first commit
This commit is contained in:
Jesselyn Mu
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"cells": [
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{
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"cell_type": "code",
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"execution_count": 1,
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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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@ -221,7 +221,7 @@
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"[5 rows x 33 columns]"
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]
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"execution_count": 1,
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"execution_count": 7,
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"metadata": {},
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"output_type": "execute_result"
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@ -234,7 +234,19 @@
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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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"execution_count": 8,
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"metadata": {},
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"outputs": [],
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"source": [
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"df = df.drop(columns=['active_work_category', 'work_stability_score', \n",
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" 'position_score', 'job_income_position_score',\n",
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" 'education_score', 'education_income_ratio',\n",
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" 'weighted_satisfaction_performance'])"
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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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@ -243,7 +255,7 @@
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"12288"
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"execution_count": 2,
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"execution_count": 9,
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"metadata": {},
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"output_type": "execute_result"
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@ -254,7 +266,7 @@
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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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"execution_count": 10,
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"metadata": {},
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"outputs": [
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{
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@ -266,7 +278,7 @@
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"Name: count, dtype: int64"
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]
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"execution_count": 3,
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"execution_count": 10,
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"metadata": {},
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"output_type": "execute_result"
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@ -277,7 +289,7 @@
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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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"execution_count": null,
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"metadata": {},
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"outputs": [],
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"source": [
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@ -292,6 +304,261 @@
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"X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42, stratify=y)"
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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": 12,
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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(['domisili', 'jenis_kelamin', 'marriage_stat', 'dependant', 'education',\n",
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" 'absent_90D', 'avg_time_work', 'departemen', 'position', 'income',\n",
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" 'total_komp', 'job_satisfaction', 'performance_rating', 'age_years',\n",
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" 'active_work', 'income_3_months', 'income_6_months',\n",
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" 'total_income_work', 'income_dependant_ratio', 'work_efficiency'],\n",
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" dtype='object')"
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]
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},
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"execution_count": 12,
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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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"X.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": 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>domisili</th>\n",
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" <th>jenis_kelamin</th>\n",
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" <th>marriage_stat</th>\n",
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" <th>dependant</th>\n",
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" <th>education</th>\n",
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" <th>absent_90D</th>\n",
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" <th>avg_time_work</th>\n",
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" <th>departemen</th>\n",
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" <th>position</th>\n",
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" <th>income</th>\n",
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" <th>...</th>\n",
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" <th>total_income_work</th>\n",
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" <th>income_dependant_ratio</th>\n",
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" <th>work_efficiency</th>\n",
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" <th>active_work_category</th>\n",
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" <th>work_stability_score</th>\n",
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" <th>position_score</th>\n",
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" <th>job_income_position_score</th>\n",
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" <th>education_score</th>\n",
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" <th>education_income_ratio</th>\n",
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" <th>weighted_satisfaction_performance</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>Kota Jakarta Timur</td>\n",
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" <td>Perempuan</td>\n",
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" <td>Single</td>\n",
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" <td>0</td>\n",
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" <td>D2</td>\n",
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" <td>4.0</td>\n",
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" <td>9.02</td>\n",
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" <td>Corporate Strategy & Communications</td>\n",
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" <td>Staff</td>\n",
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" <td>3.100943e+06</td>\n",
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" <td>...</td>\n",
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" <td>4.341320e+07</td>\n",
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" <td>3.100943e+06</td>\n",
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" <td>1.12750</td>\n",
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" <td>Mid-term</td>\n",
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" <td>2.800000</td>\n",
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" <td>1</td>\n",
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" <td>3.100943e+06</td>\n",
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" <td>3</td>\n",
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" <td>1.033648e+06</td>\n",
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" <td>1.8</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>Tangerang</td>\n",
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" <td>Laki-laki</td>\n",
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" <td>Single</td>\n",
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" <td>0</td>\n",
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" <td>SLTA</td>\n",
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" <td>2.0</td>\n",
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" <td>9.80</td>\n",
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" <td>Engineering & IT</td>\n",
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" <td>Staff</td>\n",
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" <td>1.146038e+06</td>\n",
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" <td>...</td>\n",
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" <td>1.489849e+07</td>\n",
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" <td>1.146038e+06</td>\n",
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" <td>1.22500</td>\n",
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" <td>Mid-term</td>\n",
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" <td>4.333333</td>\n",
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" <td>1</td>\n",
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" <td>1.146038e+06</td>\n",
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" <td>1</td>\n",
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" <td>1.146038e+06</td>\n",
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" <td>2.6</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>Kabupaten Bekasi</td>\n",
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" <td>Laki-laki</td>\n",
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" <td>Married</td>\n",
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" <td>2</td>\n",
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" <td>SLTA</td>\n",
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" <td>0.0</td>\n",
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" <td>9.45</td>\n",
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" <td>Creative & Design</td>\n",
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" <td>Manager</td>\n",
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" <td>8.013796e+06</td>\n",
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" <td>...</td>\n",
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" <td>2.003449e+08</td>\n",
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" <td>2.671265e+06</td>\n",
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" <td>1.18125</td>\n",
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" <td>Mid-term</td>\n",
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" <td>25.000000</td>\n",
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" <td>4</td>\n",
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" <td>2.003449e+06</td>\n",
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" <td>1</td>\n",
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" <td>8.013796e+06</td>\n",
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" <td>3.0</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>Kabupaten Bekasi</td>\n",
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" <td>Laki-laki</td>\n",
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" <td>Married</td>\n",
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" <td>3</td>\n",
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" <td>SLTA</td>\n",
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" <td>0.0</td>\n",
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" <td>9.76</td>\n",
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" <td>Marketing</td>\n",
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" <td>Manager</td>\n",
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" <td>1.015002e+07</td>\n",
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" <td>...</td>\n",
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" <td>2.537505e+08</td>\n",
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" <td>2.537505e+06</td>\n",
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" <td>1.22000</td>\n",
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" <td>Mid-term</td>\n",
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" <td>25.000000</td>\n",
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" <td>4</td>\n",
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" <td>2.537505e+06</td>\n",
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" <td>1</td>\n",
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" <td>1.015002e+07</td>\n",
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" <td>4.0</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>Kota Jakarta Pusat</td>\n",
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" <td>Laki-laki</td>\n",
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" <td>Married</td>\n",
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" <td>1</td>\n",
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" <td>SLTA</td>\n",
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" <td>8.0</td>\n",
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" <td>9.46</td>\n",
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" <td>Operations</td>\n",
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" <td>Staff</td>\n",
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" <td>2.548043e+06</td>\n",
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" <td>...</td>\n",
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" <td>3.312456e+07</td>\n",
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" <td>1.274022e+06</td>\n",
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" <td>1.18250</td>\n",
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" <td>Mid-term</td>\n",
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" <td>1.444444</td>\n",
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" <td>1</td>\n",
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" <td>2.548043e+06</td>\n",
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" <td>1</td>\n",
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" <td>2.548043e+06</td>\n",
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" <td>1.8</td>\n",
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" </tr>\n",
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" </tbody>\n",
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"</table>\n",
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"<p>5 rows × 27 columns</p>\n",
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"</div>"
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],
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"text/plain": [
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" domisili jenis_kelamin marriage_stat dependant education \\\n",
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"0 Kota Jakarta Timur Perempuan Single 0 D2 \n",
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"1 Tangerang Laki-laki Single 0 SLTA \n",
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"2 Kabupaten Bekasi Laki-laki Married 2 SLTA \n",
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"3 Kabupaten Bekasi Laki-laki Married 3 SLTA \n",
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"4 Kota Jakarta Pusat Laki-laki Married 1 SLTA \n",
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"\n",
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" absent_90D avg_time_work departemen position \\\n",
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"0 4.0 9.02 Corporate Strategy & Communications Staff \n",
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"1 2.0 9.80 Engineering & IT Staff \n",
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"2 0.0 9.45 Creative & Design Manager \n",
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"3 0.0 9.76 Marketing Manager \n",
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"4 8.0 9.46 Operations Staff \n",
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"\n",
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" income ... total_income_work income_dependant_ratio \\\n",
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"0 3.100943e+06 ... 4.341320e+07 3.100943e+06 \n",
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"1 1.146038e+06 ... 1.489849e+07 1.146038e+06 \n",
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"2 8.013796e+06 ... 2.003449e+08 2.671265e+06 \n",
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"3 1.015002e+07 ... 2.537505e+08 2.537505e+06 \n",
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"4 2.548043e+06 ... 3.312456e+07 1.274022e+06 \n",
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"\n",
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" work_efficiency active_work_category work_stability_score position_score \\\n",
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"0 1.12750 Mid-term 2.800000 1 \n",
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"1 1.22500 Mid-term 4.333333 1 \n",
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"2 1.18125 Mid-term 25.000000 4 \n",
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"3 1.22000 Mid-term 25.000000 4 \n",
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"4 1.18250 Mid-term 1.444444 1 \n",
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"\n",
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" job_income_position_score education_score education_income_ratio \\\n",
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"0 3.100943e+06 3 1.033648e+06 \n",
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"1 1.146038e+06 1 1.146038e+06 \n",
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"2 2.003449e+06 1 8.013796e+06 \n",
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"3 2.537505e+06 1 1.015002e+07 \n",
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"4 2.548043e+06 1 2.548043e+06 \n",
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"\n",
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" weighted_satisfaction_performance \n",
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"0 1.8 \n",
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"1 2.6 \n",
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"2 3.0 \n",
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"3 4.0 \n",
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"4 1.8 \n",
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"\n",
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"[5 rows x 27 columns]"
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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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"X.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": 4,
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Block a user