983 lines
275 KiB
Plaintext
983 lines
275 KiB
Plaintext
{
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"cells": [
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"# Decision Tree\n",
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"> - Load **arff** data named **churn.arff** & transform it into **pd.DataFrame**. \n",
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"> - Preprocess the data: Drop some of the variables. \n",
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"> - Split it into $x$ and $y$. \n",
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"> - Apply ```sklearn.tree``` to $y$. \n",
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"> - Install ```IPython``` and ```pydot``` via **Anaconda prompt** for plotting. "
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]
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},
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{
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"cell_type": "code",
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"execution_count": 2,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"'/home/logic/_workspace/carousell-comission-playlist/Man1130-python-comission/course_materials/Note'"
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]
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},
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"execution_count": 2,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"pwd"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 3,
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"metadata": {},
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"outputs": [
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{
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"name": "stdout",
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"output_type": "stream",
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"text": [
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"/home/logic/_workspace/carousell-comission-playlist/Man1130-python-comission/course_materials/Note/data\n"
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]
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}
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],
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"source": [
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"import os\n",
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"os.chdir('/home/logic/_workspace/carousell-comission-playlist/Man1130-python-comission/course_materials/Note/data')\n",
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"print(os.getcwd())\n",
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"\n",
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"from scipy.io import arff\n",
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"data = arff.loadarff('churn.arff')\n",
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"\n",
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"import pandas as pd\n",
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"df = pd.DataFrame(data[0])"
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]
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},
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{
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"cell_type": "markdown",
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"metadata": {},
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"source": [
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"## Windows \n",
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"```python\n",
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"import os \n",
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"os.chdir('G:\\My Drive\\Teaching\\PG_Python\\Data')\n",
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"print(os.getcwd())\n",
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"\n",
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"from scipy.io import arff\n",
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"data = arff.loadarff('churn.arff')\n",
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"\n",
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"import pandas as pd\n",
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"df = pd.DataFrame(data[0])\n",
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"```"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 4,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/html": [
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"<div>\n",
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"<style scoped>\n",
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" .dataframe tbody tr th:only-of-type {\n",
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" vertical-align: middle;\n",
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" }\n",
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"\n",
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
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" }\n",
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"\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
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" }\n",
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"</style>\n",
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"<table border=\"1\" class=\"dataframe\">\n",
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" <thead>\n",
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" <tr style=\"text-align: right;\">\n",
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" <th></th>\n",
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" <th>COLLEGE</th>\n",
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" <th>INCOME</th>\n",
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" <th>OVERAGE</th>\n",
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" <th>LEFTOVER</th>\n",
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" <th>HOUSE</th>\n",
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" <th>HANDSET_PRICE</th>\n",
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" <th>OVER_15MINS_CALLS_PER_MONTH</th>\n",
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" <th>AVERAGE_CALL_DURATION</th>\n",
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" <th>REPORTED_SATISFACTION</th>\n",
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" <th>REPORTED_USAGE_LEVEL</th>\n",
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" <th>CONSIDERING_CHANGE_OF_PLAN</th>\n",
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" <th>LEAVE</th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>0</th>\n",
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" <td>b'zero'</td>\n",
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" <td>31953.0</td>\n",
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" <td>0.0</td>\n",
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" <td>6.0</td>\n",
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" <td>313378.0</td>\n",
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" <td>161.0</td>\n",
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" <td>0.0</td>\n",
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" <td>4.0</td>\n",
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" <td>b'unsat'</td>\n",
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" <td>b'little'</td>\n",
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" <td>b'no'</td>\n",
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" <td>b'STAY'</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td>b'one'</td>\n",
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" <td>36147.0</td>\n",
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" <td>0.0</td>\n",
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" <td>13.0</td>\n",
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" <td>800586.0</td>\n",
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" <td>244.0</td>\n",
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" <td>0.0</td>\n",
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" <td>6.0</td>\n",
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" <td>b'unsat'</td>\n",
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" <td>b'little'</td>\n",
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" <td>b'considering'</td>\n",
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" <td>b'STAY'</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2</th>\n",
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" <td>b'one'</td>\n",
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" <td>27273.0</td>\n",
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" <td>230.0</td>\n",
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" <td>0.0</td>\n",
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" <td>305049.0</td>\n",
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" <td>201.0</td>\n",
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" <td>16.0</td>\n",
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" <td>15.0</td>\n",
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" <td>b'unsat'</td>\n",
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" <td>b'very_little'</td>\n",
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" <td>b'perhaps'</td>\n",
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" <td>b'STAY'</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3</th>\n",
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" <td>b'zero'</td>\n",
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" <td>120070.0</td>\n",
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" <td>38.0</td>\n",
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" <td>33.0</td>\n",
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" <td>788235.0</td>\n",
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" <td>780.0</td>\n",
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" <td>3.0</td>\n",
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" <td>2.0</td>\n",
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" <td>b'unsat'</td>\n",
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" <td>b'very_high'</td>\n",
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" <td>b'considering'</td>\n",
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" <td>b'LEAVE'</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>4</th>\n",
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" <td>b'one'</td>\n",
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" <td>29215.0</td>\n",
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" <td>208.0</td>\n",
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" <td>85.0</td>\n",
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" <td>224784.0</td>\n",
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" <td>241.0</td>\n",
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" <td>21.0</td>\n",
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" <td>1.0</td>\n",
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" <td>b'very_unsat'</td>\n",
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" <td>b'little'</td>\n",
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" <td>b'never_thought'</td>\n",
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" <td>b'STAY'</td>\n",
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"</div>"
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],
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"text/plain": [
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" COLLEGE INCOME OVERAGE LEFTOVER HOUSE HANDSET_PRICE \\\n",
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"0 b'zero' 31953.0 0.0 6.0 313378.0 161.0 \n",
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"1 b'one' 36147.0 0.0 13.0 800586.0 244.0 \n",
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"2 b'one' 27273.0 230.0 0.0 305049.0 201.0 \n",
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"3 b'zero' 120070.0 38.0 33.0 788235.0 780.0 \n",
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"4 b'one' 29215.0 208.0 85.0 224784.0 241.0 \n",
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"\n",
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" OVER_15MINS_CALLS_PER_MONTH AVERAGE_CALL_DURATION REPORTED_SATISFACTION \\\n",
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"0 0.0 4.0 b'unsat' \n",
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"1 0.0 6.0 b'unsat' \n",
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"2 16.0 15.0 b'unsat' \n",
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"3 3.0 2.0 b'unsat' \n",
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"4 21.0 1.0 b'very_unsat' \n",
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"\n",
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" REPORTED_USAGE_LEVEL CONSIDERING_CHANGE_OF_PLAN LEAVE \n",
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"0 b'little' b'no' b'STAY' \n",
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"1 b'little' b'considering' b'STAY' \n",
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"2 b'very_little' b'perhaps' b'STAY' \n",
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"3 b'very_high' b'considering' b'LEAVE' \n",
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"4 b'little' b'never_thought' b'STAY' "
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]
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},
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"execution_count": 4,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"df.head()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 5,
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"metadata": {},
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"outputs": [
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{
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"data": {
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"text/plain": [
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"Index(['COLLEGE', 'INCOME', 'OVERAGE', 'LEFTOVER', 'HOUSE', 'HANDSET_PRICE',\n",
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" 'OVER_15MINS_CALLS_PER_MONTH', 'AVERAGE_CALL_DURATION',\n",
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" 'REPORTED_SATISFACTION', 'REPORTED_USAGE_LEVEL',\n",
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" 'CONSIDERING_CHANGE_OF_PLAN', 'LEAVE'],\n",
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" dtype='object')"
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]
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},
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"execution_count": 5,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"df.columns"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 6,
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"metadata": {},
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"outputs": [],
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"source": [
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"d1 = df.drop(['OVER_15MINS_CALLS_PER_MONTH','REPORTED_SATISFACTION','REPORTED_USAGE_LEVEL',\n",
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" 'CONSIDERING_CHANGE_OF_PLAN'], axis=1)"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 7,
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"metadata": {},
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"outputs": [
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{
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"data": {
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" <th>OVERAGE</th>\n",
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" <th>LEFTOVER</th>\n",
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" <th>HOUSE</th>\n",
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" <th>HANDSET_PRICE</th>\n",
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" <th>AVERAGE_CALL_DURATION</th>\n",
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" <th>LEAVE</th>\n",
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" <tr>\n",
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" <th>0</th>\n",
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" <td>b'zero'</td>\n",
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" <td>31953.0</td>\n",
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" <td>0.0</td>\n",
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" <td>6.0</td>\n",
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" <td>313378.0</td>\n",
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" <td>161.0</td>\n",
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" <td>4.0</td>\n",
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" <td>b'STAY'</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>1</th>\n",
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" <td>b'one'</td>\n",
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" <td>36147.0</td>\n",
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" <td>0.0</td>\n",
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" <td>13.0</td>\n",
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" <td>800586.0</td>\n",
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" <td>244.0</td>\n",
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" <td>6.0</td>\n",
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" <td>b'STAY'</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>2</th>\n",
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" <td>b'one'</td>\n",
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" <td>27273.0</td>\n",
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" <td>230.0</td>\n",
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" <td>0.0</td>\n",
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" <td>305049.0</td>\n",
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" <td>201.0</td>\n",
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" <td>15.0</td>\n",
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" <td>b'STAY'</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3</th>\n",
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" <td>b'zero'</td>\n",
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" <td>120070.0</td>\n",
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" <td>38.0</td>\n",
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" <td>33.0</td>\n",
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" <td>788235.0</td>\n",
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" <td>780.0</td>\n",
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" <td>2.0</td>\n",
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" <td>b'LEAVE'</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>4</th>\n",
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" <td>b'one'</td>\n",
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" <td>29215.0</td>\n",
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" <td>208.0</td>\n",
|
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" <td>85.0</td>\n",
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" <td>224784.0</td>\n",
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" <td>241.0</td>\n",
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" <td>1.0</td>\n",
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" <td>b'STAY'</td>\n",
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"</div>"
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],
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"text/plain": [
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" COLLEGE INCOME OVERAGE LEFTOVER HOUSE HANDSET_PRICE \\\n",
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"0 b'zero' 31953.0 0.0 6.0 313378.0 161.0 \n",
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"1 b'one' 36147.0 0.0 13.0 800586.0 244.0 \n",
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"2 b'one' 27273.0 230.0 0.0 305049.0 201.0 \n",
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"3 b'zero' 120070.0 38.0 33.0 788235.0 780.0 \n",
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"4 b'one' 29215.0 208.0 85.0 224784.0 241.0 \n",
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"\n",
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" AVERAGE_CALL_DURATION LEAVE \n",
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"0 4.0 b'STAY' \n",
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"1 6.0 b'STAY' \n",
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"2 15.0 b'STAY' \n",
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"3 2.0 b'LEAVE' \n",
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"4 1.0 b'STAY' "
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]
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},
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"execution_count": 7,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"d1.head()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 8,
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"metadata": {},
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"outputs": [
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" </tr>\n",
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" <tr>\n",
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" <th>2</th>\n",
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" <td>1</td>\n",
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" <td>0</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>3</th>\n",
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" <td>0</td>\n",
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" <td>1</td>\n",
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" </tr>\n",
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" <tr>\n",
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" <th>4</th>\n",
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" <td>1</td>\n",
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" <td>0</td>\n",
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"text/plain": [
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" lalala_b'one' lalala_b'zero'\n",
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"0 0 1\n",
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"1 1 0\n",
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"2 1 0\n",
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"3 0 1\n",
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"4 1 0"
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]
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},
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"execution_count": 8,
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"metadata": {},
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"output_type": "execute_result"
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}
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],
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"source": [
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"dummy1 = pd.get_dummies(d1['COLLEGE'], prefix='lalala')\n",
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"dummy1.head()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 9,
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"metadata": {},
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"outputs": [
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{
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" <th>lalala_b'zero'</th>\n",
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" lalala_b'zero'\n",
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"0 1\n",
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"1 0\n",
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"4 0"
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"metadata": {},
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}
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],
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"source": [
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"dummy1 = pd.get_dummies(d1['COLLEGE'], prefix='lalala',drop_first=True)\n",
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"dummy1.head()"
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]
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},
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{
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"cell_type": "code",
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"execution_count": 10,
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"metadata": {},
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"outputs": [
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{
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"data": {
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|
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" <thead>\n",
|
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" <tr style=\"text-align: right;\">\n",
|
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" <th></th>\n",
|
|
" <th>INCOME</th>\n",
|
|
" <th>OVERAGE</th>\n",
|
|
" <th>LEFTOVER</th>\n",
|
|
" <th>HOUSE</th>\n",
|
|
" <th>HANDSET_PRICE</th>\n",
|
|
" <th>AVERAGE_CALL_DURATION</th>\n",
|
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" <th>COLLEGE_b'zero'</th>\n",
|
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" <th>LEAVE_b'STAY'</th>\n",
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" </tr>\n",
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" </thead>\n",
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" <tbody>\n",
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" <tr>\n",
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" <th>0</th>\n",
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" <td>31953.0</td>\n",
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" <td>0.0</td>\n",
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" <td>1</td>\n",
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" <tr>\n",
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" <th>1</th>\n",
|
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" <td>36147.0</td>\n",
|
|
" <td>0.0</td>\n",
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" <td>13.0</td>\n",
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" <td>800586.0</td>\n",
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" <td>244.0</td>\n",
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" <tr>\n",
|
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" <th>2</th>\n",
|
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" <td>27273.0</td>\n",
|
|
" <td>230.0</td>\n",
|
|
" <td>0.0</td>\n",
|
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" <td>305049.0</td>\n",
|
|
" <td>201.0</td>\n",
|
|
" <td>15.0</td>\n",
|
|
" <td>0</td>\n",
|
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" <td>1</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>3</th>\n",
|
|
" <td>120070.0</td>\n",
|
|
" <td>38.0</td>\n",
|
|
" <td>33.0</td>\n",
|
|
" <td>788235.0</td>\n",
|
|
" <td>780.0</td>\n",
|
|
" <td>2.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>0</td>\n",
|
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" </tr>\n",
|
|
" <tr>\n",
|
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" <th>4</th>\n",
|
|
" <td>29215.0</td>\n",
|
|
" <td>208.0</td>\n",
|
|
" <td>85.0</td>\n",
|
|
" <td>224784.0</td>\n",
|
|
" <td>241.0</td>\n",
|
|
" <td>1.0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>1</td>\n",
|
|
" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"</div>"
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],
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"text/plain": [
|
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" INCOME OVERAGE LEFTOVER HOUSE HANDSET_PRICE \\\n",
|
|
"0 31953.0 0.0 6.0 313378.0 161.0 \n",
|
|
"1 36147.0 0.0 13.0 800586.0 244.0 \n",
|
|
"2 27273.0 230.0 0.0 305049.0 201.0 \n",
|
|
"3 120070.0 38.0 33.0 788235.0 780.0 \n",
|
|
"4 29215.0 208.0 85.0 224784.0 241.0 \n",
|
|
"\n",
|
|
" AVERAGE_CALL_DURATION COLLEGE_b'zero' LEAVE_b'STAY' \n",
|
|
"0 4.0 1 1 \n",
|
|
"1 6.0 0 1 \n",
|
|
"2 15.0 0 1 \n",
|
|
"3 2.0 1 0 \n",
|
|
"4 1.0 0 1 "
|
|
]
|
|
},
|
|
"execution_count": 10,
|
|
"metadata": {},
|
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"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"d2 = ['COLLEGE','LEAVE']\n",
|
|
"for i in d2:\n",
|
|
" dummies = pd.get_dummies(d1[i], prefix=i,drop_first=True)\n",
|
|
" d1 = pd.concat([d1, dummies], axis=1)\n",
|
|
" d1.drop(i, axis=1, inplace=True)\n",
|
|
"d1.head() "
|
|
]
|
|
},
|
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{
|
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"cell_type": "code",
|
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"execution_count": 11,
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"metadata": {},
|
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"outputs": [
|
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{
|
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"data": {
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"text/html": [
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"<style scoped>\n",
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" }\n",
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"\n",
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" .dataframe tbody tr th {\n",
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" vertical-align: top;\n",
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" }\n",
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"\n",
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" .dataframe thead th {\n",
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" text-align: right;\n",
|
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" }\n",
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"</style>\n",
|
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|
|
" <thead>\n",
|
|
" <tr style=\"text-align: right;\">\n",
|
|
" <th></th>\n",
|
|
" <th>INCOME</th>\n",
|
|
" <th>OVERAGE</th>\n",
|
|
" <th>LEFTOVER</th>\n",
|
|
" <th>HOUSE</th>\n",
|
|
" <th>HANDSET_PRICE</th>\n",
|
|
" <th>AVERAGE_CALL_DURATION</th>\n",
|
|
" <th>College</th>\n",
|
|
" <th>Leave</th>\n",
|
|
" </tr>\n",
|
|
" </thead>\n",
|
|
" <tbody>\n",
|
|
" <tr>\n",
|
|
" <th>0</th>\n",
|
|
" <td>31953.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>6.0</td>\n",
|
|
" <td>313378.0</td>\n",
|
|
" <td>161.0</td>\n",
|
|
" <td>4.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>1</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>1</th>\n",
|
|
" <td>36147.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>13.0</td>\n",
|
|
" <td>800586.0</td>\n",
|
|
" <td>244.0</td>\n",
|
|
" <td>6.0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>1</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>2</th>\n",
|
|
" <td>27273.0</td>\n",
|
|
" <td>230.0</td>\n",
|
|
" <td>0.0</td>\n",
|
|
" <td>305049.0</td>\n",
|
|
" <td>201.0</td>\n",
|
|
" <td>15.0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>1</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>3</th>\n",
|
|
" <td>120070.0</td>\n",
|
|
" <td>38.0</td>\n",
|
|
" <td>33.0</td>\n",
|
|
" <td>788235.0</td>\n",
|
|
" <td>780.0</td>\n",
|
|
" <td>2.0</td>\n",
|
|
" <td>1</td>\n",
|
|
" <td>0</td>\n",
|
|
" </tr>\n",
|
|
" <tr>\n",
|
|
" <th>4</th>\n",
|
|
" <td>29215.0</td>\n",
|
|
" <td>208.0</td>\n",
|
|
" <td>85.0</td>\n",
|
|
" <td>224784.0</td>\n",
|
|
" <td>241.0</td>\n",
|
|
" <td>1.0</td>\n",
|
|
" <td>0</td>\n",
|
|
" <td>1</td>\n",
|
|
" </tr>\n",
|
|
" </tbody>\n",
|
|
"</table>\n",
|
|
"</div>"
|
|
],
|
|
"text/plain": [
|
|
" INCOME OVERAGE LEFTOVER HOUSE HANDSET_PRICE \\\n",
|
|
"0 31953.0 0.0 6.0 313378.0 161.0 \n",
|
|
"1 36147.0 0.0 13.0 800586.0 244.0 \n",
|
|
"2 27273.0 230.0 0.0 305049.0 201.0 \n",
|
|
"3 120070.0 38.0 33.0 788235.0 780.0 \n",
|
|
"4 29215.0 208.0 85.0 224784.0 241.0 \n",
|
|
"\n",
|
|
" AVERAGE_CALL_DURATION College Leave \n",
|
|
"0 4.0 1 1 \n",
|
|
"1 6.0 0 1 \n",
|
|
"2 15.0 0 1 \n",
|
|
"3 2.0 1 0 \n",
|
|
"4 1.0 0 1 "
|
|
]
|
|
},
|
|
"execution_count": 11,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"# Rename 2 columns\n",
|
|
"col_ind = [6,7]\n",
|
|
"new_col = ['College','Leave']\n",
|
|
"old_col = d1.columns[col_ind]\n",
|
|
"d1.rename(columns=dict(zip(old_col,new_col)), inplace=True)\n",
|
|
"d1.head()"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## Modeling"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 12,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"y = d1['Leave']\n",
|
|
"x = d1.drop(['Leave'],axis=1)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 13,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"from sklearn.tree import DecisionTreeClassifier\n",
|
|
"churn = DecisionTreeClassifier(criterion=\"entropy\",\n",
|
|
" min_samples_split=2500,\n",
|
|
" min_samples_leaf=2000) # max_depth = 4\n",
|
|
"\n",
|
|
"churn.fit(x,y)\n",
|
|
"churn_pred = churn.predict(x)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 14,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
" precision recall f1-score support\n",
|
|
"\n",
|
|
" 0 0.65 0.83 0.73 9852\n",
|
|
" 1 0.77 0.57 0.65 10148\n",
|
|
"\n",
|
|
" accuracy 0.69 20000\n",
|
|
" macro avg 0.71 0.70 0.69 20000\n",
|
|
"weighted avg 0.71 0.69 0.69 20000\n",
|
|
"\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"from sklearn.metrics import confusion_matrix,classification_report,precision_score\n",
|
|
"print(classification_report(y,churn_pred))"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 15,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"name": "stdout",
|
|
"output_type": "stream",
|
|
"text": [
|
|
"[[8130 1722]\n",
|
|
" [4398 5750]]\n",
|
|
"The accuracy rate is 0.74185\n"
|
|
]
|
|
}
|
|
],
|
|
"source": [
|
|
"print(confusion_matrix(y,churn_pred))\n",
|
|
"accuracy = (7240+7597)/20000\n",
|
|
"out = 'The accuracy rate is {}'.format(accuracy)\n",
|
|
"print(out)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "markdown",
|
|
"metadata": {},
|
|
"source": [
|
|
"## New Python Module\n",
|
|
"> Open a new *Anaconda Prompt* in Window or new *Terminal* in Mac. \n",
|
|
"> Enter ```pip install pydot```. "
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 21,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"from IPython.display import Image \n",
|
|
"# from sklearn.externals.six import StringIO\n",
|
|
"from six import StringIO\n",
|
|
"from sklearn.tree import export_graphviz\n",
|
|
"import pydot"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 22,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"features = list(x)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 23,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": [
|
|
"# features\n",
|
|
"dot_data = StringIO() \n",
|
|
"export_graphviz(churn, out_file=dot_data, feature_names=features, filled=True, rounded=True)"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 27,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
|
"text/plain": [
|
|
"<pydot.Dot at 0x7f6d1cec5910>"
|
|
]
|
|
},
|
|
"execution_count": 27,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"graph = pydot.graph_from_dot_data(dot_data.getvalue()) \n",
|
|
"graph[0]"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": 29,
|
|
"metadata": {},
|
|
"outputs": [
|
|
{
|
|
"data": {
|
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"image/png": 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\n",
|
|
"text/plain": [
|
|
"<IPython.core.display.Image object>"
|
|
]
|
|
},
|
|
"execution_count": 29,
|
|
"metadata": {},
|
|
"output_type": "execute_result"
|
|
}
|
|
],
|
|
"source": [
|
|
"Image(graph[0].create_png())"
|
|
]
|
|
},
|
|
{
|
|
"cell_type": "code",
|
|
"execution_count": null,
|
|
"metadata": {},
|
|
"outputs": [],
|
|
"source": []
|
|
}
|
|
],
|
|
"metadata": {
|
|
"kernelspec": {
|
|
"display_name": "Python 3 (ipykernel)",
|
|
"language": "python",
|
|
"name": "python3"
|
|
},
|
|
"language_info": {
|
|
"codemirror_mode": {
|
|
"name": "ipython",
|
|
"version": 3
|
|
},
|
|
"file_extension": ".py",
|
|
"mimetype": "text/x-python",
|
|
"name": "python",
|
|
"nbconvert_exporter": "python",
|
|
"pygments_lexer": "ipython3",
|
|
"version": "3.11.0"
|
|
}
|
|
},
|
|
"nbformat": 4,
|
|
"nbformat_minor": 2
|
|
}
|