\n",
"Name: Voice mail plan, dtype: object\n",
"Number vmail messages\n",
"4 0\n",
"126 0\n",
"135 0\n",
"191 0\n",
"220 0\n",
"310 0\n",
"429 36\n",
"513 0\n",
"740 0\n",
"882 0\n",
"1073 31\n",
"1097 0\n",
"1209 23\n",
"1487 0\n",
"1596 33\n",
"1609 0\n",
"1613 0\n",
"1746 0\n",
"1857 32\n",
"2080 0\n",
"2138 0\n",
"2222 0\n",
"2622 0\n",
"2654 0\n",
"Name: Number vmail messages, dtype: int64\n",
"Total day minutes\n",
"4 166.7\n",
"126 260.4\n",
"135 206.3\n",
"191 203.1\n",
"220 134.7\n",
"310 151.6\n",
"429 201.3\n",
"513 213.8\n",
"740 200.4\n",
"882 208.3\n",
"1073 104.9\n",
"1097 269.7\n",
"1209 243.9\n",
"1487 164.2\n",
"1596 253.1\n",
"1609 205.2\n",
"1613 145.9\n",
"1746 143.5\n",
"1857 116.9\n",
"2080 128.7\n",
"2138 121.1\n",
"2222 179.2\n",
"2622 164.9\n",
"2654 124.9\n",
"Name: Total day minutes, dtype: float64\n",
"Total day calls\n",
"4 113\n",
"126 115\n",
"135 151\n",
"191 96\n",
"220 121\n",
"310 107\n",
"429 117\n",
"513 79\n",
"740 87\n",
"882 106\n",
"1073 115\n",
"1097 85\n",
"1209 112\n",
"1487 116\n",
"1596 112\n",
"1609 106\n",
"1613 69\n",
"1746 121\n",
"1857 120\n",
"2080 78\n",
"2138 130\n",
"2222 59\n",
"2622 115\n",
"2654 131\n",
"Name: Total day calls, dtype: int64\n",
"Total day charge\n",
"4 28.34\n",
"126 44.27\n",
"135 35.07\n",
"191 34.53\n",
"220 22.90\n",
"310 25.77\n",
"429 34.22\n",
"513 36.35\n",
"740 34.07\n",
"882 35.41\n",
"1073 17.83\n",
"1097 45.85\n",
"1209 41.46\n",
"1487 27.91\n",
"1596 43.03\n",
"1609 34.88\n",
"1613 24.80\n",
"1746 24.40\n",
"1857 19.87\n",
"2080 21.88\n",
"2138 20.59\n",
"2222 30.46\n",
"2622 28.03\n",
"2654 21.23\n",
"Name: Total day charge, dtype: float64\n",
"Total eve minutes\n",
"4 148.3\n",
"126 146.0\n",
"135 148.6\n",
"191 217.0\n",
"220 180.0\n",
"310 155.4\n",
"429 42.2\n",
"513 265.1\n",
"740 309.2\n",
"882 236.7\n",
"1073 237.6\n",
"1097 207.6\n",
"1209 133.0\n",
"1487 196.2\n",
"1596 210.1\n",
"1609 99.5\n",
"1613 208.2\n",
"1746 189.3\n",
"1857 232.4\n",
"2080 240.8\n",
"2138 216.0\n",
"2222 283.3\n",
"2622 126.5\n",
"2654 300.5\n",
"Name: Total eve minutes, dtype: float64\n",
"Total eve calls\n",
"4 122\n",
"126 46\n",
"135 89\n",
"191 126\n",
"220 83\n",
"310 96\n",
"429 78\n",
"513 93\n",
"740 105\n",
"882 123\n",
"1073 125\n",
"1097 86\n",
"1209 106\n",
"1487 153\n",
"1596 94\n",
"1609 122\n",
"1613 141\n",
"1746 111\n",
"1857 97\n",
"2080 133\n",
"2138 86\n",
"2222 101\n",
"2622 96\n",
"2654 118\n",
"Name: Total eve calls, dtype: int64\n",
"Total eve charge\n",
"4 12.61\n",
"126 12.41\n",
"135 12.63\n",
"191 18.45\n",
"220 15.30\n",
"310 13.21\n",
"429 3.59\n",
"513 22.53\n",
"740 26.28\n",
"882 20.12\n",
"1073 20.20\n",
"1097 17.65\n",
"1209 11.31\n",
"1487 16.68\n",
"1596 17.86\n",
"1609 8.46\n",
"1613 17.70\n",
"1746 16.09\n",
"1857 19.75\n",
"2080 20.47\n",
"2138 18.36\n",
"2222 24.08\n",
"2622 10.75\n",
"2654 25.54\n",
"Name: Total eve charge, dtype: float64\n",
"Total night minutes\n",
"4 186.9\n",
"126 269.5\n",
"135 167.2\n",
"191 180.9\n",
"220 200.9\n",
"310 240.0\n",
"429 125.7\n",
"513 239.8\n",
"740 152.1\n",
"882 179.1\n",
"1073 263.4\n",
"1097 214.2\n",
"1209 213.7\n",
"1487 236.1\n",
"1596 95.0\n",
"1609 189.5\n",
"1613 180.9\n",
"1746 174.9\n",
"1857 127.7\n",
"2080 237.7\n",
"2138 235.1\n",
"2222 285.4\n",
"2622 238.5\n",
"2654 192.5\n",
"Name: Total night minutes, dtype: float64\n",
"Total night calls\n",
"4 121\n",
"126 87\n",
"135 91\n",
"191 122\n",
"220 104\n",
"310 112\n",
"429 104\n",
"513 128\n",
"740 118\n",
"882 120\n",
"1073 104\n",
"1097 107\n",
"1209 123\n",
"1487 119\n",
"1596 98\n",
"1609 75\n",
"1613 106\n",
"1746 82\n",
"1857 112\n",
"2080 121\n",
"2138 33\n",
"2222 83\n",
"2622 125\n",
"2654 106\n",
"Name: Total night calls, dtype: int64\n",
"Total night charge\n",
"4 8.41\n",
"126 12.13\n",
"135 7.52\n",
"191 8.14\n",
"220 9.04\n",
"310 10.80\n",
"429 5.66\n",
"513 10.79\n",
"740 6.84\n",
"882 8.06\n",
"1073 11.85\n",
"1097 9.64\n",
"1209 9.62\n",
"1487 10.62\n",
"1596 4.27\n",
"1609 8.53\n",
"1613 8.14\n",
"1746 7.87\n",
"1857 5.75\n",
"2080 10.70\n",
"2138 10.58\n",
"2222 12.84\n",
"2622 10.73\n",
"2654 8.66\n",
"Name: Total night charge, dtype: float64\n",
"Total intl minutes\n",
"4 10.1\n",
"126 11.5\n",
"135 6.1\n",
"191 13.5\n",
"220 7.7\n",
"310 14.7\n",
"429 5.4\n",
"513 15.6\n",
"740 10.0\n",
"882 11.3\n",
"1073 7.7\n",
"1097 4.5\n",
"1209 13.4\n",
"1487 8.1\n",
"1596 11.9\n",
"1609 13.4\n",
"1613 14.4\n",
"1746 8.8\n",
"1857 11.0\n",
"2080 12.8\n",
"2138 16.1\n",
"2222 5.8\n",
"2622 10.0\n",
"2654 11.6\n",
"Name: Total intl minutes, dtype: float64\n",
"Total intl calls\n",
"4 3\n",
"126 4\n",
"135 3\n",
"191 2\n",
"220 3\n",
"310 4\n",
"429 3\n",
"513 7\n",
"740 2\n",
"882 5\n",
"1073 6\n",
"1097 15\n",
"1209 11\n",
"1487 1\n",
"1596 4\n",
"1609 3\n",
"1613 10\n",
"1746 5\n",
"1857 9\n",
"2080 6\n",
"2138 5\n",
"2222 7\n",
"2622 9\n",
"2654 4\n",
"Name: Total intl calls, dtype: int64\n",
"Total intl charge\n",
"4 2.73\n",
"126 3.11\n",
"135 1.65\n",
"191 3.65\n",
"220 2.08\n",
"310 3.97\n",
"429 1.46\n",
"513 4.21\n",
"740 2.70\n",
"882 3.05\n",
"1073 2.08\n",
"1097 1.22\n",
"1209 3.62\n",
"1487 2.19\n",
"1596 3.21\n",
"1609 3.62\n",
"1613 3.89\n",
"1746 2.38\n",
"1857 2.97\n",
"2080 3.46\n",
"2138 4.35\n",
"2222 1.57\n",
"2622 2.70\n",
"2654 3.13\n",
"Name: Total intl charge, dtype: float64\n",
"Customer service calls\n",
"4 3\n",
"126 5\n",
"135 1\n",
"191 3\n",
"220 1\n",
"310 1\n",
"429 1\n",
"513 0\n",
"740 1\n",
"882 3\n",
"1073 3\n",
"1097 3\n",
"1209 2\n",
"1487 1\n",
"1596 3\n",
"1609 1\n",
"1613 0\n",
"1746 3\n",
"1857 0\n",
"2080 1\n",
"2138 2\n",
"2222 2\n",
"2622 2\n",
"2654 2\n",
"Name: Customer service calls, dtype: int64\n",
"Churn\n",
"4 False\n",
"126 False\n",
"135 False\n",
"191 False\n",
"220 False\n",
"310 False\n",
"429 False\n",
"513 False\n",
"740 False\n",
"882 False\n",
"1073 False\n",
"1097 True\n",
"1209 False\n",
"1487 False\n",
"1596 False\n",
"1609 False\n",
"1613 True\n",
"1746 False\n",
"1857 False\n",
"2080 False\n",
"2138 False\n",
"2222 False\n",
"2622 False\n",
"2654 False\n",
"Name: Churn, dtype: bool\n"
]
}
],
"source": [
"for col in data1.iteritems():\n",
" print col[0]\n",
" print col[1]"
]
},
{
"cell_type": "code",
"execution_count": 93,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"array([[<matplotlib.axes._subplots.AxesSubplot object at 0x10ce226d0>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x10d198e50>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x10d291fd0>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x10d300e50>],\n",
" [<matplotlib.axes._subplots.AxesSubplot object at 0x10d387f50>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x10d3fa810>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x10d47fad0>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x10d4f42d0>],\n",
" [<matplotlib.axes._subplots.AxesSubplot object at 0x10d576650>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x10d5d2e10>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x10d66f2d0>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x10d67f990>],\n",
" [<matplotlib.axes._subplots.AxesSubplot object at 0x10d759f90>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x10d7defd0>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x10d112150>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x10cdcbf90>],\n",
" [<matplotlib.axes._subplots.AxesSubplot object at 0x10ce58550>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x10cecf950>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x10cf3b350>,\n",
" <matplotlib.axes._subplots.AxesSubplot object at 0x10cfce690>]], dtype=object)"
]
},
"execution_count": 93,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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dIjIZOFtEvgLuA87DKrBngF8DLdwXNcnPz2frzl10vuZx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\nJwAAAABJRU5ErkJggg==\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x10cecfad0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"data1.hist()"
]
},
{
"cell_type": "code",
"execution_count": 107,
"metadata": {
"collapsed": false
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"State\n",
"4 75\n",
"126 96\n",
"135 146\n",
"191 100\n",
"220 117\n",
"310 97\n",
"429 125\n",
"513 49\n",
"740 74\n",
"882 189\n",
"1073 117\n",
"1097 101\n",
"1209 155\n",
"1487 46\n",
"1596 86\n",
"1609 87\n",
"1613 154\n",
"1746 180\n",
"1857 93\n",
"2080 63\n",
"2138 15\n",
"2222 35\n",
"2622 134\n",
"2654 52\n",
"Name: Account length, dtype: int64\n"
]
},
{
"ename": "IndexError",
"evalue": "tuple index out of range",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mIndexError\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-107-e2a5d651ada8>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[1;32m 1\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mi\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mv\u001b[0m \u001b[0;32min\u001b[0m \u001b[0menumerate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata1\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0miteritems\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 2\u001b[0;31m \u001b[0;32mprint\u001b[0m \u001b[0mv\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mi\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
"\u001b[0;31mIndexError\u001b[0m: tuple index out of range"
]
}
],
"source": [
"for i, v in enumerate(data1.iteritems()):\n",
" print v "
]
},
{
"cell_type": "code",
"execution_count": 101,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>State</th>\n",
" <th>Account length</th>\n",
" <th>Area code</th>\n",
" <th>International plan</th>\n",
" <th>Voice mail plan</th>\n",
" <th>Number vmail messages</th>\n",
" <th>Total day minutes</th>\n",
" <th>Total day calls</th>\n",
" <th>Total day charge</th>\n",
" <th>Total eve minutes</th>\n",
" <th>Total eve calls</th>\n",
" <th>Total eve charge</th>\n",
" <th>Total night minutes</th>\n",
" <th>Total night calls</th>\n",
" <th>Total night charge</th>\n",
" <th>Total intl minutes</th>\n",
" <th>Total intl calls</th>\n",
" <th>Total intl charge</th>\n",
" <th>Customer service calls</th>\n",
" <th>Churn</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>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>126</th>\n",
" <td>OK</td>\n",
" <td>96</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>260.4</td>\n",
" <td>115</td>\n",
" <td>44.27</td>\n",
" <td>146.0</td>\n",
" <td>46</td>\n",
" <td>12.41</td>\n",
" <td>269.5</td>\n",
" <td>87</td>\n",
" <td>12.13</td>\n",
" <td>11.5</td>\n",
" <td>4</td>\n",
" <td>3.11</td>\n",
" <td>5</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>135</th>\n",
" <td>OK</td>\n",
" <td>146</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>206.3</td>\n",
" <td>151</td>\n",
" <td>35.07</td>\n",
" <td>148.6</td>\n",
" <td>89</td>\n",
" <td>12.63</td>\n",
" <td>167.2</td>\n",
" <td>91</td>\n",
" <td>7.52</td>\n",
" <td>6.1</td>\n",
" <td>3</td>\n",
" <td>1.65</td>\n",
" <td>1</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>191</th>\n",
" <td>OK</td>\n",
" <td>100</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>203.1</td>\n",
" <td>96</td>\n",
" <td>34.53</td>\n",
" <td>217.0</td>\n",
" <td>126</td>\n",
" <td>18.45</td>\n",
" <td>180.9</td>\n",
" <td>122</td>\n",
" <td>8.14</td>\n",
" <td>13.5</td>\n",
" <td>2</td>\n",
" <td>3.65</td>\n",
" <td>3</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>220</th>\n",
" <td>OK</td>\n",
" <td>117</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>134.7</td>\n",
" <td>121</td>\n",
" <td>22.90</td>\n",
" <td>180.0</td>\n",
" <td>83</td>\n",
" <td>15.30</td>\n",
" <td>200.9</td>\n",
" <td>104</td>\n",
" <td>9.04</td>\n",
" <td>7.7</td>\n",
" <td>3</td>\n",
" <td>2.08</td>\n",
" <td>1</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>310</th>\n",
" <td>OK</td>\n",
" <td>97</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>151.6</td>\n",
" <td>107</td>\n",
" <td>25.77</td>\n",
" <td>155.4</td>\n",
" <td>96</td>\n",
" <td>13.21</td>\n",
" <td>240.0</td>\n",
" <td>112</td>\n",
" <td>10.80</td>\n",
" <td>14.7</td>\n",
" <td>4</td>\n",
" <td>3.97</td>\n",
" <td>1</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>429</th>\n",
" <td>OK</td>\n",
" <td>125</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>36</td>\n",
" <td>201.3</td>\n",
" <td>117</td>\n",
" <td>34.22</td>\n",
" <td>42.2</td>\n",
" <td>78</td>\n",
" <td>3.59</td>\n",
" <td>125.7</td>\n",
" <td>104</td>\n",
" <td>5.66</td>\n",
" <td>5.4</td>\n",
" <td>3</td>\n",
" <td>1.46</td>\n",
" <td>1</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>513</th>\n",
" <td>OK</td>\n",
" <td>49</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>213.8</td>\n",
" <td>79</td>\n",
" <td>36.35</td>\n",
" <td>265.1</td>\n",
" <td>93</td>\n",
" <td>22.53</td>\n",
" <td>239.8</td>\n",
" <td>128</td>\n",
" <td>10.79</td>\n",
" <td>15.6</td>\n",
" <td>7</td>\n",
" <td>4.21</td>\n",
" <td>0</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>740</th>\n",
" <td>OK</td>\n",
" <td>74</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>200.4</td>\n",
" <td>87</td>\n",
" <td>34.07</td>\n",
" <td>309.2</td>\n",
" <td>105</td>\n",
" <td>26.28</td>\n",
" <td>152.1</td>\n",
" <td>118</td>\n",
" <td>6.84</td>\n",
" <td>10.0</td>\n",
" <td>2</td>\n",
" <td>2.70</td>\n",
" <td>1</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>882</th>\n",
" <td>OK</td>\n",
" <td>189</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>208.3</td>\n",
" <td>106</td>\n",
" <td>35.41</td>\n",
" <td>236.7</td>\n",
" <td>123</td>\n",
" <td>20.12</td>\n",
" <td>179.1</td>\n",
" <td>120</td>\n",
" <td>8.06</td>\n",
" <td>11.3</td>\n",
" <td>5</td>\n",
" <td>3.05</td>\n",
" <td>3</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1073</th>\n",
" <td>OK</td>\n",
" <td>117</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>31</td>\n",
" <td>104.9</td>\n",
" <td>115</td>\n",
" <td>17.83</td>\n",
" <td>237.6</td>\n",
" <td>125</td>\n",
" <td>20.20</td>\n",
" <td>263.4</td>\n",
" <td>104</td>\n",
" <td>11.85</td>\n",
" <td>7.7</td>\n",
" <td>6</td>\n",
" <td>2.08</td>\n",
" <td>3</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1097</th>\n",
" <td>OK</td>\n",
" <td>101</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>269.7</td>\n",
" <td>85</td>\n",
" <td>45.85</td>\n",
" <td>207.6</td>\n",
" <td>86</td>\n",
" <td>17.65</td>\n",
" <td>214.2</td>\n",
" <td>107</td>\n",
" <td>9.64</td>\n",
" <td>4.5</td>\n",
" <td>15</td>\n",
" <td>1.22</td>\n",
" <td>3</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1209</th>\n",
" <td>OK</td>\n",
" <td>155</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>23</td>\n",
" <td>243.9</td>\n",
" <td>112</td>\n",
" <td>41.46</td>\n",
" <td>133.0</td>\n",
" <td>106</td>\n",
" <td>11.31</td>\n",
" <td>213.7</td>\n",
" <td>123</td>\n",
" <td>9.62</td>\n",
" <td>13.4</td>\n",
" <td>11</td>\n",
" <td>3.62</td>\n",
" <td>2</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1487</th>\n",
" <td>OK</td>\n",
" <td>46</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>164.2</td>\n",
" <td>116</td>\n",
" <td>27.91</td>\n",
" <td>196.2</td>\n",
" <td>153</td>\n",
" <td>16.68</td>\n",
" <td>236.1</td>\n",
" <td>119</td>\n",
" <td>10.62</td>\n",
" <td>8.1</td>\n",
" <td>1</td>\n",
" <td>2.19</td>\n",
" <td>1</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1596</th>\n",
" <td>OK</td>\n",
" <td>86</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>33</td>\n",
" <td>253.1</td>\n",
" <td>112</td>\n",
" <td>43.03</td>\n",
" <td>210.1</td>\n",
" <td>94</td>\n",
" <td>17.86</td>\n",
" <td>95.0</td>\n",
" <td>98</td>\n",
" <td>4.27</td>\n",
" <td>11.9</td>\n",
" <td>4</td>\n",
" <td>3.21</td>\n",
" <td>3</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1609</th>\n",
" <td>OK</td>\n",
" <td>87</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>205.2</td>\n",
" <td>106</td>\n",
" <td>34.88</td>\n",
" <td>99.5</td>\n",
" <td>122</td>\n",
" <td>8.46</td>\n",
" <td>189.5</td>\n",
" <td>75</td>\n",
" <td>8.53</td>\n",
" <td>13.4</td>\n",
" <td>3</td>\n",
" <td>3.62</td>\n",
" <td>1</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1613</th>\n",
" <td>OK</td>\n",
" <td>154</td>\n",
" <td>415</td>\n",
" <td>Yes</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>145.9</td>\n",
" <td>69</td>\n",
" <td>24.80</td>\n",
" <td>208.2</td>\n",
" <td>141</td>\n",
" <td>17.70</td>\n",
" <td>180.9</td>\n",
" <td>106</td>\n",
" <td>8.14</td>\n",
" <td>14.4</td>\n",
" <td>10</td>\n",
" <td>3.89</td>\n",
" <td>0</td>\n",
" <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1746</th>\n",
" <td>OK</td>\n",
" <td>180</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>143.5</td>\n",
" <td>121</td>\n",
" <td>24.40</td>\n",
" <td>189.3</td>\n",
" <td>111</td>\n",
" <td>16.09</td>\n",
" <td>174.9</td>\n",
" <td>82</td>\n",
" <td>7.87</td>\n",
" <td>8.8</td>\n",
" <td>5</td>\n",
" <td>2.38</td>\n",
" <td>3</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1857</th>\n",
" <td>OK</td>\n",
" <td>93</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>Yes</td>\n",
" <td>32</td>\n",
" <td>116.9</td>\n",
" <td>120</td>\n",
" <td>19.87</td>\n",
" <td>232.4</td>\n",
" <td>97</td>\n",
" <td>19.75</td>\n",
" <td>127.7</td>\n",
" <td>112</td>\n",
" <td>5.75</td>\n",
" <td>11.0</td>\n",
" <td>9</td>\n",
" <td>2.97</td>\n",
" <td>0</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2080</th>\n",
" <td>OK</td>\n",
" <td>63</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>128.7</td>\n",
" <td>78</td>\n",
" <td>21.88</td>\n",
" <td>240.8</td>\n",
" <td>133</td>\n",
" <td>20.47</td>\n",
" <td>237.7</td>\n",
" <td>121</td>\n",
" <td>10.70</td>\n",
" <td>12.8</td>\n",
" <td>6</td>\n",
" <td>3.46</td>\n",
" <td>1</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2138</th>\n",
" <td>OK</td>\n",
" <td>15</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>121.1</td>\n",
" <td>130</td>\n",
" <td>20.59</td>\n",
" <td>216.0</td>\n",
" <td>86</td>\n",
" <td>18.36</td>\n",
" <td>235.1</td>\n",
" <td>33</td>\n",
" <td>10.58</td>\n",
" <td>16.1</td>\n",
" <td>5</td>\n",
" <td>4.35</td>\n",
" <td>2</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2222</th>\n",
" <td>OK</td>\n",
" <td>35</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>179.2</td>\n",
" <td>59</td>\n",
" <td>30.46</td>\n",
" <td>283.3</td>\n",
" <td>101</td>\n",
" <td>24.08</td>\n",
" <td>285.4</td>\n",
" <td>83</td>\n",
" <td>12.84</td>\n",
" <td>5.8</td>\n",
" <td>7</td>\n",
" <td>1.57</td>\n",
" <td>2</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2622</th>\n",
" <td>OK</td>\n",
" <td>134</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>164.9</td>\n",
" <td>115</td>\n",
" <td>28.03</td>\n",
" <td>126.5</td>\n",
" <td>96</td>\n",
" <td>10.75</td>\n",
" <td>238.5</td>\n",
" <td>125</td>\n",
" <td>10.73</td>\n",
" <td>10.0</td>\n",
" <td>9</td>\n",
" <td>2.70</td>\n",
" <td>2</td>\n",
" <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2654</th>\n",
" <td>OK</td>\n",
" <td>52</td>\n",
" <td>415</td>\n",
" <td>No</td>\n",
" <td>No</td>\n",
" <td>0</td>\n",
" <td>124.9</td>\n",
" <td>131</td>\n",
" <td>21.23</td>\n",
" <td>300.5</td>\n",
" <td>118</td>\n",
" <td>25.54</td>\n",
" <td>192.5</td>\n",
" <td>106</td>\n",
" <td>8.66</td>\n",
" <td>11.6</td>\n",
" <td>4</td>\n",
" <td>3.13</td>\n",
" <td>2</td>\n",
" <td>False</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" State Account length Area code International plan Voice mail plan \\\n",
"4 OK 75 415 Yes No \n",
"126 OK 96 415 No No \n",
"135 OK 146 415 No No \n",
"191 OK 100 415 No No \n",
"220 OK 117 415 No No \n",
"310 OK 97 415 No No \n",
"429 OK 125 415 No Yes \n",
"513 OK 49 415 No No \n",
"740 OK 74 415 No No \n",
"882 OK 189 415 No No \n",
"1073 OK 117 415 No Yes \n",
"1097 OK 101 415 No No \n",
"1209 OK 155 415 No Yes \n",
"1487 OK 46 415 No No \n",
"1596 OK 86 415 No Yes \n",
"1609 OK 87 415 No No \n",
"1613 OK 154 415 Yes No \n",
"1746 OK 180 415 No No \n",
"1857 OK 93 415 No Yes \n",
"2080 OK 63 415 No No \n",
"2138 OK 15 415 No No \n",
"2222 OK 35 415 No No \n",
"2622 OK 134 415 No No \n",
"2654 OK 52 415 No No \n",
"\n",
" Number vmail messages Total day minutes Total day calls \\\n",
"4 0 166.7 113 \n",
"126 0 260.4 115 \n",
"135 0 206.3 151 \n",
"191 0 203.1 96 \n",
"220 0 134.7 121 \n",
"310 0 151.6 107 \n",
"429 36 201.3 117 \n",
"513 0 213.8 79 \n",
"740 0 200.4 87 \n",
"882 0 208.3 106 \n",
"1073 31 104.9 115 \n",
"1097 0 269.7 85 \n",
"1209 23 243.9 112 \n",
"1487 0 164.2 116 \n",
"1596 33 253.1 112 \n",
"1609 0 205.2 106 \n",
"1613 0 145.9 69 \n",
"1746 0 143.5 121 \n",
"1857 32 116.9 120 \n",
"2080 0 128.7 78 \n",
"2138 0 121.1 130 \n",
"2222 0 179.2 59 \n",
"2622 0 164.9 115 \n",
"2654 0 124.9 131 \n",
"\n",
" Total day charge Total eve minutes Total eve calls Total eve charge \\\n",
"4 28.34 148.3 122 12.61 \n",
"126 44.27 146.0 46 12.41 \n",
"135 35.07 148.6 89 12.63 \n",
"191 34.53 217.0 126 18.45 \n",
"220 22.90 180.0 83 15.30 \n",
"310 25.77 155.4 96 13.21 \n",
"429 34.22 42.2 78 3.59 \n",
"513 36.35 265.1 93 22.53 \n",
"740 34.07 309.2 105 26.28 \n",
"882 35.41 236.7 123 20.12 \n",
"1073 17.83 237.6 125 20.20 \n",
"1097 45.85 207.6 86 17.65 \n",
"1209 41.46 133.0 106 11.31 \n",
"1487 27.91 196.2 153 16.68 \n",
"1596 43.03 210.1 94 17.86 \n",
"1609 34.88 99.5 122 8.46 \n",
"1613 24.80 208.2 141 17.70 \n",
"1746 24.40 189.3 111 16.09 \n",
"1857 19.87 232.4 97 19.75 \n",
"2080 21.88 240.8 133 20.47 \n",
"2138 20.59 216.0 86 18.36 \n",
"2222 30.46 283.3 101 24.08 \n",
"2622 28.03 126.5 96 10.75 \n",
"2654 21.23 300.5 118 25.54 \n",
"\n",
" Total night minutes Total night calls Total night charge \\\n",
"4 186.9 121 8.41 \n",
"126 269.5 87 12.13 \n",
"135 167.2 91 7.52 \n",
"191 180.9 122 8.14 \n",
"220 200.9 104 9.04 \n",
"310 240.0 112 10.80 \n",
"429 125.7 104 5.66 \n",
"513 239.8 128 10.79 \n",
"740 152.1 118 6.84 \n",
"882 179.1 120 8.06 \n",
"1073 263.4 104 11.85 \n",
"1097 214.2 107 9.64 \n",
"1209 213.7 123 9.62 \n",
"1487 236.1 119 10.62 \n",
"1596 95.0 98 4.27 \n",
"1609 189.5 75 8.53 \n",
"1613 180.9 106 8.14 \n",
"1746 174.9 82 7.87 \n",
"1857 127.7 112 5.75 \n",
"2080 237.7 121 10.70 \n",
"2138 235.1 33 10.58 \n",
"2222 285.4 83 12.84 \n",
"2622 238.5 125 10.73 \n",
"2654 192.5 106 8.66 \n",
"\n",
" Total intl minutes Total intl calls Total intl charge \\\n",
"4 10.1 3 2.73 \n",
"126 11.5 4 3.11 \n",
"135 6.1 3 1.65 \n",
"191 13.5 2 3.65 \n",
"220 7.7 3 2.08 \n",
"310 14.7 4 3.97 \n",
"429 5.4 3 1.46 \n",
"513 15.6 7 4.21 \n",
"740 10.0 2 2.70 \n",
"882 11.3 5 3.05 \n",
"1073 7.7 6 2.08 \n",
"1097 4.5 15 1.22 \n",
"1209 13.4 11 3.62 \n",
"1487 8.1 1 2.19 \n",
"1596 11.9 4 3.21 \n",
"1609 13.4 3 3.62 \n",
"1613 14.4 10 3.89 \n",
"1746 8.8 5 2.38 \n",
"1857 11.0 9 2.97 \n",
"2080 12.8 6 3.46 \n",
"2138 16.1 5 4.35 \n",
"2222 5.8 7 1.57 \n",
"2622 10.0 9 2.70 \n",
"2654 11.6 4 3.13 \n",
"\n",
" Customer service calls Churn \n",
"4 3 False \n",
"126 5 False \n",
"135 1 False \n",
"191 3 False \n",
"220 1 False \n",
"310 1 False \n",
"429 1 False \n",
"513 0 False \n",
"740 1 False \n",
"882 3 False \n",
"1073 3 False \n",
"1097 3 True \n",
"1209 2 False \n",
"1487 1 False \n",
"1596 3 False \n",
"1609 1 False \n",
"1613 0 True \n",
"1746 3 False \n",
"1857 0 False \n",
"2080 1 False \n",
"2138 2 False \n",
"2222 2 False \n",
"2622 2 False \n",
"2654 2 False "
]
},
"execution_count": 101,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data1"
]
},
{
"cell_type": "code",
"execution_count": 110,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/plain": [
"243"
]
},
"execution_count": 110,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Find min, max, ave\n",
"data['Account length'].max()"
]
},
{
"cell_type": "code",
"execution_count": 115,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Account length</th>\n",
" <th>Area code</th>\n",
" <th>Number vmail messages</th>\n",
" <th>Total day minutes</th>\n",
" <th>Total day calls</th>\n",
" <th>Total day charge</th>\n",
" <th>Total eve minutes</th>\n",
" <th>Total eve calls</th>\n",
" <th>Total eve charge</th>\n",
" <th>Total night minutes</th>\n",
" <th>Total night calls</th>\n",
" <th>Total night charge</th>\n",
" <th>Total intl minutes</th>\n",
" <th>Total intl calls</th>\n",
" <th>Total intl charge</th>\n",
" <th>Customer service calls</th>\n",
" <th>Churn</th>\n",
" </tr>\n",
" <tr>\n",
" <th>State</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>WV</th>\n",
" <td>8313</td>\n",
" <td>38980</td>\n",
" <td>791</td>\n",
" <td>15137.1</td>\n",
" <td>9196</td>\n",
" <td>2573.37</td>\n",
" <td>16363.4</td>\n",
" <td>8744</td>\n",
" <td>1390.88</td>\n",
" <td>17558.8</td>\n",
" <td>8863</td>\n",
" <td>790.18</td>\n",
" <td>872.3</td>\n",
" <td>385</td>\n",
" <td>235.56</td>\n",
" <td>143</td>\n",
" <td>7.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MN</th>\n",
" <td>7247</td>\n",
" <td>30824</td>\n",
" <td>612</td>\n",
" <td>12572.6</td>\n",
" <td>6923</td>\n",
" <td>2137.37</td>\n",
" <td>13913.0</td>\n",
" <td>7246</td>\n",
" <td>1182.63</td>\n",
" <td>14556.7</td>\n",
" <td>7115</td>\n",
" <td>655.05</td>\n",
" <td>729.3</td>\n",
" <td>310</td>\n",
" <td>196.95</td>\n",
" <td>106</td>\n",
" <td>13.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>VA</th>\n",
" <td>7092</td>\n",
" <td>29266</td>\n",
" <td>446</td>\n",
" <td>11997.9</td>\n",
" <td>7096</td>\n",
" <td>2039.65</td>\n",
" <td>13724.0</td>\n",
" <td>6731</td>\n",
" <td>1166.59</td>\n",
" <td>14248.7</td>\n",
" <td>6238</td>\n",
" <td>641.22</td>\n",
" <td>707.8</td>\n",
" <td>313</td>\n",
" <td>191.13</td>\n",
" <td>103</td>\n",
" <td>4.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>WY</th>\n",
" <td>6955</td>\n",
" <td>28805</td>\n",
" <td>464</td>\n",
" <td>11875.8</td>\n",
" <td>6688</td>\n",
" <td>2018.89</td>\n",
" <td>13867.5</td>\n",
" <td>6545</td>\n",
" <td>1178.74</td>\n",
" <td>13085.9</td>\n",
" <td>6784</td>\n",
" <td>588.87</td>\n",
" <td>682.5</td>\n",
" <td>325</td>\n",
" <td>184.30</td>\n",
" <td>95</td>\n",
" <td>8.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NY</th>\n",
" <td>6547</td>\n",
" <td>29241</td>\n",
" <td>482</td>\n",
" <td>11742.7</td>\n",
" <td>6744</td>\n",
" <td>1996.34</td>\n",
" <td>13389.8</td>\n",
" <td>6862</td>\n",
" <td>1138.14</td>\n",
" <td>13880.5</td>\n",
" <td>6707</td>\n",
" <td>624.66</td>\n",
" <td>694.7</td>\n",
" <td>324</td>\n",
" <td>187.57</td>\n",
" <td>115</td>\n",
" <td>12.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>OH</th>\n",
" <td>6507</td>\n",
" <td>28682</td>\n",
" <td>694</td>\n",
" <td>12189.5</td>\n",
" <td>6586</td>\n",
" <td>2072.28</td>\n",
" <td>13649.4</td>\n",
" <td>6690</td>\n",
" <td>1160.22</td>\n",
" <td>13749.5</td>\n",
" <td>6848</td>\n",
" <td>618.71</td>\n",
" <td>680.3</td>\n",
" <td>293</td>\n",
" <td>183.73</td>\n",
" <td>89</td>\n",
" <td>10.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>AL</th>\n",
" <td>6474</td>\n",
" <td>28376</td>\n",
" <td>445</td>\n",
" <td>12432.6</td>\n",
" <td>6563</td>\n",
" <td>2113.53</td>\n",
" <td>12724.7</td>\n",
" <td>6473</td>\n",
" <td>1081.61</td>\n",
" <td>12212.8</td>\n",
" <td>6681</td>\n",
" <td>549.58</td>\n",
" <td>672.8</td>\n",
" <td>310</td>\n",
" <td>181.65</td>\n",
" <td>110</td>\n",
" <td>7.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NV</th>\n",
" <td>6369</td>\n",
" <td>26948</td>\n",
" <td>390</td>\n",
" <td>10842.8</td>\n",
" <td>6241</td>\n",
" <td>1843.31</td>\n",
" <td>12421.9</td>\n",
" <td>5851</td>\n",
" <td>1055.87</td>\n",
" <td>12702.5</td>\n",
" <td>6184</td>\n",
" <td>571.60</td>\n",
" <td>614.9</td>\n",
" <td>257</td>\n",
" <td>166.03</td>\n",
" <td>98</td>\n",
" <td>13.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>OR</th>\n",
" <td>6192</td>\n",
" <td>27159</td>\n",
" <td>363</td>\n",
" <td>10563.3</td>\n",
" <td>5863</td>\n",
" <td>1795.82</td>\n",
" <td>12271.7</td>\n",
" <td>6111</td>\n",
" <td>1043.13</td>\n",
" <td>12381.9</td>\n",
" <td>6337</td>\n",
" <td>557.20</td>\n",
" <td>652.3</td>\n",
" <td>273</td>\n",
" <td>176.19</td>\n",
" <td>111</td>\n",
" <td>7.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MD</th>\n",
" <td>6062</td>\n",
" <td>25847</td>\n",
" <td>465</td>\n",
" <td>11916.9</td>\n",
" <td>5870</td>\n",
" <td>2025.92</td>\n",
" <td>11664.9</td>\n",
" <td>5991</td>\n",
" <td>991.51</td>\n",
" <td>12085.6</td>\n",
" <td>5736</td>\n",
" <td>543.83</td>\n",
" <td>644.4</td>\n",
" <td>263</td>\n",
" <td>174.00</td>\n",
" <td>99</td>\n",
" <td>14.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>CO</th>\n",
" <td>6017</td>\n",
" <td>25471</td>\n",
" <td>483</td>\n",
" <td>10591.3</td>\n",
" <td>5598</td>\n",
" <td>1800.57</td>\n",
" <td>12306.2</td>\n",
" <td>5676</td>\n",
" <td>1046.01</td>\n",
" <td>11192.7</td>\n",
" <td>5639</td>\n",
" <td>503.72</td>\n",
" <td>576.9</td>\n",
" <td>250</td>\n",
" <td>155.80</td>\n",
" <td>108</td>\n",
" <td>7.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>UT</th>\n",
" <td>5994</td>\n",
" <td>26438</td>\n",
" <td>550</td>\n",
" <td>11014.1</td>\n",
" <td>5981</td>\n",
" <td>1872.42</td>\n",
" <td>11780.8</td>\n",
" <td>5872</td>\n",
" <td>1001.40</td>\n",
" <td>11552.8</td>\n",
" <td>6044</td>\n",
" <td>519.85</td>\n",
" <td>598.6</td>\n",
" <td>277</td>\n",
" <td>161.64</td>\n",
" <td>80</td>\n",
" <td>8.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>FL</th>\n",
" <td>5928</td>\n",
" <td>24057</td>\n",
" <td>513</td>\n",
" <td>9643.2</td>\n",
" <td>5358</td>\n",
" <td>1639.40</td>\n",
" <td>11131.7</td>\n",
" <td>5774</td>\n",
" <td>946.21</td>\n",
" <td>10569.3</td>\n",
" <td>5440</td>\n",
" <td>475.60</td>\n",
" <td>536.7</td>\n",
" <td>213</td>\n",
" <td>144.93</td>\n",
" <td>87</td>\n",
" <td>7.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>VT</th>\n",
" <td>5925</td>\n",
" <td>25077</td>\n",
" <td>372</td>\n",
" <td>10437.5</td>\n",
" <td>5759</td>\n",
" <td>1774.43</td>\n",
" <td>11528.4</td>\n",
" <td>5528</td>\n",
" <td>979.95</td>\n",
" <td>11812.1</td>\n",
" <td>5904</td>\n",
" <td>531.53</td>\n",
" <td>574.6</td>\n",
" <td>270</td>\n",
" <td>155.16</td>\n",
" <td>99</td>\n",
" <td>6.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>WI</th>\n",
" <td>5913</td>\n",
" <td>26621</td>\n",
" <td>500</td>\n",
" <td>10722.3</td>\n",
" <td>5917</td>\n",
" <td>1822.79</td>\n",
" <td>12063.3</td>\n",
" <td>6044</td>\n",
" <td>1025.41</td>\n",
" <td>12097.1</td>\n",
" <td>6004</td>\n",
" <td>544.38</td>\n",
" <td>587.7</td>\n",
" <td>251</td>\n",
" <td>158.70</td>\n",
" <td>83</td>\n",
" <td>4.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MI</th>\n",
" <td>5883</td>\n",
" <td>25798</td>\n",
" <td>404</td>\n",
" <td>10384.5</td>\n",
" <td>5747</td>\n",
" <td>1765.36</td>\n",
" <td>12111.1</td>\n",
" <td>5849</td>\n",
" <td>1029.43</td>\n",
" <td>11240.1</td>\n",
" <td>6009</td>\n",
" <td>505.78</td>\n",
" <td>611.9</td>\n",
" <td>267</td>\n",
" <td>165.23</td>\n",
" <td>92</td>\n",
" <td>13.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NC</th>\n",
" <td>5785</td>\n",
" <td>24342</td>\n",
" <td>527</td>\n",
" <td>10387.6</td>\n",
" <td>5775</td>\n",
" <td>1765.92</td>\n",
" <td>11192.8</td>\n",
" <td>5837</td>\n",
" <td>951.41</td>\n",
" <td>10878.6</td>\n",
" <td>5626</td>\n",
" <td>489.53</td>\n",
" <td>560.2</td>\n",
" <td>219</td>\n",
" <td>151.29</td>\n",
" <td>86</td>\n",
" <td>9.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>OK</th>\n",
" <td>5749</td>\n",
" <td>22710</td>\n",
" <td>430</td>\n",
" <td>9360.0</td>\n",
" <td>5190</td>\n",
" <td>1591.21</td>\n",
" <td>9935.2</td>\n",
" <td>5463</td>\n",
" <td>844.54</td>\n",
" <td>10227.3</td>\n",
" <td>5301</td>\n",
" <td>460.21</td>\n",
" <td>549.5</td>\n",
" <td>248</td>\n",
" <td>148.44</td>\n",
" <td>94</td>\n",
" <td>7.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ID</th>\n",
" <td>5748</td>\n",
" <td>24690</td>\n",
" <td>582</td>\n",
" <td>9768.6</td>\n",
" <td>6049</td>\n",
" <td>1660.69</td>\n",
" <td>10900.1</td>\n",
" <td>5504</td>\n",
" <td>926.53</td>\n",
" <td>11500.8</td>\n",
" <td>5622</td>\n",
" <td>517.55</td>\n",
" <td>580.8</td>\n",
" <td>241</td>\n",
" <td>156.82</td>\n",
" <td>92</td>\n",
" <td>5.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>CT</th>\n",
" <td>5573</td>\n",
" <td>25323</td>\n",
" <td>374</td>\n",
" <td>10282.6</td>\n",
" <td>5818</td>\n",
" <td>1748.06</td>\n",
" <td>12035.5</td>\n",
" <td>5823</td>\n",
" <td>1023.04</td>\n",
" <td>11911.1</td>\n",
" <td>6013</td>\n",
" <td>536.03</td>\n",
" <td>587.0</td>\n",
" <td>235</td>\n",
" <td>158.49</td>\n",
" <td>83</td>\n",
" <td>11.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>IN</th>\n",
" <td>5500</td>\n",
" <td>24036</td>\n",
" <td>392</td>\n",
" <td>10634.2</td>\n",
" <td>5714</td>\n",
" <td>1807.86</td>\n",
" <td>10765.4</td>\n",
" <td>5330</td>\n",
" <td>915.06</td>\n",
" <td>11596.8</td>\n",
" <td>5421</td>\n",
" <td>521.85</td>\n",
" <td>527.9</td>\n",
" <td>230</td>\n",
" <td>142.55</td>\n",
" <td>87</td>\n",
" <td>6.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>KS</th>\n",
" <td>5471</td>\n",
" <td>23139</td>\n",
" <td>370</td>\n",
" <td>10201.3</td>\n",
" <td>5216</td>\n",
" <td>1734.25</td>\n",
" <td>10551.7</td>\n",
" <td>5113</td>\n",
" <td>896.90</td>\n",
" <td>10675.4</td>\n",
" <td>5220</td>\n",
" <td>480.40</td>\n",
" <td>566.9</td>\n",
" <td>226</td>\n",
" <td>153.09</td>\n",
" <td>77</td>\n",
" <td>10.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MO</th>\n",
" <td>5288</td>\n",
" <td>21725</td>\n",
" <td>406</td>\n",
" <td>8675.1</td>\n",
" <td>5094</td>\n",
" <td>1474.83</td>\n",
" <td>10393.5</td>\n",
" <td>5217</td>\n",
" <td>883.47</td>\n",
" <td>10457.5</td>\n",
" <td>5170</td>\n",
" <td>470.58</td>\n",
" <td>522.0</td>\n",
" <td>249</td>\n",
" <td>140.97</td>\n",
" <td>78</td>\n",
" <td>5.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SD</th>\n",
" <td>5234</td>\n",
" <td>21683</td>\n",
" <td>459</td>\n",
" <td>9378.8</td>\n",
" <td>4602</td>\n",
" <td>1594.41</td>\n",
" <td>10176.4</td>\n",
" <td>4820</td>\n",
" <td>864.98</td>\n",
" <td>9880.6</td>\n",
" <td>4610</td>\n",
" <td>444.65</td>\n",
" <td>482.6</td>\n",
" <td>211</td>\n",
" <td>130.30</td>\n",
" <td>69</td>\n",
" <td>6.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>DE</th>\n",
" <td>5097</td>\n",
" <td>22418</td>\n",
" <td>370</td>\n",
" <td>8850.3</td>\n",
" <td>5026</td>\n",
" <td>1504.60</td>\n",
" <td>10695.3</td>\n",
" <td>5066</td>\n",
" <td>909.12</td>\n",
" <td>10450.0</td>\n",
" <td>5187</td>\n",
" <td>470.25</td>\n",
" <td>527.9</td>\n",
" <td>199</td>\n",
" <td>142.59</td>\n",
" <td>87</td>\n",
" <td>8.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>TX</th>\n",
" <td>5082</td>\n",
" <td>23765</td>\n",
" <td>346</td>\n",
" <td>9956.7</td>\n",
" <td>5568</td>\n",
" <td>1692.69</td>\n",
" <td>10885.1</td>\n",
" <td>5569</td>\n",
" <td>925.25</td>\n",
" <td>11027.3</td>\n",
" <td>5461</td>\n",
" <td>496.24</td>\n",
" <td>582.2</td>\n",
" <td>259</td>\n",
" <td>157.23</td>\n",
" <td>82</td>\n",
" <td>16.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MS</th>\n",
" <td>4954</td>\n",
" <td>21173</td>\n",
" <td>460</td>\n",
" <td>8325.5</td>\n",
" <td>4916</td>\n",
" <td>1415.36</td>\n",
" <td>9454.7</td>\n",
" <td>4757</td>\n",
" <td>803.68</td>\n",
" <td>9667.8</td>\n",
" <td>4790</td>\n",
" <td>435.04</td>\n",
" <td>501.0</td>\n",
" <td>235</td>\n",
" <td>135.30</td>\n",
" <td>81</td>\n",
" <td>11.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>WA</th>\n",
" <td>4951</td>\n",
" <td>20934</td>\n",
" <td>200</td>\n",
" <td>8422.2</td>\n",
" <td>4825</td>\n",
" <td>1431.81</td>\n",
" <td>9793.4</td>\n",
" <td>4596</td>\n",
" <td>832.45</td>\n",
" <td>9552.8</td>\n",
" <td>4980</td>\n",
" <td>429.89</td>\n",
" <td>466.2</td>\n",
" <td>217</td>\n",
" <td>125.89</td>\n",
" <td>71</td>\n",
" <td>10.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NJ</th>\n",
" <td>4948</td>\n",
" <td>21894</td>\n",
" <td>482</td>\n",
" <td>9954.3</td>\n",
" <td>4968</td>\n",
" <td>1692.24</td>\n",
" <td>9992.9</td>\n",
" <td>5069</td>\n",
" <td>849.40</td>\n",
" <td>10198.1</td>\n",
" <td>5019</td>\n",
" <td>458.92</td>\n",
" <td>561.2</td>\n",
" <td>240</td>\n",
" <td>151.59</td>\n",
" <td>85</td>\n",
" <td>14.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>GA</th>\n",
" <td>4932</td>\n",
" <td>21662</td>\n",
" <td>541</td>\n",
" <td>9137.9</td>\n",
" <td>5126</td>\n",
" <td>1553.48</td>\n",
" <td>10009.4</td>\n",
" <td>4992</td>\n",
" <td>850.81</td>\n",
" <td>9585.5</td>\n",
" <td>5184</td>\n",
" <td>431.35</td>\n",
" <td>507.5</td>\n",
" <td>198</td>\n",
" <td>137.06</td>\n",
" <td>94</td>\n",
" <td>8.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ME</th>\n",
" <td>4895</td>\n",
" <td>22260</td>\n",
" <td>370</td>\n",
" <td>8940.4</td>\n",
" <td>4925</td>\n",
" <td>1519.92</td>\n",
" <td>9856.3</td>\n",
" <td>5211</td>\n",
" <td>837.80</td>\n",
" <td>9796.6</td>\n",
" <td>4768</td>\n",
" <td>440.85</td>\n",
" <td>487.9</td>\n",
" <td>227</td>\n",
" <td>131.79</td>\n",
" <td>85</td>\n",
" <td>11.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MT</th>\n",
" <td>4777</td>\n",
" <td>23132</td>\n",
" <td>534</td>\n",
" <td>9196.8</td>\n",
" <td>5051</td>\n",
" <td>1563.46</td>\n",
" <td>10562.3</td>\n",
" <td>5151</td>\n",
" <td>897.82</td>\n",
" <td>10442.1</td>\n",
" <td>5435</td>\n",
" <td>469.90</td>\n",
" <td>566.9</td>\n",
" <td>234</td>\n",
" <td>153.09</td>\n",
" <td>84</td>\n",
" <td>10.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>DC</th>\n",
" <td>4764</td>\n",
" <td>19833</td>\n",
" <td>412</td>\n",
" <td>7548.2</td>\n",
" <td>4407</td>\n",
" <td>1283.23</td>\n",
" <td>8896.4</td>\n",
" <td>4587</td>\n",
" <td>756.25</td>\n",
" <td>9249.1</td>\n",
" <td>4365</td>\n",
" <td>416.22</td>\n",
" <td>485.2</td>\n",
" <td>182</td>\n",
" <td>131.05</td>\n",
" <td>58</td>\n",
" <td>5.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MA</th>\n",
" <td>4735</td>\n",
" <td>22404</td>\n",
" <td>447</td>\n",
" <td>9192.6</td>\n",
" <td>5284</td>\n",
" <td>1562.75</td>\n",
" <td>11245.0</td>\n",
" <td>5113</td>\n",
" <td>955.85</td>\n",
" <td>10994.8</td>\n",
" <td>5030</td>\n",
" <td>494.80</td>\n",
" <td>519.3</td>\n",
" <td>223</td>\n",
" <td>140.24</td>\n",
" <td>64</td>\n",
" <td>8.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>ND</th>\n",
" <td>4710</td>\n",
" <td>19214</td>\n",
" <td>532</td>\n",
" <td>8194.4</td>\n",
" <td>4427</td>\n",
" <td>1393.09</td>\n",
" <td>8903.9</td>\n",
" <td>4516</td>\n",
" <td>756.85</td>\n",
" <td>8895.4</td>\n",
" <td>4516</td>\n",
" <td>400.29</td>\n",
" <td>410.7</td>\n",
" <td>226</td>\n",
" <td>110.93</td>\n",
" <td>66</td>\n",
" <td>4.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NM</th>\n",
" <td>4694</td>\n",
" <td>18929</td>\n",
" <td>267</td>\n",
" <td>7642.1</td>\n",
" <td>4474</td>\n",
" <td>1299.16</td>\n",
" <td>9339.1</td>\n",
" <td>4503</td>\n",
" <td>793.84</td>\n",
" <td>8899.6</td>\n",
" <td>4535</td>\n",
" <td>400.46</td>\n",
" <td>447.0</td>\n",
" <td>211</td>\n",
" <td>120.73</td>\n",
" <td>64</td>\n",
" <td>4.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>AZ</th>\n",
" <td>4640</td>\n",
" <td>19365</td>\n",
" <td>407</td>\n",
" <td>7818.7</td>\n",
" <td>4565</td>\n",
" <td>1329.19</td>\n",
" <td>8327.4</td>\n",
" <td>4637</td>\n",
" <td>707.84</td>\n",
" <td>8946.7</td>\n",
" <td>4521</td>\n",
" <td>402.63</td>\n",
" <td>477.7</td>\n",
" <td>238</td>\n",
" <td>128.98</td>\n",
" <td>62</td>\n",
" <td>3.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>RI</th>\n",
" <td>4638</td>\n",
" <td>21581</td>\n",
" <td>358</td>\n",
" <td>8365.0</td>\n",
" <td>4842</td>\n",
" <td>1422.10</td>\n",
" <td>9868.6</td>\n",
" <td>4477</td>\n",
" <td>838.85</td>\n",
" <td>9925.0</td>\n",
" <td>4884</td>\n",
" <td>446.62</td>\n",
" <td>484.8</td>\n",
" <td>215</td>\n",
" <td>130.90</td>\n",
" <td>68</td>\n",
" <td>3.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>HI</th>\n",
" <td>4624</td>\n",
" <td>18651</td>\n",
" <td>383</td>\n",
" <td>7598.8</td>\n",
" <td>4444</td>\n",
" <td>1291.76</td>\n",
" <td>8400.5</td>\n",
" <td>4362</td>\n",
" <td>714.02</td>\n",
" <td>8839.7</td>\n",
" <td>4325</td>\n",
" <td>397.77</td>\n",
" <td>443.3</td>\n",
" <td>210</td>\n",
" <td>119.71</td>\n",
" <td>76</td>\n",
" <td>2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>IL</th>\n",
" <td>4546</td>\n",
" <td>19636</td>\n",
" <td>306</td>\n",
" <td>7648.3</td>\n",
" <td>4547</td>\n",
" <td>1300.27</td>\n",
" <td>9117.8</td>\n",
" <td>4594</td>\n",
" <td>775.01</td>\n",
" <td>8968.6</td>\n",
" <td>4379</td>\n",
" <td>403.59</td>\n",
" <td>463.0</td>\n",
" <td>195</td>\n",
" <td>125.05</td>\n",
" <td>50</td>\n",
" <td>4.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NE</th>\n",
" <td>4519</td>\n",
" <td>19548</td>\n",
" <td>427</td>\n",
" <td>8026.0</td>\n",
" <td>4261</td>\n",
" <td>1364.41</td>\n",
" <td>9083.7</td>\n",
" <td>4599</td>\n",
" <td>772.08</td>\n",
" <td>9304.0</td>\n",
" <td>4655</td>\n",
" <td>418.67</td>\n",
" <td>482.8</td>\n",
" <td>185</td>\n",
" <td>130.39</td>\n",
" <td>73</td>\n",
" <td>4.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>SC</th>\n",
" <td>4513</td>\n",
" <td>21398</td>\n",
" <td>410</td>\n",
" <td>7963.9</td>\n",
" <td>4977</td>\n",
" <td>1353.89</td>\n",
" <td>10090.4</td>\n",
" <td>4935</td>\n",
" <td>857.66</td>\n",
" <td>9472.0</td>\n",
" <td>4891</td>\n",
" <td>426.25</td>\n",
" <td>482.1</td>\n",
" <td>201</td>\n",
" <td>130.20</td>\n",
" <td>72</td>\n",
" <td>11.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>AR</th>\n",
" <td>4473</td>\n",
" <td>20561</td>\n",
" <td>266</td>\n",
" <td>8210.7</td>\n",
" <td>4906</td>\n",
" <td>1395.83</td>\n",
" <td>9544.1</td>\n",
" <td>4690</td>\n",
" <td>811.28</td>\n",
" <td>9473.9</td>\n",
" <td>4556</td>\n",
" <td>426.34</td>\n",
" <td>492.5</td>\n",
" <td>227</td>\n",
" <td>132.98</td>\n",
" <td>101</td>\n",
" <td>11.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>NH</th>\n",
" <td>4401</td>\n",
" <td>18574</td>\n",
" <td>285</td>\n",
" <td>7633.5</td>\n",
" <td>4347</td>\n",
" <td>1297.70</td>\n",
" <td>8506.9</td>\n",
" <td>4130</td>\n",
" <td>723.10</td>\n",
" <td>9165.5</td>\n",
" <td>4227</td>\n",
" <td>412.44</td>\n",
" <td>448.7</td>\n",
" <td>215</td>\n",
" <td>121.17</td>\n",
" <td>70</td>\n",
" <td>9.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>AK</th>\n",
" <td>4334</td>\n",
" <td>19017</td>\n",
" <td>312</td>\n",
" <td>7745.7</td>\n",
" <td>4069</td>\n",
" <td>1316.79</td>\n",
" <td>7936.1</td>\n",
" <td>4109</td>\n",
" <td>674.58</td>\n",
" <td>8285.2</td>\n",
" <td>4217</td>\n",
" <td>372.84</td>\n",
" <td>435.8</td>\n",
" <td>210</td>\n",
" <td>117.66</td>\n",
" <td>65</td>\n",
" <td>3.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>KY</th>\n",
" <td>4014</td>\n",
" <td>18827</td>\n",
" <td>335</td>\n",
" <td>7544.0</td>\n",
" <td>4261</td>\n",
" <td>1282.52</td>\n",
" <td>8359.5</td>\n",
" <td>4285</td>\n",
" <td>710.55</td>\n",
" <td>8573.0</td>\n",
" <td>4417</td>\n",
" <td>385.79</td>\n",
" <td>466.6</td>\n",
" <td>181</td>\n",
" <td>125.99</td>\n",
" <td>75</td>\n",
" <td>6.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>LA</th>\n",
" <td>3857</td>\n",
" <td>15208</td>\n",
" <td>289</td>\n",
" <td>6006.2</td>\n",
" <td>3604</td>\n",
" <td>1021.06</td>\n",
" <td>6783.1</td>\n",
" <td>3382</td>\n",
" <td>576.59</td>\n",
" <td>7213.1</td>\n",
" <td>3557</td>\n",
" <td>324.58</td>\n",
" <td>320.2</td>\n",
" <td>152</td>\n",
" <td>86.49</td>\n",
" <td>53</td>\n",
" <td>3.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>TN</th>\n",
" <td>3703</td>\n",
" <td>17902</td>\n",
" <td>302</td>\n",
" <td>7496.7</td>\n",
" <td>4086</td>\n",
" <td>1274.46</td>\n",
" <td>8501.3</td>\n",
" <td>4340</td>\n",
" <td>722.63</td>\n",
" <td>8428.8</td>\n",
" <td>3731</td>\n",
" <td>379.32</td>\n",
" <td>427.6</td>\n",
" <td>174</td>\n",
" <td>115.45</td>\n",
" <td>54</td>\n",
" <td>5.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>PA</th>\n",
" <td>3685</td>\n",
" <td>15820</td>\n",
" <td>297</td>\n",
" <td>7063.6</td>\n",
" <td>3560</td>\n",
" <td>1200.82</td>\n",
" <td>6736.9</td>\n",
" <td>3613</td>\n",
" <td>572.62</td>\n",
" <td>6958.9</td>\n",
" <td>3582</td>\n",
" <td>313.18</td>\n",
" <td>375.2</td>\n",
" <td>129</td>\n",
" <td>101.31</td>\n",
" <td>47</td>\n",
" <td>8.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>IA</th>\n",
" <td>3591</td>\n",
" <td>16956</td>\n",
" <td>285</td>\n",
" <td>6924.4</td>\n",
" <td>3957</td>\n",
" <td>1177.19</td>\n",
" <td>7696.7</td>\n",
" <td>3730</td>\n",
" <td>654.24</td>\n",
" <td>7344.8</td>\n",
" <td>3752</td>\n",
" <td>330.55</td>\n",
" <td>370.4</td>\n",
" <td>181</td>\n",
" <td>100.03</td>\n",
" <td>61</td>\n",
" <td>3.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>CA</th>\n",
" <td>2411</td>\n",
" <td>10312</td>\n",
" <td>249</td>\n",
" <td>4338.8</td>\n",
" <td>2416</td>\n",
" <td>737.61</td>\n",
" <td>4780.3</td>\n",
" <td>2556</td>\n",
" <td>406.34</td>\n",
" <td>4603.0</td>\n",
" <td>2403</td>\n",
" <td>207.13</td>\n",
" <td>243.6</td>\n",
" <td>106</td>\n",
" <td>65.81</td>\n",
" <td>34</td>\n",
" <td>5.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Account length Area code Number vmail messages Total day minutes \\\n",
"State \n",
"WV 8313 38980 791 15137.1 \n",
"MN 7247 30824 612 12572.6 \n",
"VA 7092 29266 446 11997.9 \n",
"WY 6955 28805 464 11875.8 \n",
"NY 6547 29241 482 11742.7 \n",
"OH 6507 28682 694 12189.5 \n",
"AL 6474 28376 445 12432.6 \n",
"NV 6369 26948 390 10842.8 \n",
"OR 6192 27159 363 10563.3 \n",
"MD 6062 25847 465 11916.9 \n",
"CO 6017 25471 483 10591.3 \n",
"UT 5994 26438 550 11014.1 \n",
"FL 5928 24057 513 9643.2 \n",
"VT 5925 25077 372 10437.5 \n",
"WI 5913 26621 500 10722.3 \n",
"MI 5883 25798 404 10384.5 \n",
"NC 5785 24342 527 10387.6 \n",
"OK 5749 22710 430 9360.0 \n",
"ID 5748 24690 582 9768.6 \n",
"CT 5573 25323 374 10282.6 \n",
"IN 5500 24036 392 10634.2 \n",
"KS 5471 23139 370 10201.3 \n",
"MO 5288 21725 406 8675.1 \n",
"SD 5234 21683 459 9378.8 \n",
"DE 5097 22418 370 8850.3 \n",
"TX 5082 23765 346 9956.7 \n",
"MS 4954 21173 460 8325.5 \n",
"WA 4951 20934 200 8422.2 \n",
"NJ 4948 21894 482 9954.3 \n",
"GA 4932 21662 541 9137.9 \n",
"ME 4895 22260 370 8940.4 \n",
"MT 4777 23132 534 9196.8 \n",
"DC 4764 19833 412 7548.2 \n",
"MA 4735 22404 447 9192.6 \n",
"ND 4710 19214 532 8194.4 \n",
"NM 4694 18929 267 7642.1 \n",
"AZ 4640 19365 407 7818.7 \n",
"RI 4638 21581 358 8365.0 \n",
"HI 4624 18651 383 7598.8 \n",
"IL 4546 19636 306 7648.3 \n",
"NE 4519 19548 427 8026.0 \n",
"SC 4513 21398 410 7963.9 \n",
"AR 4473 20561 266 8210.7 \n",
"NH 4401 18574 285 7633.5 \n",
"AK 4334 19017 312 7745.7 \n",
"KY 4014 18827 335 7544.0 \n",
"LA 3857 15208 289 6006.2 \n",
"TN 3703 17902 302 7496.7 \n",
"PA 3685 15820 297 7063.6 \n",
"IA 3591 16956 285 6924.4 \n",
"CA 2411 10312 249 4338.8 \n",
"\n",
" Total day calls Total day charge Total eve minutes Total eve calls \\\n",
"State \n",
"WV 9196 2573.37 16363.4 8744 \n",
"MN 6923 2137.37 13913.0 7246 \n",
"VA 7096 2039.65 13724.0 6731 \n",
"WY 6688 2018.89 13867.5 6545 \n",
"NY 6744 1996.34 13389.8 6862 \n",
"OH 6586 2072.28 13649.4 6690 \n",
"AL 6563 2113.53 12724.7 6473 \n",
"NV 6241 1843.31 12421.9 5851 \n",
"OR 5863 1795.82 12271.7 6111 \n",
"MD 5870 2025.92 11664.9 5991 \n",
"CO 5598 1800.57 12306.2 5676 \n",
"UT 5981 1872.42 11780.8 5872 \n",
"FL 5358 1639.40 11131.7 5774 \n",
"VT 5759 1774.43 11528.4 5528 \n",
"WI 5917 1822.79 12063.3 6044 \n",
"MI 5747 1765.36 12111.1 5849 \n",
"NC 5775 1765.92 11192.8 5837 \n",
"OK 5190 1591.21 9935.2 5463 \n",
"ID 6049 1660.69 10900.1 5504 \n",
"CT 5818 1748.06 12035.5 5823 \n",
"IN 5714 1807.86 10765.4 5330 \n",
"KS 5216 1734.25 10551.7 5113 \n",
"MO 5094 1474.83 10393.5 5217 \n",
"SD 4602 1594.41 10176.4 4820 \n",
"DE 5026 1504.60 10695.3 5066 \n",
"TX 5568 1692.69 10885.1 5569 \n",
"MS 4916 1415.36 9454.7 4757 \n",
"WA 4825 1431.81 9793.4 4596 \n",
"NJ 4968 1692.24 9992.9 5069 \n",
"GA 5126 1553.48 10009.4 4992 \n",
"ME 4925 1519.92 9856.3 5211 \n",
"MT 5051 1563.46 10562.3 5151 \n",
"DC 4407 1283.23 8896.4 4587 \n",
"MA 5284 1562.75 11245.0 5113 \n",
"ND 4427 1393.09 8903.9 4516 \n",
"NM 4474 1299.16 9339.1 4503 \n",
"AZ 4565 1329.19 8327.4 4637 \n",
"RI 4842 1422.10 9868.6 4477 \n",
"HI 4444 1291.76 8400.5 4362 \n",
"IL 4547 1300.27 9117.8 4594 \n",
"NE 4261 1364.41 9083.7 4599 \n",
"SC 4977 1353.89 10090.4 4935 \n",
"AR 4906 1395.83 9544.1 4690 \n",
"NH 4347 1297.70 8506.9 4130 \n",
"AK 4069 1316.79 7936.1 4109 \n",
"KY 4261 1282.52 8359.5 4285 \n",
"LA 3604 1021.06 6783.1 3382 \n",
"TN 4086 1274.46 8501.3 4340 \n",
"PA 3560 1200.82 6736.9 3613 \n",
"IA 3957 1177.19 7696.7 3730 \n",
"CA 2416 737.61 4780.3 2556 \n",
"\n",
" Total eve charge Total night minutes Total night calls \\\n",
"State \n",
"WV 1390.88 17558.8 8863 \n",
"MN 1182.63 14556.7 7115 \n",
"VA 1166.59 14248.7 6238 \n",
"WY 1178.74 13085.9 6784 \n",
"NY 1138.14 13880.5 6707 \n",
"OH 1160.22 13749.5 6848 \n",
"AL 1081.61 12212.8 6681 \n",
"NV 1055.87 12702.5 6184 \n",
"OR 1043.13 12381.9 6337 \n",
"MD 991.51 12085.6 5736 \n",
"CO 1046.01 11192.7 5639 \n",
"UT 1001.40 11552.8 6044 \n",
"FL 946.21 10569.3 5440 \n",
"VT 979.95 11812.1 5904 \n",
"WI 1025.41 12097.1 6004 \n",
"MI 1029.43 11240.1 6009 \n",
"NC 951.41 10878.6 5626 \n",
"OK 844.54 10227.3 5301 \n",
"ID 926.53 11500.8 5622 \n",
"CT 1023.04 11911.1 6013 \n",
"IN 915.06 11596.8 5421 \n",
"KS 896.90 10675.4 5220 \n",
"MO 883.47 10457.5 5170 \n",
"SD 864.98 9880.6 4610 \n",
"DE 909.12 10450.0 5187 \n",
"TX 925.25 11027.3 5461 \n",
"MS 803.68 9667.8 4790 \n",
"WA 832.45 9552.8 4980 \n",
"NJ 849.40 10198.1 5019 \n",
"GA 850.81 9585.5 5184 \n",
"ME 837.80 9796.6 4768 \n",
"MT 897.82 10442.1 5435 \n",
"DC 756.25 9249.1 4365 \n",
"MA 955.85 10994.8 5030 \n",
"ND 756.85 8895.4 4516 \n",
"NM 793.84 8899.6 4535 \n",
"AZ 707.84 8946.7 4521 \n",
"RI 838.85 9925.0 4884 \n",
"HI 714.02 8839.7 4325 \n",
"IL 775.01 8968.6 4379 \n",
"NE 772.08 9304.0 4655 \n",
"SC 857.66 9472.0 4891 \n",
"AR 811.28 9473.9 4556 \n",
"NH 723.10 9165.5 4227 \n",
"AK 674.58 8285.2 4217 \n",
"KY 710.55 8573.0 4417 \n",
"LA 576.59 7213.1 3557 \n",
"TN 722.63 8428.8 3731 \n",
"PA 572.62 6958.9 3582 \n",
"IA 654.24 7344.8 3752 \n",
"CA 406.34 4603.0 2403 \n",
"\n",
" Total night charge Total intl minutes Total intl calls \\\n",
"State \n",
"WV 790.18 872.3 385 \n",
"MN 655.05 729.3 310 \n",
"VA 641.22 707.8 313 \n",
"WY 588.87 682.5 325 \n",
"NY 624.66 694.7 324 \n",
"OH 618.71 680.3 293 \n",
"AL 549.58 672.8 310 \n",
"NV 571.60 614.9 257 \n",
"OR 557.20 652.3 273 \n",
"MD 543.83 644.4 263 \n",
"CO 503.72 576.9 250 \n",
"UT 519.85 598.6 277 \n",
"FL 475.60 536.7 213 \n",
"VT 531.53 574.6 270 \n",
"WI 544.38 587.7 251 \n",
"MI 505.78 611.9 267 \n",
"NC 489.53 560.2 219 \n",
"OK 460.21 549.5 248 \n",
"ID 517.55 580.8 241 \n",
"CT 536.03 587.0 235 \n",
"IN 521.85 527.9 230 \n",
"KS 480.40 566.9 226 \n",
"MO 470.58 522.0 249 \n",
"SD 444.65 482.6 211 \n",
"DE 470.25 527.9 199 \n",
"TX 496.24 582.2 259 \n",
"MS 435.04 501.0 235 \n",
"WA 429.89 466.2 217 \n",
"NJ 458.92 561.2 240 \n",
"GA 431.35 507.5 198 \n",
"ME 440.85 487.9 227 \n",
"MT 469.90 566.9 234 \n",
"DC 416.22 485.2 182 \n",
"MA 494.80 519.3 223 \n",
"ND 400.29 410.7 226 \n",
"NM 400.46 447.0 211 \n",
"AZ 402.63 477.7 238 \n",
"RI 446.62 484.8 215 \n",
"HI 397.77 443.3 210 \n",
"IL 403.59 463.0 195 \n",
"NE 418.67 482.8 185 \n",
"SC 426.25 482.1 201 \n",
"AR 426.34 492.5 227 \n",
"NH 412.44 448.7 215 \n",
"AK 372.84 435.8 210 \n",
"KY 385.79 466.6 181 \n",
"LA 324.58 320.2 152 \n",
"TN 379.32 427.6 174 \n",
"PA 313.18 375.2 129 \n",
"IA 330.55 370.4 181 \n",
"CA 207.13 243.6 106 \n",
"\n",
" Total intl charge Customer service calls Churn \n",
"State \n",
"WV 235.56 143 7.0 \n",
"MN 196.95 106 13.0 \n",
"VA 191.13 103 4.0 \n",
"WY 184.30 95 8.0 \n",
"NY 187.57 115 12.0 \n",
"OH 183.73 89 10.0 \n",
"AL 181.65 110 7.0 \n",
"NV 166.03 98 13.0 \n",
"OR 176.19 111 7.0 \n",
"MD 174.00 99 14.0 \n",
"CO 155.80 108 7.0 \n",
"UT 161.64 80 8.0 \n",
"FL 144.93 87 7.0 \n",
"VT 155.16 99 6.0 \n",
"WI 158.70 83 4.0 \n",
"MI 165.23 92 13.0 \n",
"NC 151.29 86 9.0 \n",
"OK 148.44 94 7.0 \n",
"ID 156.82 92 5.0 \n",
"CT 158.49 83 11.0 \n",
"IN 142.55 87 6.0 \n",
"KS 153.09 77 10.0 \n",
"MO 140.97 78 5.0 \n",
"SD 130.30 69 6.0 \n",
"DE 142.59 87 8.0 \n",
"TX 157.23 82 16.0 \n",
"MS 135.30 81 11.0 \n",
"WA 125.89 71 10.0 \n",
"NJ 151.59 85 14.0 \n",
"GA 137.06 94 8.0 \n",
"ME 131.79 85 11.0 \n",
"MT 153.09 84 10.0 \n",
"DC 131.05 58 5.0 \n",
"MA 140.24 64 8.0 \n",
"ND 110.93 66 4.0 \n",
"NM 120.73 64 4.0 \n",
"AZ 128.98 62 3.0 \n",
"RI 130.90 68 3.0 \n",
"HI 119.71 76 2.0 \n",
"IL 125.05 50 4.0 \n",
"NE 130.39 73 4.0 \n",
"SC 130.20 72 11.0 \n",
"AR 132.98 101 11.0 \n",
"NH 121.17 70 9.0 \n",
"AK 117.66 65 3.0 \n",
"KY 125.99 75 6.0 \n",
"LA 86.49 53 3.0 \n",
"TN 115.45 54 5.0 \n",
"PA 101.31 47 8.0 \n",
"IA 100.03 61 3.0 \n",
"CA 65.81 34 5.0 "
]
},
"execution_count": 115,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.groupby('State').sum().sort_values('Account length', ascending=False)"
]
},
{
"cell_type": "code",
"execution_count": 116,
"metadata": {
"collapsed": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Account length</th>\n",
" <th>Area code</th>\n",
" <th>Number vmail messages</th>\n",
" <th>Total day minutes</th>\n",
" <th>Total day calls</th>\n",
" <th>Total day charge</th>\n",
" <th>Total eve minutes</th>\n",
" <th>Total eve calls</th>\n",
" <th>Total eve charge</th>\n",
" <th>Total night minutes</th>\n",
" <th>Total night calls</th>\n",
" <th>Total night charge</th>\n",
" <th>Total intl minutes</th>\n",
" <th>Total intl calls</th>\n",
" <th>Total intl charge</th>\n",
" <th>Customer service calls</th>\n",
" <th>Churn</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>Account length</th>\n",
" <td>1.000000</td>\n",
" <td>-0.008620</td>\n",
" <td>-0.002996</td>\n",
" <td>0.002847</td>\n",
" <td>0.038862</td>\n",
" <td>0.002843</td>\n",
" <td>-0.015923</td>\n",
" <td>0.018552</td>\n",
" <td>-0.015909</td>\n",
" <td>-0.008994</td>\n",
" <td>-0.024007</td>\n",
" <td>-0.008999</td>\n",
" <td>0.011369</td>\n",
" <td>0.017627</td>\n",
" <td>0.011383</td>\n",
" <td>0.002455</td>\n",
" <td>0.017728</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Area code</th>\n",
" <td>-0.008620</td>\n",
" <td>1.000000</td>\n",
" <td>-0.000584</td>\n",
" <td>-0.023134</td>\n",
" <td>-0.009629</td>\n",
" <td>-0.023130</td>\n",
" <td>0.000679</td>\n",
" <td>-0.018602</td>\n",
" <td>0.000707</td>\n",
" <td>-0.003353</td>\n",
" <td>0.011455</td>\n",
" <td>-0.003382</td>\n",
" <td>-0.013418</td>\n",
" <td>-0.027423</td>\n",
" <td>-0.013534</td>\n",
" <td>0.034442</td>\n",
" <td>0.001019</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Number vmail messages</th>\n",
" <td>-0.002996</td>\n",
" <td>-0.000584</td>\n",
" <td>1.000000</td>\n",
" <td>0.019027</td>\n",
" <td>-0.009622</td>\n",
" <td>0.019027</td>\n",
" <td>0.011401</td>\n",
" <td>0.005131</td>\n",
" <td>0.011418</td>\n",
" <td>-0.000224</td>\n",
" <td>0.008124</td>\n",
" <td>-0.000229</td>\n",
" <td>-0.004156</td>\n",
" <td>0.027013</td>\n",
" <td>-0.004136</td>\n",
" <td>-0.018787</td>\n",
" <td>-0.086474</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Total day minutes</th>\n",
" <td>0.002847</td>\n",
" <td>-0.023134</td>\n",
" <td>0.019027</td>\n",
" <td>1.000000</td>\n",
" <td>0.016780</td>\n",
" <td>1.000000</td>\n",
" <td>0.003999</td>\n",
" <td>0.009059</td>\n",
" <td>0.003992</td>\n",
" <td>0.013491</td>\n",
" <td>0.015054</td>\n",
" <td>0.013464</td>\n",
" <td>-0.011042</td>\n",
" <td>0.005687</td>\n",
" <td>-0.010934</td>\n",
" <td>-0.024543</td>\n",
" <td>0.195688</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Total day calls</th>\n",
" <td>0.038862</td>\n",
" <td>-0.009629</td>\n",
" <td>-0.009622</td>\n",
" <td>0.016780</td>\n",
" <td>1.000000</td>\n",
" <td>0.016787</td>\n",
" <td>-0.026003</td>\n",
" <td>0.006473</td>\n",
" <td>-0.026006</td>\n",
" <td>0.008986</td>\n",
" <td>-0.016776</td>\n",
" <td>0.008972</td>\n",
" <td>0.031036</td>\n",
" <td>0.006928</td>\n",
" <td>0.031133</td>\n",
" <td>-0.011945</td>\n",
" <td>0.018290</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Total day charge</th>\n",
" <td>0.002843</td>\n",
" <td>-0.023130</td>\n",
" <td>0.019027</td>\n",
" <td>1.000000</td>\n",
" <td>0.016787</td>\n",
" <td>1.000000</td>\n",
" <td>0.004008</td>\n",
" <td>0.009056</td>\n",
" <td>0.004002</td>\n",
" <td>0.013495</td>\n",
" <td>0.015057</td>\n",
" <td>0.013468</td>\n",
" <td>-0.011046</td>\n",
" <td>0.005688</td>\n",
" <td>-0.010938</td>\n",
" <td>-0.024548</td>\n",
" <td>0.195689</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Total eve minutes</th>\n",
" <td>-0.015923</td>\n",
" <td>0.000679</td>\n",
" <td>0.011401</td>\n",
" <td>0.003999</td>\n",
" <td>-0.026003</td>\n",
" <td>0.004008</td>\n",
" <td>1.000000</td>\n",
" <td>-0.007654</td>\n",
" <td>1.000000</td>\n",
" <td>-0.013414</td>\n",
" <td>0.009017</td>\n",
" <td>-0.013450</td>\n",
" <td>-0.006915</td>\n",
" <td>0.002160</td>\n",
" <td>-0.006947</td>\n",
" <td>-0.013192</td>\n",
" <td>0.072906</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Total eve calls</th>\n",
" <td>0.018552</td>\n",
" <td>-0.018602</td>\n",
" <td>0.005131</td>\n",
" <td>0.009059</td>\n",
" <td>0.006473</td>\n",
" <td>0.009056</td>\n",
" <td>-0.007654</td>\n",
" <td>1.000000</td>\n",
" <td>-0.007642</td>\n",
" <td>-0.000175</td>\n",
" <td>0.000797</td>\n",
" <td>-0.000135</td>\n",
" <td>0.011012</td>\n",
" <td>0.003710</td>\n",
" <td>0.011000</td>\n",
" <td>0.001058</td>\n",
" <td>-0.001539</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Total eve charge</th>\n",
" <td>-0.015909</td>\n",
" <td>0.000707</td>\n",
" <td>0.011418</td>\n",
" <td>0.003992</td>\n",
" <td>-0.026006</td>\n",
" <td>0.004002</td>\n",
" <td>1.000000</td>\n",
" <td>-0.007642</td>\n",
" <td>1.000000</td>\n",
" <td>-0.013428</td>\n",
" <td>0.009030</td>\n",
" <td>-0.013464</td>\n",
" <td>-0.006923</td>\n",
" <td>0.002169</td>\n",
" <td>-0.006955</td>\n",
" <td>-0.013196</td>\n",
" <td>0.072893</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Total night minutes</th>\n",
" <td>-0.008994</td>\n",
" <td>-0.003353</td>\n",
" <td>-0.000224</td>\n",
" <td>0.013491</td>\n",
" <td>0.008986</td>\n",
" <td>0.013495</td>\n",
" <td>-0.013414</td>\n",
" <td>-0.000175</td>\n",
" <td>-0.013428</td>\n",
" <td>1.000000</td>\n",
" <td>0.012736</td>\n",
" <td>0.999999</td>\n",
" <td>-0.008607</td>\n",
" <td>-0.001110</td>\n",
" <td>-0.008510</td>\n",
" <td>0.005236</td>\n",
" <td>0.033639</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Total night calls</th>\n",
" <td>-0.024007</td>\n",
" <td>0.011455</td>\n",
" <td>0.008124</td>\n",
" <td>0.015054</td>\n",
" <td>-0.016776</td>\n",
" <td>0.015057</td>\n",
" <td>0.009017</td>\n",
" <td>0.000797</td>\n",
" <td>0.009030</td>\n",
" <td>0.012736</td>\n",
" <td>1.000000</td>\n",
" <td>0.012720</td>\n",
" <td>-0.023447</td>\n",
" <td>0.019367</td>\n",
" <td>-0.023434</td>\n",
" <td>-0.005677</td>\n",
" <td>0.012262</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Total night charge</th>\n",
" <td>-0.008999</td>\n",
" <td>-0.003382</td>\n",
" <td>-0.000229</td>\n",
" <td>0.013464</td>\n",
" <td>0.008972</td>\n",
" <td>0.013468</td>\n",
" <td>-0.013450</td>\n",
" <td>-0.000135</td>\n",
" <td>-0.013464</td>\n",
" <td>0.999999</td>\n",
" <td>0.012720</td>\n",
" <td>1.000000</td>\n",
" <td>-0.008615</td>\n",
" <td>-0.001099</td>\n",
" <td>-0.008517</td>\n",
" <td>0.005257</td>\n",
" <td>0.033635</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Total intl minutes</th>\n",
" <td>0.011369</td>\n",
" <td>-0.013418</td>\n",
" <td>-0.004156</td>\n",
" <td>-0.011042</td>\n",
" <td>0.031036</td>\n",
" <td>-0.011046</td>\n",
" <td>-0.006915</td>\n",
" <td>0.011012</td>\n",
" <td>-0.006923</td>\n",
" <td>-0.008607</td>\n",
" <td>-0.023447</td>\n",
" <td>-0.008615</td>\n",
" <td>1.000000</td>\n",
" <td>0.037315</td>\n",
" <td>0.999993</td>\n",
" <td>-0.002826</td>\n",
" <td>0.086204</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Total intl calls</th>\n",
" <td>0.017627</td>\n",
" <td>-0.027423</td>\n",
" <td>0.027013</td>\n",
" <td>0.005687</td>\n",
" <td>0.006928</td>\n",
" <td>0.005688</td>\n",
" <td>0.002160</td>\n",
" <td>0.003710</td>\n",
" <td>0.002169</td>\n",
" <td>-0.001110</td>\n",
" <td>0.019367</td>\n",
" <td>-0.001099</td>\n",
" <td>0.037315</td>\n",
" <td>1.000000</td>\n",
" <td>0.037363</td>\n",
" <td>-0.022143</td>\n",
" <td>-0.069882</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Total intl charge</th>\n",
" <td>0.011383</td>\n",
" <td>-0.013534</td>\n",
" <td>-0.004136</td>\n",
" <td>-0.010934</td>\n",
" <td>0.031133</td>\n",
" <td>-0.010938</td>\n",
" <td>-0.006947</td>\n",
" <td>0.011000</td>\n",
" <td>-0.006955</td>\n",
" <td>-0.008510</td>\n",
" <td>-0.023434</td>\n",
" <td>-0.008517</td>\n",
" <td>0.999993</td>\n",
" <td>0.037363</td>\n",
" <td>1.000000</td>\n",
" <td>-0.002895</td>\n",
" <td>0.086216</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Customer service calls</th>\n",
" <td>0.002455</td>\n",
" <td>0.034442</td>\n",
" <td>-0.018787</td>\n",
" <td>-0.024543</td>\n",
" <td>-0.011945</td>\n",
" <td>-0.024548</td>\n",
" <td>-0.013192</td>\n",
" <td>0.001058</td>\n",
" <td>-0.013196</td>\n",
" <td>0.005236</td>\n",
" <td>-0.005677</td>\n",
" <td>0.005257</td>\n",
" <td>-0.002826</td>\n",
" <td>-0.022143</td>\n",
" <td>-0.002895</td>\n",
" <td>1.000000</td>\n",
" <td>0.202590</td>\n",
" </tr>\n",
" <tr>\n",
" <th>Churn</th>\n",
" <td>0.017728</td>\n",
" <td>0.001019</td>\n",
" <td>-0.086474</td>\n",
" <td>0.195688</td>\n",
" <td>0.018290</td>\n",
" <td>0.195689</td>\n",
" <td>0.072906</td>\n",
" <td>-0.001539</td>\n",
" <td>0.072893</td>\n",
" <td>0.033639</td>\n",
" <td>0.012262</td>\n",
" <td>0.033635</td>\n",
" <td>0.086204</td>\n",
" <td>-0.069882</td>\n",
" <td>0.086216</td>\n",
" <td>0.202590</td>\n",
" <td>1.000000</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Account length Area code Number vmail messages \\\n",
"Account length 1.000000 -0.008620 -0.002996 \n",
"Area code -0.008620 1.000000 -0.000584 \n",
"Number vmail messages -0.002996 -0.000584 1.000000 \n",
"Total day minutes 0.002847 -0.023134 0.019027 \n",
"Total day calls 0.038862 -0.009629 -0.009622 \n",
"Total day charge 0.002843 -0.023130 0.019027 \n",
"Total eve minutes -0.015923 0.000679 0.011401 \n",
"Total eve calls 0.018552 -0.018602 0.005131 \n",
"Total eve charge -0.015909 0.000707 0.011418 \n",
"Total night minutes -0.008994 -0.003353 -0.000224 \n",
"Total night calls -0.024007 0.011455 0.008124 \n",
"Total night charge -0.008999 -0.003382 -0.000229 \n",
"Total intl minutes 0.011369 -0.013418 -0.004156 \n",
"Total intl calls 0.017627 -0.027423 0.027013 \n",
"Total intl charge 0.011383 -0.013534 -0.004136 \n",
"Customer service calls 0.002455 0.034442 -0.018787 \n",
"Churn 0.017728 0.001019 -0.086474 \n",
"\n",
" Total day minutes Total day calls Total day charge \\\n",
"Account length 0.002847 0.038862 0.002843 \n",
"Area code -0.023134 -0.009629 -0.023130 \n",
"Number vmail messages 0.019027 -0.009622 0.019027 \n",
"Total day minutes 1.000000 0.016780 1.000000 \n",
"Total day calls 0.016780 1.000000 0.016787 \n",
"Total day charge 1.000000 0.016787 1.000000 \n",
"Total eve minutes 0.003999 -0.026003 0.004008 \n",
"Total eve calls 0.009059 0.006473 0.009056 \n",
"Total eve charge 0.003992 -0.026006 0.004002 \n",
"Total night minutes 0.013491 0.008986 0.013495 \n",
"Total night calls 0.015054 -0.016776 0.015057 \n",
"Total night charge 0.013464 0.008972 0.013468 \n",
"Total intl minutes -0.011042 0.031036 -0.011046 \n",
"Total intl calls 0.005687 0.006928 0.005688 \n",
"Total intl charge -0.010934 0.031133 -0.010938 \n",
"Customer service calls -0.024543 -0.011945 -0.024548 \n",
"Churn 0.195688 0.018290 0.195689 \n",
"\n",
" Total eve minutes Total eve calls Total eve charge \\\n",
"Account length -0.015923 0.018552 -0.015909 \n",
"Area code 0.000679 -0.018602 0.000707 \n",
"Number vmail messages 0.011401 0.005131 0.011418 \n",
"Total day minutes 0.003999 0.009059 0.003992 \n",
"Total day calls -0.026003 0.006473 -0.026006 \n",
"Total day charge 0.004008 0.009056 0.004002 \n",
"Total eve minutes 1.000000 -0.007654 1.000000 \n",
"Total eve calls -0.007654 1.000000 -0.007642 \n",
"Total eve charge 1.000000 -0.007642 1.000000 \n",
"Total night minutes -0.013414 -0.000175 -0.013428 \n",
"Total night calls 0.009017 0.000797 0.009030 \n",
"Total night charge -0.013450 -0.000135 -0.013464 \n",
"Total intl minutes -0.006915 0.011012 -0.006923 \n",
"Total intl calls 0.002160 0.003710 0.002169 \n",
"Total intl charge -0.006947 0.011000 -0.006955 \n",
"Customer service calls -0.013192 0.001058 -0.013196 \n",
"Churn 0.072906 -0.001539 0.072893 \n",
"\n",
" Total night minutes Total night calls \\\n",
"Account length -0.008994 -0.024007 \n",
"Area code -0.003353 0.011455 \n",
"Number vmail messages -0.000224 0.008124 \n",
"Total day minutes 0.013491 0.015054 \n",
"Total day calls 0.008986 -0.016776 \n",
"Total day charge 0.013495 0.015057 \n",
"Total eve minutes -0.013414 0.009017 \n",
"Total eve calls -0.000175 0.000797 \n",
"Total eve charge -0.013428 0.009030 \n",
"Total night minutes 1.000000 0.012736 \n",
"Total night calls 0.012736 1.000000 \n",
"Total night charge 0.999999 0.012720 \n",
"Total intl minutes -0.008607 -0.023447 \n",
"Total intl calls -0.001110 0.019367 \n",
"Total intl charge -0.008510 -0.023434 \n",
"Customer service calls 0.005236 -0.005677 \n",
"Churn 0.033639 0.012262 \n",
"\n",
" Total night charge Total intl minutes \\\n",
"Account length -0.008999 0.011369 \n",
"Area code -0.003382 -0.013418 \n",
"Number vmail messages -0.000229 -0.004156 \n",
"Total day minutes 0.013464 -0.011042 \n",
"Total day calls 0.008972 0.031036 \n",
"Total day charge 0.013468 -0.011046 \n",
"Total eve minutes -0.013450 -0.006915 \n",
"Total eve calls -0.000135 0.011012 \n",
"Total eve charge -0.013464 -0.006923 \n",
"Total night minutes 0.999999 -0.008607 \n",
"Total night calls 0.012720 -0.023447 \n",
"Total night charge 1.000000 -0.008615 \n",
"Total intl minutes -0.008615 1.000000 \n",
"Total intl calls -0.001099 0.037315 \n",
"Total intl charge -0.008517 0.999993 \n",
"Customer service calls 0.005257 -0.002826 \n",
"Churn 0.033635 0.086204 \n",
"\n",
" Total intl calls Total intl charge \\\n",
"Account length 0.017627 0.011383 \n",
"Area code -0.027423 -0.013534 \n",
"Number vmail messages 0.027013 -0.004136 \n",
"Total day minutes 0.005687 -0.010934 \n",
"Total day calls 0.006928 0.031133 \n",
"Total day charge 0.005688 -0.010938 \n",
"Total eve minutes 0.002160 -0.006947 \n",
"Total eve calls 0.003710 0.011000 \n",
"Total eve charge 0.002169 -0.006955 \n",
"Total night minutes -0.001110 -0.008510 \n",
"Total night calls 0.019367 -0.023434 \n",
"Total night charge -0.001099 -0.008517 \n",
"Total intl minutes 0.037315 0.999993 \n",
"Total intl calls 1.000000 0.037363 \n",
"Total intl charge 0.037363 1.000000 \n",
"Customer service calls -0.022143 -0.002895 \n",
"Churn -0.069882 0.086216 \n",
"\n",
" Customer service calls Churn \n",
"Account length 0.002455 0.017728 \n",
"Area code 0.034442 0.001019 \n",
"Number vmail messages -0.018787 -0.086474 \n",
"Total day minutes -0.024543 0.195688 \n",
"Total day calls -0.011945 0.018290 \n",
"Total day charge -0.024548 0.195689 \n",
"Total eve minutes -0.013192 0.072906 \n",
"Total eve calls 0.001058 -0.001539 \n",
"Total eve charge -0.013196 0.072893 \n",
"Total night minutes 0.005236 0.033639 \n",
"Total night calls -0.005677 0.012262 \n",
"Total night charge 0.005257 0.033635 \n",
"Total intl minutes -0.002826 0.086204 \n",
"Total intl calls -0.022143 -0.069882 \n",
"Total intl charge -0.002895 0.086216 \n",
"Customer service calls 1.000000 0.202590 \n",
"Churn 0.202590 1.000000 "
]
},
"execution_count": 116,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data.corr()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 2",
"language": "python",
"name": "python2"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
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},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython2",
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