Data-Wramgling-Customer-Churn-Model.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "mainpath = \"/Users/paolas.dordelly/Documents/python-ml-course-master/datasets/customer-churn-model\"\n",
    "filename = \"Customer Churn Model.txt\"\n",
    "fullpath = os.path.join(mainpath, filename)\n",
    "data = pd.read_csv(fullpath)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>State</th>\n",
       "      <th>Account Length</th>\n",
       "      <th>Area Code</th>\n",
       "      <th>Phone</th>\n",
       "      <th>Int'l Plan</th>\n",
       "      <th>VMail Plan</th>\n",
       "      <th>VMail Message</th>\n",
       "      <th>Day Mins</th>\n",
       "      <th>Day Calls</th>\n",
       "      <th>Day Charge</th>\n",
       "      <th>...</th>\n",
       "      <th>Eve Calls</th>\n",
       "      <th>Eve Charge</th>\n",
       "      <th>Night Mins</th>\n",
       "      <th>Night Calls</th>\n",
       "      <th>Night Charge</th>\n",
       "      <th>Intl Mins</th>\n",
       "      <th>Intl Calls</th>\n",
       "      <th>Intl Charge</th>\n",
       "      <th>CustServ Calls</th>\n",
       "      <th>Churn?</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
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       "      <th>0</th>\n",
       "      <td>KS</td>\n",
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       "      <td>265.1</td>\n",
       "      <td>110</td>\n",
       "      <td>45.07</td>\n",
       "      <td>...</td>\n",
       "      <td>99</td>\n",
       "      <td>16.78</td>\n",
       "      <td>244.7</td>\n",
       "      <td>91</td>\n",
       "      <td>11.01</td>\n",
       "      <td>10.0</td>\n",
       "      <td>3</td>\n",
       "      <td>2.70</td>\n",
       "      <td>1</td>\n",
       "      <td>False.</td>\n",
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       "      <td>OH</td>\n",
       "      <td>107</td>\n",
       "      <td>415</td>\n",
       "      <td>371-7191</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>26</td>\n",
       "      <td>161.6</td>\n",
       "      <td>123</td>\n",
       "      <td>27.47</td>\n",
       "      <td>...</td>\n",
       "      <td>103</td>\n",
       "      <td>16.62</td>\n",
       "      <td>254.4</td>\n",
       "      <td>103</td>\n",
       "      <td>11.45</td>\n",
       "      <td>13.7</td>\n",
       "      <td>3</td>\n",
       "      <td>3.70</td>\n",
       "      <td>1</td>\n",
       "      <td>False.</td>\n",
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       "      <td>137</td>\n",
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       "      <td>358-1921</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>243.4</td>\n",
       "      <td>114</td>\n",
       "      <td>41.38</td>\n",
       "      <td>...</td>\n",
       "      <td>110</td>\n",
       "      <td>10.30</td>\n",
       "      <td>162.6</td>\n",
       "      <td>104</td>\n",
       "      <td>7.32</td>\n",
       "      <td>12.2</td>\n",
       "      <td>5</td>\n",
       "      <td>3.29</td>\n",
       "      <td>0</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>OH</td>\n",
       "      <td>84</td>\n",
       "      <td>408</td>\n",
       "      <td>375-9999</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>299.4</td>\n",
       "      <td>71</td>\n",
       "      <td>50.90</td>\n",
       "      <td>...</td>\n",
       "      <td>88</td>\n",
       "      <td>5.26</td>\n",
       "      <td>196.9</td>\n",
       "      <td>89</td>\n",
       "      <td>8.86</td>\n",
       "      <td>6.6</td>\n",
       "      <td>7</td>\n",
       "      <td>1.78</td>\n",
       "      <td>2</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>OK</td>\n",
       "      <td>75</td>\n",
       "      <td>415</td>\n",
       "      <td>330-6626</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>166.7</td>\n",
       "      <td>113</td>\n",
       "      <td>28.34</td>\n",
       "      <td>...</td>\n",
       "      <td>122</td>\n",
       "      <td>12.61</td>\n",
       "      <td>186.9</td>\n",
       "      <td>121</td>\n",
       "      <td>8.41</td>\n",
       "      <td>10.1</td>\n",
       "      <td>3</td>\n",
       "      <td>2.73</td>\n",
       "      <td>3</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "  State  Account Length  Area Code     Phone Int'l Plan VMail Plan  \\\n",
       "0    KS             128        415  382-4657         no        yes   \n",
       "1    OH             107        415  371-7191         no        yes   \n",
       "2    NJ             137        415  358-1921         no         no   \n",
       "3    OH              84        408  375-9999        yes         no   \n",
       "4    OK              75        415  330-6626        yes         no   \n",
       "\n",
       "   VMail Message  Day Mins  Day Calls  Day Charge  ...  Eve Calls  Eve Charge  \\\n",
       "0             25     265.1        110       45.07  ...         99       16.78   \n",
       "1             26     161.6        123       27.47  ...        103       16.62   \n",
       "2              0     243.4        114       41.38  ...        110       10.30   \n",
       "3              0     299.4         71       50.90  ...         88        5.26   \n",
       "4              0     166.7        113       28.34  ...        122       12.61   \n",
       "\n",
       "   Night Mins  Night Calls  Night Charge  Intl Mins  Intl Calls  Intl Charge  \\\n",
       "0       244.7           91         11.01       10.0           3         2.70   \n",
       "1       254.4          103         11.45       13.7           3         3.70   \n",
       "2       162.6          104          7.32       12.2           5         3.29   \n",
       "3       196.9           89          8.86        6.6           7         1.78   \n",
       "4       186.9          121          8.41       10.1           3         2.73   \n",
       "\n",
       "   CustServ Calls  Churn?  \n",
       "0               1  False.  \n",
       "1               1  False.  \n",
       "2               0  False.  \n",
       "3               2  False.  \n",
       "4               3  False.  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Lets create a subset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    128\n",
       "1    107\n",
       "2    137\n",
       "3     84\n",
       "4     75\n",
       "Name: Account Length, dtype: int64"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "account_length = data[\"Account Length\"]\n",
    "account_length.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.series.Series"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(account_length)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "subset = data[[\"Account Length\", \"Phone\", \"Eve Charge\", \"Day Calls\"]]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th>Account Length</th>\n",
       "      <th>Phone</th>\n",
       "      <th>Eve Charge</th>\n",
       "      <th>Day Calls</th>\n",
       "    </tr>\n",
       "  </thead>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>107</td>\n",
       "      <td>371-7191</td>\n",
       "      <td>16.62</td>\n",
       "      <td>123</td>\n",
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       "      <th>2</th>\n",
       "      <td>137</td>\n",
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       "      <td>114</td>\n",
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       "      <th>3</th>\n",
       "      <td>84</td>\n",
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       "      <td>71</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>75</td>\n",
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       "      <td>12.61</td>\n",
       "      <td>113</td>\n",
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      "text/plain": [
       "   Account Length     Phone  Eve Charge  Day Calls\n",
       "0             128  382-4657       16.78        110\n",
       "1             107  371-7191       16.62        123\n",
       "2             137  358-1921       10.30        114\n",
       "3              84  375-9999        5.26         71\n",
       "4              75  330-6626       12.61        113"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "subset.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['State',\n",
       " 'Account Length',\n",
       " 'Area Code',\n",
       " 'Phone',\n",
       " \"Int'l Plan\",\n",
       " 'VMail Plan',\n",
       " 'VMail Message',\n",
       " 'Day Mins',\n",
       " 'Day Calls',\n",
       " 'Day Charge',\n",
       " 'Eve Mins',\n",
       " 'Eve Calls',\n",
       " 'Eve Charge',\n",
       " 'Night Mins',\n",
       " 'Night Calls',\n",
       " 'Night Charge',\n",
       " 'Intl Mins',\n",
       " 'Intl Calls',\n",
       " 'Intl Charge',\n",
       " 'CustServ Calls',\n",
       " 'Churn?']"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "desired_columns = [\"Account Length\", 'VMail Message', \"Day Calls\"]\n",
    "all_columns_list = data.columns.values.tolist() #put the whole columns in a list\n",
    "all_columns_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['State',\n",
       " 'Area Code',\n",
       " 'Phone',\n",
       " \"Int'l Plan\",\n",
       " 'VMail Plan',\n",
       " 'Day Mins',\n",
       " 'Day Charge',\n",
       " 'Eve Mins',\n",
       " 'Eve Calls',\n",
       " 'Eve Charge',\n",
       " 'Night Mins',\n",
       " 'Night Calls',\n",
       " 'Night Charge',\n",
       " 'Intl Mins',\n",
       " 'Intl Calls',\n",
       " 'Intl Charge',\n",
       " 'CustServ Calls',\n",
       " 'Churn?']"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sublist = [x for x in all_columns_list if x not in desired_columns]\n",
    "sublist"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>State</th>\n",
       "      <th>Area Code</th>\n",
       "      <th>Phone</th>\n",
       "      <th>Int'l Plan</th>\n",
       "      <th>VMail Plan</th>\n",
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       "      <th>Intl Mins</th>\n",
       "      <th>Intl Calls</th>\n",
       "      <th>Intl Charge</th>\n",
       "      <th>CustServ Calls</th>\n",
       "      <th>Churn?</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>KS</td>\n",
       "      <td>415</td>\n",
       "      <td>382-4657</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>265.1</td>\n",
       "      <td>45.07</td>\n",
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       "      <td>99</td>\n",
       "      <td>16.78</td>\n",
       "      <td>244.7</td>\n",
       "      <td>91</td>\n",
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       "      <td>10.0</td>\n",
       "      <td>3</td>\n",
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       "      <td>False.</td>\n",
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       "      <td>161.6</td>\n",
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       "      <td>195.5</td>\n",
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       "      <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",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>NJ</td>\n",
       "      <td>415</td>\n",
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       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>243.4</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",
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       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>OH</td>\n",
       "      <td>408</td>\n",
       "      <td>375-9999</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>299.4</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",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>OK</td>\n",
       "      <td>415</td>\n",
       "      <td>330-6626</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>166.7</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",
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      ],
      "text/plain": [
       "  State  Area Code     Phone Int'l Plan VMail Plan  Day Mins  Day Charge  \\\n",
       "0    KS        415  382-4657         no        yes     265.1       45.07   \n",
       "1    OH        415  371-7191         no        yes     161.6       27.47   \n",
       "2    NJ        415  358-1921         no         no     243.4       41.38   \n",
       "3    OH        408  375-9999        yes         no     299.4       50.90   \n",
       "4    OK        415  330-6626        yes         no     166.7       28.34   \n",
       "\n",
       "   Eve Mins  Eve Calls  Eve Charge  Night Mins  Night Calls  Night Charge  \\\n",
       "0     197.4         99       16.78       244.7           91         11.01   \n",
       "1     195.5        103       16.62       254.4          103         11.45   \n",
       "2     121.2        110       10.30       162.6          104          7.32   \n",
       "3      61.9         88        5.26       196.9           89          8.86   \n",
       "4     148.3        122       12.61       186.9          121          8.41   \n",
       "\n",
       "   Intl Mins  Intl Calls  Intl Charge  CustServ Calls  Churn?  \n",
       "0       10.0           3         2.70               1  False.  \n",
       "1       13.7           3         3.70               1  False.  \n",
       "2       12.2           5         3.29               0  False.  \n",
       "3        6.6           7         1.78               2  False.  \n",
       "4       10.1           3         2.73               3  False.  "
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "subset = data[sublist]\n",
    "subset.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "a = set(desired_columns)\n",
    "b = set(all_columns_list)\n",
    "sublist = b-a\n",
    "sublist = list(sublist)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Day Charge</th>\n",
       "      <th>Night Calls</th>\n",
       "      <th>Intl Calls</th>\n",
       "      <th>Churn?</th>\n",
       "      <th>State</th>\n",
       "      <th>Eve Calls</th>\n",
       "      <th>CustServ Calls</th>\n",
       "      <th>Night Mins</th>\n",
       "      <th>Intl Charge</th>\n",
       "      <th>Intl Mins</th>\n",
       "      <th>VMail Plan</th>\n",
       "      <th>Night Charge</th>\n",
       "      <th>Day Mins</th>\n",
       "      <th>Phone</th>\n",
       "      <th>Int'l Plan</th>\n",
       "      <th>Area Code</th>\n",
       "      <th>Eve Mins</th>\n",
       "      <th>Eve Charge</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>45.07</td>\n",
       "      <td>91</td>\n",
       "      <td>3</td>\n",
       "      <td>False.</td>\n",
       "      <td>KS</td>\n",
       "      <td>99</td>\n",
       "      <td>1</td>\n",
       "      <td>244.7</td>\n",
       "      <td>2.70</td>\n",
       "      <td>10.0</td>\n",
       "      <td>yes</td>\n",
       "      <td>11.01</td>\n",
       "      <td>265.1</td>\n",
       "      <td>382-4657</td>\n",
       "      <td>no</td>\n",
       "      <td>415</td>\n",
       "      <td>197.4</td>\n",
       "      <td>16.78</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>27.47</td>\n",
       "      <td>103</td>\n",
       "      <td>3</td>\n",
       "      <td>False.</td>\n",
       "      <td>OH</td>\n",
       "      <td>103</td>\n",
       "      <td>1</td>\n",
       "      <td>254.4</td>\n",
       "      <td>3.70</td>\n",
       "      <td>13.7</td>\n",
       "      <td>yes</td>\n",
       "      <td>11.45</td>\n",
       "      <td>161.6</td>\n",
       "      <td>371-7191</td>\n",
       "      <td>no</td>\n",
       "      <td>415</td>\n",
       "      <td>195.5</td>\n",
       "      <td>16.62</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>41.38</td>\n",
       "      <td>104</td>\n",
       "      <td>5</td>\n",
       "      <td>False.</td>\n",
       "      <td>NJ</td>\n",
       "      <td>110</td>\n",
       "      <td>0</td>\n",
       "      <td>162.6</td>\n",
       "      <td>3.29</td>\n",
       "      <td>12.2</td>\n",
       "      <td>no</td>\n",
       "      <td>7.32</td>\n",
       "      <td>243.4</td>\n",
       "      <td>358-1921</td>\n",
       "      <td>no</td>\n",
       "      <td>415</td>\n",
       "      <td>121.2</td>\n",
       "      <td>10.30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>50.90</td>\n",
       "      <td>89</td>\n",
       "      <td>7</td>\n",
       "      <td>False.</td>\n",
       "      <td>OH</td>\n",
       "      <td>88</td>\n",
       "      <td>2</td>\n",
       "      <td>196.9</td>\n",
       "      <td>1.78</td>\n",
       "      <td>6.6</td>\n",
       "      <td>no</td>\n",
       "      <td>8.86</td>\n",
       "      <td>299.4</td>\n",
       "      <td>375-9999</td>\n",
       "      <td>yes</td>\n",
       "      <td>408</td>\n",
       "      <td>61.9</td>\n",
       "      <td>5.26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>28.34</td>\n",
       "      <td>121</td>\n",
       "      <td>3</td>\n",
       "      <td>False.</td>\n",
       "      <td>OK</td>\n",
       "      <td>122</td>\n",
       "      <td>3</td>\n",
       "      <td>186.9</td>\n",
       "      <td>2.73</td>\n",
       "      <td>10.1</td>\n",
       "      <td>no</td>\n",
       "      <td>8.41</td>\n",
       "      <td>166.7</td>\n",
       "      <td>330-6626</td>\n",
       "      <td>yes</td>\n",
       "      <td>415</td>\n",
       "      <td>148.3</td>\n",
       "      <td>12.61</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Day Charge  Night Calls  Intl Calls  Churn? State  Eve Calls  \\\n",
       "0       45.07           91           3  False.    KS         99   \n",
       "1       27.47          103           3  False.    OH        103   \n",
       "2       41.38          104           5  False.    NJ        110   \n",
       "3       50.90           89           7  False.    OH         88   \n",
       "4       28.34          121           3  False.    OK        122   \n",
       "\n",
       "   CustServ Calls  Night Mins  Intl Charge  Intl Mins VMail Plan  \\\n",
       "0               1       244.7         2.70       10.0        yes   \n",
       "1               1       254.4         3.70       13.7        yes   \n",
       "2               0       162.6         3.29       12.2         no   \n",
       "3               2       196.9         1.78        6.6         no   \n",
       "4               3       186.9         2.73       10.1         no   \n",
       "\n",
       "   Night Charge  Day Mins     Phone Int'l Plan  Area Code  Eve Mins  \\\n",
       "0         11.01     265.1  382-4657         no        415     197.4   \n",
       "1         11.45     161.6  371-7191         no        415     195.5   \n",
       "2          7.32     243.4  358-1921         no        415     121.2   \n",
       "3          8.86     299.4  375-9999        yes        408      61.9   \n",
       "4          8.41     166.7  330-6626        yes        415     148.3   \n",
       "\n",
       "   Eve Charge  \n",
       "0       16.78  \n",
       "1       16.62  \n",
       "2       10.30  \n",
       "3        5.26  \n",
       "4       12.61  "
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "subset = data[sublist]\n",
    "subset.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Day Charge</th>\n",
       "      <th>Night Calls</th>\n",
       "      <th>Intl Calls</th>\n",
       "      <th>Churn?</th>\n",
       "      <th>State</th>\n",
       "      <th>Eve Calls</th>\n",
       "      <th>CustServ Calls</th>\n",
       "      <th>Night Mins</th>\n",
       "      <th>Intl Charge</th>\n",
       "      <th>Intl Mins</th>\n",
       "      <th>VMail Plan</th>\n",
       "      <th>Night Charge</th>\n",
       "      <th>Day Mins</th>\n",
       "      <th>Phone</th>\n",
       "      <th>Int'l Plan</th>\n",
       "      <th>Area Code</th>\n",
       "      <th>Eve Mins</th>\n",
       "      <th>Eve Charge</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3320</th>\n",
       "      <td>23.80</td>\n",
       "      <td>133</td>\n",
       "      <td>4</td>\n",
       "      <td>True.</td>\n",
       "      <td>GA</td>\n",
       "      <td>77</td>\n",
       "      <td>4</td>\n",
       "      <td>120.1</td>\n",
       "      <td>2.62</td>\n",
       "      <td>9.7</td>\n",
       "      <td>no</td>\n",
       "      <td>5.40</td>\n",
       "      <td>140.0</td>\n",
       "      <td>411-5677</td>\n",
       "      <td>yes</td>\n",
       "      <td>510</td>\n",
       "      <td>196.4</td>\n",
       "      <td>16.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3321</th>\n",
       "      <td>32.96</td>\n",
       "      <td>134</td>\n",
       "      <td>8</td>\n",
       "      <td>False.</td>\n",
       "      <td>VT</td>\n",
       "      <td>110</td>\n",
       "      <td>3</td>\n",
       "      <td>210.1</td>\n",
       "      <td>3.56</td>\n",
       "      <td>13.2</td>\n",
       "      <td>no</td>\n",
       "      <td>9.45</td>\n",
       "      <td>193.9</td>\n",
       "      <td>400-2738</td>\n",
       "      <td>no</td>\n",
       "      <td>415</td>\n",
       "      <td>85.0</td>\n",
       "      <td>7.23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3322</th>\n",
       "      <td>54.59</td>\n",
       "      <td>72</td>\n",
       "      <td>2</td>\n",
       "      <td>True.</td>\n",
       "      <td>MD</td>\n",
       "      <td>122</td>\n",
       "      <td>4</td>\n",
       "      <td>180.5</td>\n",
       "      <td>3.11</td>\n",
       "      <td>11.5</td>\n",
       "      <td>no</td>\n",
       "      <td>8.12</td>\n",
       "      <td>321.1</td>\n",
       "      <td>409-1856</td>\n",
       "      <td>no</td>\n",
       "      <td>408</td>\n",
       "      <td>265.5</td>\n",
       "      <td>22.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3323</th>\n",
       "      <td>20.13</td>\n",
       "      <td>56</td>\n",
       "      <td>3</td>\n",
       "      <td>True.</td>\n",
       "      <td>IN</td>\n",
       "      <td>97</td>\n",
       "      <td>5</td>\n",
       "      <td>227.0</td>\n",
       "      <td>3.67</td>\n",
       "      <td>13.6</td>\n",
       "      <td>no</td>\n",
       "      <td>10.22</td>\n",
       "      <td>118.4</td>\n",
       "      <td>362-5899</td>\n",
       "      <td>no</td>\n",
       "      <td>415</td>\n",
       "      <td>249.3</td>\n",
       "      <td>21.19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3324</th>\n",
       "      <td>28.87</td>\n",
       "      <td>82</td>\n",
       "      <td>4</td>\n",
       "      <td>False.</td>\n",
       "      <td>WV</td>\n",
       "      <td>105</td>\n",
       "      <td>1</td>\n",
       "      <td>193.7</td>\n",
       "      <td>3.13</td>\n",
       "      <td>11.6</td>\n",
       "      <td>no</td>\n",
       "      <td>8.72</td>\n",
       "      <td>169.8</td>\n",
       "      <td>377-1164</td>\n",
       "      <td>no</td>\n",
       "      <td>415</td>\n",
       "      <td>197.7</td>\n",
       "      <td>16.80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3325</th>\n",
       "      <td>32.88</td>\n",
       "      <td>109</td>\n",
       "      <td>4</td>\n",
       "      <td>False.</td>\n",
       "      <td>OH</td>\n",
       "      <td>88</td>\n",
       "      <td>2</td>\n",
       "      <td>243.3</td>\n",
       "      <td>2.51</td>\n",
       "      <td>9.3</td>\n",
       "      <td>no</td>\n",
       "      <td>10.95</td>\n",
       "      <td>193.4</td>\n",
       "      <td>368-8555</td>\n",
       "      <td>no</td>\n",
       "      <td>408</td>\n",
       "      <td>116.9</td>\n",
       "      <td>9.94</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3326</th>\n",
       "      <td>18.12</td>\n",
       "      <td>92</td>\n",
       "      <td>7</td>\n",
       "      <td>False.</td>\n",
       "      <td>OH</td>\n",
       "      <td>87</td>\n",
       "      <td>1</td>\n",
       "      <td>178.9</td>\n",
       "      <td>4.02</td>\n",
       "      <td>14.9</td>\n",
       "      <td>no</td>\n",
       "      <td>8.05</td>\n",
       "      <td>106.6</td>\n",
       "      <td>347-6812</td>\n",
       "      <td>no</td>\n",
       "      <td>415</td>\n",
       "      <td>284.8</td>\n",
       "      <td>24.21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3327</th>\n",
       "      <td>22.90</td>\n",
       "      <td>128</td>\n",
       "      <td>5</td>\n",
       "      <td>False.</td>\n",
       "      <td>SC</td>\n",
       "      <td>68</td>\n",
       "      <td>2</td>\n",
       "      <td>221.4</td>\n",
       "      <td>3.19</td>\n",
       "      <td>11.8</td>\n",
       "      <td>no</td>\n",
       "      <td>9.96</td>\n",
       "      <td>134.7</td>\n",
       "      <td>348-3830</td>\n",
       "      <td>no</td>\n",
       "      <td>415</td>\n",
       "      <td>189.7</td>\n",
       "      <td>16.12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3328</th>\n",
       "      <td>26.55</td>\n",
       "      <td>83</td>\n",
       "      <td>6</td>\n",
       "      <td>False.</td>\n",
       "      <td>AZ</td>\n",
       "      <td>126</td>\n",
       "      <td>2</td>\n",
       "      <td>279.1</td>\n",
       "      <td>2.67</td>\n",
       "      <td>9.9</td>\n",
       "      <td>yes</td>\n",
       "      <td>12.56</td>\n",
       "      <td>156.2</td>\n",
       "      <td>414-4276</td>\n",
       "      <td>no</td>\n",
       "      <td>415</td>\n",
       "      <td>215.5</td>\n",
       "      <td>18.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3329</th>\n",
       "      <td>39.29</td>\n",
       "      <td>123</td>\n",
       "      <td>4</td>\n",
       "      <td>False.</td>\n",
       "      <td>WV</td>\n",
       "      <td>55</td>\n",
       "      <td>3</td>\n",
       "      <td>191.3</td>\n",
       "      <td>2.59</td>\n",
       "      <td>9.6</td>\n",
       "      <td>no</td>\n",
       "      <td>8.61</td>\n",
       "      <td>231.1</td>\n",
       "      <td>370-3271</td>\n",
       "      <td>no</td>\n",
       "      <td>415</td>\n",
       "      <td>153.4</td>\n",
       "      <td>13.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3330</th>\n",
       "      <td>30.74</td>\n",
       "      <td>91</td>\n",
       "      <td>6</td>\n",
       "      <td>False.</td>\n",
       "      <td>RI</td>\n",
       "      <td>58</td>\n",
       "      <td>2</td>\n",
       "      <td>191.9</td>\n",
       "      <td>3.81</td>\n",
       "      <td>14.1</td>\n",
       "      <td>no</td>\n",
       "      <td>8.64</td>\n",
       "      <td>180.8</td>\n",
       "      <td>328-8230</td>\n",
       "      <td>no</td>\n",
       "      <td>510</td>\n",
       "      <td>288.8</td>\n",
       "      <td>24.55</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3331</th>\n",
       "      <td>36.35</td>\n",
       "      <td>137</td>\n",
       "      <td>10</td>\n",
       "      <td>False.</td>\n",
       "      <td>CT</td>\n",
       "      <td>84</td>\n",
       "      <td>2</td>\n",
       "      <td>139.2</td>\n",
       "      <td>1.35</td>\n",
       "      <td>5.0</td>\n",
       "      <td>no</td>\n",
       "      <td>6.26</td>\n",
       "      <td>213.8</td>\n",
       "      <td>364-6381</td>\n",
       "      <td>yes</td>\n",
       "      <td>510</td>\n",
       "      <td>159.6</td>\n",
       "      <td>13.57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3332</th>\n",
       "      <td>39.85</td>\n",
       "      <td>77</td>\n",
       "      <td>4</td>\n",
       "      <td>False.</td>\n",
       "      <td>TN</td>\n",
       "      <td>82</td>\n",
       "      <td>0</td>\n",
       "      <td>241.4</td>\n",
       "      <td>3.70</td>\n",
       "      <td>13.7</td>\n",
       "      <td>yes</td>\n",
       "      <td>10.86</td>\n",
       "      <td>234.4</td>\n",
       "      <td>400-4344</td>\n",
       "      <td>no</td>\n",
       "      <td>415</td>\n",
       "      <td>265.9</td>\n",
       "      <td>22.60</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      Day Charge  Night Calls  Intl Calls  Churn? State  Eve Calls  \\\n",
       "3320       23.80          133           4   True.    GA         77   \n",
       "3321       32.96          134           8  False.    VT        110   \n",
       "3322       54.59           72           2   True.    MD        122   \n",
       "3323       20.13           56           3   True.    IN         97   \n",
       "3324       28.87           82           4  False.    WV        105   \n",
       "3325       32.88          109           4  False.    OH         88   \n",
       "3326       18.12           92           7  False.    OH         87   \n",
       "3327       22.90          128           5  False.    SC         68   \n",
       "3328       26.55           83           6  False.    AZ        126   \n",
       "3329       39.29          123           4  False.    WV         55   \n",
       "3330       30.74           91           6  False.    RI         58   \n",
       "3331       36.35          137          10  False.    CT         84   \n",
       "3332       39.85           77           4  False.    TN         82   \n",
       "\n",
       "      CustServ Calls  Night Mins  Intl Charge  Intl Mins VMail Plan  \\\n",
       "3320               4       120.1         2.62        9.7         no   \n",
       "3321               3       210.1         3.56       13.2         no   \n",
       "3322               4       180.5         3.11       11.5         no   \n",
       "3323               5       227.0         3.67       13.6         no   \n",
       "3324               1       193.7         3.13       11.6         no   \n",
       "3325               2       243.3         2.51        9.3         no   \n",
       "3326               1       178.9         4.02       14.9         no   \n",
       "3327               2       221.4         3.19       11.8         no   \n",
       "3328               2       279.1         2.67        9.9        yes   \n",
       "3329               3       191.3         2.59        9.6         no   \n",
       "3330               2       191.9         3.81       14.1         no   \n",
       "3331               2       139.2         1.35        5.0         no   \n",
       "3332               0       241.4         3.70       13.7        yes   \n",
       "\n",
       "      Night Charge  Day Mins     Phone Int'l Plan  Area Code  Eve Mins  \\\n",
       "3320          5.40     140.0  411-5677        yes        510     196.4   \n",
       "3321          9.45     193.9  400-2738         no        415      85.0   \n",
       "3322          8.12     321.1  409-1856         no        408     265.5   \n",
       "3323         10.22     118.4  362-5899         no        415     249.3   \n",
       "3324          8.72     169.8  377-1164         no        415     197.7   \n",
       "3325         10.95     193.4  368-8555         no        408     116.9   \n",
       "3326          8.05     106.6  347-6812         no        415     284.8   \n",
       "3327          9.96     134.7  348-3830         no        415     189.7   \n",
       "3328         12.56     156.2  414-4276         no        415     215.5   \n",
       "3329          8.61     231.1  370-3271         no        415     153.4   \n",
       "3330          8.64     180.8  328-8230         no        510     288.8   \n",
       "3331          6.26     213.8  364-6381        yes        510     159.6   \n",
       "3332         10.86     234.4  400-4344         no        415     265.9   \n",
       "\n",
       "      Eve Charge  \n",
       "3320       16.69  \n",
       "3321        7.23  \n",
       "3322       22.57  \n",
       "3323       21.19  \n",
       "3324       16.80  \n",
       "3325        9.94  \n",
       "3326       24.21  \n",
       "3327       16.12  \n",
       "3328       18.32  \n",
       "3329       13.04  \n",
       "3330       24.55  \n",
       "3331       13.57  \n",
       "3332       22.60  "
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "subset[3320:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>State</th>\n",
       "      <th>Account Length</th>\n",
       "      <th>Area Code</th>\n",
       "      <th>Phone</th>\n",
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       "      <th>Intl Calls</th>\n",
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       "  <tbody>\n",
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       "      <th>0</th>\n",
       "      <td>KS</td>\n",
       "      <td>128</td>\n",
       "      <td>415</td>\n",
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       "      <td>no</td>\n",
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       "      <td>110</td>\n",
       "      <td>45.07</td>\n",
       "      <td>...</td>\n",
       "      <td>99</td>\n",
       "      <td>16.78</td>\n",
       "      <td>244.7</td>\n",
       "      <td>91</td>\n",
       "      <td>11.01</td>\n",
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       "      <td>2.70</td>\n",
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       "      <td>False.</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>NJ</td>\n",
       "      <td>137</td>\n",
       "      <td>415</td>\n",
       "      <td>358-1921</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
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       "      <td>243.4</td>\n",
       "      <td>114</td>\n",
       "      <td>41.38</td>\n",
       "      <td>...</td>\n",
       "      <td>110</td>\n",
       "      <td>10.30</td>\n",
       "      <td>162.6</td>\n",
       "      <td>104</td>\n",
       "      <td>7.32</td>\n",
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       "      <td>5</td>\n",
       "      <td>3.29</td>\n",
       "      <td>0</td>\n",
       "      <td>False.</td>\n",
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       "    <tr>\n",
       "      <th>3</th>\n",
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       "      <td>408</td>\n",
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       "      <td>no</td>\n",
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       "      <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>5</th>\n",
       "      <td>AL</td>\n",
       "      <td>118</td>\n",
       "      <td>510</td>\n",
       "      <td>391-8027</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>223.4</td>\n",
       "      <td>98</td>\n",
       "      <td>37.98</td>\n",
       "      <td>...</td>\n",
       "      <td>101</td>\n",
       "      <td>18.75</td>\n",
       "      <td>203.9</td>\n",
       "      <td>118</td>\n",
       "      <td>9.18</td>\n",
       "      <td>6.3</td>\n",
       "      <td>6</td>\n",
       "      <td>1.70</td>\n",
       "      <td>0</td>\n",
       "      <td>False.</td>\n",
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       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>MA</td>\n",
       "      <td>121</td>\n",
       "      <td>510</td>\n",
       "      <td>355-9993</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>24</td>\n",
       "      <td>218.2</td>\n",
       "      <td>88</td>\n",
       "      <td>37.09</td>\n",
       "      <td>...</td>\n",
       "      <td>108</td>\n",
       "      <td>29.62</td>\n",
       "      <td>212.6</td>\n",
       "      <td>118</td>\n",
       "      <td>9.57</td>\n",
       "      <td>7.5</td>\n",
       "      <td>7</td>\n",
       "      <td>2.03</td>\n",
       "      <td>3</td>\n",
       "      <td>False.</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>3312</th>\n",
       "      <td>SC</td>\n",
       "      <td>181</td>\n",
       "      <td>408</td>\n",
       "      <td>406-6304</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>229.9</td>\n",
       "      <td>130</td>\n",
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       "      <td>93</td>\n",
       "      <td>12.27</td>\n",
       "      <td>262.4</td>\n",
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       "      <td>14.2</td>\n",
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       "      <td>3.83</td>\n",
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       "      <td>False.</td>\n",
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       "      <th>3322</th>\n",
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       "      <td>no</td>\n",
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       "      <td>321.1</td>\n",
       "      <td>105</td>\n",
       "      <td>54.59</td>\n",
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       "      <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",
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       "      <td>True.</td>\n",
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       "    <tr>\n",
       "      <th>3329</th>\n",
       "      <td>WV</td>\n",
       "      <td>68</td>\n",
       "      <td>415</td>\n",
       "      <td>370-3271</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
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       "      <td>231.1</td>\n",
       "      <td>57</td>\n",
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       "      <td>...</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",
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       "      <td>4</td>\n",
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       "      <td>False.</td>\n",
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       "      <th>3331</th>\n",
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       "      <td>184</td>\n",
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       "      <td>yes</td>\n",
       "      <td>no</td>\n",
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       "      <td>213.8</td>\n",
       "      <td>105</td>\n",
       "      <td>36.35</td>\n",
       "      <td>...</td>\n",
       "      <td>84</td>\n",
       "      <td>13.57</td>\n",
       "      <td>139.2</td>\n",
       "      <td>137</td>\n",
       "      <td>6.26</td>\n",
       "      <td>5.0</td>\n",
       "      <td>10</td>\n",
       "      <td>1.35</td>\n",
       "      <td>2</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3332</th>\n",
       "      <td>TN</td>\n",
       "      <td>74</td>\n",
       "      <td>415</td>\n",
       "      <td>400-4344</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>...</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",
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       "  </tbody>\n",
       "</table>\n",
       "<p>1186 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     State  Account Length  Area Code     Phone Int'l Plan VMail Plan  \\\n",
       "0       KS             128        415  382-4657         no        yes   \n",
       "2       NJ             137        415  358-1921         no         no   \n",
       "3       OH              84        408  375-9999        yes         no   \n",
       "5       AL             118        510  391-8027        yes         no   \n",
       "6       MA             121        510  355-9993         no        yes   \n",
       "...    ...             ...        ...       ...        ...        ...   \n",
       "3312    SC             181        408  406-6304         no         no   \n",
       "3322    MD              62        408  409-1856         no         no   \n",
       "3329    WV              68        415  370-3271         no         no   \n",
       "3331    CT             184        510  364-6381        yes         no   \n",
       "3332    TN              74        415  400-4344         no        yes   \n",
       "\n",
       "      VMail Message  Day Mins  Day Calls  Day Charge  ...  Eve Calls  \\\n",
       "0                25     265.1        110       45.07  ...         99   \n",
       "2                 0     243.4        114       41.38  ...        110   \n",
       "3                 0     299.4         71       50.90  ...         88   \n",
       "5                 0     223.4         98       37.98  ...        101   \n",
       "6                24     218.2         88       37.09  ...        108   \n",
       "...             ...       ...        ...         ...  ...        ...   \n",
       "3312              0     229.9        130       39.08  ...         93   \n",
       "3322              0     321.1        105       54.59  ...        122   \n",
       "3329              0     231.1         57       39.29  ...         55   \n",
       "3331              0     213.8        105       36.35  ...         84   \n",
       "3332             25     234.4        113       39.85  ...         82   \n",
       "\n",
       "      Eve Charge  Night Mins  Night Calls  Night Charge  Intl Mins  \\\n",
       "0          16.78       244.7           91         11.01       10.0   \n",
       "2          10.30       162.6          104          7.32       12.2   \n",
       "3           5.26       196.9           89          8.86        6.6   \n",
       "5          18.75       203.9          118          9.18        6.3   \n",
       "6          29.62       212.6          118          9.57        7.5   \n",
       "...          ...         ...          ...           ...        ...   \n",
       "3312       12.27       262.4          110         11.81       14.2   \n",
       "3322       22.57       180.5           72          8.12       11.5   \n",
       "3329       13.04       191.3          123          8.61        9.6   \n",
       "3331       13.57       139.2          137          6.26        5.0   \n",
       "3332       22.60       241.4           77         10.86       13.7   \n",
       "\n",
       "      Intl Calls  Intl Charge  CustServ Calls  Churn?  \n",
       "0              3         2.70               1  False.  \n",
       "2              5         3.29               0  False.  \n",
       "3              7         1.78               2  False.  \n",
       "5              6         1.70               0  False.  \n",
       "6              7         2.03               3  False.  \n",
       "...          ...          ...             ...     ...  \n",
       "3312           4         3.83               2  False.  \n",
       "3322           2         3.11               4   True.  \n",
       "3329           4         2.59               3  False.  \n",
       "3331          10         1.35               2  False.  \n",
       "3332           4         3.70               0  False.  \n",
       "\n",
       "[1186 rows x 21 columns]"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "daymins_greater200 = data[data['Day Mins']>200]\n",
    "daymins_greater200"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
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       "      <td>85</td>\n",
       "      <td>6.55</td>\n",
       "      <td>173.0</td>\n",
       "      <td>99</td>\n",
       "      <td>7.79</td>\n",
       "      <td>8.2</td>\n",
       "      <td>7</td>\n",
       "      <td>2.21</td>\n",
       "      <td>4</td>\n",
       "      <td>True.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>NY</td>\n",
       "      <td>75</td>\n",
       "      <td>415</td>\n",
       "      <td>374-8525</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>21</td>\n",
       "      <td>175.8</td>\n",
       "      <td>97</td>\n",
       "      <td>29.89</td>\n",
       "      <td>...</td>\n",
       "      <td>106</td>\n",
       "      <td>18.49</td>\n",
       "      <td>237.5</td>\n",
       "      <td>134</td>\n",
       "      <td>10.69</td>\n",
       "      <td>5.3</td>\n",
       "      <td>4</td>\n",
       "      <td>1.43</td>\n",
       "      <td>5</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>NY</td>\n",
       "      <td>67</td>\n",
       "      <td>408</td>\n",
       "      <td>405-2888</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>36</td>\n",
       "      <td>115.6</td>\n",
       "      <td>111</td>\n",
       "      <td>19.65</td>\n",
       "      <td>...</td>\n",
       "      <td>94</td>\n",
       "      <td>20.20</td>\n",
       "      <td>169.9</td>\n",
       "      <td>103</td>\n",
       "      <td>7.65</td>\n",
       "      <td>9.9</td>\n",
       "      <td>12</td>\n",
       "      <td>2.67</td>\n",
       "      <td>2</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>NY</td>\n",
       "      <td>106</td>\n",
       "      <td>408</td>\n",
       "      <td>422-1471</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>158.7</td>\n",
       "      <td>74</td>\n",
       "      <td>26.98</td>\n",
       "      <td>...</td>\n",
       "      <td>139</td>\n",
       "      <td>5.47</td>\n",
       "      <td>198.5</td>\n",
       "      <td>103</td>\n",
       "      <td>8.93</td>\n",
       "      <td>10.2</td>\n",
       "      <td>4</td>\n",
       "      <td>2.75</td>\n",
       "      <td>1</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3219</th>\n",
       "      <td>NY</td>\n",
       "      <td>150</td>\n",
       "      <td>415</td>\n",
       "      <td>421-6268</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>35</td>\n",
       "      <td>139.6</td>\n",
       "      <td>72</td>\n",
       "      <td>23.73</td>\n",
       "      <td>...</td>\n",
       "      <td>170</td>\n",
       "      <td>28.29</td>\n",
       "      <td>213.8</td>\n",
       "      <td>105</td>\n",
       "      <td>9.62</td>\n",
       "      <td>8.8</td>\n",
       "      <td>2</td>\n",
       "      <td>2.38</td>\n",
       "      <td>2</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3227</th>\n",
       "      <td>NY</td>\n",
       "      <td>209</td>\n",
       "      <td>415</td>\n",
       "      <td>369-8703</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>153.7</td>\n",
       "      <td>105</td>\n",
       "      <td>26.13</td>\n",
       "      <td>...</td>\n",
       "      <td>87</td>\n",
       "      <td>16.03</td>\n",
       "      <td>200.8</td>\n",
       "      <td>95</td>\n",
       "      <td>9.04</td>\n",
       "      <td>10.7</td>\n",
       "      <td>2</td>\n",
       "      <td>2.89</td>\n",
       "      <td>0</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3257</th>\n",
       "      <td>NY</td>\n",
       "      <td>171</td>\n",
       "      <td>415</td>\n",
       "      <td>412-6245</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>137.5</td>\n",
       "      <td>110</td>\n",
       "      <td>23.38</td>\n",
       "      <td>...</td>\n",
       "      <td>109</td>\n",
       "      <td>16.84</td>\n",
       "      <td>292.7</td>\n",
       "      <td>131</td>\n",
       "      <td>13.17</td>\n",
       "      <td>13.3</td>\n",
       "      <td>5</td>\n",
       "      <td>3.59</td>\n",
       "      <td>2</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3275</th>\n",
       "      <td>NY</td>\n",
       "      <td>120</td>\n",
       "      <td>510</td>\n",
       "      <td>405-5083</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>27</td>\n",
       "      <td>128.5</td>\n",
       "      <td>115</td>\n",
       "      <td>21.85</td>\n",
       "      <td>...</td>\n",
       "      <td>91</td>\n",
       "      <td>13.91</td>\n",
       "      <td>242.9</td>\n",
       "      <td>121</td>\n",
       "      <td>10.93</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>0.00</td>\n",
       "      <td>1</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3310</th>\n",
       "      <td>NY</td>\n",
       "      <td>94</td>\n",
       "      <td>415</td>\n",
       "      <td>363-1123</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>190.4</td>\n",
       "      <td>91</td>\n",
       "      <td>32.37</td>\n",
       "      <td>...</td>\n",
       "      <td>107</td>\n",
       "      <td>7.82</td>\n",
       "      <td>224.8</td>\n",
       "      <td>108</td>\n",
       "      <td>10.12</td>\n",
       "      <td>13.6</td>\n",
       "      <td>17</td>\n",
       "      <td>3.67</td>\n",
       "      <td>2</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>83 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     State  Account Length  Area Code     Phone Int'l Plan VMail Plan  \\\n",
       "15      NY             161        415  351-7269         no         no   \n",
       "77      NY             144        408  360-1171         no         no   \n",
       "136     NY              75        415  374-8525         no        yes   \n",
       "182     NY              67        408  405-2888         no        yes   \n",
       "186     NY             106        408  422-1471         no         no   \n",
       "...    ...             ...        ...       ...        ...        ...   \n",
       "3219    NY             150        415  421-6268         no        yes   \n",
       "3227    NY             209        415  369-8703         no         no   \n",
       "3257    NY             171        415  412-6245         no         no   \n",
       "3275    NY             120        510  405-5083         no        yes   \n",
       "3310    NY              94        415  363-1123         no         no   \n",
       "\n",
       "      VMail Message  Day Mins  Day Calls  Day Charge  ...  Eve Calls  \\\n",
       "15                0     332.9         67       56.59  ...         97   \n",
       "77                0      61.6        117       10.47  ...         85   \n",
       "136              21     175.8         97       29.89  ...        106   \n",
       "182              36     115.6        111       19.65  ...         94   \n",
       "186               0     158.7         74       26.98  ...        139   \n",
       "...             ...       ...        ...         ...  ...        ...   \n",
       "3219             35     139.6         72       23.73  ...        170   \n",
       "3227              0     153.7        105       26.13  ...         87   \n",
       "3257              0     137.5        110       23.38  ...        109   \n",
       "3275             27     128.5        115       21.85  ...         91   \n",
       "3310              0     190.4         91       32.37  ...        107   \n",
       "\n",
       "      Eve Charge  Night Mins  Night Calls  Night Charge  Intl Mins  \\\n",
       "15         27.01       160.6          128          7.23        5.4   \n",
       "77          6.55       173.0           99          7.79        8.2   \n",
       "136        18.49       237.5          134         10.69        5.3   \n",
       "182        20.20       169.9          103          7.65        9.9   \n",
       "186         5.47       198.5          103          8.93       10.2   \n",
       "...          ...         ...          ...           ...        ...   \n",
       "3219       28.29       213.8          105          9.62        8.8   \n",
       "3227       16.03       200.8           95          9.04       10.7   \n",
       "3257       16.84       292.7          131         13.17       13.3   \n",
       "3275       13.91       242.9          121         10.93        0.0   \n",
       "3310        7.82       224.8          108         10.12       13.6   \n",
       "\n",
       "      Intl Calls  Intl Charge  CustServ Calls  Churn?  \n",
       "15             9         1.46               4   True.  \n",
       "77             7         2.21               4   True.  \n",
       "136            4         1.43               5  False.  \n",
       "182           12         2.67               2  False.  \n",
       "186            4         2.75               1  False.  \n",
       "...          ...          ...             ...     ...  \n",
       "3219           2         2.38               2  False.  \n",
       "3227           2         2.89               0  False.  \n",
       "3257           5         3.59               2  False.  \n",
       "3275           0         0.00               1  False.  \n",
       "3310          17         3.67               2  False.  \n",
       "\n",
       "[83 rows x 21 columns]"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "newyorkers = data[data['State'] == \"NY\"]\n",
    "newyorkers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>State</th>\n",
       "      <th>Account Length</th>\n",
       "      <th>Area Code</th>\n",
       "      <th>Phone</th>\n",
       "      <th>Int'l Plan</th>\n",
       "      <th>VMail Plan</th>\n",
       "      <th>VMail Message</th>\n",
       "      <th>Day Mins</th>\n",
       "      <th>Day Calls</th>\n",
       "      <th>Day Charge</th>\n",
       "      <th>...</th>\n",
       "      <th>Eve Calls</th>\n",
       "      <th>Eve Charge</th>\n",
       "      <th>Night Mins</th>\n",
       "      <th>Night Calls</th>\n",
       "      <th>Night Charge</th>\n",
       "      <th>Intl Mins</th>\n",
       "      <th>Intl Calls</th>\n",
       "      <th>Intl Charge</th>\n",
       "      <th>CustServ Calls</th>\n",
       "      <th>Churn?</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>NY</td>\n",
       "      <td>161</td>\n",
       "      <td>415</td>\n",
       "      <td>351-7269</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>332.9</td>\n",
       "      <td>67</td>\n",
       "      <td>56.59</td>\n",
       "      <td>...</td>\n",
       "      <td>97</td>\n",
       "      <td>27.01</td>\n",
       "      <td>160.6</td>\n",
       "      <td>128</td>\n",
       "      <td>7.23</td>\n",
       "      <td>5.4</td>\n",
       "      <td>9</td>\n",
       "      <td>1.46</td>\n",
       "      <td>4</td>\n",
       "      <td>True.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>551</th>\n",
       "      <td>NY</td>\n",
       "      <td>157</td>\n",
       "      <td>415</td>\n",
       "      <td>421-1189</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>224.5</td>\n",
       "      <td>111</td>\n",
       "      <td>38.17</td>\n",
       "      <td>...</td>\n",
       "      <td>99</td>\n",
       "      <td>17.06</td>\n",
       "      <td>116.6</td>\n",
       "      <td>118</td>\n",
       "      <td>5.25</td>\n",
       "      <td>11.5</td>\n",
       "      <td>2</td>\n",
       "      <td>3.11</td>\n",
       "      <td>2</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>650</th>\n",
       "      <td>NY</td>\n",
       "      <td>140</td>\n",
       "      <td>415</td>\n",
       "      <td>333-8180</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>235.5</td>\n",
       "      <td>81</td>\n",
       "      <td>40.04</td>\n",
       "      <td>...</td>\n",
       "      <td>130</td>\n",
       "      <td>21.86</td>\n",
       "      <td>103.1</td>\n",
       "      <td>111</td>\n",
       "      <td>4.64</td>\n",
       "      <td>11.5</td>\n",
       "      <td>4</td>\n",
       "      <td>3.11</td>\n",
       "      <td>2</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>754</th>\n",
       "      <td>NY</td>\n",
       "      <td>41</td>\n",
       "      <td>415</td>\n",
       "      <td>393-9985</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>209.9</td>\n",
       "      <td>105</td>\n",
       "      <td>35.68</td>\n",
       "      <td>...</td>\n",
       "      <td>105</td>\n",
       "      <td>10.36</td>\n",
       "      <td>253.7</td>\n",
       "      <td>104</td>\n",
       "      <td>11.42</td>\n",
       "      <td>9.6</td>\n",
       "      <td>4</td>\n",
       "      <td>2.59</td>\n",
       "      <td>1</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>985</th>\n",
       "      <td>NY</td>\n",
       "      <td>64</td>\n",
       "      <td>415</td>\n",
       "      <td>345-9140</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>346.8</td>\n",
       "      <td>55</td>\n",
       "      <td>58.96</td>\n",
       "      <td>...</td>\n",
       "      <td>79</td>\n",
       "      <td>21.21</td>\n",
       "      <td>275.4</td>\n",
       "      <td>102</td>\n",
       "      <td>12.39</td>\n",
       "      <td>13.3</td>\n",
       "      <td>9</td>\n",
       "      <td>3.59</td>\n",
       "      <td>1</td>\n",
       "      <td>True.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>994</th>\n",
       "      <td>NY</td>\n",
       "      <td>147</td>\n",
       "      <td>510</td>\n",
       "      <td>421-7205</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>33</td>\n",
       "      <td>251.5</td>\n",
       "      <td>107</td>\n",
       "      <td>42.76</td>\n",
       "      <td>...</td>\n",
       "      <td>110</td>\n",
       "      <td>19.90</td>\n",
       "      <td>213.4</td>\n",
       "      <td>87</td>\n",
       "      <td>9.60</td>\n",
       "      <td>10.4</td>\n",
       "      <td>6</td>\n",
       "      <td>2.81</td>\n",
       "      <td>3</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1044</th>\n",
       "      <td>NY</td>\n",
       "      <td>94</td>\n",
       "      <td>510</td>\n",
       "      <td>417-3046</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>243.2</td>\n",
       "      <td>109</td>\n",
       "      <td>41.34</td>\n",
       "      <td>...</td>\n",
       "      <td>88</td>\n",
       "      <td>12.50</td>\n",
       "      <td>94.9</td>\n",
       "      <td>99</td>\n",
       "      <td>4.27</td>\n",
       "      <td>7.2</td>\n",
       "      <td>4</td>\n",
       "      <td>1.94</td>\n",
       "      <td>4</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1065</th>\n",
       "      <td>NY</td>\n",
       "      <td>68</td>\n",
       "      <td>415</td>\n",
       "      <td>349-4762</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>29</td>\n",
       "      <td>239.5</td>\n",
       "      <td>82</td>\n",
       "      <td>40.72</td>\n",
       "      <td>...</td>\n",
       "      <td>105</td>\n",
       "      <td>17.32</td>\n",
       "      <td>167.8</td>\n",
       "      <td>70</td>\n",
       "      <td>7.55</td>\n",
       "      <td>9.9</td>\n",
       "      <td>6</td>\n",
       "      <td>2.67</td>\n",
       "      <td>0</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1278</th>\n",
       "      <td>NY</td>\n",
       "      <td>163</td>\n",
       "      <td>408</td>\n",
       "      <td>413-2241</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>247.7</td>\n",
       "      <td>77</td>\n",
       "      <td>42.11</td>\n",
       "      <td>...</td>\n",
       "      <td>108</td>\n",
       "      <td>22.91</td>\n",
       "      <td>167.3</td>\n",
       "      <td>82</td>\n",
       "      <td>7.53</td>\n",
       "      <td>9.6</td>\n",
       "      <td>7</td>\n",
       "      <td>2.59</td>\n",
       "      <td>0</td>\n",
       "      <td>True.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1492</th>\n",
       "      <td>NY</td>\n",
       "      <td>64</td>\n",
       "      <td>408</td>\n",
       "      <td>422-7728</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>219.6</td>\n",
       "      <td>126</td>\n",
       "      <td>37.33</td>\n",
       "      <td>...</td>\n",
       "      <td>100</td>\n",
       "      <td>25.78</td>\n",
       "      <td>154.5</td>\n",
       "      <td>65</td>\n",
       "      <td>6.95</td>\n",
       "      <td>9.7</td>\n",
       "      <td>5</td>\n",
       "      <td>2.62</td>\n",
       "      <td>1</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1510</th>\n",
       "      <td>NY</td>\n",
       "      <td>92</td>\n",
       "      <td>408</td>\n",
       "      <td>348-2916</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>265.6</td>\n",
       "      <td>82</td>\n",
       "      <td>45.15</td>\n",
       "      <td>...</td>\n",
       "      <td>75</td>\n",
       "      <td>15.36</td>\n",
       "      <td>211.1</td>\n",
       "      <td>113</td>\n",
       "      <td>9.50</td>\n",
       "      <td>8.6</td>\n",
       "      <td>2</td>\n",
       "      <td>2.32</td>\n",
       "      <td>1</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1633</th>\n",
       "      <td>NY</td>\n",
       "      <td>87</td>\n",
       "      <td>415</td>\n",
       "      <td>399-5426</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>204.8</td>\n",
       "      <td>101</td>\n",
       "      <td>34.82</td>\n",
       "      <td>...</td>\n",
       "      <td>80</td>\n",
       "      <td>13.69</td>\n",
       "      <td>285.7</td>\n",
       "      <td>89</td>\n",
       "      <td>12.86</td>\n",
       "      <td>9.5</td>\n",
       "      <td>3</td>\n",
       "      <td>2.57</td>\n",
       "      <td>0</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1774</th>\n",
       "      <td>NY</td>\n",
       "      <td>21</td>\n",
       "      <td>415</td>\n",
       "      <td>335-2274</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>244.7</td>\n",
       "      <td>81</td>\n",
       "      <td>41.60</td>\n",
       "      <td>...</td>\n",
       "      <td>117</td>\n",
       "      <td>14.28</td>\n",
       "      <td>281.5</td>\n",
       "      <td>87</td>\n",
       "      <td>12.67</td>\n",
       "      <td>6.6</td>\n",
       "      <td>1</td>\n",
       "      <td>1.78</td>\n",
       "      <td>1</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1794</th>\n",
       "      <td>NY</td>\n",
       "      <td>54</td>\n",
       "      <td>415</td>\n",
       "      <td>348-6853</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>286.6</td>\n",
       "      <td>73</td>\n",
       "      <td>48.72</td>\n",
       "      <td>...</td>\n",
       "      <td>108</td>\n",
       "      <td>18.97</td>\n",
       "      <td>203.7</td>\n",
       "      <td>107</td>\n",
       "      <td>9.17</td>\n",
       "      <td>11.5</td>\n",
       "      <td>5</td>\n",
       "      <td>3.11</td>\n",
       "      <td>1</td>\n",
       "      <td>True.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1965</th>\n",
       "      <td>NY</td>\n",
       "      <td>139</td>\n",
       "      <td>510</td>\n",
       "      <td>399-7268</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>236.6</td>\n",
       "      <td>109</td>\n",
       "      <td>40.22</td>\n",
       "      <td>...</td>\n",
       "      <td>107</td>\n",
       "      <td>14.44</td>\n",
       "      <td>212.3</td>\n",
       "      <td>118</td>\n",
       "      <td>9.55</td>\n",
       "      <td>11.1</td>\n",
       "      <td>2</td>\n",
       "      <td>3.00</td>\n",
       "      <td>1</td>\n",
       "      <td>True.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2105</th>\n",
       "      <td>NY</td>\n",
       "      <td>40</td>\n",
       "      <td>408</td>\n",
       "      <td>416-7591</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>242.5</td>\n",
       "      <td>82</td>\n",
       "      <td>41.23</td>\n",
       "      <td>...</td>\n",
       "      <td>97</td>\n",
       "      <td>19.80</td>\n",
       "      <td>154.0</td>\n",
       "      <td>86</td>\n",
       "      <td>6.93</td>\n",
       "      <td>9.6</td>\n",
       "      <td>7</td>\n",
       "      <td>2.59</td>\n",
       "      <td>0</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2401</th>\n",
       "      <td>NY</td>\n",
       "      <td>126</td>\n",
       "      <td>415</td>\n",
       "      <td>352-7752</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>239.7</td>\n",
       "      <td>87</td>\n",
       "      <td>40.75</td>\n",
       "      <td>...</td>\n",
       "      <td>92</td>\n",
       "      <td>23.94</td>\n",
       "      <td>183.5</td>\n",
       "      <td>113</td>\n",
       "      <td>8.26</td>\n",
       "      <td>11.4</td>\n",
       "      <td>1</td>\n",
       "      <td>3.08</td>\n",
       "      <td>1</td>\n",
       "      <td>True.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2435</th>\n",
       "      <td>NY</td>\n",
       "      <td>112</td>\n",
       "      <td>415</td>\n",
       "      <td>404-9504</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>23</td>\n",
       "      <td>286.6</td>\n",
       "      <td>79</td>\n",
       "      <td>48.72</td>\n",
       "      <td>...</td>\n",
       "      <td>102</td>\n",
       "      <td>26.80</td>\n",
       "      <td>193.9</td>\n",
       "      <td>101</td>\n",
       "      <td>8.73</td>\n",
       "      <td>10.3</td>\n",
       "      <td>6</td>\n",
       "      <td>2.78</td>\n",
       "      <td>1</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2600</th>\n",
       "      <td>NY</td>\n",
       "      <td>148</td>\n",
       "      <td>408</td>\n",
       "      <td>407-7464</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>208.4</td>\n",
       "      <td>120</td>\n",
       "      <td>35.43</td>\n",
       "      <td>...</td>\n",
       "      <td>99</td>\n",
       "      <td>14.82</td>\n",
       "      <td>310.7</td>\n",
       "      <td>105</td>\n",
       "      <td>13.98</td>\n",
       "      <td>11.2</td>\n",
       "      <td>4</td>\n",
       "      <td>3.02</td>\n",
       "      <td>1</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2803</th>\n",
       "      <td>NY</td>\n",
       "      <td>104</td>\n",
       "      <td>415</td>\n",
       "      <td>389-6081</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>264.0</td>\n",
       "      <td>108</td>\n",
       "      <td>44.88</td>\n",
       "      <td>...</td>\n",
       "      <td>75</td>\n",
       "      <td>11.24</td>\n",
       "      <td>177.7</td>\n",
       "      <td>91</td>\n",
       "      <td>8.00</td>\n",
       "      <td>10.6</td>\n",
       "      <td>8</td>\n",
       "      <td>2.86</td>\n",
       "      <td>3</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2857</th>\n",
       "      <td>NY</td>\n",
       "      <td>160</td>\n",
       "      <td>408</td>\n",
       "      <td>352-6084</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>216.8</td>\n",
       "      <td>77</td>\n",
       "      <td>36.86</td>\n",
       "      <td>...</td>\n",
       "      <td>117</td>\n",
       "      <td>17.62</td>\n",
       "      <td>228.6</td>\n",
       "      <td>117</td>\n",
       "      <td>10.29</td>\n",
       "      <td>5.6</td>\n",
       "      <td>2</td>\n",
       "      <td>1.51</td>\n",
       "      <td>1</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2959</th>\n",
       "      <td>NY</td>\n",
       "      <td>125</td>\n",
       "      <td>415</td>\n",
       "      <td>367-3950</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>233.3</td>\n",
       "      <td>65</td>\n",
       "      <td>39.66</td>\n",
       "      <td>...</td>\n",
       "      <td>93</td>\n",
       "      <td>17.83</td>\n",
       "      <td>210.6</td>\n",
       "      <td>109</td>\n",
       "      <td>9.48</td>\n",
       "      <td>9.1</td>\n",
       "      <td>4</td>\n",
       "      <td>2.46</td>\n",
       "      <td>1</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3086</th>\n",
       "      <td>NY</td>\n",
       "      <td>54</td>\n",
       "      <td>510</td>\n",
       "      <td>390-6932</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>236.3</td>\n",
       "      <td>91</td>\n",
       "      <td>40.17</td>\n",
       "      <td>...</td>\n",
       "      <td>130</td>\n",
       "      <td>12.99</td>\n",
       "      <td>160.3</td>\n",
       "      <td>98</td>\n",
       "      <td>7.21</td>\n",
       "      <td>11.2</td>\n",
       "      <td>8</td>\n",
       "      <td>3.02</td>\n",
       "      <td>3</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>23 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     State  Account Length  Area Code     Phone Int'l Plan VMail Plan  \\\n",
       "15      NY             161        415  351-7269         no         no   \n",
       "551     NY             157        415  421-1189         no         no   \n",
       "650     NY             140        415  333-8180         no         no   \n",
       "754     NY              41        415  393-9985         no         no   \n",
       "985     NY              64        415  345-9140        yes         no   \n",
       "994     NY             147        510  421-7205         no        yes   \n",
       "1044    NY              94        510  417-3046        yes         no   \n",
       "1065    NY              68        415  349-4762         no        yes   \n",
       "1278    NY             163        408  413-2241         no         no   \n",
       "1492    NY              64        408  422-7728         no         no   \n",
       "1510    NY              92        408  348-2916         no         no   \n",
       "1633    NY              87        415  399-5426         no         no   \n",
       "1774    NY              21        415  335-2274         no         no   \n",
       "1794    NY              54        415  348-6853         no         no   \n",
       "1965    NY             139        510  399-7268         no         no   \n",
       "2105    NY              40        408  416-7591         no         no   \n",
       "2401    NY             126        415  352-7752        yes         no   \n",
       "2435    NY             112        415  404-9504         no        yes   \n",
       "2600    NY             148        408  407-7464         no         no   \n",
       "2803    NY             104        415  389-6081         no         no   \n",
       "2857    NY             160        408  352-6084         no         no   \n",
       "2959    NY             125        415  367-3950         no         no   \n",
       "3086    NY              54        510  390-6932        yes         no   \n",
       "\n",
       "      VMail Message  Day Mins  Day Calls  Day Charge  ...  Eve Calls  \\\n",
       "15                0     332.9         67       56.59  ...         97   \n",
       "551               0     224.5        111       38.17  ...         99   \n",
       "650               0     235.5         81       40.04  ...        130   \n",
       "754               0     209.9        105       35.68  ...        105   \n",
       "985               0     346.8         55       58.96  ...         79   \n",
       "994              33     251.5        107       42.76  ...        110   \n",
       "1044              0     243.2        109       41.34  ...         88   \n",
       "1065             29     239.5         82       40.72  ...        105   \n",
       "1278              0     247.7         77       42.11  ...        108   \n",
       "1492              0     219.6        126       37.33  ...        100   \n",
       "1510              0     265.6         82       45.15  ...         75   \n",
       "1633              0     204.8        101       34.82  ...         80   \n",
       "1774              0     244.7         81       41.60  ...        117   \n",
       "1794              0     286.6         73       48.72  ...        108   \n",
       "1965              0     236.6        109       40.22  ...        107   \n",
       "2105              0     242.5         82       41.23  ...         97   \n",
       "2401              0     239.7         87       40.75  ...         92   \n",
       "2435             23     286.6         79       48.72  ...        102   \n",
       "2600              0     208.4        120       35.43  ...         99   \n",
       "2803              0     264.0        108       44.88  ...         75   \n",
       "2857              0     216.8         77       36.86  ...        117   \n",
       "2959              0     233.3         65       39.66  ...         93   \n",
       "3086              0     236.3         91       40.17  ...        130   \n",
       "\n",
       "      Eve Charge  Night Mins  Night Calls  Night Charge  Intl Mins  \\\n",
       "15         27.01       160.6          128          7.23        5.4   \n",
       "551        17.06       116.6          118          5.25       11.5   \n",
       "650        21.86       103.1          111          4.64       11.5   \n",
       "754        10.36       253.7          104         11.42        9.6   \n",
       "985        21.21       275.4          102         12.39       13.3   \n",
       "994        19.90       213.4           87          9.60       10.4   \n",
       "1044       12.50        94.9           99          4.27        7.2   \n",
       "1065       17.32       167.8           70          7.55        9.9   \n",
       "1278       22.91       167.3           82          7.53        9.6   \n",
       "1492       25.78       154.5           65          6.95        9.7   \n",
       "1510       15.36       211.1          113          9.50        8.6   \n",
       "1633       13.69       285.7           89         12.86        9.5   \n",
       "1774       14.28       281.5           87         12.67        6.6   \n",
       "1794       18.97       203.7          107          9.17       11.5   \n",
       "1965       14.44       212.3          118          9.55       11.1   \n",
       "2105       19.80       154.0           86          6.93        9.6   \n",
       "2401       23.94       183.5          113          8.26       11.4   \n",
       "2435       26.80       193.9          101          8.73       10.3   \n",
       "2600       14.82       310.7          105         13.98       11.2   \n",
       "2803       11.24       177.7           91          8.00       10.6   \n",
       "2857       17.62       228.6          117         10.29        5.6   \n",
       "2959       17.83       210.6          109          9.48        9.1   \n",
       "3086       12.99       160.3           98          7.21       11.2   \n",
       "\n",
       "      Intl Calls  Intl Charge  CustServ Calls  Churn?  \n",
       "15             9         1.46               4   True.  \n",
       "551            2         3.11               2  False.  \n",
       "650            4         3.11               2  False.  \n",
       "754            4         2.59               1  False.  \n",
       "985            9         3.59               1   True.  \n",
       "994            6         2.81               3  False.  \n",
       "1044           4         1.94               4  False.  \n",
       "1065           6         2.67               0  False.  \n",
       "1278           7         2.59               0   True.  \n",
       "1492           5         2.62               1  False.  \n",
       "1510           2         2.32               1  False.  \n",
       "1633           3         2.57               0  False.  \n",
       "1774           1         1.78               1  False.  \n",
       "1794           5         3.11               1   True.  \n",
       "1965           2         3.00               1   True.  \n",
       "2105           7         2.59               0  False.  \n",
       "2401           1         3.08               1   True.  \n",
       "2435           6         2.78               1  False.  \n",
       "2600           4         3.02               1  False.  \n",
       "2803           8         2.86               3  False.  \n",
       "2857           2         1.51               1  False.  \n",
       "2959           4         2.46               1  False.  \n",
       "3086           8         3.02               3  False.  \n",
       "\n",
       "[23 rows x 21 columns]"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "## and --> &, OR --> |\n",
    "newyorkers_greater200 = data[(data['Day Mins']>200) & (data['State']==\"NY\")]\n",
    "newyorkers_greater200"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>State</th>\n",
       "      <th>Account Length</th>\n",
       "      <th>Area Code</th>\n",
       "      <th>Phone</th>\n",
       "      <th>Int'l Plan</th>\n",
       "      <th>VMail Plan</th>\n",
       "      <th>VMail Message</th>\n",
       "      <th>Day Mins</th>\n",
       "      <th>Day Calls</th>\n",
       "      <th>Day Charge</th>\n",
       "      <th>...</th>\n",
       "      <th>Eve Calls</th>\n",
       "      <th>Eve Charge</th>\n",
       "      <th>Night Mins</th>\n",
       "      <th>Night Calls</th>\n",
       "      <th>Night Charge</th>\n",
       "      <th>Intl Mins</th>\n",
       "      <th>Intl Calls</th>\n",
       "      <th>Intl Charge</th>\n",
       "      <th>CustServ Calls</th>\n",
       "      <th>Churn?</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>KS</td>\n",
       "      <td>128</td>\n",
       "      <td>415</td>\n",
       "      <td>382-4657</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>25</td>\n",
       "      <td>265.1</td>\n",
       "      <td>110</td>\n",
       "      <td>45.07</td>\n",
       "      <td>...</td>\n",
       "      <td>99</td>\n",
       "      <td>16.78</td>\n",
       "      <td>244.7</td>\n",
       "      <td>91</td>\n",
       "      <td>11.01</td>\n",
       "      <td>10.0</td>\n",
       "      <td>3</td>\n",
       "      <td>2.70</td>\n",
       "      <td>1</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>NJ</td>\n",
       "      <td>137</td>\n",
       "      <td>415</td>\n",
       "      <td>358-1921</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>243.4</td>\n",
       "      <td>114</td>\n",
       "      <td>41.38</td>\n",
       "      <td>...</td>\n",
       "      <td>110</td>\n",
       "      <td>10.30</td>\n",
       "      <td>162.6</td>\n",
       "      <td>104</td>\n",
       "      <td>7.32</td>\n",
       "      <td>12.2</td>\n",
       "      <td>5</td>\n",
       "      <td>3.29</td>\n",
       "      <td>0</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>OH</td>\n",
       "      <td>84</td>\n",
       "      <td>408</td>\n",
       "      <td>375-9999</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>299.4</td>\n",
       "      <td>71</td>\n",
       "      <td>50.90</td>\n",
       "      <td>...</td>\n",
       "      <td>88</td>\n",
       "      <td>5.26</td>\n",
       "      <td>196.9</td>\n",
       "      <td>89</td>\n",
       "      <td>8.86</td>\n",
       "      <td>6.6</td>\n",
       "      <td>7</td>\n",
       "      <td>1.78</td>\n",
       "      <td>2</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>AL</td>\n",
       "      <td>118</td>\n",
       "      <td>510</td>\n",
       "      <td>391-8027</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>223.4</td>\n",
       "      <td>98</td>\n",
       "      <td>37.98</td>\n",
       "      <td>...</td>\n",
       "      <td>101</td>\n",
       "      <td>18.75</td>\n",
       "      <td>203.9</td>\n",
       "      <td>118</td>\n",
       "      <td>9.18</td>\n",
       "      <td>6.3</td>\n",
       "      <td>6</td>\n",
       "      <td>1.70</td>\n",
       "      <td>0</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>MA</td>\n",
       "      <td>121</td>\n",
       "      <td>510</td>\n",
       "      <td>355-9993</td>\n",
       "      <td>no</td>\n",
       "      <td>yes</td>\n",
       "      <td>24</td>\n",
       "      <td>218.2</td>\n",
       "      <td>88</td>\n",
       "      <td>37.09</td>\n",
       "      <td>...</td>\n",
       "      <td>108</td>\n",
       "      <td>29.62</td>\n",
       "      <td>212.6</td>\n",
       "      <td>118</td>\n",
       "      <td>9.57</td>\n",
       "      <td>7.5</td>\n",
       "      <td>7</td>\n",
       "      <td>2.03</td>\n",
       "      <td>3</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3312</th>\n",
       "      <td>SC</td>\n",
       "      <td>181</td>\n",
       "      <td>408</td>\n",
       "      <td>406-6304</td>\n",
       "      <td>no</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>229.9</td>\n",
       "      <td>130</td>\n",
       "      <td>39.08</td>\n",
       "      <td>...</td>\n",
       "      <td>93</td>\n",
       "      <td>12.27</td>\n",
       "      <td>262.4</td>\n",
       "      <td>110</td>\n",
       "      <td>11.81</td>\n",
       "      <td>14.2</td>\n",
       "      <td>4</td>\n",
       "      <td>3.83</td>\n",
       "      <td>2</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3322</th>\n",
       "      <td>MD</td>\n",
       "      <td>62</td>\n",
       "      <td>408</td>\n",
       "      <td>409-1856</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>...</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>3329</th>\n",
       "      <td>WV</td>\n",
       "      <td>68</td>\n",
       "      <td>415</td>\n",
       "      <td>370-3271</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>...</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>3331</th>\n",
       "      <td>CT</td>\n",
       "      <td>184</td>\n",
       "      <td>510</td>\n",
       "      <td>364-6381</td>\n",
       "      <td>yes</td>\n",
       "      <td>no</td>\n",
       "      <td>0</td>\n",
       "      <td>213.8</td>\n",
       "      <td>105</td>\n",
       "      <td>36.35</td>\n",
       "      <td>...</td>\n",
       "      <td>84</td>\n",
       "      <td>13.57</td>\n",
       "      <td>139.2</td>\n",
       "      <td>137</td>\n",
       "      <td>6.26</td>\n",
       "      <td>5.0</td>\n",
       "      <td>10</td>\n",
       "      <td>1.35</td>\n",
       "      <td>2</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3332</th>\n",
       "      <td>TN</td>\n",
       "      <td>74</td>\n",
       "      <td>415</td>\n",
       "      <td>400-4344</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>...</td>\n",
       "      <td>82</td>\n",
       "      <td>22.60</td>\n",
       "      <td>241.4</td>\n",
       "      <td>77</td>\n",
       "      <td>10.86</td>\n",
       "      <td>13.7</td>\n",
       "      <td>4</td>\n",
       "      <td>3.70</td>\n",
       "      <td>0</td>\n",
       "      <td>False.</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1246 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     State  Account Length  Area Code     Phone Int'l Plan VMail Plan  \\\n",
       "0       KS             128        415  382-4657         no        yes   \n",
       "2       NJ             137        415  358-1921         no         no   \n",
       "3       OH              84        408  375-9999        yes         no   \n",
       "5       AL             118        510  391-8027        yes         no   \n",
       "6       MA             121        510  355-9993         no        yes   \n",
       "...    ...             ...        ...       ...        ...        ...   \n",
       "3312    SC             181        408  406-6304         no         no   \n",
       "3322    MD              62        408  409-1856         no         no   \n",
       "3329    WV              68        415  370-3271         no         no   \n",
       "3331    CT             184        510  364-6381        yes         no   \n",
       "3332    TN              74        415  400-4344         no        yes   \n",
       "\n",
       "      VMail Message  Day Mins  Day Calls  Day Charge  ...  Eve Calls  \\\n",
       "0                25     265.1        110       45.07  ...         99   \n",
       "2                 0     243.4        114       41.38  ...        110   \n",
       "3                 0     299.4         71       50.90  ...         88   \n",
       "5                 0     223.4         98       37.98  ...        101   \n",
       "6                24     218.2         88       37.09  ...        108   \n",
       "...             ...       ...        ...         ...  ...        ...   \n",
       "3312              0     229.9        130       39.08  ...         93   \n",
       "3322              0     321.1        105       54.59  ...        122   \n",
       "3329              0     231.1         57       39.29  ...         55   \n",
       "3331              0     213.8        105       36.35  ...         84   \n",
       "3332             25     234.4        113       39.85  ...         82   \n",
       "\n",
       "      Eve Charge  Night Mins  Night Calls  Night Charge  Intl Mins  \\\n",
       "0          16.78       244.7           91         11.01       10.0   \n",
       "2          10.30       162.6          104          7.32       12.2   \n",
       "3           5.26       196.9           89          8.86        6.6   \n",
       "5          18.75       203.9          118          9.18        6.3   \n",
       "6          29.62       212.6          118          9.57        7.5   \n",
       "...          ...         ...          ...           ...        ...   \n",
       "3312       12.27       262.4          110         11.81       14.2   \n",
       "3322       22.57       180.5           72          8.12       11.5   \n",
       "3329       13.04       191.3          123          8.61        9.6   \n",
       "3331       13.57       139.2          137          6.26        5.0   \n",
       "3332       22.60       241.4           77         10.86       13.7   \n",
       "\n",
       "      Intl Calls  Intl Charge  CustServ Calls  Churn?  \n",
       "0              3         2.70               1  False.  \n",
       "2              5         3.29               0  False.  \n",
       "3              7         1.78               2  False.  \n",
       "5              6         1.70               0  False.  \n",
       "6              7         2.03               3  False.  \n",
       "...          ...          ...             ...     ...  \n",
       "3312           4         3.83               2  False.  \n",
       "3322           2         3.11               4   True.  \n",
       "3329           4         2.59               3  False.  \n",
       "3331          10         1.35               2  False.  \n",
       "3332           4         3.70               0  False.  \n",
       "\n",
       "[1246 rows x 21 columns]"
      ]
     },
     "execution_count": 50,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "newyorkers_greater200 = data[(data['Day Mins']>200) | (data['State']==\"NY\")]\n",
    "newyorkers_greater200"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>State</th>\n",
       "      <th>Account Length</th>\n",
       "      <th>Area Code</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>KS</td>\n",
       "      <td>128</td>\n",
       "      <td>415</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>OH</td>\n",
       "      <td>107</td>\n",
       "      <td>415</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>NJ</td>\n",
       "      <td>137</td>\n",
       "      <td>415</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>OH</td>\n",
       "      <td>84</td>\n",
       "      <td>408</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>OK</td>\n",
       "      <td>75</td>\n",
       "      <td>415</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>AL</td>\n",
       "      <td>118</td>\n",
       "      <td>510</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>MA</td>\n",
       "      <td>121</td>\n",
       "      <td>510</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>MO</td>\n",
       "      <td>147</td>\n",
       "      <td>415</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>LA</td>\n",
       "      <td>117</td>\n",
       "      <td>408</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>WV</td>\n",
       "      <td>141</td>\n",
       "      <td>415</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  State  Account Length  Area Code\n",
       "0    KS             128        415\n",
       "1    OH             107        415\n",
       "2    NJ             137        415\n",
       "3    OH              84        408\n",
       "4    OK              75        415\n",
       "5    AL             118        510\n",
       "6    MA             121        510\n",
       "7    MO             147        415\n",
       "8    LA             117        408\n",
       "9    WV             141        415"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data.iloc[0:10,:3]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Random Gen Number"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "10"
      ]
     },
     "execution_count": 54,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Generate random numbers\n",
    "np.random.randint(1,100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0.40597519537851534"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.random.random() #entre 0 y 1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "#list of n numbers between interval a-b\n",
    "def randint_list(n,a,b):\n",
    "    x = []\n",
    "    for i in range(n):\n",
    "        x.append(np.random.randint(a,b))\n",
    "    return x"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[3, 10, 11, 12, 19]"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "randint_list(5,0,20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "35"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import random\n",
    "random.randrange(0,100,7)#multiplos de 7 (ultimo argumento)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Suffling"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([ 0,  1,  2,  3,  4,  5,  6,  7,  8,  9, 10, 11, 12, 13, 14, 15, 16,\n",
       "       17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33,\n",
       "       34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50,\n",
       "       51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67,\n",
       "       68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84,\n",
       "       85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99])"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a = np.arange(100)\n",
    "a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [],
   "source": [
    "np.random.shuffle(a)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([76, 95, 90,  4, 49,  3, 12, 53, 35, 91, 77, 34, 44, 48, 47, 39, 32,\n",
       "       21, 38, 46, 98, 56, 85, 40, 27, 93, 97,  0, 30, 26, 37,  2,  1, 18,\n",
       "       55, 71, 58, 28,  7, 61, 94, 99, 70, 68, 36, 33, 69, 80,  5, 43, 22,\n",
       "       87, 31, 57, 84, 64,  9, 59,  6, 16, 51, 25, 52, 82, 92, 50, 81, 78,\n",
       "       62, 17,  8, 67, 79, 10, 65, 89, 42, 75, 63, 41, 54, 11, 66, 60, 14,\n",
       "       72, 74, 20, 23, 88, 29, 86, 73, 15, 96, 19, 24, 45, 13, 83])"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "a"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'State'"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.random.choice(all_columns_list)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Setting a seed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0.9884503688352414\n",
      "0.9604436800074251\n",
      "0.9124926162605727\n",
      "0.798811014988961\n",
      "0.3803603073593186\n"
     ]
    }
   ],
   "source": [
    "np.random.seed(2018)\n",
    "for i in range(5):\n",
    "    print(np.random.random())"
   ]
  }
 ],
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