diff --git a/CLV_Hopper.ipynb b/CLV_Hopper.ipynb new file mode 100644 index 0000000..e3a4a39 --- /dev/null +++ b/CLV_Hopper.ipynb @@ -0,0 +1,1486 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Customer Lifetime Value Analysis - Hopper" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "metadata": {}, + "outputs": [], + "source": [ + "pd.set_option('display.max_columns', 100)\n", + "sns.set_palette(\"husl\")\n", + "sns.set(rc={'image.cmap': 'coolwarm'})\n", + "%matplotlib inline\n", + "\n", + "from lifetimes.plotting import *\n", + "from lifetimes.utils import *\n", + "from lifetimes import BetaGeoFitter\n", + "from lifetimes.plotting import plot_frequency_recency_matrix\n", + "from lifetimes.plotting import plot_probability_alive_matrix\n", + "from lifetimes.plotting import plot_period_transactions\n", + "from lifetimes.utils import calibration_and_holdout_data\n", + "from lifetimes.plotting import plot_calibration_purchases_vs_holdout_purchases\n", + "from lifetimes.plotting import plot_history_alive\n", + "from lifetimes import GammaGammaFitter" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Data Preprocessing" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "shopped 797239\n", + "inactive 211847\n", + "expired 148724\n", + "booked 8764\n", + "active 1571\n", + "Name: status_latest, dtype: int64" + ] + }, + "execution_count": 86, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "watch_df = pd.read_csv('search_sample_data/watch_sample.csv')\n", + "watch_df['status_latest'].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 87, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(Timestamp('2018-01-01 00:00:00'), Timestamp('2019-09-17 00:00:00'))" + ] + }, + "execution_count": 87, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "booked_df = watch_df.loc[watch_df['status_latest'] == 'booked']\n", + "cols_of_interest = ['user_id', 'latest_status_change_dt', 'lowest_price']\n", + "booked_df = booked_df[cols_of_interest]\n", + "booked_df = booked_df[pd.notnull(booked_df['lowest_price'])]\n", + "\n", + "booked_df['latest_status_change_dt'] = pd.to_datetime(booked_df['latest_status_change_dt'])\n", + "booked_df['latest_status_change_dt'] = booked_df['latest_status_change_dt'].dt.date\n", + "booked_df['latest_status_change_dt'] = pd.to_datetime(booked_df['latest_status_change_dt'])\n", + "booked_df['latest_status_change_dt'].min(), booked_df['latest_status_change_dt'].max()" + ] + }, + { + "cell_type": "code", + "execution_count": 88, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "4596" + ] + }, + "execution_count": 88, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "booked_df['user_id'].nunique()" + ] + }, + { + "cell_type": "code", + "execution_count": 89, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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user_idlatest_status_change_dtlowest_price
1144a7ab9b3a1c10f8b7036e55605a758a5c7654e1682b057...2018-05-02391.0
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163659b034a8d3b262d35e89b096c2cdac072e59a451bd022a...2018-12-18172.0
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frequencyrecencyTmonetary_value
user_id
001a25f124e240f5372e8c73117c54bd1b1ae6339bf864100a9abd1ddafa49ff1.039.0275.0602.0
0067a6541cc78bd52ba0b9a4216e7f0e27e6cf7c6847a6dbbaf8b53194c019430.00.0556.00.0
00702b0d3e9ad967e0df6b9f062a5cf5b83524d10ae32bc972b09da4c786dd693.0268.0455.0459.0
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00874310e86ae74c1b470ec0f766493ed2f8949bbc004715d8e72bd70d97d1c71.05.0602.0412.0
00a143d91b4c16f3962dbbb4cbe76814c5fdd3104feecfb24d0ce46c1768cd540.00.0575.00.0
00ad4737c47b868cb87f461d899c7a5720f8dd64aa8e1d3a821ef0859dc8b3ce0.00.0224.00.0
00c7f503021d4abdde4878c2b0caa9cfdcdc0c2cccd154ca174afedb66a152ad0.00.0578.00.0
00c95bd6cd9a5f430df8a6d3494c8479145294c1ebed078c26ccd19731b39ef20.00.0401.00.0
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" + ], + "text/plain": [ + " frequency recency T \\\n", + "user_id \n", + "001a25f124e240f5372e8c73117c54bd1b1ae6339bf8641... 1.0 39.0 275.0 \n", + "0067a6541cc78bd52ba0b9a4216e7f0e27e6cf7c6847a6d... 0.0 0.0 556.0 \n", + "00702b0d3e9ad967e0df6b9f062a5cf5b83524d10ae32bc... 3.0 268.0 455.0 \n", + "00770c43298f4cd9ee3dfe37882825be327db3dca9affd9... 2.0 174.0 490.0 \n", + "007de8bbd4f4dea2de20d00f3b904e08210d94a6215e0f5... 0.0 0.0 488.0 \n", + "00874310e86ae74c1b470ec0f766493ed2f8949bbc00471... 1.0 5.0 602.0 \n", + "00a143d91b4c16f3962dbbb4cbe76814c5fdd3104feecfb... 0.0 0.0 575.0 \n", + "00ad4737c47b868cb87f461d899c7a5720f8dd64aa8e1d3... 0.0 0.0 224.0 \n", + "00c7f503021d4abdde4878c2b0caa9cfdcdc0c2cccd154c... 0.0 0.0 578.0 \n", + "00c95bd6cd9a5f430df8a6d3494c8479145294c1ebed078... 0.0 0.0 401.0 \n", + "\n", + " monetary_value \n", + "user_id \n", + "001a25f124e240f5372e8c73117c54bd1b1ae6339bf8641... 602.0 \n", + "0067a6541cc78bd52ba0b9a4216e7f0e27e6cf7c6847a6d... 0.0 \n", + "00702b0d3e9ad967e0df6b9f062a5cf5b83524d10ae32bc... 459.0 \n", + "00770c43298f4cd9ee3dfe37882825be327db3dca9affd9... 152.0 \n", + "007de8bbd4f4dea2de20d00f3b904e08210d94a6215e0f5... 0.0 \n", + "00874310e86ae74c1b470ec0f766493ed2f8949bbc00471... 412.0 \n", + "00a143d91b4c16f3962dbbb4cbe76814c5fdd3104feecfb... 0.0 \n", + "00ad4737c47b868cb87f461d899c7a5720f8dd64aa8e1d3... 0.0 \n", + "00c7f503021d4abdde4878c2b0caa9cfdcdc0c2cccd154c... 0.0 \n", + "00c95bd6cd9a5f430df8a6d3494c8479145294c1ebed078... 0.0 " + ] + }, + "execution_count": 90, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data = summary_data_from_transaction_data(booked_df, 'user_id', 'latest_status_change_dt', monetary_value_col='lowest_price', observation_period_end='2019-09-17')\n", + "data.head(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 91, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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user_idlatest_status_change_dtlowest_price
61001900702b0d3e9ad967e0df6b9f062a5cf5b83524d10ae32b...2019-03-14628.0
69211400702b0d3e9ad967e0df6b9f062a5cf5b83524d10ae32b...2019-02-2279.0
74924900702b0d3e9ad967e0df6b9f062a5cf5b83524d10ae32b...2018-06-19707.0
88610000702b0d3e9ad967e0df6b9f062a5cf5b83524d10ae32b...2019-02-22151.0
103385900702b0d3e9ad967e0df6b9f062a5cf5b83524d10ae32b...2018-06-21519.0
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" + ], + "text/plain": [ + " user_id \\\n", + "610019 00702b0d3e9ad967e0df6b9f062a5cf5b83524d10ae32b... \n", + "692114 00702b0d3e9ad967e0df6b9f062a5cf5b83524d10ae32b... \n", + "749249 00702b0d3e9ad967e0df6b9f062a5cf5b83524d10ae32b... \n", + "886100 00702b0d3e9ad967e0df6b9f062a5cf5b83524d10ae32b... \n", + "1033859 00702b0d3e9ad967e0df6b9f062a5cf5b83524d10ae32b... \n", + "\n", + " latest_status_change_dt lowest_price \n", + "610019 2019-03-14 628.0 \n", + "692114 2019-02-22 79.0 \n", + "749249 2018-06-19 707.0 \n", + "886100 2019-02-22 151.0 \n", + "1033859 2018-06-21 519.0 " + ] + }, + "execution_count": 91, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "booked_df.loc[booked_df['user_id'] == '00702b0d3e9ad967e0df6b9f062a5cf5b83524d10ae32bc972b09da4c786dd69']" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Modeling" + ] + }, + { + "cell_type": "code", + "execution_count": 92, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n" + ] + } + ], + "source": [ + "bgf = BetaGeoFitter(penalizer_coef=0.0)\n", + "bgf.fit(data['frequency'], data['recency'], data['T'])\n", + "print(bgf)" + ] + }, + { + "cell_type": "code", + "execution_count": 93, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", 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frequencyrecencyTmonetary_valuepredicted_bookings
user_id
3b8991978a75d389403af0c972d743f7d1cbdae04b26e49c113c5b5fbb0599da4.0444.0548.0182.7500000.491222
2c9ea1b97874e885e5ea9130776559c5e9c1a7797488e28579ce799c169b339d4.0505.0582.0197.7500000.533625
2525229e228c56832d2a4cd3b6612edf22888529c89f946fddf02e97b88fd9945.0438.0546.0192.8000000.543835
61cdba5bd36ef570795ec878cb8ca236249d159ea26c1e069a8f178a2cda3a423.0151.0230.072.3333330.560153
53202866781272e3cfb8cb48f0c4741adbdc6451f28b86b4065093a11ad923d92.0193.0220.0252.0000000.630366
56860e4f56ad71d175ceaefc97b3b0ce2a535a8f4ce7e6d65077f92a56ee92ec6.0462.0557.0225.3333330.644602
d6117c97f04949739dc01390875a0931c7ed9428d472b0f7e9ac3e52f516b5037.0508.0607.0185.8571430.670566
c69a34889bae4eb4e726df1c8090528f6c477d581da6adcd8a709f09e4a203de4.0454.0461.0190.5000000.769049
ff5d282e53a36a19446a9f5357fa41f3f9ba3a27d89d1419912c6da53f65db018.0453.0516.0265.5000000.965248
d4b3f8ddf91c4fbeb9b709eec30710c31c7643e5b5f647a87b66b262972bb09c10.0571.0619.0363.8000001.195487
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937250d4b3f8ddf91c4fbeb9b709eec30710c31c7643e5b5f647...2019-07-3150.0
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frequencyrecencyTmonetary_valuepredicted_bookings
user_id
22aec3ce1c62b59aa956d4ede63f5e660c2d457eabab8a70f128fc062c0d33055.038.0619.0309.0000000.000040
04512833af6252e50c905b48b71a6200f046979a847014e834099608d819793213.0224.0608.0304.2307690.000068
c3c3abc601cb2ded507fa1947eff4573b696d31d594ccf98a92fba792cef10ac4.021.0597.0138.2500000.000111
ce6df06d073b99bb58fc9cc2609cba0a311da1182859859873f5b6881f544ad36.065.0515.0161.0000000.000124
3d15e2b242b6aea4eba2e0c60625ec19872e2ad3f3207904e129971cec15422e4.037.0616.0224.0000000.000252
0c157eee84a21ea2fae4fc9ce2f68bdc0731b22551a0649337e63b5f047105b67.0119.0565.0334.2857140.000284
8142f03b33c2cc16937ab978105ebdf2886f88ee9728bf085356f528d318c4ac4.041.0587.0236.5000000.000390
c656a4defb079d1622dd7a7a849bbddc98612ff34dc29dd5b13e5478e9767fcf4.050.0606.0277.0000000.000521
690cb0c5d547c00ddb1abc2b7ab1eead794f267f9ccec22b0a7589d9814d76e07.0110.0477.0173.8571430.000647
8be422972096454b2ec769d382920d0cbc772147cc8c4418c738a5819e537bce9.0215.0601.0219.7777780.001178
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user_idlatest_status_change_dtlowest_price
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12485122aec3ce1c62b59aa956d4ede63f5e660c2d457eabab8a...2018-02-1394.0
\n", + "
" + ], + "text/plain": [ + " user_id \\\n", + "583430 22aec3ce1c62b59aa956d4ede63f5e660c2d457eabab8a... \n", + "430237 22aec3ce1c62b59aa956d4ede63f5e660c2d457eabab8a... \n", + "420343 22aec3ce1c62b59aa956d4ede63f5e660c2d457eabab8a... \n", + "562055 22aec3ce1c62b59aa956d4ede63f5e660c2d457eabab8a... \n", + "228909 22aec3ce1c62b59aa956d4ede63f5e660c2d457eabab8a... \n", + "124851 22aec3ce1c62b59aa956d4ede63f5e660c2d457eabab8a... \n", + "\n", + " latest_status_change_dt lowest_price \n", + "583430 2018-01-06 749.0 \n", + "430237 2018-01-08 82.0 \n", + "420343 2018-01-10 125.0 \n", + "562055 2018-01-22 556.0 \n", + "228909 2018-02-05 688.0 \n", + "124851 2018-02-13 94.0 " + ] + }, + "execution_count": 100, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "booked_df.loc[booked_df['user_id'] == '22aec3ce1c62b59aa956d4ede63f5e660c2d457eabab8a70f128fc062c0d3305'].sort_values(by='latest_status_change_dt')" + ] + }, + { + "cell_type": "code", + "execution_count": 101, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " frequency_cal \\\n", + "user_id \n", + "0067a6541cc78bd52ba0b9a4216e7f0e27e6cf7c6847a6d... 0.0 \n", + "00702b0d3e9ad967e0df6b9f062a5cf5b83524d10ae32bc... 1.0 \n", + "00770c43298f4cd9ee3dfe37882825be327db3dca9affd9... 2.0 \n", + "007de8bbd4f4dea2de20d00f3b904e08210d94a6215e0f5... 0.0 \n", + "00874310e86ae74c1b470ec0f766493ed2f8949bbc00471... 1.0 \n", + "\n", + " recency_cal T_cal \\\n", + "user_id \n", + "0067a6541cc78bd52ba0b9a4216e7f0e27e6cf7c6847a6d... 0.0 255.0 \n", + "00702b0d3e9ad967e0df6b9f062a5cf5b83524d10ae32bc... 2.0 154.0 \n", + "00770c43298f4cd9ee3dfe37882825be327db3dca9affd9... 174.0 189.0 \n", + "007de8bbd4f4dea2de20d00f3b904e08210d94a6215e0f5... 0.0 187.0 \n", + "00874310e86ae74c1b470ec0f766493ed2f8949bbc00471... 5.0 301.0 \n", + "\n", + " frequency_holdout \\\n", + "user_id \n", + "0067a6541cc78bd52ba0b9a4216e7f0e27e6cf7c6847a6d... 0.0 \n", + "00702b0d3e9ad967e0df6b9f062a5cf5b83524d10ae32bc... 2.0 \n", + "00770c43298f4cd9ee3dfe37882825be327db3dca9affd9... 0.0 \n", + "007de8bbd4f4dea2de20d00f3b904e08210d94a6215e0f5... 0.0 \n", + "00874310e86ae74c1b470ec0f766493ed2f8949bbc00471... 0.0 \n", + "\n", + " duration_holdout \n", + "user_id \n", + "0067a6541cc78bd52ba0b9a4216e7f0e27e6cf7c6847a6d... 301 \n", + "00702b0d3e9ad967e0df6b9f062a5cf5b83524d10ae32bc... 301 \n", + "00770c43298f4cd9ee3dfe37882825be327db3dca9affd9... 301 \n", + "007de8bbd4f4dea2de20d00f3b904e08210d94a6215e0f5... 301 \n", + "00874310e86ae74c1b470ec0f766493ed2f8949bbc00471... 301 \n" + ] + } + ], + "source": [ + "summary_cal_holdout = calibration_and_holdout_data(booked_df, 'user_id', 'latest_status_change_dt',\n", + " calibration_period_end='2018-11-20',\n", + " observation_period_end='2019-09-17' ) \n", + "print(summary_cal_holdout.head())" + ] + }, + { + "cell_type": "code", + "execution_count": 102, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 102, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "bgf.fit(summary_cal_holdout['frequency_cal'], summary_cal_holdout['recency_cal'], summary_cal_holdout['T_cal'])\n", + "plot_calibration_purchases_vs_holdout_purchases(bgf, summary_cal_holdout)" + ] + }, + { + "cell_type": "code", + "execution_count": 103, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(9,5))\n", + "user = 'd4b3f8ddf91c4fbeb9b709eec30710c31c7643e5b5f647a87b66b262972bb09c' \n", + "days_since_birth = 365\n", + "sp_trans = booked_df.loc[booked_df['user_id'] == user]\n", + "plot_history_alive(bgf, days_since_birth, sp_trans, 'latest_status_change_dt');" + ] + }, + { + "cell_type": "code", + "execution_count": 104, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 104, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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\n", 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monetary_valuefrequency
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" + ], + "text/plain": [ + " monetary_value frequency\n", + "monetary_value 1.00000 -0.00446\n", + "frequency -0.00446 1.00000" + ] + }, + "execution_count": 106, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "returning_customers_summary[['monetary_value', 'frequency']].corr()" + ] + }, + { + "cell_type": "code", + "execution_count": 111, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "count 4596.000000\n", + "mean 0.778503\n", + "std 1.609312\n", + "min 0.000000\n", + "25% 0.000000\n", + "50% 0.000000\n", + "75% 1.000000\n", + "max 26.000000\n", + "Name: frequency, dtype: float64\n", + "0.6303307223672759\n" + ] + }, + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "data['frequency'].plot(kind='hist', bins=50)\n", + "print(data['frequency'].describe())\n", + "print(sum(data['frequency'] == 0)/float(len(data)))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.6.7" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Clustering Loyalty members.ipynb b/Clustering Loyalty members.ipynb new file mode 100644 index 0000000..afe8fe9 --- /dev/null +++ b/Clustering Loyalty members.ipynb @@ -0,0 +1,1767 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Loyalty members clustering" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "from datetime import datetime\n", + "from sklearn.cluster import KMeans\n", + "pd.set_option('display.max_columns', 100)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.read_csv('Training Data Set.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " balance tier aag_yr1 cardholder email_subscriber \\\n", + "499922 3219710 Platinum 69052.0 True True \n", + "499923 4211165 Regular 3872.0 True True \n", + "499924 6202340 Gold 55561.0 True True \n", + "\n", + " enrollment_date nonflt_use awd_use most_recent_flt \\\n", + "499922 1993-08-17T04:00:00.000Z 0 0 2019-05-10 00:00:00 \n", + "499923 1993-03-31T05:00:00.000Z 0 505000 2018-03-27 00:00:00 \n", + "499924 1984-09-12T04:00:00.000Z 0 0 2019-05-06 00:00:00 \n", + "\n", + " most_recent_awd flt_segs_12mo flt_segs_6mo flt_segs_3mo \\\n", + "499922 2015-08-31 00:00:00 34 18 5 \n", + "499923 2019-03-22 00:00:00 0 0 0 \n", + "499924 2009-08-29 00:00:00 68 29 17 \n", + "\n", + " nonflt_earn_12mo nonflt_earn_6mo nonflt_earn_3mo \\\n", + "499922 149463 99716 24701 \n", + "499923 166809 48760 24057 \n", + "499924 243250 116941 80472 \n", + "\n", + " lifetime_aag_base_miles affinity_spend_12mo affinity_spend_6mo \\\n", + "499922 727692 1455.41 964.44 \n", + "499923 32034 1666.55 486.28 \n", + "499924 1226412 1856.72 938.01 \n", + "\n", + " affinity_spend_3mo flt_base_12mo flt_base_6mo flt_base_3mo \\\n", + "499922 245.51 47561 19040 8527 \n", + "499923 239.69 0 0 0 \n", + "499924 657.84 38534 14369 9499 \n", + "\n", + " flt_promo_12mo flt_promo_6mo flt_promo_3mo ptnr_miles_earned_12mo \\\n", + "499922 102463 38536 17357 187735 \n", + "499923 0 0 0 166809 \n", + "499924 69588 30800 18761 235749 \n", + "\n", + " ptnr_miles_earned_6mo ptnr_miles_earned_3mo \\\n", + "499922 97344 24701 \n", + "499923 48760 24057 \n", + "499924 114440 80472 \n", + "\n", + " ptnr_miles_redeemed_12mo ptnr_miles_redeemed_6mo \\\n", + "499922 0 0 \n", + "499923 0 0 \n", + "499924 0 0 \n", + "\n", + " ptnr_miles_redeemed_3mo partner_offer_opt_in estatement_opt_in \\\n", + "499922 0 True True \n", + "499923 0 True True \n", + "499924 0 True True \n", + "\n", + " target ID \n", + "499922 0 531021 \n", + "499923 0 575985 \n", + "499924 0 64434 " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.tail(3)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Develop a behavioral segments based on member flight, miles earned and redemption behavior features.\n", + "\n", + "The features within each segment are highly correlated. For example flt_segs_12mo is highly correlated with flt_segs_6mo and again highly correalted with flt_segs_3mo. So, I will only keep one and I decided to use flt_segs_3mo." + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "df = df[['enrollment_date', 'most_recent_flt', 'aag_yr1', 'balance', 'lifetime_aag_base_miles', 'flt_base_3mo', 'flt_promo_3mo', 'ptnr_miles_earned_3mo', 'ptnr_miles_redeemed_3mo', 'ID']]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Fill missing \"most_recent_flt\" date with today's date, assume that that date has not come yet for that member." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "df['most_recent_flt'].fillna('2019-10-16', inplace=True)\n", + "for i in ['enrollment_date', 'most_recent_flt']:\n", + " df[i] = pd.to_datetime(df[i])\n", + "df['enrollment_date'] = df['enrollment_date'].dt.date\n", + "df['most_recent_flt'] = df['most_recent_flt'].dt.date\n", + "\n", + "for i in ['enrollment_date', 'most_recent_flt']:\n", + " df[i] = pd.to_datetime(df[i])\n", + " \n", + "df['years_since_enrollment'] = ((datetime.strptime('10-17-2019', '%m-%d-%Y') - df['enrollment_date']).dt.days)/365\n", + "df['months_since_most_recent_flt'] = ((datetime.strptime('10-17-2019', '%m-%d-%Y') - df['most_recent_flt']).dt.days)/12" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "count 499925.000000\n", + "mean 5.878132\n", + "std 7.075616\n", + "min 0.465753\n", + "25% 1.723288\n", + "50% 2.827397\n", + "75% 6.736986\n", + "max 106.835616\n", + "Name: years_since_enrollment, dtype: float64" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.years_since_enrollment.describe()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Amazing, two members have been enrolled for over 100 years." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " enrollment_date most_recent_flt aag_yr1 balance \\\n", + "26659 1917-03-02 2019-10-16 0.0 0 \n", + "450940 1913-01-11 2015-01-27 0.0 21850 \n", + "\n", + " lifetime_aag_base_miles flt_base_3mo flt_promo_3mo \\\n", + "26659 0 0 0 \n", + "450940 500 0 0 \n", + "\n", + " ptnr_miles_earned_3mo ptnr_miles_redeemed_3mo ID \\\n", + "26659 0 0 119762 \n", + "450940 800 0 64378 \n", + "\n", + " years_since_enrollment months_since_most_recent_flt \n", + "26659 102.695890 0.083333 \n", + "450940 106.835616 143.666667 " + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.loc[df['years_since_enrollment'] > 100]" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "df['aag_yr1'].fillna(0, inplace=True)\n", + "df.drop(['enrollment_date', 'most_recent_flt'], axis=1, inplace=True)\n", + "df.drop('ID', axis=1, inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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countmeanstdmin25%50%75%max
aag_yr1499925.003121.027031.480.000.000.003912.00185331.00
balance499925.0029389.2477897.16-5627.001671.008501.0028551.009001052.00
lifetime_aag_base_miles499925.0021690.8361924.440.000.004106.0016374.002254169.00
flt_base_3mo499925.00742.322193.510.000.000.000.0070987.00
flt_promo_3mo499925.00292.212176.720.000.000.000.00188444.00
ptnr_miles_earned_3mo499925.001818.777719.290.000.000.000.00717139.00
ptnr_miles_redeemed_3mo499925.00488.887744.960.000.000.000.001020000.00
years_since_enrollment499925.005.887.080.471.722.836.74106.84
months_since_most_recent_flt499925.0034.2348.940.080.0821.1742.92476.17
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" + ], + "text/plain": [ + " count mean std min 25% \\\n", + "aag_yr1 499925.00 3121.02 7031.48 0.00 0.00 \n", + "balance 499925.00 29389.24 77897.16 -5627.00 1671.00 \n", + "lifetime_aag_base_miles 499925.00 21690.83 61924.44 0.00 0.00 \n", + "flt_base_3mo 499925.00 742.32 2193.51 0.00 0.00 \n", + "flt_promo_3mo 499925.00 292.21 2176.72 0.00 0.00 \n", + "ptnr_miles_earned_3mo 499925.00 1818.77 7719.29 0.00 0.00 \n", + "ptnr_miles_redeemed_3mo 499925.00 488.88 7744.96 0.00 0.00 \n", + "years_since_enrollment 499925.00 5.88 7.08 0.47 1.72 \n", + "months_since_most_recent_flt 499925.00 34.23 48.94 0.08 0.08 \n", + "\n", + " 50% 75% max \n", + "aag_yr1 0.00 3912.00 185331.00 \n", + "balance 8501.00 28551.00 9001052.00 \n", + "lifetime_aag_base_miles 4106.00 16374.00 2254169.00 \n", + "flt_base_3mo 0.00 0.00 70987.00 \n", + "flt_promo_3mo 0.00 0.00 188444.00 \n", + "ptnr_miles_earned_3mo 0.00 0.00 717139.00 \n", + "ptnr_miles_redeemed_3mo 0.00 0.00 1020000.00 \n", + "years_since_enrollment 2.83 6.74 106.84 \n", + "months_since_most_recent_flt 21.17 42.92 476.17 " + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pd.options.display.float_format = '{:.2f}'.format\n", + "df.describe().T" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "From the summary statistics, we can see that most of the members do not have activities, means they are not actively collecting or redeem points. So, all the features are extremely right skewed." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.distplot(df['years_since_enrollment'])\n", + "plt.title('Distribution of enrollment period')\n", + "sns.despine();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Very few members have enrolled for over 40 years, and majority of the members have enrolled for less than 10 years." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.distplot(df['months_since_most_recent_flt'])\n", + "plt.title('Distribution of months since most recent flight')\n", + "sns.despine();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Most of the members have taken a flight within the past 4 years or so." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.lmplot(x='years_since_enrollment',y='lifetime_aag_base_miles', data=df)\n", + "plt.title('Years since enrollment vs. lifetime aag base miles');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Members who have the most lifetime aag base miles are not the ones who have enrolled the longest. They are those who enrolled approximately less than 30 years." + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.lmplot(x='years_since_enrollment',y='balance', data=df)\n", + "plt.title('Years since enrollment vs. balance');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Similar with the above discovery. Members who enrolled the longest are not the ones with the most balance. Members that have the most balance have enrolled for approx 30 years." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.lmplot(x='ptnr_miles_earned_3mo', y='ptnr_miles_redeemed_3mo', data=df)\n", + "plt.title('partner miles earned 3 months vs. partner miles redeemed 3 months');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "\"Earn more, redeem more\" does not always hold true, at least not in the same time period. Member who redeemed the most in 3 months did not earn most in 3 months. Probably he earned all those points in the past?" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "#### Check a few outliers\n", + "\n", + "The following is the member who redeemed the most in the past 3 months but did not earn that much in the same time period. And his (or her) most recent flight was over 15 months ago. So I am interested to know what are those partner miles thing?" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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aag_yr1balancelifetime_aag_base_milesflt_base_3moflt_promo_3moptnr_miles_earned_3moptnr_miles_redeemed_3moyears_since_enrollmentmonths_since_most_recent_flt
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aag_yr1balancelifetime_aag_base_milesflt_base_3moflt_promo_3moptnr_miles_earned_3moptnr_miles_redeemed_3moyears_since_enrollmentmonths_since_most_recent_flt
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" + ], + "text/plain": [ + " aag_yr1 balance lifetime_aag_base_miles flt_base_3mo \\\n", + "359552 0.00 9001052 104807 0 \n", + "\n", + " flt_promo_3mo ptnr_miles_earned_3mo ptnr_miles_redeemed_3mo \\\n", + "359552 0 18253 0 \n", + "\n", + " years_since_enrollment months_since_most_recent_flt \n", + "359552 27.58 170.83 " + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.loc[df['balance'] > 8000000]" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.lmplot(x='aag_yr1',y='lifetime_aag_base_miles', data=df)\n", + "plt.title('Aag yr1 vs. lifetime aag base miles');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "aag_yr1 and lifetime aag base miles are somewhat positive correlated. This makes sense." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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UxjVfPMTqGUtJWVv4/Cet2swrZ40lPzuXEy79P0697yI+vvnfBctPvusCNi/8vcJjP+20wXTo0JZuXQfTq1cPnn7mYQYPOrdEu2eemchNN93HokXL+PSzNxg6dDDTps3i+RceZfR9j/DTTwu4/PK/cvsdI3lowpMAbNywmb59zqjoLh26I2yYgS4Ak3JlZp3NbJ6Z5ZjZqFDH07N7V+rXiwx1GPvVsEcH9mxMInPLdlyej4TP5hFzWs9ibfIzsgp+99auAbgS22n+l34kfDa3vMMtk7dDZ/xJ8fi3JUJ+Pnk/fU9Er/4Ht27L1uT/uiLwX2pysvFtXk94j97lHHFJYZ2OxpcQjz8p0IfsWd8T0W/AQa3rbdUa83oDiSxAdhbk5JRjtPuJpV0n/NsTcMmJ4Msnb+EswnsUfy0iBp5BzvefQ2YGAC59Z2CBLz+QyAIWFgFWOb42WnXvQMrmJNLituPL87Fsyly6DC3+OVk371fysnMB2LxsLQ1iokIRajEdunckaVMS2+O2kZ+Xz5wpP9JzSPH3dvLW7Wz5fTNun1PBiRsTSNqUCMCO7WnsStlFvah6FRZ7Uc27t2fHpm3sjEvGn+dj1ZT5dBpyQrE2m+b9Sn7w+Y9fto56sYXPf2yXNtRpXJ8Ns3+u0LgBzjxrKO++8wkAixYto379SGJioou1iYmJJjIykkWLlgHw7jufcNbwoQB06NCWn35aAMB33/3EOeecXoHRS2kqx1FJjkhmFgakAbcClbgUWrnUjG1IVkJh1Ss7MZWasQ1LtGtz1RBOmf80x4y7mF/GlDxF1+ycvsSHMJn1REXjT0kumPanJWONoku0i+gzkMgnX6POqAcLlvs2BZPXiBpYZH3CuvTA06hJhcW+l6dxY3zJ2wum/SnJeBs3LtEuYsAgGr78H+qNexBPdKAP3hYt8WdkUG/8QzR48VXqXHs9eEJzyLWGjXFpRfqRlow1bFSsjSemBd6mLagz+mnqjP03YV16Fa4fFU3dCZOJfOJdcr5+P+RVWYD6TaPYWeRzsjMxjfpNy05WT7zwZH6btbwiQtuvqJhGpCYWnmpPS0ylUUyj/axRug7HdSQsIoxtm0MzbCUyJopdiYXP/+7ENCJjSh6n9ur+t8Gsm7UiMGHGkLGXMP3hd8tsX56aNWvK1q0JBdMJ8UnENosp1ia2WQwJ8YkF0/HxiTRr1hSA335bW5DYnnfeGbRoEVvQrnWblsyd9xXfTv2Afv16UWn5feXzCBEls0c4M/vMzJaY2SozGxmc96KZLQ7Oe7BI2zPM7Pdg+2fNrNSBcWbmMbO1ZhZdZHqdmUWb2Rtm9pKZLQD+6Zzb7pxbBOQdIM6RwZgWv/rme4fvCTiCbXp9Ot/3uZ3fJr5LxzuKn45s0KM9vqwc0n/fGqLoDk7eornsuv7vpN85grwVi6lzy30A5K9YTN7SBUQ+8jx17hhH/upVlfaChdx5c0m77G/suO5qcpcuJvLu0YEFXi/hXbuR8fIL7LzpOryxzag5dFhog90fjxdP0+bseewuMl96mFpX3QG16gDg0pLJuH8k6f+4gvD+Q7F6DUIc7KE54dwBtOzWjpmTpxy4cRXQoElDbnnqDl4Y9SzOlTwrU9l0/Ut/mnVtx9yXA18pvS4/lXUzV5CelBbiyP6YG66/h5HXXspPc6ZQN7IuubmBr7ekpO107tSPfn3P5B//eIjX33iGyMi6IY62DM5fPo8Q0ZjZI9/Vzrk0M6sFLDKzj4ExwXle4Dsz6wasAV4GBjrnNppZmRmlc85vZm8DlwBPA6cCK5xzyWYG0ALo55w76D/TnHOTgckAeSkbKv/RuRxlJ+6gVrPCSk3N2EZkJ+4os338Z/Po+tiIYvOan9uP+E9DV5WFQPXP07iwEuuJisalJhdr4zJ2F/ye+91X1L7suoLp7I/fJvvjtwGoc/tYfIlxVDR/Sgre6MKKsKdxNL6U4hcQufTCPmR/81WgAkugipu/fl1giAKQM/cnwo8+Br79ugIiL87tSMGiivQjKhq3o3h11b8jGd+G38Hnw6Uk4U/aijemBb6Nqwu3szMVf/wmvEd1JX/xjxUWf2l2bUujQZHPSYPYKHZtK5kcdezfhVNv/gvP/+1BfLn5FRliqdKSUmkUW1jdj4ptRGrSwVe6a9WtxX2vj+O9x99m7bI15RHiQUlPSqN+bOHzXy82ivSkkseptv2PZcDN5/DfCycWPP8tju9Iq16d6HnZqUTUqYk3PIy8Pdl899gH5RbvyOsu46qrLgJgyZIVtGjRrGBZs+YxJCYUr3AnJiTRrHlhxbV581gSErYBsGbNes4++3IgMORg2LCTAcjNzSUtLTCsYvmyX9iwYQsdOrZl2dKKH0pR3agye+S71cxWAPOBlkBH4EIzWwosA44FjgE6AxuccxuD6x2oPPof4PLg71cDrxdZ9uGhJLJS3M7l66nTLoZaraKxcC/Nzu1L0rQlxdrUaVt4SqzpqT3Ys7HIgdiM2LP7kPDZvIoKuVS+davxxLbA0yQGwsIIH3AKuYuLJ9jWoPC0cHjPfvjigxckeTxY3cBYQG/rdnhbtyd/+eIKi32v/NW/423eAk9MoA81B59C7rw5xdp4ogr7ENG3f8HFYfmrf8dTpy5Wv35gWffjyd+8qcJiL8q3cTXeJs2xxjHgDSO892DylhV/LfKXziWs83EAWN16eGJa4N+eiDVsDOERgUa16+Lt2AV/Uugr/nEr1hPdJoaoFtF4w730GN6PX6YX/5w0P7YNf33kWl675l9kpO4uY0sVa92KtcS2jaVJyyaEhYfRf/hJLJ6+8KDWDQsP4+7J9/HDxzML7nAQKvErNhDVNoYGLaPxhHs5dngf1uzz/Mcc25ozJ43ggxFPkFnk+f/0thd4pt9tPDvgdqY//C4rPvmxXBNZgMkvv0XfPmfQt88ZTJkyjYsvOQ+AXr16sHt3OklJxf/QTkpKJj09nV69egBw8SXn8dWX0wCIjg4k8WbGvffezGuvvgNA48ZReIJDidq0aUmHDm3YtHELlZLfXz6PEFFl9ghmZoMJVE37OucyzWwWcDQwCujlnNthZm8ANQ912865ODPbZmanAL0JVGn3qvhLaw/S3eMfZdGylezcuZv/O/dSbhxxGecPPy3UYRXjfH5+Gf0Gfd67D/N6iHtvFhmrt9LpngvYuXwj26Ytoc3VQ4ke2BV/Xj55u/aw7NYXC9Zv1Lcz2QmpZG7Zvp+9VAC/j8xXn6HuuH+Bx0Pu99/gj9tEzb9fhW/davIWz6XGmecT0asfzufDZaSz57lHA+t6w4ic+CwALiuTPc88HJrxWH4fGc89Tf1Jj2MeD9lTv8a3eRO1r7ia/DW/kztvLrXOPZ+Ivv3B58Ofnk76v4J98PvJmPwiDf75FJiRv3Y12V+H6JZWfj9Z7/ybOnc9Grg114/f4k/YTI1zr8C3aQ35y+eR/8siwrqcQN2Jr4Hzk/3BZNye3YS1Pp6af78enAMzcr79EP/WjQfeZ3l3yefnk/tfZ+Sbo/F4PSz830y2rd3KsDv+StzPG1g1YwnD77uEGrVrcMULtwOwIz6F/1wb2uH7fp+f1+6fzJg3H8Dj9TDzf9+xdW0cf7vzYtavXMfiGQtp360Dd0++jzr163LCqb248I6LuHPILfQ9qz9H9z6WyAaRnHzBKQA8P+pZNv1a8a+H8/n55v43uOTNezGvh+X/+4HktfEMvvN8ElZuZM2MpZw6+mIiatfkghduA2BXQgofXPNkhce6r6nfzuS0007m519+CNya6/q7C5bNm/91wd0Ibr99XMGtuaZNm8XUqbMA+Otfz2bkdZcB8MXnU3nzzQ8B6N+/N2PH3Ul+fj5+v59bbx3Djh27KrZz1ZRVhfE28seY2TnANc654WbWGVgO3EugktoDiAZWBud9QGCowUnOuU1m9g5Q3zl3VulbBzM7H/g38JZz7t7gvDeAL51zH+3T9gEgwzl3wG+SI2GYwbddjox7Cw7on3jgRpVc/u4q/3YCIKJFeKhDOCwenFnyArqqJs5lHbhRFdCVSjqe8xA8ljznwI2qgD2Zm6wi95fzy/RyOTDW6DKkQvuxlyqzR7ZvgevN7DdgNYGhBisIDC/4HYgD5gA457LM7EbgWzPbAyw6iO1/QWB4wetlNTCzGGAxUA/wm9ntwDHOucpxzk9ERKS6qaQX1P5RSmaPYM65HKC0G+DNKmOVmc65zha4iut5Akno/hxH4MKvgrteO+eu3CeGJAIXhImIiIgcdkpmpahrzewKIIJA9fblshqa2T+AGyg+VlZEREQquSPtGm0ls1LAOfcU8FTReWZ2FXDbPk3nOOduAh6tqNhERERESqNkVvbLObffMbEiIiJSxYTwHxyUB91nVkRERESqLFVmRURERKoT3c1ARERERKosDTMQEREREakcVJkVERERqU5C8e/By5EqsyIiIiJSZakyKyIiIlKdHGFjZpXMioiIiFQnR9jdDDTMQERERESqLFVmRURERKqTI2yYgSqzIiIiIlJlqTIrIiIiUp0cYWNmlcyKiIiIVCdHWDKrYQYiIiIiUmWpMiuVzrddxoQ6hD9t2C8PhzqEw2J171tDHcKfNjW/QahDOCwa/BbqCA6Pi9yeUIfwp4335oU6hMOid07V/y9QvaI6hDqEKsm5qv/aF6XKrIiIiIhUWarMioiIiFQnGjMrIiIiIlI5qDIrIiIiUp0cYf80QcmsiIiISHWiYQYiIiIiIpWDKrMiIiIi1ckRNsxAlVkRERERqbJUmRURERGpTo6wMbNKZkVERESqEw0zEBERERGpHFSZFREREalOjrBhBqrMioiIiEiVpcqsiIiISHVyhFVmlcyKiIiIVCe6AExEREREpHJQZVZERESkOjnChhmoMisiIiIiVZYqsyIiIiLVyRE2ZlbJrBxRok8+ji4PXY55PWx5Zybrnvui2PLWl59Km6uG4Hx+fHuyWXH3q2Ssiaf5ef1pf+NZBe3qHdOK2UNGs3vV5oruwgGNfeRJZs9ZSFTDBnz29kuhDme/6g48ntj7R4LHw47/TSPlpY9KbVdvWD9avTCadefcTvbP66h/zmAaX3tewfKanduwfvhtZP+2saJCL9BmUDdOfuAyzOvhl/dnsfCFKcWWn3DN6XS9aDD+fB+ZaelMHTWZ9PhUWvY9msH3X1rQLqp9LF/d/Dzrpi2p6C4A0HxwN/o8eBker4fV781i5fPF+9H50lM4+srAZyNvTzZz7n2NnWsTqNGgLqdMvpXo49qx9sPZzBv7Zkji36ve4B60mjAC83hIfm8GSc9/Umq7hmf0ocMr97Lq9FFkrlxPne4dafPPGwILDeKf+ICd3y6osLhPGHQC1z1wHR6vh6nvT+XDFz4stjwsIoxRT42iQ9cOpO9IZ9JNk9i+dTth4WHcMukWOnbriN/v5+UHXubn+T8DMOHNCUQ1icIb5mXVwlW8MPYF/BV4+rjxycdx9MQrwOth6zvfs/HfxY+3LS8/lVZXDy043v4y6hX2rInHwrx0eXIk9bq1xbxeEj6czYZnP6+wuIvqPbgXNz94I16vh6/e+4Z3n3+/2PLwiHDue/peOnXryK4du5lww0SStm4DoN3Rbbnr0TuoXbc2zjmuP/NGcnPyQtGNQ3eEDTNQMnuEM7M2wJfOuS4H2f6NYPvSs47KzGN0nXQV8y98hKzEVE769mGSpi0hY018QZP4T+aw+c0ZADQdegLHPnAZCy5+lPhP5hD/yRwAIju3pNcbd1XKRBbg3DOGcPH5ZzP6ocdDHcr+eTw0e/AGNl4+lvykVNp99hTpMxaQsy6ueLM6tWh05dlkLvu9YN6uz2ex6/NZANTo1JrWL40NSSJrHuP/Jl7BR5c8SnpiGpdMmcC66UtIW5tQ0Gb7qk28feY48rNzOe7S/2PQ6Iv48qbniJv3G2+dPgaAmvXrcPWPT7Bp9s8V3oe9/eg38Qq+vfhR9iSmcfZXE9gybQk7i/Rj/Wfz+P3t7wFoNeR4Thx/KVMv/Se+nDyW/usjGnZqQcPOLUISfwGPh9YPj2TNRQ+Qm5jKMV//k53TFpK9dmvxZnVq0nTEWWQsXV0wL+v3zaw6fRT4/IQ3acix059i+fRF4Ikvc3UAACAASURBVCv/L3WPx8ONE29kzCVjSElM4ekpTzN/+nzi1hZ+Fk7722lk7MrgmoHXMHD4QK6+72oevelRhl00DIAbh95I/Ub1mfDmBG4/63acc0y6cRJZGVkAjHlpDAPOHMDsKbPLvT+BThnHPHo1iy58mOyEVPpOfYTtU5ewp8jxNuGTOcQFj7fRp51A5wcvY8lFjxJzdh88NcKZM/gePLUiOGn2EyR+OpesuOSKiX1vFzwebpt4C6MuvpfkxGRe+up55kyby+a1WwranPH308nYlc4lA67glLMHM3L0tUy4cSJer4cxz97HI7c+yvrfNlCvQT3y83wVGr8U0phZOWI07NGBPRuTyNyyHZfnI+GzecSc1rNYm/zggR/AW7sG4Epsp/lf+pHw2dzyDvcP69m9K/XrRYY6jAOqddxR5GxOJC9uGy4vn11fziZySJ8S7ZrceSnJL3+EK6Oi0WD4IHZ+WUFf0PuI6d6enZu2sWtLMv48H6unzKfD0BOKtYmb9xv52bkAJC5bR93YqBLb6XhmbzbNXFHQrqJFd2/P7k3bSA/2Y8Pn82m1Tz/yinw2wmrXwLnAZyM/K4dti9bgqwQVpzo9OpKzKZGcLYH3VNrnP9HwtN4l2jW/52ISX/gUf3ZhzP7s3ILE1WqEgyv52S8vR3U/ioRNCSRtSSI/L5/ZU2bTd2jfYm36DO3DjI8Cid9PX//Ecf2PA6BVx1asmLsCgF2pu9izew8du3UEKEhkvWFewiIqtjbV4PgOZG5MImtz4Hib9Nlcmg4rfrz17fOeKjjcOoe3dg3M68FbMwJ/Xj756ZkVGH1A5+6diN+UQOKWRPLz8vn+81n0H9q/WJv+Q/vx7YfTAPjhq9mcMKAHAD0H9WTDbxtY/9sGAHbv3F2hVfE/zfnL5xEiSmarhzAze8fMfjOzj8ystpndb2aLzOwXM5tsZrbvSmW1MbNZZvaYmS00szVmdlJwvtfMHg+2X2lmtwTnn2BmP5jZEjObamax5dHJmrENyUpILZjOTkylZmzDEu3aXDWEU+Y/zTHjLuaXMf8tsbzZOX2Jr8TJbFURHtOIvMTCSkt+YgrhTRsVa1Pz2PaExzYmY+biMrdT/8yT2FVR1aZ91I1pSHpCWsF0emIadZuWfE/t1eVvg9g4c0WJ+Z2H9+H3L+aVS4wHo3ZsQ/YkFvYjMymNOqV8No6+4lT++tMT9Brzd+bfH9rhBKWJiIkiNyGlYDo3MZXwmOLvqdpd2hER25hd35UczlGnR0e6fP8MXb57mk3/eKlCqrIAjWIakVIk7pTEFBrt81loFNOI5ITA58Xv85OZnkm9hvXY8NsGThxyIh6vh6Ytm9KhSweim0UXrPfQWw/x7rJ3ycrI4qevfqqQ/gDUiIkqfrxNSKNGTMk/5FpdNZSBC57hqHGX8NuYNwBImrIAX2YOJ698iUFLn2Pji1+St3NPRYVeIDq2McmJ2wumk5OSiY4t/rpExzQiOXgc8/n8ZOzeQ/2G9WjZtgXOOf759qNM/uZF/n7DhRUauxSnZLZ66AS84Jw7GtgN3Ag855zrFRx+UAs4q5T19tcmzDnXG7gdGB+cNxJoA3R3znUD3jGzcODfwAXOuROA/wAPH/YeHoJNr0/n+z6389vEd+l4x1+KLWvQoz2+rBzSf99axtpy2JgRO+Yakh5+rcwmtY47Cn92DjlrKueQj6KO/kt/mnZrx+KXvyo2v06TBjTu3JJNP4RmiMGh+O2/M/hwwF0seuR9ut96bqjDOXRmtBx/FXETXi918Z5la/nllNv49Yx7iL35/ECFtpKb9sE0UhJTeObLZxg5fiS/LfkNf5EkfNxl47i056WER4QXVHMrky2vT2P2ibexZuK7tA8eb+v3aI/z+Zl53A3M7nUrba8/k1qtm4Q40kPjDfPStVcXHr7lEW75y+2cNGwAx/fvEeqwDp7fXz6PEFEyWz3EOefmBH9/GxgAnGxmC8zsZ+AU4NhS1ttfm71XXSwhkMACnAq87JzLB3DOpRFIpLsA081sOTAWKDHwzsxGmtliM1v8bea6P9TJ7MQd1GpW+Fd1zdhGZCfuKLN9/GfziNnntFjzc/sR/6mqsodDXlIq4bGFFaSw2MbkbSus5Hjq1qLGUa1o+94kjpr9GrV6dKL15HHU7NqhoE394QPZNeWHCo27qIykHUQ2K6w2RcZGkbGt5Huq1YBjOfHms/lsxJP4cvOLLTvqrBNZN3Ux/vzQjafLTNxBnSLDH2rHRLFnP5+NDZ/Pp/VpJ5S5PFRyk9KIaNa4YDoithF5SYXvKW/dWtTq3IrOH02k2/yXqXv8UXR8fTS1u7Uvtp3sdVvxZ2ZTq1OrCok7NSmVxkXibhzbmNQin4W9bfZWXD1eD7Uja7N7x278Pj+vTHiFW06/hYeueYg69eqwdWPxP7bzcvKYN30efUoZxlNecpLSih9vm0WRk5RWZvvET+fS5PReAMSe15+U71fg8n3kpuxmx6LV1D+uXbnHvK/kxBSiYwuT6OiYaJITi78uyUmpRAePY16vh7r16rBrx26SE5NZseBndu3YTU52DvO/X0DHrh0rNH4ppGS2eth3cJgDXiBQLe0KvALULNrAzGoeoE1O8KeP/V9IaMAq51z34KOrc25oiQCdm+yc6+mc6zmsdodSNnNgO5evp067GGq1isbCvTQ7ty9J+1w5XqdtTMHvTU/twZ6NSUUiNWLP7kPCZ6E7HXwkyVq5hhptmhHeoikWHkb9swaSPqPw6nF/eia/97yENQNHsGbgCLKWrWbzyIfI/jn4x4wZ9c84iZ0hGmIAkLRiAw3axlCvZTSecC+dhvdh/fSlxdo0ObY1QyZdzWcjniQrdXeJbXQ+uy+/fx7a91Tyig3UaxtD3WA/2p3Thy379KNe26YFv7f8v+7sKvrZqCT2LF9LjbaxRLRsgoWHEXXOAHZMW1Sw3JeeyfKuV7Cyz3Ws7HMdGUvXsPaqR8hcuZ6Ilk3AG/jKi2geTc32zcmN217Wrg6rNSvW0KxtM5q2bEpYeBgDhw9k/vT5xdosmL6AUy84FYABZwxg5dyVANSoWYMatWoA0OOkHvh9fuLWxlGzdk0aNgkMFfF4PfQ+pTdx64tfXFmedi1bT+0ix9uYc/uxfWrx423tIsfb6CE9yNyQCEB2fCpRAwK1EW/tGjQ4viMZ6xKoaKtXrKZF2+bEtIwhLDyMU84ZzNzpxYsZc6fPZdhfA19Zg84cyNI5ywFY+MNi2nVuS42aNfB6PXTvcxybq8AZpAIhrMya2TAzW21m68zsH6Usb2VmM81sWXDI4hkH2qbuZlA9tDKzvs65ecDFwE9APyDFzOoCFwD73r1gb+K6vzb7mg5cZ2YznXP5ZhYFrAai9+4/OOzgKOfcqsPUtwLO5+eX0W/Q5737MK+HuPdmkbF6K53uuYCdyzeybdoS2lw9lOiBXfHn5ZO3aw/Lbn2xYP1GfTuTnZBK5paK+YL7o+4e/yiLlq1k587d/N+5l3LjiMs4f/hpoQ6rJJ+fhAdeos1/J2AeDzs+nE7O2i00uf0Ssn5eS/p3C/e7ep3eXchLTCYvblsFBVyS8/n5ftx/Of+te/B4PfzywQ+kromn353ns+3njayfvpSBYy4ivHZNhr94KwDpCal8NuJJAOq1aExksyji5v++v92UO+fzM2/cfxn2zj2Yx8OaD35g55p4jh91PikrNrJl+lKOuXIozQYciz/fR86uPcy+4+WC9S+c9xQRkbXwhIfR+rSefHvxo8XuhFBhfH62jH2FTu+OB4+HlA++I3tNHM1GXUTminXsnL6ozFUjex9N7E3n4fJ9OL+fzaNfJn9HeoWE7ff5eXHci0x8ayIer4dpH0xjy5otXHrnpaz9eS0Lpi9g6gdTGfX0KF6d/SrpO9N57ObHAKjfuD4T35qI3+8ndVsqj98euItJzdo1Gf/aeMIjwjGPsXLuSr5+++sK6Q8E3lO/3vc6Pd8fjXk9bH1vJhmrt9Lhnr+ya8UGkqcuodWI02h0Uhdcvo+8XXv4OXi83fKfqXR95gb6//AvzIyt788i49ctB9jj4efz+Xlm3L/51zuP4vF4+OaDb9m0ZjNXjbqC1SvWMHf6PL5+/xtGP/MP3vnpv+zemc6EGwOj5DJ2ZfDhKx/x0lfPg3PMn7mQ+d9X3K3e/rQKvACyKDPzAs8DQ4CtwCIz+8I592uRZmOB/znnXjSzY4CvKTwDXPp2XYg6JBUjeGuub4HFwAnAr8BlwGjgIiAJWANsds49UPTWXGY2sYw2s4BRzrnFZtYYWOyca2NmYcA/gWFAHvCKc+45M+sOPAvUJ/AH1NPOuVfKinlKzEVV/k057JeQDgs+bFb3vjXUIfxpU/MbhDqEw6JBFbpQen+6uYq/0OdwG+/NOXCjKuDWnHqhDuFPezQ85cCNqoBZW2eUuAi7PGV98GC5fM/W+tv4/fbDzPoCDzjnTgtO3wfgnJtUpM3LwAbn3GPB9k845/rtb7uqzB7hnHObgM6lLBobfOzb/soiv5fVZnCR31MI/sUUHCt7Z/BRtP1yYOChRy8iIiKHXTldrGVmIwlcDL7XZOfc5CLTzYGi42G2Aifus5kHgGnBOyLVIXA9zn4pmRURERGRPy2YuE4+YMP9uwh4wzn3RLAy+5aZdXGu7BvZKpkVERERqU5CdxuteKBlkekWwXlFjSAwXJHgtTY1gcZAmRe06G4GIiIiItVJ6P4D2CKgo5m1NbMI4O/AF/u02QL8H4CZHU3ggvT9/q9jJbMiIiIiUu6C19bcDEwFfiNw14JVZjbBzM4ONrsLuNbMVgDvAVe6A9ytQMMMRERERKqTEP63Lufc1wRut1V03v1Ffv8V6H8o21RlVkRERESqLFVmRURERKqTI+x/DCiZFREREalOQjjMoDxomIGIiIiIVFmqzIqIiIhUJ6rMioiIiIhUDqrMioiIiFQnB/cPDqoMVWZFREREpMpSZVZERESkGnF+3ZpLRERERKoqXQAmIiIiIlI5qDIrIiIiUp3oAjARERERkcpBlVmpdAb0Twx1CH/a6t63hjqEw6LTwmdDHcKftrvr3aEO4bCoFZ4f6hAOi089dUMdwp9W/wj5v/a9+1T9Y23K/JxQh1A16QIwEREREamydAGYiIiIiEjloMqsiIiISHWiyqyIiIiISOWgyqyIiIhIdXKEXMS4l5JZERERkepEwwxERERERCoHVWZFREREqpMj7D6zqsyKiIiISJWlyqyIiIhIdeI0ZlZEREREpFJQZVZERESkOjnCxswqmRURERGpRpxuzSUiIiIiUjmoMisiIiJSnRxhwwxUmRURERGRKkuVWREREZHq5Ai7NZeSWREREZHqRMMMREREREQqB1VmRURERKqTI+zWXEpm5YgS1r03ta++GTxecr77ipxP3y22POLkYdS67Hr8aSkA5HzzKbnffQVArUtHEn5CXwCyPnyTvLkzKzb4IuoOPJ7Y+0eCx8OO/00j5aWPSm1Xb1g/Wr0wmnXn3E72z+uof85gGl97XsHymp3bsH74bWT/trGiQj9oYx95ktlzFhLVsAGfvf1SqMMpU4OTu9N2wtXg9bD93e+If+7TUttFndmHzq/ezYph97BnxXrqD+xG6zGXYuFhuLx8Nk14k91zfqng6AtFDupBiweuxbweUt+fzrYXPi61Xf3T+9Lu5X/w+1l3kbVyHREtmnD098+RvT4egMxla4gb/WJFhl6gw6BunHH/ZZjXw9IPZvHji1OKLe834nSO//vJ+PN9ZKbt5tN7XmFXfAr1mzfmopdvxzwevGFe5v93Govf+S4kfQA4blAPLh9/DR6vh5nvT+eLFz8ptrxz72O4fPwIWnVuw7O3PM7Cr+cB0Lh5NHdO/gdmHsLCvUx94ytmvDM1FF0AILxHb2pfewt4PORM/4rsj/c53p4yjNpX3oA/NRmAnK8/JWd68Hh7xfWE9+yDmYe8FYvJfOXZco21/8l9+MfEO/B6PXz8zhe89u+3ivclIpxJz43nmG6d2LljN6NGjiUhLhGAa269nPMuHo7P52fSmCeZO2sBAJH16vLgk6Pp0LkdOBh3x0RWLP6Fu+6/mUFDB5Cfl0/cpq2MvW0i6bszyrV/1Z2SWTlyeDzUvvY2MiaMwp+aTORjL5G3aA7+rZuLNcudO5OsV58pNi/s+D542x3F7ruugfBwIic8Td6yBZCVWZE9CPB4aPbgDWy8fCz5Sam0++wp0mcsIGddXPFmdWrR6MqzyVz2e8G8XZ/PYtfnswCo0ak1rV8aWykTWYBzzxjCxeefzeiHHg91KGXzeGj3yLWs+tsEchNT6fbNY6RNW0TWmq3Fm9WpSew1Z5K+ZE3BvPy0dH67fBJ523ZQu1NLjn5vHEuOH1nRPQgG6KHlxOtYd8l48hJT6TTlcXZNX0j22pLvqSZXD2fP0tXF5udsTmL16XdUZMQlmMc4a8KV/PfSSexOSuO6Lx7i9+lLSV4XX9Am8dfNvDx8LHnZufS69P8Yet9FfHjzv8nYvoNXznsAX24+EbVrcNO0x1g9fQnp23eGoB8ernroOh65ZDypSak8/MW/WDJjIfFrC99TKQkpvHTXs5w58txi6+7YvoP7/3Iv+bn51Khdk39Ne5Yl0xeyY/uOiu5G4Hh73e2kj78Lf2oy9R5/mdyFc/DH7XO8/el7Mifvc7ztfCxhR3dh921XA1Bv0nOEdelO/i/LyylUD2MfHcW1F95KUsJ2Ppj6OjOn/siGNZsK2px38dns3rmbM/r8ldPPPZU7x93EqJFjaXdUG04/dwjnDLyYJjGNefXDf3Nm3wvx+/38Y+IdzJk5nzuvGU1YeBi1atUEYN4PC3n64Rfx+XzcMfYmrrn1Cp6a+Hy59O0P05jZ8mdmGcGfzczsoyLz3zOzlWZW5lHVzM41s2OKTE8ws1PLN+LyYWYPmNmoUMdRGjObG/zZxsxCV24qwtuhM/6kePzbEiE/n7yfvieiV/+DW7dla/J/XQF+H+Rk49u8nvAevcs54tLVOu4ocjYnkhe3DZeXz64vZxM5pE+Jdk3uvJTklz/C5eSVup0Gwwex88vZ5R3uH9aze1fq14sMdRj7VbdHB7I2JZGzJfBapHz+E1Gn9SrRrtW9F5Hw3Kf4c3IL5u35ZSN52wJJRubqODw1I7CI0NQPanfvSM6mJHKD/dgx5UfqDy35/o4ddTHbXvy4WD8qixbd25O2eRs74pLx5fn4ecp8Og89oVibjfN+JS87EHvcsnXUj4kCwJfnw5ebD4A3Ihwzq9jgi+jQvSNJmxLZHrcNX14+86b8RM8hJxZrk7J1O1t+34zbJ+Hw5eWTH+xHeEQ45gldP8I6Hl3seJv74/dE9B5wcCs7sPAICAuDsHAI8+LfWX4Jedfjj2HLxq1s3ZxAfl4+33w2nVOGDSzW5pRhJ/H5/74GYNqUmZw4oGdw/kC++Ww6ebl5xG9JZMvGrXQ9/hjqRtbhhL49+PidLwDIz8svqL7O/WEhPp8PgJVLfqFpsybl1rc/zPnL5xEilTKZ3cs5l+CcuwDAzGKAXs65bs65p/az2rlAQTLrnLvfOTejnEOtdpxz/UIdw748UdH4U5ILpv1pyVij6BLtIvoMJPLJ16gz6sGC5b5NweQ1ogYWWZ+wLj3wNArNASg8phF5iYX9yE9MIbxpo2Jtah7bnvDYxmTMXFzmduqfeRK7plTeZLYqqBETRW58SsF0bmIaETHFX4s6XdtSo1ljdny3tMztNDqzD3t+3ogLJiIVLSKmEbkJRfuRWuI9VatLOyJiG7P7+yUl12/ZlE5fP0WH/z1Mnd7HlFheESKbRrErIbVgendiGvWaNiyz/QkXDmbtrBUF0/Vio7jxm0ncNe9Zfnrpy5BUZQEaxkSRmlj4WqQmptIwmHQfjKjYxjz27dM8N/9Vvnjpk9BUZQFr1BhfyvaCaX9qMp5GjUu0i+g7iHrP/Ie69z6Ip3HgeJu/ehV5Py+jweuf0OCNT8hbtqjEGbTDqUlMNEkJhbFuS9hOk5ji3w1NYqNJit8GgM/nIyM9gwZR9QPrxhdZNzGwbvNWzdiRuoOJz4zjwxn/5cEnR1Ords0S+/7LxcP56bt55dQz2atSJ7P7VP2mAc3NbLmZnWRm7c3sWzNbYmY/mllnM+sHnA38K9iuvZm9YWZ7E+JNZjYpuGyxmR1vZlPNbL2ZXV9kv3eb2aJgFfjBA8T4WTCGVWY2ssj8F4P7WFV0G2Z2hpn9HlznWTP78gBPw3FmNs/M1prZtcFt1DWz78xsqZn9bGbnBOfXMbOvzGyFmf1iZn8Lzj/BzH4I7nOqmcXupz+zzOypYOy/mVkvM/skuP+JRdqVGABkZl4z+1eR5+664PxYM5sdfN5/MbOTSll3ZHCfi9/YmHCAp+SPy1s0l13X/530O0eQt2IxdW65D4D8FYvJW7qAyEeep84d48hfvaryDpA3I3bMNSQ9/FqZTWoddxT+7Bxy1pTfF4QAZrR54Eo2PfBGmU1qHdWS1mMvY/09lXdcMGY0H3c18RNfL7Eob3saq/pcw+oz7iD+of/Q5tm78NStFYIgD163c/vTrFs7fppceHjdnZjGC6ffxzOD7qT7+SdRp3G9EEb4x6UlpnDvsNu5Y+D1DDz/ZOo3rh/qkMqUt2guO6/9G7tvu5q85Yupc9toADwxzfG2bM3OEX9l59UXEN71eMKO6RbiaA9NWJiXo7t24oP/fsJfT72CrMwsRtxyebE2I2+/El9+Pl9+/G2IotwPvyufR4hU6mR2H2cD651z3Z1zPwKTgVuccycAo4AXnHNzgS+Au4Pt1peynS3Oue7Aj8AbwAVAH+BBADMbCnQEegPdgRPMbGAp29nr6mAMPYFbzWxvuWOMc64n0A0YZGbdzKwm8DJwenCdkmXDkroBpwB9gfvNrBmQDfzFOXc8cDLwhAXOmw0DEpxzxznnugDfmlk48G/gguA+/wM8fIB95gZjfwn4HLgJ6AJcWaR/pRkB7HLO9QJ6AdeaWVvgYmBq8Hk/DigxMMo5N9k519M51/PKts0O4mkpyZ+WXPCXPwQqtS41uVgbl7Eb8gOn5XO/+4qwdkcVLMv++G3SR11DxoRRmBm+xOLjCStKXlIq4bGF/QiLbUzetsKKlKduLWoc1Yq2703iqNmvUatHJ1pPHkfNrh0K2tQfPpBdU36o0LiPRDlJaUQ0L6w2RcRGkZtU+Fp469aidudWHPvJBI5f+CKRxx/F0W/8gzrHtS9o3/k/97D21mfJ2bytwuPfKzcplYhmRfvRqMR7qlan1nT4YCLHzJlMnR6daP/aGGp164DLzce3Mx2ArJ/Xk7M5kRrtmld4H9K3pVG/WeHhp15sFLu3laxKtut/LINuPod3r3miYGhBse1s38n2NXG07tW5XOMty46kNBrFFr4WjWIbsSMp7dC3s30HW9dsoVOIKuUuNQVv48KzV55G0fhTU4q3SS883uZM/wpv+8DxNqLvSeSv/hWysyA7i9ylCwjrdGy5xbo9KZmYIqf6mzZrwvak4t8N2xOTiWneFACv10vdyLrsTNsVWLd5kXVjA+smJWxnW0IyPy9dBcC0Kd9zTNdOBe3O+duZDBzSn3tvHF9u/ZJCVSmZLWBmdYF+wIdmtpxAglhmtXEfXwR//gwscM6lO+eSgRwzawAMDT6WAUuBzgSS27LcamYrgPlAyyJtLzSzpcHtHEtg6ENnYINzbu8VOe8dRLyfO+eynHMpwEwCSbYBj5jZSmAG0BxoGuzTEDN7zMxOcs7tAjoRSESnB5+rsUCLA+yz6HO0yjmX6JzLATYE+1iWocDlwf0sABoFn49FwFVm9gDQ1TmXfhD9PmS+davxxLbA0yQGwsIIH3AKuYvnFmtjDQpP54X37IcvfktgwuPB6gYqNd7W7fC2bk/+8rJP4ZenrJVrqNGmGeEtmmLhYdQ/ayDpMxYULPenZ/J7z0tYM3AEawaOIGvZajaPfIjsn9cFGphR/4yT2KkhBn9axvJ11GobS42WTbDwMBqfM4C0qYXvC196JouOvYqlvW9gae8bSF+6ht+ufJQ9K9bjrVebo98aw+ZH3iZ90er97KX8Za5YS422sUQE+9Fw+Ensmr6wYLk/PZOfu1/Gr/1H8mv/kexZtpr1Ix4ma+U6wqLqgSfwVRHRqik12jYjd3NShfchfsUGotrE0KBFNN5wL12H9+H36cWHRMQc25qzHxnBO9c8wZ7U3QXz68VEEVYjHICa9WrTqmcnUv6fvfsOj6LqHjj+PbtJKIEEQkto0otUAelSpSqIYqGqVH0VURRFQcoLCtiwIQj4KoIF1J8I2CA0UXrvvYY0QhJIqEl27++PXZJsGiBJNiHn8zz7ZOfOnZlzd3dmb87cmT0emq3xX3ds1xH8KwZQolxJrJ4eNOvWkm3J3ouM+PkXwzOfFwDePt5Ub1ST0GNZdyYrIwlHDrocb73ua0f85nUudaRosuNt4xaJQwnsEeF41q4HFitYrXjWqoctC4cZ7N1xgPKVylGmfAAenh506dGB1cv+dqmzetnfPPR4VwA6dmvLpn+2JpZ36dEBTy9PypQPoHylcuzZvp/IiCjCQsKpULk8AE3vu5djhx1f7S3aNmXg8/144clXuXrlWpa163YYuz1LHu6SW+9mYAHOOzN9t+r6J8ue7Pn1aQ8cHcUpxphZN1qRiLQB7geaGWMui8gaIL8zGzkSxxjfaBGZC6QeTHNzUubtDdAXR1a3oTEmXkROAvmNMYdFpAHQFXhLRFYCi3B0SJvdwjZv9BqlR3Bky1PdK8aZ3X4AmCsi04wx824hnptjt3H5i48pNPY9sFiIW/UH9qCT5O81ANvRQ8RvXU++B3ridW9zjM2GuRjLpelTHctaPSj8luPWMObKZS59/LbjYjB3sNkJmfA5Fb6eiFgsRP8YyLUjpyn5Ul+u7DlC7opvEAAAIABJREFU7MqMv/i8G9cmPjSC+CD3ZQJvxqvjp7Jlx27On4+hfY9+PDeoPz27dXJ3WK5sdo6P/oK7vx+LWC2EL1jFlcNBlHu1Fxd3HSV6efr/8AQM7EL+iv6UG/EY5UY8BsD+XhOJT9bJyjY2O2fGzqby/AmOW3MtXMnVw0H4v9yHy3uOEpNBZ8q7SS0CXumDiU8AuyFo9ExsF7L/NkN2m53fxs3lyXmjsFgtbP/hLyKOBNNuRE+C95zg0IrtdHqjD14F8/PEjBcBuBB8ju+GTKNEldJ0GtMXx+FTWDfnN84ecs+ZF7vNztxxc3hj3ngsVitrfljBmSNBPPpyb07sPsq2FVuoVLcKL89+HW/fQjS4vxGPjejNqx2GU6ZKWfq9OQBjDCLCr7MXE3TITUOJ7DYuz/6IwhPed9yaa+Xv2IJOUqDPQBKOHiR+83ryP9gTz8YtwHm8vfix43gbt/4vPOo0wPeTrwBD/PbNxG9Zn/H2boPNZmPyG+8za8HHWK0WFn3/K8cOneD514awb9dB1iz7m5+/W8qU6eP5feOPXDgfw6vPjAXg2KETLFuykiV/f09Cgo23X38fu7PTNnn0B7wz4794enkSdCqYsS86RuKNmfIKXl5ezPnB8Z2ye9teJr72bpa1T4EYk/NuzyAiF40xhUSkAvCrMaZ28ufOOuuBD40xPzpPsdc1xuwSkU+B7caYr5z15jqX+8nZ6WtkjDknIk87nw9z1juJY6hAA2AS0N4Yc1FEygDxxpikEeBJcT4EDDbGdBORGjhOn3cGooF5wD04Op27gVHAQuAwcJ8x5qSIfAv4GmMeTOd1mIDjgramgDeOLG9T4DGgijHmBRFpC6wCKgJxQJQx5qqIPAgMBh4H9gP9jTEbnMMOqhlj9qWzzTXASGPMVmdnfeT1+FLMS+s9GoqjI/2Ys5NdDQgGigNnjDE2ERnmjP2ltLYPEN2zTc77UN6i4B2F3B1Cpqi+OWvv/ZgdttR51d0hZIoCnu65eCyzLbLk/n3jiLnk7hAyxWf13XPxWGZqtTFnZj5v1d7wjdl6a4qLox7Jku/ZQu/87JZbbOTWzCw4spMzReRNwBNYAOxy/p0jIsNxjIe9JcaY5SJSE9jg6CNzEegHpOrMAn8Cz4rIAeAQjqEGODvVO4CDQBCwzll+RUSewzGW9RKO0+83shvH8ILiwCRjTIizE7xURPYAW53bAaiD4+I3OxAP/McYEyeOC+A+ERFfHO/5R0Candnb9AVQAdju/AcjAkdnvA3wqojE43g9n0xvBUoppZTKYnfYfWZzZGb2TiYihZwZXwE+A47c4FZjeY5mZnMOzczmHJqZzTk0M5tzaGb237n46sNZk5l9b5FmZvOIISLyFOCFY9jADcfmKqWUUkplGjf+wEFW0M7sTXDejiqtH/Jub4yJTKM8Xc4srEsmVkQGAC+mqLrOGPP8LQV6C0TkMyDlz2N9fH2ssVJKKaVUbqCd2Zvg7LD+mzsn3Oz6vwKytROZlR1lpZRSSuVgd9iYWe3MKqWUUkrlIeYO68zmyh9NUEoppZRSCjQzq5RSSimVt2hmVimllFJKqZxBM7NKKaWUUnmJXW/NpZRSSimlcisdZqCUUkoppVTOoJlZpZRSSqm8RDOzSimllFJK5QyamVVKKaWUykOM0cysUkoppZRSOYJmZpVSSiml8pI7bMysdmaVUkoppfKSO6wzq8MMlFJKKaVUrqWZWZXjJMTk/v8YlyUUcXcImSKmzqvuDuG23bvnPXeHkCnipo9xdwiZwvMrd0dw+2JNvLtDyBRjdpVydwi37WD0OneHkCsZzcwqpZRSSimVM2hmVimllFIqL7nDMrPamVVKKaWUykvs7g4gc+kwA6WUUkoplWtpZlYppZRSKg/RC8CUUkoppZT6F0Sks4gcEpGjIvJ6OnUeF5H9IrJPRL670To1M6uUUkoplZe4KTMrIlbgM6ADcAbYIiJLjDH7k9WpCrwBtDDGRItIyRutVzuzSimllFJ5ifsuAGsMHDXGHAcQkQXAQ8D+ZHWGAJ8ZY6IBjDFnb7RSHWaglFJKKaWyQxkgKNn0GWdZctWAaiKyTkQ2ikjnG61UM7NKKaWUUnlIVl0AJiJDgaHJimYbY2bf4mo8gKpAG6AssFZE6hhjzme0gFJKKaWUUrfF2XHNqPMaDJRLNl3WWZbcGWCTMSYeOCEih3F0brekt1IdZqCUUkoplZfYs+hxY1uAqiJSUUS8gF7AkhR1fsGRlUVEiuMYdnA8o5VqZ1YppZRSSmU5Y0wCMAxYBhwAfjDG7BORiSLS3VltGRApIvuB1cCrxpjIjNarwwyUUkoppfIQd/5ogjHmd+D3FGXjkj03wMvOx03RzqxSSimlVF7ivltzZQkdZqCUUkoppXItzcwqpZRSSuUhRjOzSimllFJK5QyamVVKKaWUykvusMysdmbVHcWzUWMKPfcCYrFw5Y/fuLLwO5f5+Tp2ptCQ/2CPjADgyuJFXP3jNwAsJUpS+JXXsJQoCcZwYcwo7OFh2d4GgAqt69J2Qn/EamHvgjVsnrHUZX7DwV2o07sN9gQbl6NiWTZyNrHBkZRrVpM24/ol1vOrHMBvwz7j6PJt2d0EAIq0rU/FiQPBauHsdysJnr4ozXp+DzSlxhevsqvza1zadQzfVnW5a0w/xNMDE5/AyYnziFm3N5ujvzlvTp7G2nWb8StahF+++dzd4dwUa5V6eHV+EiwWEravJv4f19s8enXqj6Xi3QCIZz7E24fLUwe7I1QXlVvXpdN4x36xY8Ea1s903S+aDO7CPb3aOveLGJa+OocLwecAGHN8PmcPOn5FMybkHAsHT8vW2Bu0bsjQCUOxWC0sX7Ccn2b86DLfw8uDlz98hSp1qhAbHcs7z0/l7JmzeHh68PyUYVStWxVjtzN7wmz2bNxDAe8CvPPTu4nLFwsoxppFq5nz3znZ1qa7W9fj8XEDEKuFdQtXsnzmYpf5VRrX5LFxT1Gmxl3874WP2PHHJgCqNavFo2OfSqznX7k0/3vhY3YtT/ee+Fnqw2kT6dK5HZevXGHQoBHs2Jn6WDNp4ij69X2UokV9KeJXLbH8pReHMnBgbxISEjgXEcXgoS9z+nTK3wDIee60YQbamVV3DouFwi+8xPlRr2A/F0HR6bOI27AO2+lTLtWu/bWKi9M/TrV44VGjufzdN8Rv3wr5C7htbxeL0P6tp/ip71RiQ6Pou3QiRwO3EXUkJLHO2X0n+eaBsSRcjaNev/a0Ht2bX5+fTtCGA8zvMgaA/L7eDPz7A06u3eOWdmCxUGnyEPY9MZG40Ejq/vEOUcu3cOXwGddq3vkJGPwAsdsOJ5YlRMVy4MkpxIdHU7B6OWp+P5ZtDYam3EKO0KNrB/r07M7oSe+7O5SbI4JX1wFcnT8ZExNJ/iFvk3BoGyYi6Qs4btn8xOcejTthCajghkBdiUXoPOlpvu07hZiwKAYvmcThFds5dyQp7rB9p/jiwTdJuBpHw37taf9Gb34e9ikACVfjmNN1tFtit1gs/Oet//Bm3zeJDD3Hh0s/ZFPgRoKOJP1EfccnOnHpwkWGthpCq26tePqNAbz7/Dt06t0JgGEdn8e3mC//nTeREQ++xJVLVxje5YXE5T/67WPW/7E+29okFqHXxEF80u8tosMieX3JFHYHbiXsaNL7ERVyjnkjZ3D/kG4uyx7esI/JXV8DoKCvNxP/+pT9a3dlW+zJdencjqpVKlLj7pY0adyAz6ZPoXnLbqnq/fprIJ/N+IqD+/9xKd+5cy9NmnbhypWrPDP0SaZOeZM+ff+TXeErJx0z6wYiMlxEDohIsIhMd5b1EJG7b7DcGhFplD1RJm7zTxHZJSL7RORzEbFm5/ZvhUf1mthCgrGHhUJCAlfXrMKrecubWtZa/i7EanV0ZAGuXoFr17Iw2vT516/M+ZPhXDgdgT3exqGlG6nSsaFLnaANB0i4GgdA6I6jFArwS7Weqg805uTqXYn1sluhe6pw5WQY106HY+ITOLf4H/w63ZuqXvlRvQmZvgj7taQ4L+09QXx4NACXDwVhye+FeOXM/70b1a+Dr09hd4dx0yxlqmCPCsNEnwWbDdveDXhUT/+w4lGnOQl7sq+TlJ7S9SsTfTKc80GO/WLf0o1U7+C6X5zasD/x8x684yg+aewX7lCtfjVCT4YQfjqMhPgE1i5dS9OOTV3qNO3YhJU/rQTgn9//oV6LegCUq1qe3esdHb0LkRe4FHORqnWruixbumJpfIv5sm/zvmxojUOF+lWIOBXGuaCz2OJtbF26nnodXffvqDMRBB88jeO2oWlr0LUp+9bsIN5Nx6lu3Tox/9ufANi0eTu+RXzx9y+Zqt6mzdsJCzubqnzNX+u5cuWqs842ypYJyNqAM4v7fgEsS2hn1j2eAzoAY5KV9QAy7My6yePGmHpAbaAE8Jib40mXpXhxbBFJBxv7uQisxYunqufVsjVFZ32Jz9j/YilRAgBr2XLYL17EZ/wkisz8Au8hz4LFPbtHIf+ixIZEJU7HhkZRqFTRdOvXfqI1J1anzmrU6NaUg0s2ZEmMNyOfvx9xzlO8AHGhUXj5F3Op412nIvlKFyd65fZ011PsgaZc2nMCE5eQZbHmJeJTFBOT9GM6JiYS8Un78yW+xZEiJbCfcP8QDx9/P2JCk+KOCY2isH/6+0X9J9pwdE3SfuGRz5NBSycxYNF/qZ7in8OsVsy/GBEhSfvCudBzFCtVLI06juFPdpudy7GX8Snqw4kDJ2jSoSkWq4VS5UpRuXYVipd2Pa616t6av5f+nfUNSaZIKT+iQ5Lej+jQSIqUuvV/Hhp1a8GWJesyM7RbUqa0P2eCks56BZ8JpUxp/3+1rgFP9+bPZaszKzR1C7Qzm81E5HOgEvAHUNRZ1hzoDrwnIjtFpHIGq+jvrLNXRBo7l28sIhtEZIeIrBeR6s7yWiKy2Vl/t4hUdZb3S1Y+K6NsqzEmxvnUA/ACjHMda0TkQxHZ6swy3ysiP4vIERF5K1l7X3bGuldEXsrgdRnqXNfWeWdCb/g6/ltxG9YT1f8Jop8ZSNz2rRR+1Xna0WrFs05dLs6awfnnn8EaUJr8HTtnWRyZpebDLShVtxJbZ/3mUu5dsgjFa5Tj5F9uGmJwM0SoMOFpTk6Ym26VAtXKcdeb/Tn2Wu4Yi3qn8ajdDNv+zZBBZi0nqvNwCwLqVGLDrF8Tyz5p/iL/6zaWRcOn03Fcf4qWT519y4kCFy7nXOg5Pvr1Y4aMH8rBbQew21xTYK26t+KvJX+5KcJ/z6dEEUpXL++2IQaZqU+fR2jUsB7vfzDT3aHcFGPPmoe7aGc2mxljngVCgLZAtLNsPbAEx+8P1zfGHMtgFQWNMfVxZHe/dJYdBO4zxtwDjAMmO8ufBT521m8EnBGRmsATQAtnuQ3om1HMIrIMOAvEAj8lmxVnjGkEfA4sBp7HkcF9WkSKiUhDYADQBGgKDBGRe9J5XWYbYxoZYxo9WfbfnaaxnzuHtUTSF5SleAls58651DGxMRAfD8DVP37Do1o157IRJBw76hiiYLdxbf0/eFSthjtcDIumcOmkDEfhAD8uOk+5J1e+ZS2aDOvOL4OmYUuRtaz2YBOOLtuKPcGW5fGm51pYFF5lkjJIXgF+xIUlZXKshQpQsEZ5av08kQabZ1K4QTVqzn0d73qVE+vX+PI1jgz/hGunwrM9/juViYlGfJKyguJTDBOT+vMFYK3dnIS97suaJRcTFoVPQFLcPgF+xIaljrtii1q0HPYQCwd/4LJfxDr3ofNBEZzaeAD/2hWyPObrIsMiKZEsm1o8oDiR4ZFp1HGcKbJYLRQsXJCY6BjsNjtfTJzD8C4v8NbgSXj7FCL4RNK41Io1K2K1Wjm252j2NMbpfHgURUsnvR9FA4pxPjwqgyVSa/hgM3Yu25ztx6n/PPsUW7csZ+uW5YSGhVO2XOnEeWXKBhAccmsX/rZvdx9vvD6cHo88TVyce4ZL3CrtzCp3+x7AGLMW8BGRIoAv8KOI7AU+BGo5624ARovIKOAuY8wVoD3QENgiIjud05Uy2qAxphMQAOQD2iWbdf0S6D3APmNMqDHmGnAcKAe0BBYZYy4ZYy4CPwP33VbrM5Bw6CDWMmWx+PuDhwf527QjboPrF7HFL6mT6NWsReLFYQmHDmLxLoT4+jrm1W9AwqmTWRVqhsJ2HadIRX98ypXA4mmleremHAt0PQ1fstZddJgykF8GTeNKZEyqddTo3oyDi903xADg4s6jFKgYQL5yJRFPD4o/1JKoZVsT59tiL7Ol1gC2N/4P2xv/h9jthznw9FQu7TqG1acgNeeP4dTkb4jdcsiNrbjz2EOOYSnmjxQpAVYr1trNSDiU+m4XUrw0UsAbe9ARN0SZWsiu4/hV9KeIc7+o1a0phwNd4/avdRddpwxi4aAPuJxsv8jvUxCrc8x1gaKFKNuoGhFHsu+K88O7DlO6YhlKlSuFh6cHrbq1YlPgJpc6mwI30f7R9gC07NqS3et3A5Avfz7yFcgHQP376mOz2VwuHGv1UGu3ZGVP7TpGyQoBFCtbAqunlUbdmrM7cOuNF0zm3u4t2Lo0+/9Zmvn51zS6tyON7u3IkiXL6N/3UQCaNG5AzIWYNMfGpqd+/VrM+GwqDz8ygIiIyBsvoLJEzryiQmUk5fk+A0wCVhtjHhaRCsAaAGPMdyKyCXgA+F1EngEE+NoY88YtbdSYqyKyGHgICHQWX79Cyp7s+fXp7P9s2W1cnP4RvlPeRywWri77HdupkxR8aiAJhw8St2E9BXr0xKtZC7DZsMfGEvveVOeydi7OnkmRdz8EERKOHOLq779mvL0sYmx2Vo39mp7zX8NitbB34V9EHg6m+cs9Cd9zgmOB22k1pjeeBfPTbeZwAGJDIvllkONWQz5li1O4tB9BGw+6Jf5ENjvHR3/B3d+PRawWwhes4srhIMq92ouLu44SvTz9L76AgV3IX9GfciMeo9wIxzDt/b0mEp9Gx93dXh0/lS07dnP+fAzte/TjuUH96dmtk7vDSp/dTtzvc8nf/w0QCwk71mAizuDZ9lHsISewOTu2HrWbkbDX/Rd+XWdsdv4cN5c+80YhVgu7fviLiCPBtH65J6G7T3B4xXbaj+6DV8H89JzxIpB0C67iVcvwwORBGLsdsVhYP3OJy10QsprdZufzsTOZOH8SFquFwIWBnD58mr4v9+PIniNsDtzE8oXLeeWjkcxeO4eL52N5Z5jjtlu+xX2ZOH8Sxm6IDI/kg5dc75px34P3MeGp8dnWluRtWjDuS16YNwaL1cL6H1YTeuQMD454nNN7jrF7xTbuqluZZ2aNpKCvN3XaN+TBEY8zqeMrAPiVLUHRgOIc2bg/22NP7vc/VtK5czsOHVjH5StXGDz45cR5W7csp9G9HQGYOmUMvZ54mIIFC3Dy+Fa+/Oo7Jk6axjtTxlKokDcLvp8FQFBQMA8/MsAtbbkVd9qtuSSjqwxV1hCRkzhO+z8INDLGDBORT4HtxpivMlhuDXDQGPOsiLQEZhpj6ojIIuAbY8z/icgE4GljTAURqQScMMYYEXkfOAMsxzEkoIUx5qyI+AGFjTGn0theIee8UBHxAL4F/jbGTHfGMtIYs1VE2jifP5gszpE4OrVzcQwxEGAT0N8YsyOj1yeiQ+tc/6Gcd6icu0PIFM3ir7g7hNt275733B1CpoibPubGlXKBaV/l/hOCm8x5d4eQKcpZvN0dwm2bE5IzhsHcroS4YMnO7YW3zZrv2VKr/8rWdlyX+48qd44FwKvOi7gyugDsqojswDFOdZCz7F1girM8eUb0cWCvczhBbWCeMWY/8CawXER248iypjdI1RtY4qy3E8e42Zu+EscYsx1HZ3Yzjo7sFzfqyCqllFIqixnJmoeb6DADNzDGVHA+net8YIxZxw1uzWWMaZNO+QYg+dVKbzrLpwJT06i/EFh4E3GGA6lvDJoiFmPMGpxDG9KYNw3I3p/aUUoppVSeoZ1ZpZRSSqk85E4bM6ud2RxIRD4DWqQo/jij8bSZsM1NOO5WkFx/Y0wOvlGpUkoppW6VsbtvSEBW0M5sDmSMed4N22yS3dtUSimllLpd2plVSimllMpD7rRhBno3A6WUUkoplWtpZlYppZRSKg8xbryNVlbQzqxSSimlVB6iwwyUUkoppZTKITQzq5RSSimVh9xpt+bSzKxSSimllMq1NDOrlFJKKZWHGOPuCDKXdmaVUkoppfIQHWaglFJKKaVUDqGZWaWUUkqpPEQzs0oppZRSSuUQmplVSimllMpD7rQLwDQzq5RSSimlci3NzKocx6usp7tDuG1FDrg7gsxRwDPB3SHctrjpY9wdQqbwGva2u0PIFAW+HOfuEG6bt+T+YxTABRPv7hBuW4mCvu4OIVe608bMamdWKaWUUioPMebO6szqMAOllFJKKZVraWZWKaWUUioPMXZ3R5C5NDOrlFJKKaVyLc3MKqWUUkrlIfY7bMysdmaVUkoppfIQvQBMKaWUUkqpHEIzs0oppZRSeciddp9ZzcwqpZRSSqlcSzOzSimllFJ5iDHujiBzaWdWKaWUUioP0WEGSimllFJK5RCamVVKKaWUykPutPvMamZWKaWUUkrlWpqZVUoppZTKQ+60H03QzqxSSimlVB5yp93NQIcZKKWUUkqpXEszs0oppZRSeYheAKaUUkoppVQOoZlZdUfxqH0v+fs8BxYL8Wv/4NrvC1LV8by3NfkeehIw2IKOc2XWZKRYSbxf+C+IgNWDuBW/ELfm1+xvgFOZNnVp+t/+WKwWDn2/ht2fLXWZX6NfO2o+3QFjsxN/6SrrRv2P80dCyFekEO1mD6dEvUoc+XEtG96c56YWOBRufQ9lJwxBrBYiFwQSPuP/0qzn26UZlWa9zsEHX+HK7qN4lS1JzVXTuXosGIDLOw4TNHpmdoaeJmuVenh1fhIsFhK2ryb+nyUu87069cdS8W4AxDMf4u3D5amD3RHqLXlz8jTWrtuMX9Ei/PLN5+4OJ10VWtel3YT+iNXCngVr2DzDdb9oOLgLdXu3wZ5g43JULMtGziYmOJJyzWrSdly/xHp+lQP4ddhnHF2+LbubAEC91vfw9PjBWKwWVi0IZPHMn13m12x8N0+NH0T5GhX4+IX32fT7BgCKlynByNmvI2LB6mnlz7m/seLbZe5oAgB1W9/Dk+MHYbFaWL1gBUtTtKNG47vpP34g5WtU4NMXPmCzsx3XFShUgHdXfMK25ZuZO25OdobOpHdG075DK65cucJLz41mz64DqerUrXc3H82YTP4C+VkZuJaxoyYD8Mrrz9P3yUeJjIwGYMrEj1gVuJZWbZoxZsLLeHp6Eh8fz8Rx77Nu7aZsbdfN0gvAlMqpxEL+/i9w6f1RmKgICo37jPid67GHnE6sYilVhnwP9Obi5Bfh8kWkcBEAzPkoLr41HBLiIV9+Cr/1BfE7N2DOR7qhGULzt57izz5TuRQaRfffJnJ6+TbOHwlJrHPslw0c/GYVAOU7NKDJ+H4s6/cutmvxbH/vJ4pWL0vRGmWzPXYXFgvl3nqGo33HEx8aSfWl73MhcDNXjwS5VvMuQMmB3bi0/ZBL+bVTYRzqMiI7I86YCF5dB3B1/mRMTCT5h7xNwqFtmIjgxCpxy+YnPvdo3AlLQAU3BHrrenTtQJ+e3Rk96X13h5IusQj3v/UUP/adSmxoFP2WTuRY4DYik+0XZ/edZP4DY0m4Gke9fu1pNbo3vz4/naANB5jXZQwA+X29GfT3B5xcu8dN7bAwcNIzvN13PJFhkUxZ8h5bV2wm+MiZxDrnQs4x45VP6Da0h8uy0WejefPhUSTEJZCvYH7eX/4J2wI3E302OrubgVgsDJg0lCl9JxAZFslbS95le6p2RPD5K5/y4NCH0lzHY6/04eDm/dkVcqJ2HVpRqdJdNG/QmQaN6jL1g/E8cH+vVPWmThvHyBfHsX3rbr79cRbt7r+PVSv+BmD2jHl8Pv0rl/pRUed5stdzhIdFUL1mFb7/vzk0uLtttrQpr9NhBllARIaLyAERCRaR6c6yHiJyt7tju1UiMklEdovIThFZLiKl3R1TeqyVqmM/G4KJCAVbAvGb1+B5TwuXOl6tunJt1WK4fBEAE3veMcOW4OjIAuLhBeK+XaNE/crEnAwn9nQE9ngbxxdvpHzHhi514i9eSXzuUTAfxnlpasKVa4RvOYztWny2xpyWgvWrcu1kGHGnwzHxCUQv/Rvfjo1T1QsY2Yfwmf+H/VqcG6K8eZYyVbBHhWGiz4LNhm3vBjyqN0q3vked5iTsWZ+NEf57jerXwdensLvDyJB//cpEnwzngnO/OLh0I5VT7BdBGw6QcNXxOQrdcZTCAX6p1lPtgcacWL0rsV52q1K/KuEnQzkbFI4tPoH1S//h3g5NXOpEnDnL6YOnsNtdLzm3xSeQEJcAgKeXJxaL+7JrKduxYek/NOzgun+fOxNBUBrtAKhYuxK+xX3Zs3ZndoWcqHPXdvy4YDEA27fuxse3MCVLFXepU7JUcQoXLsT2rbsB+HHBYjo/0D7D9e7dfYDwsAgADh04Sv4C+fHy8syCFtw+Y7Lm4S7amc0azwEdgDHJynoAt92ZFZHszqa/Z4ypa4ypD/wKjMvm7d80KVocE3U2cdoeFYEULeZSx+JfFmupsniP/gjvNz/Fo/a9Scv7laDQxNkU/uA7rv2+wC1ZWYCCAUW5FBqVOH05LArvgKKp6tV86n4e++cD7h3Ti43j3DucIC1e/sWICzmXOB0XGolnKdf3o0DtSngFFCdmVerTvV7lSlH99w+p8sPbeDd2//+B4lMUE5P0mTAxkYhP6vcFQHyLI0VKYD+xN7vCu+MV9i9KbEjSfnExNIrCpdJ+/QHqPNGaE6t3pSqv0a0pB5dsSGOJ7OHn70c7gYKlAAAgAElEQVRkaNJ+ERkaSVH/1J3u9BQLKM67f37EjI1fsPjzn92SlQUomqIdUaGR+PkXy2CJJCJC3zcH8O3bX2dVeBnyDyhJSHBY4nRoSDgBAaVc6gQElCIkJNyljn9AycTpgUP7sHLdIqZNfwtfX59U23ige0f27NpPXJz7EwtpsRvJkoe7aGc2k4nI50Al4A+gqLOsOdAdeM+Z4ayczrJrRORjZ529ItLYWT5BROaLyDpgvojkF5GvRGSPiOwQkbbOek+LyC8iEigiJ0VkmIi87KyzUUT8nPXqO6d3i8giEUn3G8EYE5Ns0hswyWL6WkT+FpFTIvKIiLzrjOlPEfF01mvv3P4eEflSRPKl0/ahIrJVRLbOPRScVpXMYbFiKVWGS++8wuXP36bAgBFQwNvR1qgILo4bSuzrT+HZoiPiUyTr4sgEB75ewY8tX2HL5AXUH97jxgvkNCKUGTuQ4Le+SjUr/mwU+5oO5lDXEQRP+pIKn7yCpVABNwT573jUboZt/+Y772aOuUTNh1tQqm4ltsz6zaXcu2QRitcox8m/3DPEIDNEhp7jtc4v8WKrZ2ndsy2+xX3dHdIt6/BkZ3au3kZUmHsSBrfr6/8toGn9Ttzf8hHOhkUw/u3XXOZXq1GFN//7Mq+9NME9AeZB2pnNZMaYZ4EQoC0Q7SxbDywBXjXG1DfGHMtgFQWdWdDngC+Tld8N3G+M6Q0871itqQP0Br4WkfzOerWBR4B7gbeBy8aYe4ANwJPOOvOAUcaYusAeYHxGbRKRt0UkCOiLa2a2MtAOR0f9G2C1M6YrwAPOmOYCTzjLPYD/pLUNY8xsY0wjY0yjp6uXySicdJnoc4hf0n/OFr8SmGjXg6U9OoL4nRvAZsOcC8Medgarv+vYUnM+EnvwSazV6vyrOG7X5dBovJOdHi3o78el0PSzL8cXb+SuTg3Tne8ucWGReJVOOnXnFVCM+PCk98NSqAAFqt9FlYVvcfe62XjfU53K/xtDgbpVMHEJ2M7HAnBlzzGunQolX6V/97nILCYmGvFJyjyJTzFMTNrvi7V2cxL2rsuu0PKE2LBoCpdO2i8KBfgRG5769S/fshZNh3Xnl0HTsDlPyV9X/cEmHFm2FXuCLcvjTU9UWBTFApL2i2IBxYgOi8pgibRFn40m6PBparjprEV0inb4BRS76c5p1QbV6fhUVz7+ZxZ9xzxNy0fa0GtU/6wKFYCnB/cm8O+fCfz7Z86GR1C6jH/ivIDSpQgNDXepHxoaTunSpVzqhIU6zvydi4jEbrdjjOGbeT9yT4M6LvW+/OYThj/7BqdOul4fkJMYI1nycBftzOY83wMYY9YCPiJyPT24xBhzfaBkSxydR4wxB4FTQDXnvNXGmFhjTARwAbh+ue8eoIKI+AJFjDF/Ocu/BlplFJAxZowxphzwLTAs2aw/jDHxznVbgT+TbwuoDpwwxhy+2W3dDtuJQ1hLlkGK+4PVA8/GbYjf4TpmMWH7ejxq1ANACvlg8S+L/WwoUrQ4eHo5KhUshLVqbexhZ1JuIltE7DqOT0V/CpUrgcXTSqWHmnI6cLtLHZ+KSQfZcu3rc+FEWMrVuN3lXUfIVzEAr3IlEU8Pina7jwuBmxPn22Mvs6d+f/a3GMr+FkO5tOMQxwa9zZXdR/Hw8wGL4/DkVb4U+SqWJu6Ue9toDzmGpZg/UqQEWK1Yazcj4VDq4RFSvDRSwBt70BE3RHnnCtt1nKIV/fF17hc1ujXlWIr9omStu+g4ZSCLBk3jcmRMqnXU6N6Mg4vdN8QA4NiuI/hXDKBEuZJYPT1o3q0lW5PtFxnx8y+GZz7Hccrbx5vqjWoScizkBktljZTtaNatJdsCt9zUsp+9+BHDmw/lxZbP8O3bc/nn5zUseGf+DZe7HXO/+J4O9z1Ch/se4Y/fVvJYL8dFaQ0a1SU2Jpaz4edc6p8NP0ds7EUaNKoLwGO9HuLP3x0X3SYfX9v1wfs5eMCxr/v4Fmb+DzOZ/N9pbNm0I0vbo1zp3QxynpTnJa9PX7rJ5a8le25PNm3n9t/vb4HfScrkXgMwxthFJN6YxHOqmbGtW2e3c+XbT/F+Zarj1lx//4k95BT5ejyF7eRhEnZuIGHvFjxqN6TQW/8DY+fqwtmYSzF43NWA/L2edZwWFuHanz9iP3Mi25sAYGx2Noz9ms7fvoZYLBxe+BfnDwfTYGRPzu06wenA7dz9dEdKt6yFPcHGtQuXWDtiVuLyj2/4EK/CBbB4enBXp0b82Weqy50Qso3Nzpmxs6k8f4Lj1lwLV3L1cBD+L/fh8p6jxGTwBe7dpBYBr/TBxCeA3RA0eia2CxezMfg02O3E/T6X/P3fALGQsGMNJuIMnm0fxR5yApuzY+tRuxkJe3PHhV/XvTp+Klt27Ob8+Rja9+jHc4P607NbJ3eH5cLY7Kwc+zU957+GxWphz8K/iDwcTIuXexK25wTHArfTekxvPAvmp/vM4QDEhETyy6BpAPiULU7h0n4EbTzozmZgt9n5ctwcRs8bj8VqZc0PKzhzJIjHXu7N8d1H2bZiC5XrVuGV2a/j7VuIhvc34rERvRnZYThlqpSl/5sDEo9Tv85eTNChU25rx9xxc3h93ngsVgtrflhJ8JEgHnW2Y/uKLVSqW4URs0fh7VuIBvffy6MjevFahxfdEm9yK5evpX2HVmzY8SdXLl9lxPNJl7cE/v0zHe57BIA3XpnkvDVXPlYF/s2qwLUAjJ04klq1a2AwBJ0OThxOMHBIHypWLM+I155jxGvPAdDr4cFEnrv1zHtWu9N+NEGMjunKdCJyEmgEPAg0MsYME5FPge3GmNQDBJOWWwMcNMY8KyItgZnGmDoiMgG4aIx531nvZaCWMWaQiFQDAnFkZntf317yOIwx50Tk6WSx7AKGGWP+dq7b1xiT5j2QRKSqMeaI8/kLQGtjzKNpxHTRGFPI+XwCcBGYDhwG2hljjorIXGCHMebjjF6/CwPuz/Ufyp8C/W9cKRdoYIl1dwi3rdrAgu4OIVN4DXvb3SFkio8b5NhrSG/aFnHzP1aZxEru79CsvnDoxpVygdDz+7P1zdhY+pEs+Z5tGvKzWz5UmpnNPguAOSIyHHg0g3GzV0VkB+AJDEynzgxgpojsARKAp40x10Ru+jP0FPC5iBQEjgMDMqg7VUSq48i2ngKevdmNGGOuisgA4EfnXRi2ADn3juxKKaWUynW0M5sFjDEVnE/nOh8YY9Zxc7fm+sYY81KK9U1IMX2VNDqgxpjE7aWIw2WeMWYn0PQmYsEY0zOd8pQxFUprnjFmJXDPzWxLKaWUUlnvThtmoBeAKaWUUkqpXEszs24gIp8BLVIUf2yMaeOGcIAMY0p3jK9SSimlch933kYrK2hn1g2MMc+7O4aUcmJMSimllMp8dncHkMl0mIFSSimllMq1NDOrlFJKKZWHmDvgtmzJaWZWKaWUUkplCxHpLCKHROSoiLyeQb2eImJEpNGN1qmZWaWUUkqpPMTupp8mEhEr8BnQATgDbBGRJcaY/SnqFQZeBDbdzHo1M6uUUkoppbJDY+CoMea4MSYOxw9KPZRGvUnAO8DVm1mpdmaVUkoppfIQO5IlDxEZKiJbkz2Gpth0GSAo2fQZZ1kiEWkAlDPG/Haz7dFhBkoppZRSeUhWXQBmjJkNzP63y4uIBZgGPH0ry2lmVimllFJKZYdgoFyy6bLOsusKA7WBNSJyEmgKLLnRRWCamVVKKaWUykPc+KMJW4CqIlIRRye2F9Dn+kxjzAWg+PVpEVkDjDTGbM1opZqZVUoppZRSWc4YkwAMA5YBB4AfjDH7RGSiiHT/t+vVzKxSSimlVB7izh9NMMb8DvyeomxcOnXb3Mw6tTOrlFJKKZWHuHGYQZbQYQZKKaWUUirX0sysUkoppVQecqdlZrUzq3Kc/64ufuNKOVxvc8ndIWSKRZZC7g7htnl+5e4IMkeBL9McUpbrvLh9ortDuG2DG73q7hAyRQm83B3CbSvilfuPUer2aWdWKaWUUioPcecFYFlBO7NKKaWUUnmI/c7qy+oFYEoppZRSKvfSzKxSSimlVB5iv8OGGWhmVimllFJK5VqamVVKKaWUykOMuwPIZJqZVUoppZRSuZZmZpVSSiml8hD90QSllFJKKZVr2UUvAFNKKaWUUipH0MysUkoppVQeoheAKaWUUkoplUNoZlYppZRSKg/RC8CUUkoppVSuZb+zrv/SYQZKKaWUUir30sysUkoppVQeYufOSs1qZlYppZRSSuVamplVSimllMpD7rRbc2lnVimllFIqD9ELwJRSSimllMohNDOr7mg1Wtejx7insFgtbFy4ilUzl7jMbz2oK016tcOeYONiVCwLX/uc6OBzboo2iU+beyg/cRBisRDx/QrCPvs5zXpFuzalypxR7Osyksu7j+FdvyoV3v2PY6ZA8AcLOf/npmyM3FWV1nXpOq4/YrWwfeEa/p651GV+80FdaNCrLfYEG5ejYlj02hwuBJ/Dt0xxes96CbFYsHpY2fj1crZ+u9Itbajcui6dxjvasGPBGtanaEOTwV24J1kblr7qaAPAmOPzOXswCICYkHMsHDwt2+O/rkLrurSb4GjHngVr2DzDtR0NB3ehbu82znbEsmzkbGKCIynXrCZtx/VLrOdXOYBfh33G0eXbsrsJN/Tm5GmsXbcZv6JF+OWbz90dTrrqtK5P33EDsVgt/LVwJb/NXOQyv3rju+kzbgDlatzFjBemsfWPjYnzvjr2A0GHTgMQFXyOj4ZMzdbYk6veuh4PjXsSi9XCpoWrWZ3i+NpqUFea9GqLLcHOpagYfnhtVuLxdfDXr3PXPVU4seUQXw56L1viHf32K7S6vzlXr1xl9AsT2b/nUKo6d9etwZRPxpGvQD7WrljP5DEfAOBbxIdpc96mTLkAgoNCGTF4NDEXYrm3eQM+m/c+Z06HALDit9XM+OB/ieuzWCz8GPg1Z0Mj+E+/l7OlnTdD7zObA4jIS8BsY8zlbNzmF8A0Y8x+ETkJNDLGuL/Xc5tEpA0w0hjzYDrzHwIm4fjsJwAvGWP+yb4I/z2xCI9MHMjn/d7mQlgkI5ZMZl/gNsKPBifWCd5/kg+7jSb+ahzN+3XgwTf6Mn/Yx26MGrBYuOvtoRzuPYG40Eju/v1dzi/fzNUjZ1yreeen1KAHubg96YB85eAp9nUZCTY7niWLUivwQ3YGbgFb9h+6xCI8OPFpvu43hZiwKJ5ZMomDgduJSPb6h+4/xaxubxJ/NY57+7Wn4xu9+XHYp1w8G82cRyZgi0vAq2A+nl/+DocCtxF79ny2t6HzpKf5tq+jDYOXTOLwiu2cO5LUhrB9p/jiwTdJuBpHw37taf9Gb34e9ikACVfjmNN1dLbGnBaxCPe/9RQ/9p1KbGgU/ZZO5FjgNiKPhCTWObvvJPMfGEvC1Tjq9WtPq9G9+fX56QRtOMC8LmMAyO/rzaC/P+Dk2j3uakqGenTtQJ+e3Rk96X13h5IusVh4cuIQ3u03kaiwSCYseYcdgVsIOZq0f0eGRPDFyOl0GdI91fJxV+MY13VkdoacJrEID08cwOx+k7kQFsmLS95mfxrH14+6jSH+ahzN+t3PA2/04ZthnwCwZtZSvArko2mf9tkSb6v2zbmrUjk6N+lJvYa1GffuKHp1GZiq3vh3RzHulcns2raXWd9/xH3tmvH3qg0MGf4UG9Zu4YtP5zH4hScZMvwpPpg0HYBtG3em21HtP7QXxw+fpFBh7yxtX16XW4cZvAQUvJUFROS2Ou7GmMHGmP23s47MdrttukkrgXrGmPrAQOCLbNhmpihfvwrnToURFXQWW7yNHUvXU7tjI5c6RzfsJ/5qHACndhyhiL+fO0J14X1PVa6dDOXa6XBMfAJRi/+haKfGqeqVea0PoTMWYb8an1hmvxqX2HGVfJ5g3DfMv2z9ykSdCic6KAJbvI09SzdSo2NDlzonkr3+QTuO4ut8/W3xNmxxCQBYvTwRcc8Ar9L1KxN9MpzzQRHY423sW7qR6h1c23Bqw34SnG0I3nEUnwD3f4ZS8ne248JpRzsOLt1I5RTvRdCGA4ntCN1xlMJptKPaA405sXpXYr2cplH9Ovj6FHZ3GBmqVL8K4afCiAgKxxafwKal/9Cg470udc6diSDo4Cnsbtx/b6R8/SpEJju+7ly6gVopjq/HXI6vSfs3wNH1+7h26Uq2xduuSysW//A7ALu27cXHtzAlShZzqVOiZDEKFfZm17a9ACz+4Xfad23tWL5zKxYv/M1RvvA32ndpfcNtlgooSev7W/DTt4szsymZwmTRw11ydGdWRCqIyEER+VZEDojITyIyHCgNrBaR1c56F0XkbRHZJSIbRaSUs3yuiHwuIpuAd9PZxgQR+VpE/haRUyLyiIi8KyJ7RORPEfF01lsjIo3SWL6fiGwWkZ0iMktErM7HXBHZ61zPiAzaWNm5nW3OGGo4y7uJyCYR2SEiK5K1aYKIzBeRdcB8EXlaRH52ruOIiLybbN0dRWSDiGwXkR9FpJCzvLPzdd0OPJLRe2CMuWhM4hHVG+fnVUTaiMhfIrJYRI6LyFQR6et8LfaISOVk7+EqEdktIitFpHxG28tMvqX8OB8SmTh9PjQK31LpdzSaPN6WA2t2ZkdoGfLy9yMuJCnpHxcaiae/60G3YO1KeAUU58LK1Kd6ve+pSu1VH1N75UecfP1zt2RlAQqX8uNCstc/JjQKn1JF063f8PE2HFmzK3HaJ8CP5/6YwisbPuGfz3/N9qwsgI+/HzGhrm0o7J9+G+o/0Yajydrgkc+TQUsnMWDRf6meovOYnQr7FyU2JCpx+mJoFIUzeC/qPNGaE6t3pSqv0a0pB5dsyJIY84qipfyISrZ/R4VGUbRUsQyWcOWZz4sJS95h7KIpNOiY+p/c7OJbqmiK42skvhl8ppo83oaDa1J/prJLKf+ShIWEJ06HhZylZEBJlzolA0oSHno2cTo85Cyl/B11ipXwI+Kso70RZyMpViLpu6R+ozosWv0ts77/iCrVKyWWv/HWCN6f+Cl2+512Uj/nydGdWafqwAxjTE0gBvACQoC2xpi2zjrewEZjTD1gLTAk2fJlgebGmIwGq1QG2gHdgW+A1caYOsAV4IH0FhKRmsATQAtn5tIG9AXqA2WMMbWd6/kqg23PBl4wxjQERgIznOX/AE2NMfcAC4DXki1zN3C/Maa3c7q+M446wBMiUk5EigNvOus1ALYCL4tIfmAO0A1oCPhnENv1dj4sIgeB33BkZ6+rBzwL1AT6A9WMMY1xZG9fcNb5FPjaGFMX+Bb4JJ1tDBWRrSKydXfssRuFlOka9mhJubqVWD176Y0ru5sI5cYPIGhi2h+rSzuOsLfdi+zv+hoBw3o6MrQ5XN0eLShdtxL/zP41sSwmNIoZXd7g49YvU7/nfXgX93FjhDdW5+EWBNSpxIZZSW34pPmL/K/bWBYNn07Hcf0pWr5kBmvIGWo+3IJSdSuxZdZvLuXeJYtQvEY5Tv6VM4cY5BWvtHiWCd1H8fnwj+gzbgAly5dyd0g31KBHS8rWrcSa3HB8vUnXczz7dx+ifcPuPNy2L99+8QPTv3bkk9p0aEnUuWj27z7ozjDTZZesebhLbujMBhlj1jmffwO0TKNOHHD9G2QbUCHZvB+NMbYbbOMPY0w8sAewAn86y/ekWFdK7XF0CLeIyE7ndCXgOFBJRD4Vkc44OuGpODOlzYEfncvPAgKcs8sCy0RkD/AqUCvZokuMMcnPz6w0xlwwxlwF9gN3AU1xdHrXOdf9lLO8BnDCGHPEmXH9JuOXBowxi4wxNYAeOMbPXrfFGBNqjLkGHAOWO8uTv27NgO+cz+eT9vuHMWa2MaaRMaZR3cKVbxTSTbkQHkWR0kkZjyIBflwIj0pVr2qL2tw/7GH+N/i9xFPb7hQXFoVX6eKJ014BxYgPS8qAWAsVoECN8tT46S3qbpxFoQbVqPrVaArWdX3drh49g/3yVQpUz7ZkuIvY8Ch8k73+PgF+xIRHp6pXqUUtWg97iO8Gf5Dm6x979jxnDwdx1701sjTetMSEReET4NqG2LDUbajYohYthz3EwhRtiHW293xQBKc2HsC/doUsjzktsWHRFC6dlEkqFOCXGFty5VvWoumw7vwyaFqq96L6g004smwr9oQbHU5VRqLDo/BLtn/7BfgRHR6ZwRKplweICArn4MZ9lK9VMdNjvBkXwqNTHF+LcSGNz1TVFrVpP6wHXw1+P9uPr30GPsrPq77h51XfEBF+Dv/SSR1//9IlOZssCwtwNvQspZJla0uVLkl4mKNOZERU4rCEEiWLEXXO0dZLFy9x2TlcYu3K9Xh4eFDEz5d7Gtelbaf7WLH1Fz6Y/TZNWjbinRn/zdL23gp7Fj3cJTd0ZlMOw0hrWEZ8slPhNlwvbLt0E9u4BmCMsadYl52ML5ITHFnH+s5HdWPMBGNMNI6s5Rocmcv0xplagPPJlq/vzECDI6M53ZnZfQbIn0GbriV7fr39AgQmW+/dxphBGbTlhowxa3F00q8fiZNv155s+kavW7YI2nWMEhX88StbAqunlXu6NWdvoOtp+TK1KvDY5CH8b/B7XIxM83+ObHdp5xHyVQzAq1xJxNMDv4daEr18S+J8W+xldtZ5it1Nn2F302e4uP0wRwZM5vLuY3iVKwlWx27tVaYE+SuXIS7obHqbylLBu47jV8GfIs7Xv063phxM8fr717qL7pMH8e3gD7iU7PX38ffDw5lRzu9TkPKNqnPueGi2xg8Qsus4fhX9KVKuBBZPK7W6NeVwGm3oOmUQCwd9wOVkbcjvUxCrl2M3KFC0EGUbVSMi2YVj2Sls13GKVvTH19mOGt2acixwu0udkrXuouOUgSwaNM2lHdfV6N6Mg4t1iMHtOrHrKKUqBFC8bEmsnh406daSHYFbb2rZgj7eeDg/U4WKFqZqwxqEpLgwNLsE7TpG8WTH1/rdmrEvxb5RulYFek4ezFeD33fL8fW7L3/ikXb9eKRdP1b+8RcPPd4VgHoNaxMbczFx2MB1EWcjuRh7iXoNawPw0ONdWfXHWgBWLVvLQ084TtQ+9MQDrPrTUV482bjbOvfcjVgsnI+6wIdvz6Bt/W7c36gHrwwdw6Z/tjLqufFZ3ua8yu0djptQXkSaGWM2AH1wnH6vAhQG3H03gZXAYhH50BhzVkT8nHFdAuKMMf8nIodIJ/tpjIkRkRMi8pgx5kdxXOVS1xizC/AFrn/zPfUvYtsIfCYiVYwxR0XEGygDHAQqiEhlY8wxoHdGKxGRKsAxY4wRkQZAPuDm0wiwHuiFIyvbF/j7X7TlX7Hb7Pw87iuGzhuNxWph8w+rCT9yhs4jHiNoz3H2rdhGtzf6kq9gPp6a8RIA0cHn+HKIm6+Ettk5/eYcqn83HiwWzi1cydXDQZQe2ZvLu45yPnBLuosWblyTgOcfwSTYMHY7p0bPIiE6NhuDT2K32flt3FyenDcKi9XC9h/+IuJIMO1G9CR4zwkOrdhOpzf64FUwP0/MeBGAC8Hn+G7INEpUKU2nMX1x/O8qrJvzG2cPBWV7G4zNzp/j5tJn3ijEamGXsw2tX+5J6O4THF6xnfajHW3o6WzD9VtwFa9ahgcmD8LY7YjFwvqZS1zugpDd7Vg59mt6zn8Ni9XCnoV/EXk4mBYv9yRszwmOBW6n9ZjeeBbMT/eZw53tiOSXQY5bifmULU7h0n4EbcyZp0yve3X8VLbs2M358zG079GP5wb1p2e3Tu4Oy4XdZmf+uC94dd5YLFYLa39YRfCRIB4e0YuTe46yY8VWKtatzPBZo/D+f/buOzyK6mvg+PfsJnQIEgJJ6E0QKQFC770ooIgFRAEp0hFBEaVJF9EXbCigYMEfiIDSpUZ6R0BQinTSE3pNue8fO4QshICSZBNyPjx52J25c+fcvbPZu2fuTDyyUqGhP20GvMS7Td7At3h+Oo17HWMMIsLSqQud7oKQ0u1YOHwW3b4bgtht7PgpgJAjZ2g6oC2n9x/n4OpdPD2kPRmzZOIV671x/mwEM63fr71+GkGeYr5kzJqJoVs+46fB0zi8fl+yxfv76k3UaVSD37Yv4PrV67zb//ZJxgVrf6BNA8ft50YNnhh3a64Nazazfs1mAGZ88h0fTx9H25dbEXgmmAFdHXcpafJ0A9p1eo7omBhuXLvOwNffS7Y2JKVHbRavmFR8taSIFMZxyn8njtP5B3HMzewC9AECjTH1ReSyMebWxU1tgaeNMZ1EZBawxBjzcyL7GAlcNsZMsp7HrytunYgE4LiF1c74t+YSkReBITiyrFFAbxxzbWdyO/M9xBiz/B77LwJMxTG9wB2YY4wZZd0S6/+Ac8BaoLIxpl4C8XayYuljPV8CTDLGBIhIA+ADHANQgKHGmEXW1IfJwFUcg8tiidyaazDwqtW2a8BbxpiNcsctve54feLWiUgh67XIDYQBnY0xp+7VHwBvFn4p9R6UD6hd1I37F0oDFrv/q5uGpEruaf5ocshsHo0/2dN/9yhXh/DQuvq/5eoQkoQXGVwdwkNbejXlr7FIDn+Fbk/RN/hX+Tsky2/G18/84JJfVGlhMLvEGFPGxaGoFKSD2dRDB7Ophw5mUw8dzKYeOpj9b74skDyD2R6nXTOYTQvTDJRSSimlVBJ51KYZpOrBrDHmBJAkWVkR6Qz0v2PxJmNM76So/wH2/zlQ847FU4wxid22K8W4+vVRSimllPovUvVgNilZg0aXDRxT+6DQ1a+PUkoppVLGo5aZTQu35lJKKaWUUipB6SYzq5RSSimlEr5hf1qmg1mllFJKqXTElX96NjnoNAOllFJKKZVmaWZWKaWUUiod0QvAlFJKKaWUSiU0M6uUUkoplY5oZlYppZRSSqlUQjOzSimllFLpiN6aSymllFJKpVl6ay6llOKtK/cAACAASURBVFJKKaVSCc3MKqWUUkqlI3oBmFJKKaWUUqmEZmaVUkoppdIRvQBMqWR22lxzdQgPbYQ9ytUhJAkPk/Z/5V0yj0ZfZBV3V4eQJLr6v+XqEB7ajJ0fujqEJNG8Qk9Xh/DQbPKIXcmUQmIfseGsTjNQSimllFJplmZmlVJKKaXSEb0ATCmllFJKqVRCM7NKKaWUUunIozVjVgezSimllFLpik4zUEoppZRSKpXQzKxSSimlVDoS+4jd0Uwzs0oppZRSKs3SzKxSSimlVDqifzRBKaWUUkqpVEIzs0oppZRS6cijlZfVwaxSSimlVLqit+ZSSimllFIqldDMrFJKKaVUOqIXgCmllFJKKZVKaGZWKaWUUiodebTyspqZVUoppZRKV2KT6edBiEgzETkkIkdF5J0E1r8pIgdFZJ+IrBGRQverUwezSimllFIq2YmIHfgcaA6UBtqJSOk7iu0B/I0x5YCfgYn3q1cHs0oppZRS6UgsJll+HkAV4Kgx5pgx5iYwB2gdv4AxZp0x5qr1dCuQ/36V6mBWKaWUUko9NBHpLiI74/10v6NIPuB0vOdnrGX30gVYfr/96gVg6pHiV7cCnUd0w2a3sWbOKn6ZOt9p/RNVStNpRFcKlSrM5L6T2LpsMwCFSxeh29geZM6WhdiYWBZ8No/NSzamaOyV6lbi9ZGvY7Pb+G3Ob8z7Yp7TercMbgz6v0EUL1ucS+cuMb73eELPhOLm7kbf8X0pUa4EsbGxfDXyK/Zv3Q/AqO9GkStPLuxudg5sP8AXQ78gNjblbpddvm4FXh3RFZvdxro5q1g0dYHT+lJVSvPqiC4ULFWYT/pOYvuyLQDkzufFm9PeQcSGm7ud32YtZfXs31Is7op1K9F9ZHdsdhsr56zk5wT64s3/GxjXFx/0nhDXF73H96FEuRKY2FimjZzG/q37yZw1Mx/8fPtMmaePJwEL1zH9/ekp1qbydSvQyeqLtXNW8esdffFEldJ0tPpiSt9JbIvXF4OsvrC721mRwn0RX9m6frw8/DVsdhu/z13D0qkLndaXrFKa9sM7U6BUIb7o+zE7l2+NWzfzn584fegUAJFnw5ncbUKKxv6gho77mPWbtpPrsZz88sOXrg7HSeV6/vQa2QOb3c7y/y1nzhc/Oa13z+DO4MlvUaJsCS6eu8iYXuMIORNCg2fq80KP5+PKFX2iCD2b9+afg8ccv79G96Z89XLExhpmTpzFhuVJ97t3yNg3qdOwBteuXee9fqP5a/+hu8qULleKsZ8MI1OmjKxfs5nx730MgEfOHEyaNoZ8BXw5ezqQgd3e4+KFS4nWO3BYH+o0qonYhC3rt8fV1eLZJnTr3xFjDGHB4QzuPYLzkReSrJ3/VnJdAGaMmQZMS4q6RKQD4A/UvV9ZzcyqR4bNZqPL6NcZ2/F9BjTqQ81WtclfooBTmfDAcD4fOIWNv653Wn7j2g0+HTCZNxv3Zeyr79NpRBey5MiaorH3GtOL4R2H06NhD+q2qkuBO2Jv+mJTLl+4TNc6XVk4YyGvDXkNgGbtmgHQq0kv3nv5PboO64qIADC+13j6NOtDz0Y98cjlQa2naqVYm8Rmo/Po1/mg4ygGNepLjVa1yVfC+WxReGA4Xw78hE139Me50HMMf3YwQ1oMYGjrt2nV8zkey/NYisRts9noOaYnIzqOoFfDntRtVeeuvmjyYlOuXLhM9zrd+HXGL3Qa0hmApu2aAtCnSW+GvjyULlZfXLtyjX7N+8b9hJ0NY/PyzSnSHnD0xWujX2d8x1G82agvNe/RF1/coy+GPjuYwS0G8F7rt2mdgn0Rn9hsvDqqGx91GsuQxm9QrVUtfIs7tyEiMIwZgz5j668b7tr+5vWbDG8xiOEtBqXagSzAMy0a8+XHY1wdxl1sNht9x/Tm3VeH0qVBN+q3rk/BEgWdyjR/qSmXzl+mY+3OzJ+xgG7vdgFg7S/r6NGsFz2a9eKDNyYSfDqYfw4eA6B933acjzhPp7pd6NKgG3u37kuymGs3rEGhIgVoXq0tIwdNYPjEtxMsN3zi24wYOJ7m1dpSqEgBajWoDkDXvq+ybcNOWlRvy7YNO+na99VE6/XzL0uFKuV4tv7LPFO3PWX8SlO5RkXsdjvvjBlA5za9aFO/A4cPHqX9a88nGEtKceEFYGeB+L9Q81vLnIhII+A9oJUx5sb9KnXZYFZE3hCRLCm8zxm3JhqLyAkRyZ2S+08gHpfHYMUxUkQGJbJ+tHVV4R8islJEfFMyvgdV3K8EwSeCCT0dQnRUNJsWb8C/cRWnMmFnQjn190nMHdnJoOOBBJ8IAuBcaCQXwi+QI1eOFIv9cb/HCTwRSPCpYKKjolm/eD3Vm1R3KlOtSTVW/7wagI3LNlK+ZnkACpYoyN7NewG4EHGBKxevUKJcCQCuXb4GgN3NjluGlD0R4+iPIEJPhxATFc2WxRvxb1zVqUx4XH845wlioqKJvhkNOLI9YpMUi/txv8cJOhFISLy+qNakmlOZak2qsubnNYBzXxQoUZB9Tn1xOa4vbvEt4ouHpwcHth9IgdY4FPcrQUi8vti8eCOV7+iLW++N2Pv0hS0F+yK+on7FCTkZTJjVhm2LN1KxSWWnMuFnwjj990liTdq98ZC/X1k8cmR3dRh3KelXksATgQRZ74uARQHUvON3VI0m1Vn58yoA1i/dQIWafnfVU791fdYt+j3uebMXm/K/z+YAYIzh4rmLSRZzg2Z1WDTPcYZ6364/yZ4jO7nzeDqVyZ3Hk6zZsrJv158ALJq3nIbNHYnA+s3q8MvcpQD8MncpDazl96rXYMiQMSPuGdzJkNEdNzc3IsIiEQFByJwlMwBZs2clLCQ8ydqZxuwASohIERHJALwELIpfQEQqAF/hGMiGPkilrszMvgH8q8GsiDzUp7Expqsx5uDD1HE/DxtjKvWhMaacMcYPWAIMd3VACcnl7UlE0O1fEJFBEXh6eyayRcKKly+BWwY3Qk4GJ2V4ifL09iQ88Hbs4UHheOb1vKtMWGAYALExsVy9dJUcj+Xg2F/HqNq4Kja7jbwF8lK8THG8fL3ithv9/Wh+3PMj1y5fY+PSlJs68Zh3Lqf+iAiK4DHvXA+8fS6f3HywYjKfbZ3Boi8XcC70XHKEeRfH6/zf+uL4X8ep2rhaXF8UK1Oc3L7O31frtKrLhsV3Zw6TU66H7AtPn9xMXDGZL7bO4NcU7Iv4Hsubi8jA+O/vSB7L++Dvb/eMGRi56AOGLRxPxSZV7r+BcpLb25NQ65gHCAsKx9Pb+dj29M7t9L64cukKOR5zTgrUa1mHdb+uAyCrdfar01sdmbrsM4ZNfY+cuXMmWcx5fLwIPhsS9zwkKJS8Pl5OZfL6eBESdHu8FBwYSh6rjKdXLsJDIwAID43A0ytXovXu3fkn2zftImDfUgL2LWNTwFaOHTlBdHQMowdP5JeAHwnYt5Rijxdh/myn8VuKM8n07777NSYa6AP8BvwF/GSMOSAio0SklVXsQyAbMM9Kot33xUr2wayIFBaRv0Vktoj8JSI/i0g/wBdYJyLrrHKXRWSsiOwVka0iktdaPktEvhSRbdzj9gxWZvFbEdkgIidFpI2ITBSR/SKyQkTcrXIBIuKfwPYdRGS79aJ9JSJ262eWiPxp1TMgkTYGiMhkEdkJ9BcRLxGZLyI7rJ+aVjlPK7N5QERmAJJYDNbyJiKyRUR2i8g8EclmLT8hIuOt8jtFpKKI/CYi/4hIj3j1vmXFsE9E3o+3/D0ROSwiG4GSifWhMSb+V+WsWNNt/sXr3lBE9ljLvxGRjAm8hnGTxo9dPpFYOMkqZ57H6Pt/A/hi0CeYNJLdWTl3JeFB4UxZMoXuI7rz166/iI25nXke9sowOvh3wD2De1wGMS2IDApncLM3GFCnB3Weq49Hbg9Xh3Rfq6y+mLxkCt1GdOfvO/oCoE6rOvweLzOVFkQEhfN2szfoX6cHddNIX9xpYM0ejGw1mC/7Tab98M7kKZjX1SGlO6X8SnLj2g1OHDoJgN1uJ4+vFwd2HqRniz4c3P0Xrw/t5uIo7+1+nwkFC+enaInCNPRrSYPyT1O1lj8Vq/rh5mbnxU5taNvwFeqVe4rDB4/SrX/HFIo69THGLDPGPG6MKWaMGWstG26MWWQ9bmSMyWuM8bN+WiVeY8plZksCXxhjngAuAhmAQKC+Maa+VSYrsNUYUx5YD8Q/ovMDNYwxbyayj2JAA6AV8AOwzhhTFrgGPHWvjUTkCeBFoKaVeYwBXgb8gHzGmDJWPTPv08YMxhh/Y8xHwBTg/4wxlYHngBlWmRHARmPMk8BCoGBiMVhTEIYCjYwxFYGdQPzX4JRVfgMwC2gLVAPet+ptApTAcSsMP6CSiNQRkUo4Uvt+QAvA+Vxdwq/TWBE5bb028TOzib7uIpLJiu1Fa7kb0PPO+o0x06zXz79otsL3CydBkcERePrczhTk8vEkIjjigbfPnC0zQ2YO43+TfuDInsP/KYb/KiI4wimDl9snNxEhEXeVuZVxtdltZMmehYvnLhIbE8v0UdPp27wvo7uOJmuOrJw5fsZp26gbUWxZtYVqjZ1Plyenc8GRTv3h6ePJueDIf19P6DnOHD5FySp33ooweThe5//eFzNGTadf876M6TqarDmycfb47elgRZ4ogt1u55/9R1OkLbdEJmFfnD58ilIp1BdO+w6JJJdv/Pd3Ls6FPPj7+1yIo71hp0P4e+sBCj5ZJMljfJSFB0eQJ94ZHy+f3EQEO58qjwgOd3pfZM2e1WnaQP3W9Vj7a0Dc84vnLnLt6nU2Lt8EwPolGyhRxnlazr/VrnNb5q/5nvlrvic8JBzvfLe/tOT1yUNIUJhT+ZCgMPL65Il77u2bh1CrTERYZNy0hNx5PIkMd5yRCA0KS7Dehi3qsW/Xn1y9eo2rV6+xcc0W/PzLUKrM4wCcPun4XbBi0Wr8/Ms9VDsfliv/aEJySKnB7GljzCbr8Q9AQleh3MRxChtgF1A43rp5xpiY++xjuTEmCtgP2IEV1vL9d9R1p4ZAJWCHiPxhPS8KHAOKisinItIMxyA8MXPjPW4EfGbVtwjIYWVU6+BoP8aYpcCtc3X3iqEajpsKb7KWdwTi/yWMW6n3/cA2Y8wlY0wYcENEcgJNrJ89wG6gFI7BbW1goTHmqpV1vW8K3xjznjGmADAbxymCW+73upcEjhtjbo0Ov7VehyR3dO8RfIr4kKdAHtzc3ajZsjY7V21/oG3d3N14a9oQfp+/Lu4OBynp8N7D+BbxJW+BvLi5u1GnZR22rtrqVGbbqm00atsIgFotarFvs+NCiYyZMpIxsyPZXaF2BWJjYjl95DSZsmSKu1DHZrdRpUEVTv9zmpTyz94jeBfxwatAHuzublRvWYtdD9gfubw9cc+YAXCciizp/wRB/wQmZ7hxHH2Rz6kvtq3a5lRm26ptNGzbELh3X/jV9iMmJobTR26/5nVa13VJVvbOvqjRstYDvzcS6ovAFOqL+I7vPUrewj7kzu9oQ9WWtdizaucDbZslR9a4OePZHstOiUqlCDxy5j5bqfgO7T1EvsL58LbeF/Va1WPzHb+jNq/aSpO2jQGo81Rt/ti0N26diFD36ToELApw2mbr6q2Ur+4Y2FWo5cfJIycfKs7/zfyZ5xq+wnMNX2HN8vW0er45AOUqleHypctx0wZuCQ+N4MrlK5SrVAaAVs83Z+0Kx0WQ637bwDMvOnJhz7z4FOviLU+o3qCzwfjXqIDdbsfNzY5/jQocO3KCkKAwij1ehMc8HVMoatStyrEjxx+qncpZSs3vvDM3n1CuPsrczuHH4BzblQfYxw0AY0ysiMSvK5bE2ynAt8aYIXetECkPNAV6AC8AryVST/wYbUA1Y8z1O+r7VzGISEtglTGm3T22u3WFX2y8x7eeu1n1jjfGfHVHvW8k0o77mQ0sw5FljovhP7zuSS42Jpavh0/jve9GOm4F9dMazhw5zYtvtueffUfZuXo7xcoV561pQ8jqkY1KjSrzwoB2vNm4L9WfrskTVZ4ke87s1G/bAIDPB33CiYMp8wsnNiaWqcOmMub7MY7bQc1dyanDp+jwZgeO7D/CtlXb+G3ubwyaPIgZ62dw6fwlPujzAQAeuT0Y8/0YYmNjiQiJYNIbkwDIlCUTI74eEXcB1b7N+1j2w7IUac+tNs0aPp0h343AZrcT8NNqzhw5Tds323F831F2rd5B0XLFeXPaO2T1yEbFRv48P6AdbzXuR77i+ekwtDPGGESEJdN+5fShh/uQ+zdxfzlsKqO+H43NbmPV3FWcOnyKl62+2L5qGyvnrmTg5EFMWz+dy+cv8UEfxwwoj9wejPp+NCbWEBESwUdWX9xS++najOw4IqHdJnubvhk+nXfv6Ivn32zHMasvipUrzkCrLypZfTHI6otXhnYGYyCF++LONnw/fAZvfTcMm93G+p/WcvbIaZ4d8BIn9h9lz+qdFClXjH5fDSarR1YqNPSnzYCXeLfJG/gWz0+nca/HHU9Lpy4k8GjqHMy+NWICO/bs4/z5izR8pgO9urzCcy2bujosYmNi+XTY50z4YRw2u40Vc1dy8vBJOg58lcP7DrNl1VaWz1nBO5Pf5tsNM7l0/hJje4+L275c1bKEBYYRdMr5WoTp477mnSlv02tkD85HXGDSwI+SLOb1qzdRp2ENlm+bz/Vr1xnaf3Tcuvlrvue5hq8AMHrwRMZ+MpyMmTKycc0WNqxxJDRmfPotH08fR5v2rQg8E8TAbu8lWu/KxWupWsufhQGzwcDGdVsIWOm4TuGLSTP49pcviY6OJuhMMO/2G5Vk7fwvHvAPHKQZktzzAkWkMHAcxzSBLdZc0b+ATjiuVDtulbtsjLk1H7Qt8LQxppOIzAKWGGN+TmQfI4HLxphJCdQVt05EAoBBxpidInICx/3L8gC/4jjFHyoiuYDsOAanN40xF0WkDPCDdUo/of3H1Ws9/xHYY4z50HruZ4z5Q0Q+AUKNMWNEpDmOQaFXIjFcxZGlbmCMOSoiWXFMfTh8K35jTLiIdLIe97H2d6ttFYHRQENjzGURyQdE4Zi2MQuoimPAuRv46tbrl0D7ShhjjliP+wJ1jTFtH+R1Bz4DDsdrwyzrtZmScG/C84Vap/l32RUT5eoQkoSHZHB1CA/t0iPSF1kdU9DTvEyOywHStBk7P3R1CEmieYW7ZnylOUE3z7s6hCRxIGRbit4mpGfhF5Llc3bqiZ9ccruTlMqcHQJ6i8g3wEFgKo5pBStEJDDevNkUZ4w5KCJDgZUiYsMx2OuNY87nTGsZwF2Z20T0Az4XkX04XuP1OLK77wP/E5EDwGbgVGIxGGO2WgPV/8W7aGoojsHhg7RtpTUfd4uVFb4MdDDG7BaRucBeIBTHrTISM0FESuLItp602vJAjDHXRaQzjqsS3ax9pa47gSullFIqzUqpzOwSY0yZZN2RemRoZjb10Mxs6qGZ2dRDM7Oph2Zm/5vXCz+fLJ+zX52Y55LMrP4FMKWUUkoplWYl+zQDY8wJIEmystbp6v53LN5kjOmdFPU/wP4/B2resXiKMeZ+t+1KEx719imllFLKtbfRSg5p6q9VWYMqlw2sUmrQ7CqPevuUUkopxQP9ta60RKcZKKWUUkqpNCtNZWaVUkoppdTDedSmGWhmVimllFJKpVmamVVKKaWUSkcetTmzOphVSimllEpHdJqBUkoppZRSqYRmZpVSSiml0pHYZP7rrylNM7NKKaWUUirN0sysUkoppVQ68mjlZXUwq5RSSimVrsQ+YsNZnWaglFJKKaXSLM3MKqWUUkqlI4/afWY1M6uUUkoppdIszcwqpZRSSqUjj9ofTdDBrEp1ypLN1SE8tCo3YlwdQpKoUi3I1SE8tPf25nV1CEnigolydQhJwosMrg7hoTWv0NPVISSJ5XumujqEhzbaf5irQ1CpgA5mlVJKKaXSkUftbgY6mFVKKaWUSkf0AjCllFJKKaVSCc3MKqWUUkqlI4/aBWCamVVKKaWUUmmWZmaVUkoppdIRYx6tObM6mFVKKaWUSkcetbsZ6DQDpZRSSimVZmlmVimllFIqHdELwJRSSimllEolNDOrlFJKKZWOPGp/NEEHs0oppZRS6YheAKaUUkoppVQqoZlZpZRSSql05FG7z6xmZpVSSimlVJqlmVmllFJKqXREb82llFJKKaVUKqGZWaWUUkqpdERvzaWUUkoppdKsR+3WXDqYVY+UYnXL0XTEK9jsNvbMCWDT1MVO66t1bU6Fl+oTGx3D1ciLLHprOhfOhsetz5AtM71WT+TvlTtZMfzblA4/Tu765XliTEew2zgzey3HP13ktL7Aq40o+FoTTEwsMVeu8+eg6Vw5fBZxs1Pm4+7kKFcEsdsJnLeeY5/86qJWgHuFKmTp1hdsNm6sWsr1+T86rc/QoBlZOvUkNiIMgBvLFnJj1VIAMnfsgbt/NURsRO3dydXpn6R4/ACl65bnheGdEbuNTXPXsHKq8+tZvMoTPD+8I/lKFeLrvpPZs3wbAI9Xf5K2wzrGlfMu5svXfaewd+WOFI3/lnJ1K/DqiC7Y7DbWzVnN4qkLnNaXqlKaV0a8RsFShfm070dsX7bFaX3mbJmZuPoTdq3czqzh01My9Dgl65an9fBXsdltbJu7jnVTnd8Xdbq0oOpL9YmJjuVK5EV+evsrzlnv767fvkOhCsU5vuMQ33T5MMVjr1zPn14je2Cz21n+v+XM+eInp/XuGdwZPPktSpQtwcVzFxnTaxwhZ0Jo8Ex9XujxfFy5ok8UoWfz3vxz8Bhu7m70Hd2b8tXLERtrmDlxFhuWb0zppiVo6LiPWb9pO7key8kvP3zp6nDuqXjdcrQY/gpit7F7bgAb7vjMqNGlORXjfWYsfNvxmeGRLzftvnoDsdmwu9nZ+u1Kds5e46JWKB3MqkeG2ITmozvxw8vjuRgcSddFozm0ejfhR87GlQk+cJLpTw8l+vpNKnVoSKMh7Zjf59O49fUHtuXk9r9dEH08NqH0hNfY8cJYrgdGUP23cYT+tosrh2+3I3DBJk5/txoAr6aVKPX+K+xqNwHvVtWwZXRnU723sWXOQO31HxG0cDPXToe5oB02srz+BpdGDCQ2Iowck77i5vZNxJ4+6VTs5sa1XJ02xWmZW6kncXuiDBf7vwZAjvGf4VbGj+g//0ix8MFxTL00qgufdBjDueAI3lk0nn2rdhJ89HZfRAaG892gL2jUraXTtoe3HGBci7cByOKRlVG/f8rB9XtTNP5bxGaj8+jujH95JBHBEYxZNJHdq7dz9siZuDLhgWF8OfBTnu7eOsE6nh/Ynr+3H0ypkO8iNuHZUZ2Z1mEcF4Ij6L9oLAdX7SIkXl+cPXiCyS3fI+r6Tap3aMRTQ9rzQx/Hl6CArxaTIXNGqrVvmOKx22w2+o7pzeD2QwgLCufzJZ+yedVWTh05FVem+UtNuXT+Mh1rd6Zeq7p0e7cLY3qNY+0v61j7yzoAipQqzPszRvDPwWMAtO/bjvMR5+lUtwsiQvac2VO8bffyTIvGtH+uFe+OnuTqUO5JbMLTozrxbQfHZ8bri0bz96rdhMU7poIOnuSrlkOJun6Tyh0a0mRIO+b1+ZTLoeeY3mYkMTejyZAlI71XfsChVbu4FHrehS16cHprLoWI+IuIa9JESUREAkTE33p8QkRyJ/P+3k3O+gHy+RXj3IkQzp8OIzYqhgOLt1KycSWnMie2HCT6+k0Azu45Sg6fXHHrfMoUJmtuD46t35/coSYqZ8XiXD0ezLWToZioGIJ/2UzeZv5OZWIuX4t77JYlI3FnjIzBniUjYrdhz5SB2Khooi9dTcHob3Mr8QSxwWeJDQmC6GhublhLhiq1HmxjA+KeAdzcwM0d3OzEnj+XvAEnoLBfccJOBhN+OpSYqBh2Lt5M+SaVncpEngnj7N+nEv1wqNiiGgcC9hBlHXsprbhfCUJOBBF6OoSYqGi2LN5IpcZVnMqEnwnj9N8niY29ux1FyhTFI7cH+9en7JeJ+Ar6FSfiZDCRVl/8sXgLTzZxfl/8s+Vg3Gt8cs9RPLxvv7+Pbj7AjSvXcIWSfiUJPBFI0KlgoqOiCVgUQM0m1Z3K1GhSnZU/rwJg/dINVKjpd1c99VvXZ92i3+OeN3uxKf/7bA7gGJxcPHcxGVvx7/j7lcUjR+oZXCckv18xIk+GcO50GDFRMexfvJVSTZw/M47HO6ZOxzumYqJiiLkZDYA9gzsikrLBKyfpcjArIvaH2d4Ys9MY0y+p4kkuD9vOJJbsg9ns3rm4EBQR9/xiUCTZvR+7Z3m/F+txNMDKlInQeOjLrBr74z3Lp5SM3rm4Fni7HdcDI8kY70P5loKdm1Bn2xQeH/Yyf703C4DgxduIuXqD+vu+pO7uzzg+dQlR56+kVOhOxDM3MeGhcc9jI8Kwed79nSlD9brkmPIN2Qa/jy23FwDRhw4QtX8POWcuIOesBUTt2UHsmZN3bZvccubNxbl4fXEuKIKcee/ui/vxb1mTHYs2JWVo/8pj3rmICLo9nSYyKIJc3p4PtK2I8PLQzswe67ppNwAeeR/jfLy+OB8UgUfee7+/q75Qj78DXJMJv1Nub09CA2+fHQkLCsfT2/m94OmdmzCrTGxMLFcuXSHHYzmcytRrWYd1vzqytFlzZAWg01sdmbrsM4ZNfY+cuXMmZzMeOdnz5uJCoPNnRo5EjqlKL9TjSLxjKodPLnotH8/ALZ+w8cslaSYrC445s8nx4yqpfjArIqNE5I14z8eKSH8ReUtEdojIPhF5P976X0Rkl4gcEJHu8ZZfFpGPRGQvUF1EJojIQWv7e54HEZHnReRPEdkrIuutZfVEZIn1eKSIfGNlOo+JSL94275q1b9XRL63lnmJyHwr9h0iUjORfWe16t4uIntEpLW1vJOILBCRQbCjbQAAIABJREFUFSJyREQmJtLOhta2+626Miayv8Ii8reIzBKRwyIyW0Qaicgmaz9V/ktcIjIByCwif4jI7Hvsu7uI7BSRnTsvH71XiEmm7LM18S1blM1fLQGg8quNOLpuL5eCI5N930nl1MyVrK/an8NjfqTYgGcB8KhQDBMTy7ryPVlfuR9FejxF5kJ5XBzpvUXt2Mz5bi9ysf9rRP2xk6z9Hd95bN75sBcoxPkuz3P+tba4l62IW+lyLo72v8nhlRPfkgVdNsXgYTV+tRl/rNtFZHDE/QunEhWfqUX+ckUJmLb4/oXTiFJ+Jblx7QYnDjm+1NntdvL4enFg50F6tujDwd1/8frQbi6O8tFV7pma+JYrysZpS+KWXQyK5IvmQ5hS9038nqtN1tw5EqkhdTHJ9M9V0sKc2W+ABcBkEbEBL+HI8jUEqgACLBKROsaY9cBrxphIEckM7BCR+caYCCArsM0YM1BEPIGvgVLGGCMiiX2dHQ40NcacTaRcKaA+kB04JCJTgceBoUANY0y4iNxK50wB/s8Ys1FECgK/AU/co973gLXGmNesfW8XkdXWOj+gAnDD2uenxpjTd7QzE3AEaGiMOSwi3wE9gcmJtLc48DzwGrADaA/UAlrheN2f+Q9xvSMifYwxd583sxhjpgHTAEYVevk/vSMuBUfi4XM725TDJxeXgu8+NV2k5pPU6tOab18YE3eaKH/FEhSsXBL/VxqRIWsm7O5uRF25zpoP5v6XUB7KjeBIMvvebkcm31zcSGSQHbRwM6U/6AJMxadNTcLX7sVEx3Az/CLndhzCo3xRrp0Mvef2ycVEhGPPfXsgbfP0IjYi3LnMpdunRW+sWkrmjj0AyFC9NtGHDsJ1x2nhm7u34VbySaIP7kuByG87HxLJY/H64jEfT86H/LsvPJWers4fv20nNjomqcN7YOeCI/H0uZ0JzOXj+cCD0xIVS1Kycmkav9KcTNZ74/qV68z54PvkCjdBF0LOkTNeX+T08eRCyN3v7xI1y9CwzzNMfXFU3Pvb1cKDI8jj6xX33MsnNxHBzu+FiOBwvHy9CA8Ox2a3kTV7VqdpA/Vb12PtrwFxzy+eu8i1q9fZuNyR8V+/ZAPNX2yWvA15xFwKicTD1/kz42ICx1TRmk9St09rvnlxTILH1KXQ84QePk2hyqU4uHx7ssasEpbqM7PGmBNAhIhUAJoAe4DK8R7vxjGYLGFt0s/KSm4FCsRbHgPMtx5fAK4DX4tIGyCxSYWbgFki0g2412n7pcaYG8aYcCAUyAs0AOZZyzDG3PoEbAR8JiJ/AIuAHCKS7R71NgHescoGAJmAgta6NcaYC8aY68BBoFAC7SwJHDfGHLaefwvUSaStWOX3G2NigQPWfgywHyj8EHElu7N7j5GriDc5C3hhc7fzZMtqHF61y6mM95OFeGp8F+Z2+YirEbc/KBb2/4IpNfrzSa03WDX2R/Yu2OCSgSzAhT3/kKWoN5kLeiHudryfqUHob87tyFLEO+6xV+MKXD0WBMD1sxHkqvUkAPYsGclZsQSXjwamXPDxRB/5G5tPfmx5vMHNjQy1GxC13flUuzx2+5S9e5WacVMJYsNCcC9THmx2sNtxf7I8MS6YZnBy7z/kKeyDZ34v7O52/FvWYN+qnf+qjsqtarJzseumGAD8s/cI3kV88CqQB7u7G9Vb1mLXqge7q8Ln/SfTr0Z3+td6ndljZ7FxQUCKD2QBTu/9h9yFvcll9YVfy+ocuOP97ftkYZ4b15WZXSdxOSL1zB89tPcQ+Qrnw7tAXtzc3ajXqh6bV211KrN51VaatG0MQJ2navPHptuZfBGh7tN1CFgU4LTN1tVbKV/dccaiQi0/Th5J+fdIWnZ27zFyFfYmp3VMlW1Zjb8T+MxoNa4Ls7t+xJV4x1QO71y4ZXQHIFOOLBT0L0m49Xs4LYg1Jll+XCUtZGYBZgCdAG8cmdqGwHhjzFfxC4lIPRyDxerGmKsiEoBjoAVw3RgTA2CMibZOmTcE2gJ9cAw+72KM6SEiVYGngF0iUimBYjfiPY4h8dfVBlSzBnv3I8BzxphDTgsd8dxrn3Ht/I/i1xsb73lsvH38l7iSnYmJZfnwWbz83WDEbuOPn34n7MhZ6r35HIH7jnN49W4avdueDFky0faL/gBcCAxnbtePUyrEB2JiYjk4ZCb+c95F7DbO/G8dlw+dofjbz3Nh7zHCfttFwS5N8axdBhMdQ9SFK+zvNxWAU9/8RtkpPan5+4eICGfmBHD54Kn77DGZxMZwddpkso+c5Lg115plxJw+Qeb2rxF99G+itm8m09PP4V6lJsTEYC5f4vKUCQDc3Pw7bmUr4vHJTMAQtXs7UTs2u6AJscwZ/g19v3sPm93G5p/WEXTkDE8PeIFT+/9h3+pdFCpXjNe/GkQWj6yUbViJpwe8wOgmAwHIld+Lx3xyc2Sr6+4CcKsds4ZP553vRmCz2wj4aQ1nj5ym7ZvtOLbvKLtX76BoueIMmDaYrB7ZqNioMm0HvMTbjfu7NO74YmNiWTh8Ft2+G4LYbez4KYCQI2doOqAtp/cf5+DqXTw9pD0Zs2TiFev9ff5sBDO7OWaR9fppBHmK+ZIxayaGbvmMnwZP4/D6lMn0x8bE8umwz5nwwzhsdhsr5q7k5OGTdBz4Kof3HWbLqq0sn7OCdya/zbcbZnLp/CXG9h4Xt325qmUJCwwj6FSwU73Tx33NO1PeptfIHpyPuMCkgR+lSHsexFsjJrBjzz7On79Iw2c60KvLKzzXsqmrw3ISGxPL0uGzePW7wdjsNnZbnxkNBjzH2f3HObR6N02HOD4zXrz1mXE2nB+7fYxXcV+avvcyjqtvhU3TlxJ66LRL25OeSVq4PYOIZMCRGXTHkWltCIzGcfr8sojkA6KA6kBXY0xLESkF/AE0M8YEiMhlY0w2q75sQBZjTKiIeADHjDEJXg0hIsWMMf9Yj3cA3YCcwCBjzNMiMhK4bIyZZJX5E3gax+n+hTgG1hEiksua/vAjsMcY86FV3s8Yk+AlwiIyDsgB9LWmQ1QwxuwRkU6AvzGmj1VuCTApgXZmAg4DDYwxR0VklrXvKdZAf5AxZqeInAD8gWzAEmNMGWv7Wdbzn0Wk8K11/zGuc0AeY0xUop3Nf59mkJpUue66U8pJqUq1tJNpuJf39uZ1dQhJ4sL93zppgq9kun+hVO6PmLQztz4xy/dMdXUID220/zBXh5AkRp2YnaK3Q6idr2GyfM5uOLvGJbd1SBOZWWPMTRFZB5y3so4rReQJYIs4bodxGegArAB6iMhfwCEcUw0Skh341RrsCfBmIrv/UERKWOXWAHuBug8Q8wERGQv8LiIxOKZEdAL6AZ+LyD4cr/96oMc9qhmNY37rPmu+8HEcA+UHYoy5LiKdgXki4oZjDmxS3L36v8Q1zSq/2xjzchLEoJRSSqn/4FH7C2BpJTNrwzE39nljzBFXx6OSl2ZmUw/NzKYemplNPTQzm3poZva/qZmvQbJ8zm46u1YzswkRkdLAEmChDmSVUkoppR7Oo5aZTfWDWWPMQaBocu9HRN7DcUuq+OYZY8amwL47A3deabHJGNM7ufetlFJKKZWWpfrBbEqxBq3JPnC9x75nAjNdsW+llFJKpS9pYYrpv5Hq7zOrlFJKKaXUvWhmVimllFIqHdE5s0oppZRSKs0yj9hgVqcZKKWUUkqpNEszs0oppZRS6YheAKaUUkoppVQqoZlZpZRSSql0RC8AU0oppZRSaZZOM1BKKaWUUiqV0MysUkoppVQ68qhNM9DMrFJKKaWUSrN0MKuUUkoplY6YZPr3IESkmYgcEpGjIvJOAuszishca/02ESl8vzp1MKuUUkoplY7EGpMsP/cjInbgc6A5UBpoJyKl7yjWBThnjCkO/B/wwf3q1cGsUkoppZRKCVWAo8aYY8aYm8AcoPUdZVoD31qPfwYaiogkVqleAKZSnQ/CNrk6hIdWOVdxV4eQJMK33nB1CA/t73Np/3gC8Mri4eoQkkTODNlcHcJDsyX+uZpmjPYf5uoQHtqwnaNdHUKa9KBTApJBPuB0vOdngKr3KmOMiRaRC4AnEH6vSjUzq5RSSimlHpqIdBeRnfF+uqfEfjUzq5RSSimVjjzI/Nb/whgzDZiWSJGzQIF4z/NbyxIqc0ZE3AAPICKx/WpmVimllFJKpYQdQAkRKSIiGYCXgEV3lFkEdLQetwXWmvv8yTLNzCqllFJKpSOumjNrzYHtA/wG2IFvjDEHRGQUsNMYswj4GvheRI4CkTgGvInSwaxSSimlVDqSXNMMHoQxZhmw7I5lw+M9vg48/2/q1GkGSimllFIqzdLMrFJKKaVUOuLCW3MlC83MKqWUUkqpNEszs0oppZRS6Ygr58wmBx3MKqWUUkqlIzrNQCmllFJKqVRCM7NKKaWUUumIMbGuDiFJaWZWKaWUUkqlWZqZVUoppZRKR2IfsTmzOphVSimllEpHzCN2NwOdZqCUUkoppdIszcwqpZRSSqUjj9o0A83MKqWUUkqpNEszs0oppZRS6YjOmVVKKaWUUiqV0MGseiR8OGkE+/YHsG3bcvz8nkywjF+FMmzfvoJ9+wP4cNKIuOVlyz7B2nUL2L59BfN+nkH27NkAKFgwP+ERf7Nl6zK2bF3GlE/GpkhbAKrUq8x3v89k9sZvad/7pbvWu2dwZ/gXQ5m98Vu+WPwp3vnzxq0r+kQRPv/1E2aumcE3q6eTIaN7ssZas341Fm+ay7Kt8+jS95UEY500bQzLts7jx+Vf41vAJ25d136vsmzrPBZvmkuNelXjlmfPkY2PZ4xj0cY5LNowh/L+ZQAYOLwPizbOYcG6H5gycwLZc2RL1rbd8n8fj+LvgxvZvWsVFfzKJFhm9KjBHP9nB+cjDzstf6N/d/btXcfuXatYuWIuBQvmS4mQb8f1wbts3r2CNZsWUrb8EwmWKVe+NGs3/cLm3SsY/cG7ccsHvtOb3QfXsWrDAlZtWECDxnUAqFOvOr8FzGPtpl/4LWAeNetUTbDeh/Hu2IGs2DafXwJmU7psyQTLlC5Xil8DfmTFtvm8O3Zg3HKPnDn4et6nrNj6M1/P+5QcHtkBqFyjItuPrmXB2h9YsPYHeg3s4lSfzWZj/prvmfrDxw8V+5Cxb7J8688sWPcDTyQS+8KA2Szf+jNDxr7pFPv0nz5h2Zafmf7TJ3GxJ1bvwGF9+PX3/7Fowxynulo824SFAbNZsO4HvvrfZHLm8niodt2peN1y9FvzIf0DPqJ2z5Z3ra/RpTl9Vk2k1/LxdJo9BI98uR1tzJebHkvG0HPZOPqs/AD/lxsmaVxJaei4j6nz1Es806GHq0NJUrHGJMuPq7hkMCsiOUWkV7zn9URkSTLsx19EPknqelOCiDwjIqVdHUd8Vj/VuE8ZLxHZJiJ7RKS2iJwQkdx39nlSatq0HsWLF6Fc2Xr06fMuk6ckPOicMmUMvXsPoVxZR/kmTeoB8PkXExg+7AOqVGnG4kW/8caA7nHbHD92kurVWlC9Wgv693svOcK/i81mo/+Yvgx+5V061u9Cg9b1KVSioFOZFi815/KFS7xcqyM/T59P93e7AWC323jvkyF8/M5kOjfsyhttBxIdFZOssQ6dMIie7QfQqnY7WjzbhKKPF3Yq06Z9Ky6ev0iLas/z/Vf/481hvQEo+nhhmj/TmNZ12tOj3RsM++AtbDbHr6R3xgxg07qttKr1Em0adODY4RMAbPl9O8/WfZk29Ttw4p/TdO3XMdnadkvzZg0oUbwIpUrXomfPwXz+2fgEyy1ZsorqNZ+6a/kff/xJ1WrNqVipMfMXLGXC+KHJHXKcBo3rULRoIWpUbMZb/Ucw4aMRCZab8PFwBvUfTo2KzShatBANGtWOWzfti+9oXLsNjWu3Ye2q9QBERp7n1Zd60aDmM/TrOYRPv5yQpHHXaViDQkUL0Kzqc4wYOJ7hEwcnWG7ExMEMHziOZlWfo1DRAtRuUB2Abv06smX9DppVa8uW9TvoFu842bX1D9o06ECbBh344qOvnep7pftLccfaf1W7YQ0KFSlA82ptGTloAsMnvp1gueET32bEwPE0r9aWQkUKUMuKvWvfV9m2YSctqrdl24addO37aqL1+vmXpUKVcjxb/2WeqdueMn6lqVyjIna7nXfGDKBzm160qd+BwweP0v615x+qbfGJTXh6VCe+7zSRzxq/TdlW1fEq7vxFLejgSb5qOZQvmg/hwPLtNBnSDoDLoeeY3mYkU1u8y7RnhlO7Z0uy58mZZLElpWdaNObLj8e4OowkZ5Lpn6u4KjObE0iWgU18xpidxph+yb2fZPIM8MCDWRFJifnP9YBEB7NAQ2C/MaaCMWZDvOXJ1udPPd2EH2cvAGDHjj14eGTH29vLqYy3txfZs2dnx449APw4ewFPt2wCQPHiRdi4cRsAa9ZspHXr5skR5gMr5VeSsycCCToVRHRUNGt/DaBmk5pOZWo2qcGKeSsB+H3peirVqgCAf11/jv11jH/+OgbAxfMXiY1Nvj9bWLZiaU4dP8OZk4FER0Wz/JdVNGhWx6lMg2a1+fWnZQCsXLyOqrX8reV1WP7LKqJuRnH2VBCnjp+hbMXSZMuelUrVKzB/9iIAoqOiuXTxMgCbf99OTIxjcL5v15/k9c2TbG27pWXLpnw/+2cAtm3fjUdOD7y9797vtu27CQ4OvWt5wO+buXbtulVmF/nz+dxVJrk0a9GAeXN+BWD3zn3k8MhOnry5ncrkyZub7NmzsXvnPgDmzfmVZk8lnin7c99fhASHAXDor6NkypyJDBmS7gxAg+Z14o6Zvbv+JIdHdrzyeDqV8crjSbbsWdm7608Afv1pGQ1b1HVs36wOv85d6lg+dykNm9e97z7z+uShbqOa/Dz714eLvVkdFs1bDjiO0ew5spP7jthz5/Eka7as7LNiXzRveVyM9ZvV4Rcr9l/mLqVB87qJ1mswZMiYEfcM7mTI6I6bmxsRYZGIgCBkzpIZgKzZsxIWEv5QbYsvv18xIk+GcO50GDFRMexfvJVSTSo5lTm+5SBR128CcHrPUTy8cwEQExVDzM1oAOwZ3BGRJIsrqfn7lcUjR/b7F1Qudd/BrIgUFpG/RWSWiBwWkdki0khENonIERGpIiK5ROQXEdknIltFpJy17UgR+UZEAkTkmIjcGlhOAIqJyB8i8qG1LJuI/Gzta7ZYR7eITBCRg1bdkxKJ83kR+VNE9orIemtZXMY3kVgQkVet+veKyPfWMi8RmS8iO6yfmgnvOa7ub0Vkg4icFJE2IjJRRPaLyAoRcbfKNbQylvutWDIm1EYr+9kK+NB6jYrdY78BIjJZRHYC/e8Vs4hkE5GZ1n73ichz1vImIrJFRHaLyDwRyWYtPyEi71vL94tIKREpDPQABlgx1U4gHj9gItDaKpM53uqE+jxJ+Prm5cyZwLjngWeD8fH1dirj4+tN4NmguOdnzwbh6+s4Nf/XX0fiBrZt2rQgf/7bg41ChQuwectSVvw2lxo1Kidl2Pfk5ZObsKDbg6Kw4DC8fO74IPf2JCzIMZiIiYnl8sUreDyWgwJF8mOMYeIPE5i2fCov9XwhWWPN4+1FcODtWEMCQ8lzxxeJPD5eBJ8NsWKN4fKly+TM5eHY9my8bYMc2+Yr6Mu5iHOMmTKMeau/5f2P3yVzlkx37fvZ9i3ZuGZLMrXstny+3pw5ffv4OnsmiHx3HF8PqnOndqz4bV1ShXZf3j55CDwbHPc8KDAEH5+8TmV8fPISGBjiVMbb5/Zg/bXu7VmzaSEffzYGD48cd+3jqVZN2L/3IDdvRiVZ3Hm98xAcL6bgwFDy+Dh/gcjjk4eQIOdjL6/1JcPTKxdhoREAhIVG4OmVK66cn39ZFq6bzVf/m0zxkkXjlg8ZM4BJoz596C9/8Y93cBzXeX2c3xN5fbycYne0zysu9nAr9vB4sd+r3r07/2T7pl0E7FtKwL5lbArYyrEjJ4iOjmH04In8EvAjAfuWUuzxInFfEJNC9ry5uBAYEff8YlAkOfI+ds/ylV6ox5GAvXHPc/jkotfy8Qzc8gkbv1zCpdDzSRabuj9jTLL8uMqDZmaLAx8Bpayf9kAtYBDwLvA+sMcYU856/l28bUsBTYEqwAhrYPcO8I8xxs8Y85ZVrgLwBo5sZFGgpoh4As8CT1p1J5brHw40NcaUxzEQTMhdsYjIk8BQoIG1bX+r7BTg/4wxlYHngBn3eY2KAQ2sff8ArDPGlAWuAU+JSCZgFvCitdwN6JlQG40xm4FFwFvWa/RPIvvNYIzxN8Z8lEjMw4ALxpiy1j7Wikhuq92NjDEVgZ3Am/HqDbeWTwUGGWNOAF9a9fvdkXUFwBjzB45+mGuVuRZvdUJ9HkdEuovIThHZGR19KZHmJr2ePd6me7cObNy0mGzZs8V9KAcHh1KqZA1qVH+Kd94ZzcxZU+Lm06ZWdjc7ZSuXYWzfcfR99g1qN6tFxZoVXB3Wv+LmZueJsiWZ++0Cnm/UkWtXr9HFOtV6S/c3OhETHc2S+StcFOW/1759G/wrlWfSR1NdHcoD+/brOVTza0qjWm0IDQ5jxFjnU+aPlyrO0Pff5O03RromwAd060P24L5DNKzUimfrv8zsGT/x2bcTAajXuBaR4ec4uO9vV4aZoPsNEAoWzk/REoVp6NeSBuWfpmotfypW9cPNzc6LndrQtuEr1Cv3FIcPHqVb/+SflpOQcs/UxLdcUTZOuz2b8GJQJF80H8KUum/i91xtsua++4uSUg/qQQezx40x+40xscABYI1xvMP2A4VxDGy/BzDGrAU8ReTWkbnUGHPDGBMOhAJ576rdYbsx5oy1jz+sei8A14GvRaQNcDWRGDcBs0SkG2C/R5mEYmkAzLOWYYyJtMo2Aj4TkT9wDCxz3Mpc3sNyY0wUjtfEDtz6lL31GpXE8TreujrkW6DOv2xjQubGe3yvmBsBn98qZIw5B1TD8cVhk1W+I1AoXl0LrP93WfEnK2PMNGtQ7u/mdv9TOt1ffyXuwqzg4FDy5/eNW+ebz5ugwGCn8kGBwfjGO72bL59PXDbq8OF/aNXqVWrVbMm8nxZx/PhJAG7evElkpCNb8MeePzl27BTFSxR56LbeT1hQOF7xslBe3l6EBUU4lwmOwMvK5NjtNrLlyMqFcxcJCwpj77b9XDh3kRvXb7B17TZKlC2RbLGGBofhHe9Uf17fPIRap5/jygSF4Z0vrxWrnWzZs3E+8oJj23zxtvVxbBscGEpIYBj7dx8AYOXitU4XALV+8SnqNK7J4F4Jz/9MCj17dGTnjpXs3LGSoOAQ8he4fXzly+/D2TuOr/tp2KA2Q97pxzNtOnHz5s2kDtdJp67t4i7YCg0Jwzff7Syyj29egoJCnMoHBYXEnaW4VSbYyhqGh0UQGxuLMYYfvptHhYplncp988Mn9OsxhJMnTj903O1faxt3YVZYSDje8WLy9s1DaJDzFI7QoFDy+jgfeyHWNI+IsMi4aQleeTyJDD8HwJXLV7h6xfEde/2azbi5uZEzlwcVqpSjftParN75Cx9NG0vVWv588MX7Dxx7u85tmb/me+av+Z7wkPC44x0cx3VIkPN7IiQozCl2R/vC4mK/NS0hd7zY47+P4tfbsEU99u36k6tXr3H16jU2rtmCn38ZSpV5HIDTJ88CsGLRavz8yz1wm+7nUkgkHr63zxjl8MnFxf9v787j7ZzO949/rkRiHltFVRBVisaYUvzaoqh51tZQQw0tJUW1VVRRdECLlipq1m+NJYgkjXkmMZdUJS1VYxAxhAzX74/17GTn5ORMSc7aa5/7/Xrt18l+9j5xPdnn2Guv5173eu3tmZ7Xf6PV+cr3d+CqA86YVloww9/z+ju8/s+XWH7gqnMsW2jfVDxXbrl0dDD7Ud2fp9bdn0r7vWrrv3dKG8+f6Xm2J5NmUa8FtmX6AHEmtr9LmmlcDhhZzXh2NQukf5sNqpnEtWwva/u9Np7/UZVjKjDJ0z9Ot/lv1JlznIX3u5hZwPC6565mu35pb+3fqr1/pyz+dP7l0xZmDR48jD323BmAgQPX5t13J/BqiwHVq6++wYQJExg4MM1S7rHnztxyc6o5XXLJ9KMiiR//+PtcdOGVAHzyk0tMW5C0wgrL8dnPrsC/x744189t9BOj+cyKy7L0ckszT5952HSHr3L/8PtneM79w+/n67ul0oivbPNlRt33OAAP3/Uo/VddkXnnm5fevXux1gZr8p9//meuZX36sWfp1385lu23DPP0mYetdtycO4bOOGl/x9B72GH3rQHYYrtNeOjeR6cd32rHzenTtw/L9luGfv2X46lR/2DcG2/x6v9eY4WV0qK3Df7fQF7451ggdU7Y/9C9OOzbRzPxw4+YW87746WsN3AL1hu4BTfdNJS999wVgPW/uA7vjn+31drYWVlrrdU59w+/ZKed9+ONN8a1/w2z6ZIL/zJtwdaQW0aw2zd3AGCd9QYw4d0JvN6ibvL1195kwoT3WKca6Oz2zR247dbbAWaor91626/x3LPPA7DIogtz+dXnceqJZ/LIQ4/NkdxX/fnaaQuzRgy5a9rPzJrrrsGEd9+bVjZQ88br43hvwvusuW7qLrHD7ltz+5C0QO32oXezwzfSYrwdvrENt9+WjtfXrn5h7dVQr16889Z4fnvKuWyy1nZ8bb0dOeqgY3no3kc79WHpLxdfyy6b7c0um+3NiCF3s/1uqe5+wLpr8N6E96aVDdS8+fo43n/vfQZU2bffbatpGe8Yeg87Vtl3/MY23FF3vLW/95WXX2W9Ddemd+/ezDNPb9bbcG3GPP9vXnvlDVb63Ios/om0sGrDr6zPmOfHdvic2vPyE2NYYoWlWewzS9K7T2++sN0GPDd85AzPWXr15dn+1O9w5QFn8P64d6cdX2TpJZin6rKmYFXDAAAgAElEQVQy3yIL0G+9VXhzzCuE7tNsZQZzapByD7AncLKkr5IuUb/bRlH3BKDd6bdqVnEB27dKug8Y08ZzV7L9EPCQpK1Ig9qOuB24QdKZtsdJWqKanR0GHAb8pvr716ouo3fVaGAFSZ+1/S9gb+CuNs6xQ/9GLcwq83DgUFIZB5IWBx4E/lDLI2lBYNm6mePWTAC6ei2oK+fTIUNvu4Mtt9yEp56+iw8/+JCDvzu9iuGBB2/lSxukN8Uf/OB4/nT+6cw3/3wMG3YnQ4feCcBuu23PQQenllI33TiUyy67BoCNNvoixx1/JJMnT2bq1KkcfvixvP32+LlxCjOYMmUqZx1/Dr+58pf06tWLIX+9jX//8z/s98N9GP3EP7l/+APc+n9D+OlZP+HKey/l3XcmcNIhqYPDe+Pf45oLruWPt/wBbB6842EevP2huZh1Cqceczrn/99Z9O7dixv+cjMvjB7LoT86kGeeeI47h97D9VcN5rTfn8CtD17D+Hfe5eiDjwfghdFjGXrTCG665y9MnjyFU35y+rR6xVN/ega/OvdE+vTtw0v/eZnjB6UKo2NPO4q+fftywdWpScmTI5/mpB/9eq6dH8CtQ0bw9a9vyuhn7+ODDz/kgAOmV+M8+sgw1huYPlT88rRj+eY3dmKBBebn32Me5c8XX8VJJ5/Jr047noUWWpD/+8v5ALz00svstPN+czVzzYhhd7PZ5l/mgcdu48MPJnLEodM7cgy/53o2/3/pQ+AxR53M7849lfnmn5fbh98zrWvB8Sf9kNXXWBVjXnrx5WnlBPsfuAcrrtiPI350CEf8KK3r/OZOBzDuzbeYE+76+318+WsbMvTh65n4wUR+OujkaY9df/sV7LzpXgCc9ONfc9rZP2Pe+eflnhH3c/eI9KHvwrMv48wLTmXXPbfnf/99lSMOSO3Gtth2U7617y5MnjKFjz6cyFEHz/kOJXf//T6+vNmGDHnoOiZ+OJHj6rJfN+Jydtks/b/m5B//mlPO/hnzzjcv9454gHtq2c+5lDMvOJWd99ie//33FY468Ng2/95hg29n/Y3X44Y7rwTDvXc8wJ3D7gXg3NMv5NK//ZHJkyfzyn9f5aeHnzTHznPqlKnc8rNL+PZlP6ZX716Muvou3nj+ZTY9Yhdefmoso/8+ii2P2YO+C8zHN85N1XvjX36Tqw48kyU/+2m2PHZPwIC474JbeH307M/uzw1Hn/BLHnnsSd55510223EvDvnO3uyy3Za5Y4UW1N5Iulr4c7PtNar7l1T3r609Rrpc/mdSresHwEG2n5T0c+A926dX3/s0sK3tf0u6ChgADAFuIdVlbls97/ekGs6hwI3AfKSZxNNtXzqLnNcDK1fPG0EauH2l9ve2k2Uf4GjSLORjtvetakr/AHyeNOi/u5r9be2/3fLvfs/2Qi0fk7QZcHr19z0CfA9YorVzrBZvXUCaId21tbpZSXdW5/dodb/VzNWA+Q/AutU5nmj7ekmbAr8C5q3+yuNs3yTp38B6tt+UtF6V6auSPkeaQZ4KHNZa3aykfavv/X51v/7vmvaat1Y3W7PgAisUvzXJwCU+mzvCHPHmpLYuRpThubcb802ys5ZcYM72CM1lsb6NXXfeEb0aePV9Z+wyf/n/nzr+0ZPbf1IB+nyyf7f+UC2x8Mpz5X32rQnPZ/nlaHcwG0J3i8Fs44jBbOOIwWzjiMFs44jBbNc022C24WohQwghhBDC3NNsE5nFDWYlHQu03MbkGttzfa9RSfsxvXVXzX22D53L/90/AC373J5l++K5+d9tS87XIYQQQghdl7PzwNxQ3GC2GixlGTBVg8duH0DO7cFyV+R8HUIIIYQQaoobzIYQQgghhK5rtjKDjvaZDSGEEEIIoeHEzGwIIYQQQg8yNWZmQwghhBBCaAwxMxtCCCGE0IM4uhmEEEIIIYRSRZlBCCGEEEIIDSJmZkMIIYQQepBozRVCCCGEEEKDiJnZEEIIIYQeJBaAhRBCCCGEYkWZQQghhBBCCA0iZmZDCCGEEHqQmJkNIYQQQgihQcTMbAghhBBCD9Jc87KgZptqDqEjJB1k+0+5c8yOZjgHiPNoJM1wDtAc59EM5wBxHqF7RJlB6KkOyh1gDmiGc4A4j0bSDOcAzXEezXAOEOcRukEMZkMIIYQQQrFiMBtCCCGEEIoVg9nQUzVD7VMznAPEeTSSZjgHaI7zaIZzgDiP0A1iAVgIIYQQQihWzMyGEEIIIYRixWA2hBBCCCEUKwazIYQQQgihWDGYDSGEEEIIxYrBbOjRJC2UO0NnSFpK0kWShlT3V5P0ndy5ukLSRpIWrP68l6QzJS2fO1dnSFpT0ver25q583SFpD6SDpd0bXU7TFKf3Lk6S9JnJN0g6Q1Jr0u6TtJncufqrGZ4PSRd3pFjjU7SrzpyLOQXg9nQ0/0jd4BOugQYCny6uv9P4AfZ0sye84APqkHgUcALwGV5I3WcpEHAlcCnqtsVkg7Lm6pLzgPWBc6tbutUx0pzMXATsAzp92Nwdaw0zfB6rF5/R1Jv0jmVZvNWjm3V7SlCu+bJHSCEuU3SkbN6CChqZhb4pO2rJR0DYHuypCm5Q3XRZNuWtAPwe9sXFTbL/B1gfdvvw7QZmweAc7Km6ryBtutnlW+X9ES2NF23pO36weslkkr8oFfs61H9f+mnwPyS3q0dBj6moD6tkr4HHAL0l/Rk3UMLA/flSRXaEjOzoSc4FVic9D+i+ttClPc78L6kTwAGkLQBMD5vpC6bUL357Q3cIqkXUNLlVAH1HySmVMdKM0XSSrU7kvoz43mVYlxVrtK7uu0FjMsdqguKfT1sn2Z7YeA3thepbgvb/oTtY3Ln64SrgO1IM/3b1d3Wtb1XzmChdbFpQmh6ku4HDrM9spXHXrK9XIZYXSJpHdLM3xrA08CSwK62n2zzGxuQpKWBPYBHbN8jqR/wVdtFlBpUM/77ADdUh3YELrH9u3ypOk/SZqTL8WNIg/Hlgf1s35E1WCdV9dbnAF8ifdi7Hzjc9otZg3VSE70ey5KyT7sCbPvufIk6TtISbT1u+63uyhI6JgazoelJWgUYZ/vNVh5byvZrGWJ1maR5gFVIb3SjbU/KHKnLqgHIyrb/LmkBoLftCblzdVT14WLj6u49th/LmaerJM1L+pmC9DP1Uc48PV3pr4ekXwLfJK1JqM0q2/b2+VJ1nKSxpA9ErV1pse3+3RwptCMGs6FHqBYg/Mr2D3NnmR2SDgWutP1OdX9x4Fu2z82brPMkHQgcBCxheyVJKwN/tL1Z5mgdVv37L8eMs0+j8iXqvOp3YxtgBWY8jzNzZeoKSSsChzHzeRQxgKpphtdD0mhgQGmD8BpJG9u+V9J8tifmzhPaFwvAQo9ge4qkjdt/ZsM70PYfandsv10NCosbzAKHAl8EHgKw/bykT+WN1HGSTgb2JXVhqM0KGNg0V6YuGgxMBJ4CpmbOMjv+BlxEOp+Sz6MZXo8xpPr3IgezwFmk7gv3k7pJhAYXg9nQkzwm6SbgGuD92kHb1+eL1Gm9JcnVJZVqFqdv5kxd9ZHtj6V0Ja8qnyjpUtHuwEq2P84dZDZ9xvaA3CHmgIm2z84dYg5ohtfjA+BxSSOoG9DaPjxfpE6ZJOlPwGckzfQzVdB59BgxmA09yXyk1c31M2cGShrM3gb8VdL51f2Dq2MluktSrY3P5qRWOIMzZ+qMp4HFgNdzB5lNQyRtYXtY7iCz6SxJJwDDmHEAVVTZB83xetxU3Uq1LfA1YEtgpoXDofFEzWzoMSR9wnaJrXqmqdpXHQzU6kqHAxfaLqJ1T73qXL4DbEFaaDGUdC5F/E9J0nrAjaRBbf3gqbQazZ2AK0ht6iaRXgvbXiRrsE6SdBqpzdsLTL88b9tFlX000esxP9DP9ujcWbpK0pq2Z9njV9Ixtk/rzkyhdTGYDT2GpOeBx0ltb4aUMmgKjUnSM8D5tKhttH1XtlBdUK3c3gF4quTfCUn/AlYrveyjGV4PSdsBpwN9ba8oaS3gpNI+6LVH0ijbUVPbAKLMIPQknyNdOtofOFvS1aS+oP/MG6vjJG0E/Jzp/RtrszbFtIqR9BRt1MYWVC/4QZPUaL4EPF3qwKlOs5R9NMPr8XPS4s47AWw/Xm3+0GxK3CSlKcVgNvQY1ZvDcGC4pE1Il/IOqbaK/IntB7IG7JiLgCNIdVzFlRZUts0dYA65p7q0fRNl12iOAe6UNIQZz6OYVlCVxYDnJD1CwWUfNMfrMcn2+NrizkqpnRnaUvIHjqYSg9nQY1TbwO5Fqqt7jdST8iZgLVKHgxXzpeuw8baH5A4xO2z/J3eGOWTt6usGdcdKbM01trr1pdzOGAAn5A4whzTD6/GMpD1I3VdWBg4ntblqNjEz2yCiZjb0GJL+CVwOXGz7vy0e+7HtX+VJ1nHVzjq9SR0YipwNlHSv7Y0lTWDGmY0iF7qExiNpidhyNJ9qN79jmXFx58mlbUAgaSPb983qmKSf2j41T7pQLwazoceo7886i8fPsX1Yd2bqLEmt7c9e3IrtkildO92NNBC/ljQTuwPwLHC+7SIup0pamjSbORX4GelKxc7Ac8Ag269kjNdhVR35haTz2B/4BdCfNKu5eyHlQ03zejST1hZ4xaKvxhRlBqHH6MCCio26JchssL1J7gxzUqHbwf4B+BRpsLQDMC+pXGUbYFVgUL5onXIJcAuwIHAHcCXpHHYE/kg6txL8lrSBxUKk89mx2op0HeAcCvi9rlxCc7wetbZ1P2XmLXmLWNwp6UvAhsCSko6se2gR0pWx0GBiZjaESimfuCVtA6xO2gQCANsn5UvUNXXbwY6hoL6gkp6y/QVJfYBXgWWqnczmAUYV9Ib9mO21qz+/aLtf3WOP214rX7qOa3Eez9r+fN1jRfxOQ/O8HgCSRgNHM3PbuiLq5SV9Bfgq8F3SB4maCcBg28/nyBVmLWZmQyiIpD8CCwCbkC6t7go8nDVU15W6HexkANuTJD1Sy297sqQiSgwqver+fFkbjzW6+qzHtHispAVUzfJ6ALxhu9gdwKpe0XdJuqSUAXhPF4PZEKYrYWXqhrYHSHrS9omSzgBK7W5Qal/QVyUtZPs921+vHaxqHksamN9Ydx7H1Q5K+ixQTO9l4HhJC9j+wPbfagclrcTMg8JG1iyvB8AJki4ERjDjQtWStg4HmFfSn5i5XKKhrx71RFFmEEJF0r62L8mdoy2SHrK9vqQHSYtDxgHP2P5s5mid1izbwdZIWhBY0Pbr1f3VbT+TOdZsk7SP7Utz55hdJSzw7IgSXg9JV5Dqx59hxhKi/fOl6ryqB/kfadHX2/bIbKFCq2IwG3oMSYOZucn1eOBR0ir0hm8bI+l40qKWzUgLkQxcaPv4rMG6oFm2g52Vkuo12xLn0VhKOA9Jo22vkjvH7JI00va6uXOE9kWZQehJxgBLAn+p7n+DVND/OeAC0mYKDc32ydUfr5N0MzCf7fE5M82GZtkOdlZKKFvpiGY5j2ZRwutxv6TVbP8jd5DZNFjSIcANzHj1KHoYN5gYzIaeZEPbA+vuD64W8AysZgkblqSd23isxFo0aJ7tYGelWS57Nct5NIsSXo8NgMcljSX9btc2RCmi00edfaqvR9cdM6mPcWggMZgNPclCkvrZfhFAUj9Sb0po/IU727XxmEk7gpWmWbaDbXYlzAR2RJxH9/l6+09pfLZL2OI8EIPZ0LMcBdwr6QXSG8KKwCHVwp2GXlBhe7/cGea09jaAKGGhSzsa/QNSR93X/lOKcFbuAHNIw74ekpao/jgha5A5pNqW90ign+2DJK0MrGL75szRQguxACz0KJLmJa2yBRhdwqKvlppl04T2NPpCl2pb2z2B/rZPqmb6l7ZdVN9fSYsCPwf+X3XoLuCkUmqxZ7Gwc5pSumO02GlqJrbP7K4sXVWVFZjWZ49tu6jL85L+Supk8G3ba1SD2/tL2sCip4iZ2dDTrAysQhoIrlnVmxbTi7LJNk1oT6NfTj2X1IVhU+Ak0mzUdcDAtr6pAf2Z1B5t9+r+3sDFpNZvJTi9+rozsDRwRXX/W8BrWRJ1zcLV11VIP0O1TQe2o5Df8Sa8LL+S7W9I+haA7Q+qD7GhwcRgNvQYkk4gbVG4GnArsBVwL2U1Vm+mTRPa0+iXjda3vY6kxwBsvy2ppB2nalayvUvd/RMlPZ4tTSfVWrlJOsP2enUPDZb0aKZYnWb7RABJdwPr2J5Q3f85cEvGaB0mqc0rKQUu7vxY0vxU/y+qNuL4qO1vCTnEYDb0JLsCawKP2d5P0lJMn8UpxYfV1w8kfZq0acIyGfPMTY0+AzJJUm+mv9EtSV2/3IJ8KGlj2/cCSNqI6T9nJVlQUn/bYwAkrQgsmDlTVyzFjPXWH1fHSnBGG4+VuLjzBOA2YDlJVwIbAftmTRRaFYPZ0JN8aHuqpMmSFiFto7pc7lCddLOkxYBfk2q5IJUbNKOGXehSOZvUf/JTkk4hfVg6ru1vaUjfAy6tamcFvEWZb9hHAHdKGkM6j+WBg/NG6pLLgIcl3VDd35EGX6Ba096iztLYHi5pFKnjioBBtt/MHCu0IhaAhR5D0rnAT4FvkjobvEeapS1mi8Xqktf3SIt1DNwDnFfoQralgFOBT9veStJqwJdsX5Q5WodJWpW0G5uAEbafzRypy6oPeNh+N3eWrmqxwPM520VeEq4u19cW5N1t+7GceTpLUh/S/6e+XB26k7TL4qRsobpA0k7A7bXFkNVEwldt/y1vstBSDGZDjyJpcdIisNVICy6esH133lQdJ+lq0kKjWnnEHsCitnef9Xc1JklDSAuNjrW9pqR5SB8uvpA5WodU9XP/tf2RpK8CA4DLbL+TN1nnVG/Q3wZWoO5qne3Dc2Xqiro2SsvbPrDkNkqSNgZWtn1xVb6ykO2xuXN1lKQLgT5Mn1HeG5hi+4B8qTpP0uMtOxdIesz22rP6npBHlBmEHkPSAcAg4DPA46RLRw9QVh3XGrZXq7t/h6RSt4z8pO2rJR0DYHuypCm5Q3XCdcB6kj4LnE9afX4VsHXWVJ13K/Ag8BRl1vzWXEwqvflSdf9l4BqgqMFstVB1PVJXg4tJg8IrSPWapRhoe826+7dLeiJbmq7r1cqxGDc1oHhRQk8yiNTy5kHbm1SXiE/NnKmzRknawPaDAJLWB4pZsd3C+5I+wfQFVBsARfQ2rUytBuA7A7+3fU6ts0Fh5rPdZo/TQjRLG6WdSLvjjQKw/T9JC7f9LQ1niqSVbL8AIKk/UNIH1ZpHJZ0J/KG6fyjT1yqEBhKD2dCTTLQ9URKS5rX9nKRVcofqCElPkQZ9fYD7Jb1Y3V8eeC5nttlwJGk2cyVJ9wFLkhZRlWJSNXD6NtO3G+6TMU9XXS7pQNIM5rQaU9tv5YvUJc3SRulj25ZUO48SOzIcTbpqVL8Yr8RdDA8Djgf+Svq5Gk4a0IYGE4PZ0JP8t6oP/BswXNLbwH8yZ+qobXMHmNNsj5L0FdLlVJF2ZCtpgch+wHeBU2yPrVpBXZ45U1d8DPwGOJbpvX0NFLVbE83TRulqSecDi1UfMvYHLsicqcMk9SK1dqttUAPpd7u4Dxa23wd+ImnB6s+hQcUCsNAjVYOoRYHbbH/c3vPDnCdpN9K//wRJxwHrAL8osLF60arZsy82Q8uhqmyl1kbpwVLPSdLmwBak8xhqe3jmSJ3SLIukJG1Ian24kO1+ktYEDrZ9SOZooYUYzIYQsqh2MRtQrdw+mbQt6c9sr585WodUq+VPI3XGmK92vMD954cBO9r+IHeW2SVpWdIl7fquDMV0K6lXtUqrP49iyj4knU5aXHu9Cx5kSHqIVPp0U21wLulp22vkTRZaijKDEEIutQUh2wAX2L5F0i9yBuqki0mXtn8LbEIqO2ht9XOjex94XNIdzFgzW1prrl8B3wCeYXpXBgNFDWYlHQycCEwknYcor+zjYFJN/GRJE6nOwfYieWN1nu2XWqwjLHEhW9OLwWwIIZeXq9rAzYFfVQ3vSxoMzm97hCTZ/g/wc0kjgZ/lDtZJf6tupduR1Fe2uNrMFn5IasFXZIkEgO3Sui/MyktVqYGrjSAGAcVujNLMYjAbQshld+DrwOm235G0DGkVdCk+qha7PC/p+6S+pgtlztRpti+V1Bf4XHWotIV4NWNI3SRKH8y+AETJR2P4LnAWsCzp93sY0c2gIUXNbAghK0mfYsaa0xczxukwSQNJszSLkWp+FwV+XesBXIpq97JLgX+TLgcvB+xT2sBD0nXAmsAIyi6XWJtUwvIQhZ5HXcnHP5h+Wd62t8+XqnMk9QYOt/3b3FlC+2IwG0LIQtL2wBnAp4HXgX7Ac7ZXzxqsk6qFOrY9IXeWrqhKI/awPbq6/zngL7bXzZuscyTt09px25e2drxRSXoYuJcWO7KVdB6SRgMDSi/5kPSI7YG5c4T2RZlBCCGXk0ltlP5ue21JmwB7Zc7UYZLWI82gLVzdHw/sb7u0HYL61AayALb/WdUHFqOaRdvC9p65s8wBfZpgR7ZmKfm4V9LvSZsmTOszG+0DG08MZkMIuUyyPU5SL0m9bN8h6Xe5Q3XCn4FDbN8DULUYuxgYkDVV5z0q6ULgiur+nhS2RbLtKZKWl9S3CfpGD5F0EDCYcndk+4DUIaPokg9grerrSXXHDGyaIUtoQ5QZhBCykPR30gr0XwKfIJUaDLS9YdZgHdRaY3hJo2yvkytTV1RdJA4FNq4O3QOcW9olYkmXAZ8nbZFcP4t2ZrZQXSBpbCuHXVL/4mYp+WiPpH2a7ZxKFYPZEEIW1Z7ztR6Ue5IWUF1pe1zWYO2QVBusfhuYH/gLabbmG8DEki4RV5fnL2uGy/OSTmjtuO0TuztLAEnzA/3qS1iaTYkfXptVDGZDCNlIWhr4Imkw+IjtVzNHale1ucCs2HZRlyAl3Qts2gSX55uCpAVIGw70s31QtdPcKrZvzhytwyRtR9rRr6/tFSWtBZxUUjeDjmiWbXubQdTMhhCykHQAaYOB20mzs+dIOsn2n/Mma5vtTTryvIIuQY4B7pNU+uX5JYEfAaszY6u3oj5ckOquRwK1cpuXgWuAYgazwM9JH1LvBLD9uKRiyiQ6IWYDG0RJu+2EEJrL0cDatve1vQ+wLvDjzJnmpEG5A3TQC6SBUi9SZ4barTRXAs8BK5K2g/038EjOQF20ku1fA5MAbH9A+rBXkkm2x7c4NrXVZ5attNelacXMbAghl3FAfW/WCdWxZlHEG12tprT0frnAJ2xfJGmQ7buAuySVOJj9uKo3NYCklSivxdUzkvYAeldlEocD92fO1GmSVrQ9to1j92WIFVoRg9kQQreSVFsg9S/gIUk3kt64dwCezBZsziviEmQT9cutbcH7iqRtgP8BS2TM01UnALcBy0m6EtgI2Ddros47DDiWNAi/ChgK/CJroq65Dmi5wOta0lUkbH+/2xOFVsVgNoTQ3WqXsF+objU3ZsgyNxUxM0vz9Mv9haRFgaOAc4BFgCPyRuo828MljSJtKCJgkO03M8fqlKo04tjqNhNJ59g+rHtTdZykVUm114tK2rnuoUWoq8cOjSMGsyGEbtXRVkkFvOE1yyXIKbWBLIDteyVNzhmoK+pW+48HOrRIrxFJErAV0N/2SZL6Sfqi7YdzZ5uDNsodoB2rANsCiwHb1R2fAByYJVFoU7TmCiE0pEbv4dhaPkkjba+bK1NXVLuuzdQvl2pHsFK27pT0OeA8YCnba0gaAGxvu6jL25LOIy2W2tT25yUtDgyzPTBztDmm0X+3ayR9yfYDuXOE9sXMbAghdEITXoJcs/ractOBtSlr684LSB0yzgew/aSkqyivVnN92+tIegzA9tuS+uYO1UPtJOkZ4ENSHfMA4AjbV7T9baG7xWA2hBA6p6kuQbbXN7egfrkL2H44XaWfprhyCWBStTNbrZvBkjRfW6tS6sm3sP0jSTuRWr3tDNxNddUiNI4YzIYQGlVDvuHZvhG4sQddghwElDCYfbNqY1UbBO4KvJI3UpecDdwAfErSKcCuwHF5I3WNpAWqxWAtndXtYbqmT/V1G+Aa2+NbfFgKDSIGsyGERtWQb3iSzq7787daPm778O5NNNeV8u59KPAnYFVJLwNjgT3zRuo821dKGglsRvq339H2s5ljdYqkDYELgYWAfpLWBA62fQiA7UsyxuuMwZKeI5UZfK+aJZ+YOVNoRSwACyFkIWkwM/diHQ88CpxvuyHfNCT9l9RyaHHg7ZaPF3JJvsNKWaxTI2lBoFfLzR8avVxCUps9cW2/1V1ZZpekh0gzyjfZXrs69rTtNfIm67zqdRlve4qkBYBFbL+aO1eYUczMhhByGQMsSVpFD2kV/QTgc6TFPHtnytWed4HhwBDgq5Qzc9lVRZ2f7fdn8VCjl0uMJH24E9CP9EFJpNrsF0nb9BbD9kstLslPyZWlqyT1AfYCvlydy13AH7OGCq2KwWwIIZcNW7QbGizpEdsDqxXEjeqPwAigP2kAUiPSYKR/jlBd1UT9ctvT0INy2ysCSLoAuMH2rdX9rYAdc2brgpeqUgNXA8JBQFGlEpXzSHWz51b3966OHZAtUWhVlBmEELKQ9Cywpe0Xq/v9gKFVb83HapcnG5Wk82x/L3eO2dUs/XLbU0q5hKSnbH+hvWONTNInSTXvXyN9iBhG2slsXNZgnSTpCdtrtncs5BczsyGEXI4C7pX0AukNb0XgkKrmsZEvBwNQ+kC2CfvltqehZ2br/E/ScUxv/7Qn8L+MeTqt2n63uMV3rZgiaSXbLwBI6k+B5RI9QQxmQwhZ2L5V0srAqtWh0XWLvn6XKVZP0lT9cjuglHKJb5E2sLiBVLZyd3WsGJIuJc3EvlPdXxw4w/b+eZN12tHAHZLGkD4MLQ/slzdSaE2UGYQQspG0BrAadTOBtgc8/VUAABC5SURBVC/Ll6jnaZZ+uZIGAReTBuMXknYw+4ntYVmDdZGkBdtYzNbQWisTKqF0qDWS5iV98IP0gfujnHlC62JmNoSQhaQTSN0AVgNuBbYC7gViMNsNmrBf7v62z5K0Jalt2t7A5aR6zWK016O1EL0kLW77bZjW3qq48Ua1E9uWwAqk/F+ThO0zswYLMynuhyuE0DR2BdYEHrO9n6SliG0iu9POtNEvt0C1mtitgcttP6Myt2v6LWkAdROA7SckfTlvpE47A3hA0jWk12VX4JS8kbpkMGmThKdovi2Fm0oMZkMIuXxoe6qkyZIWAV4Hlssdqgdptn65IyUNIy0kPEbSwhQ6ACm9R6vty6pdzDapDu1s+x85M3XRZ2wPyB0itC8GsyGEXB6VtBhpg4SRwHtA8bWbBWmqfrnAd4C1gDG2P5D0CcpcrNMsPVqfI834zwOp9V6tDV9BhkjaotS6654kFoCFELKTtAJpm8gnM0fpcZqoX65I7aD62z6p6lu8tO2HM0frlGbo0SrpMFJHhtdIs8oCXNosp6SdSKVPvYBJTD+PRbIGCzOJwWwIIZuqZc/KzNjN4O58iUKpJJ1HKivYtNp4Y3FgWItd5hpateDocNu/zZ1ldkj6F7B+SQPw1kgaC+wAPOUYLDW0XrkDhBB6JkkHkHpoDgVOrL7+PGemULT1bR9KWrBDtZK+b95InWN7CrBH7hxzwEvA+Nwh5oCXgKdjINv4omY2hJDLIGAg8KDtTaodqU7NnCmUa1I1s2kASUtS5gKweyX9HvgrMK3PrO1R+SJ12hjgTkm3ANP6shbY0qp2HkMo+zyaXgxmQwi5TLQ9URKS5rX9nKRV2v+2EFp1NmnXrE9JOoXUDuq4vJG6ZK3q60l1xwxsmiFLV71Y3fpS2Ox4C2OrW+nn0fSiZjaEkIWkG0irzX9AeqN+G+hje+uswUKxqtn9zUgLdUbYLrELQJsk7WP70tw5Akg6x/ZhuXOEGMyGEBqApK8AiwK32f64OjZtB6EQZqXaXWqWbL/VXVm6g6RRttfJnaM1kn5n+weSBlOVe9SzvX2GWHNNI78WPU2UGYQQsrN9VyuHRwDxRhHaM5I0cKrfZaB2v8R+ue1p5M0tLq++np41RehxYjAbQmhUjfymHRqE7RVzZ+hmDXs51fbI6uu0D6dVi7Tlood0mJtiMBtCaFQN+6YdGoekVavFg63O4hfWBaAjGv5DnqQ7ge1JY4yRwOuS7rN9ZNZgc17DvxY9RQxmQwghlOxI4CDgjFYeK60LQEfclztAByxq+92ql/Rltk+QVOzMrKQFbH/QykNndXuY0KrYNCGE0Khi1iO0y/ZB1ddNWrkVN5CVNEjSIkoukjRK0ha1x21/P2e+DppH0jLA7sDNucN0laQNJf0DeK66v6akc2uP274kV7Ywo5iZDSFkI2ljYGXbF1dN7heyPbZ6eLOM0UJhqg0TtgFWoO69rcAG9/vbPkvSlsDiwN6khVXD8sbqlJNIO/rda/sRSf2B5zNn6orfAlsCNwHYfkLSl/NGCq2JwWwIIQtJJwDrAasAFwN9gCuAjaD5WiqFuW4waSvbpyhz56+a2hWJrYHLbT8jqairFLavAa6puz8G2KV2X9Ixtk/Lka2zbL/U4p9/Sq4sYdZiMBtCyGUnYG1gFIDt/0laOG+kULDP2B6QO8QcMFLSMGBF4Jjqd6LkwXlrdgNKGMy+JGlDwJL6kLbgbrqNOJpB1MyGEHL52GnXFgNIWjBznlC2IfW1pQX7DvATYGC16Kgvaae8ZlLKTPN3gUOBZYGXSVsNH5o1UWhVzMyGEHK5WtL5wGKSDgT2By7InCmU60HgBkm9gElUmybYXiRvrE4zsBqwLan2dEFgvqyJ5rwi2u7ZfhPYM3eO0L7YzjaEkI2kzYEtSAOPobaHZ44UCiVpLLAD8JQLfmOTdB6prGBT25+vNh0YZntg5mhzjKTHbK+dO0d7JF0KDLL9TnV/ceAM2/vnTRZaipnZEEI2todLeojq/0WSloiFX6GLXgKeLnkgW1nf9jqSHgOw/bakvrlDzWHXtP+UhjCgNpCFaa9Fww/Ce6IYzIYQspB0MHAiaQX6VKrLwkD/nLlCscYAd0oaAnxUO1hga65JVZuxWi35khS2AEzSr4FfAB8CtwEDgCNsXwFg+9SM8Tqjl6TFbb8N6cM2MW5qSPGihBBy+SGwRlWXFsLsGlvd+la3Up0N3AB8StIpwK7AcXkjddoWtn8kaSfg38DOwN2k1nslOQN4QNI1pA/buwKn5I0UWhOD2RBCLi8ArW0RGUKn2T6xrcclnWP7sO7K01W2r5Q0krRpiIAdbZfWDqpP9XUb4Brb4wtrlQuA7cuq12KT6tDOtv+RM1NoXSwACyFkUdWeXQw8xIyXhQ/PFio0LUmjbK+TO8esVJewZ6mkWnJJp5H6SH8IfBFYDLjZ9vpZg3VBVfKxFDPuKvdivkShNTEzG0LI5XzgdsrfsSmEOWEkqU62fgqzdr+YWvKqNdpg4DfAeNtTJH1A6jRRFEmHAScAr5F2/qq9Fs2wOUdTiZnZEEIWpbTnCc2h0Wdmm0mz/G5L+hepu8S43FlC22JmNoSQyxBJB5FmcerLDIq5nBqK0tBFm5JWtf2cpFYH3LZHdXem2TBC0i7A9YW3SnsJGJ87RGhfzMyGELKomty3ZNtFXE4NjaOqa/yV7R+28Zx9bV/Sfak6R9KfbB8k6Y5WHrbtTbs9VBdJmkDauWwyqfVekbuxSboIWAW4hbLbvTW9GMyGEEIonqQHbW+QO0doHpJOaO14e50zQveLwWwIoVtJ2tT27ZJ2bu1x29d3d6ZQvmob2GVJu0u9Xzte2s9TNcu8DbACM66gL2o2sNr6dWVgvtox23fnSxSaWdTMhhC621dIXQy2a+UxA0UNPkLDmA8YB9Rfji/x52kw6dJ8sV0+JB0ADAI+AzwObAA8wIyvTcOS9DvbP5A0mGontnq2t88QK7QhZmZDCFlIWtH22PaOhdCTSHrSdtGtnyQ9BQwEHrS9lqRVgVNtt3o1ptFIWtf2SElfae1x23d1d6bQtpiZDSHkch3QcuX2tcC6GbKEwklaEjiQmS/P758rUxcNkbSF7WG5g8yGibYnSkLSvFWXhlVyh+oo2yOrr9MGrVXZxHK2n8wWLMxSDGZDCN2qmqVZHVi0Rd3sItTV14XQSTcC9wB/JzW4L9WDwA3V5gOTKLMTwH8lLQb8DRgu6W3gP5kzdZqkO4HtSWOlkcDrku6zfWTWYGEmUWYQQuhWknYAdiS9SdxU99AE4P9s358lWCiapMdtr5U7x+yqWtbtADxVeI9WAKpL9YsCt9n+OHeezqht/lDVAC9n+4RmKANpRjEzG0LoVrZvBG6U9CXbD+TOE5rGzZK2tn1r7iCz6SXg6dIHspI2Bla2fXFVArIsUFo9/DySlgF2B47NHSbMWgxmQwi5jJM0AljK9hqSBgDb2/5F7mChSIOAn0r6iHIvzwOMAe6UNIRCG/VX/VnXI204cDHQB7gC2Chnri44CRgK3Gv7EUn9geczZwqtiDKDEEIWku4CjgbOr+3jLulp22vkTRZCPs3QqF/S48DawKi63+2muzwv6Rjbp+XOEWJmNoSQzwK2H5ZUf2xyrjChbJJG2N6svWONrr1Bq6RzbB/WXXm66GPblmQASQvmDjSX7AbEYLYBxGA2hJDLm5JWompKLmlX4JW8kUJpJM0HLAB8smqfVPt0tAipTrPZlHCp/mpJ5wOLSToQ2B+4IHOmuUHtPyV0hxjMhhByORT4E7CqpJdJi0P2zBspFOhg4AfAp0ntk2omAL/Pkih8TGqR9i6pbvZntofnjTRXRJ1mg4jBbAihW0kaZPssYBnbX6suQfayPSF3tlCe6mfpLEmHAX2BjUmDjHuAC3Nm68E+BRwOjAL+TBrYNqOYmW0QvXIHCCH0OPtVX88BsP1+DGTDHPBl4PPA2aSfrdWAy7ImmjsafgBl+zhgZeAiYF/geUmnVmVFzeSa3AFCEoPZEEJ3e1bS88Aqkp6suz0lKbaKDF21uu0DbN9R3Q4EiuqMIam3pNPbedpZ3RJmNlV9cl+tbpOBxYFrJf06a7BOkPRrSYtI6iNphKQ3JO1Ve9z2qTnzhemiNVcIodtJWprUv3H7lo/ZLm7by5CfpCuA39t+sLq/PnCo7W/nTdY5kh60vUHuHLND0iDg28CbpFKPv9meVG3R+7ztImZoa7vKSdoJ2BY4Erjb9pqZo4UWomY2hNDtbL8KxBtCmJPWBe6X9GJ1vx8wWtJTpInCUnqcPibpJtIl7PdrB21fny9Spy0B7Nzyg6ntqZK2zZSpK2pjpG2Aa2yPb9FKMDSIGMyGELqVpKtt714bZNQ/RFmDjtBYvp47wBwyHzAO2LTumIFiBrO2W934oXrs2e7MMptulvQc8CHwvWpb3omZM4VWRJlBCKFbSVrG9iuSlm/t8SgzCCE0CklLAONtT5G0ALBIdWUpNJAYzIYQQggNopr9OxBYgbqrp7b3z5WpJ5O0ITO/Fs3YJaNoUWYQQuhWkibQerPxWpnBIt0cKYRGciOpR+7fgSmZs/Roki4HVgIeZ/prYZqz5VvRYmY2hBBCaBC1FfS5cwSQ9CywmmOg1PCiz2wIIYTQOG6WtHXuEAGAp4Glc4cI7YuZ2RBCCKFBVGU4CwIfAZOI8ptuJ2kwqZxgYWAt4GHS6wGA7Zn6Y4e8omY2hBBCaBC2F86dIdDeLmyhwUSZQQghhNAgJI3oyLEw99i+y/ZdwNa1P9cfy50vzCwGsyGEEEJmkuarepp+UtLikpaobisAy+ZN12Nt3sqxrbo9RWhXlBmEEEII+R0M/AD4NDCy7vgE4PdZEvVQkr4HHAL0l/Rk3UMLA/fnSRXaEgvAQgghhAYh6TCgL7AxaRHSPcB5tmMb1W4iaVFgceA04Cd1D02w/VaeVKEtMZgNIYQQGoSka4DxwJXVoT2ARW3vni9VzyWpN7AUM+4A9mK+RKE1MZgNIYQQGoSkf9herb1jYe6T9H3g58BrwNTqsG0PyBYqtCpqZkMIIYTGMUrSBrYfBJC0PvBo5kw91Q+AVWyPyx0ktC0GsyGEEELjWBe4X1LtUnY/YLSkp4hZwe72EqnkIzS4GMyGEEIIjePruQOEacYAd0q6hRl3ADszX6TQmhjMhhBCCA3C9n9yZwjTvFjd+la30KBiAVgIIYQQwixIWgjA9nu5s4TWxQ5gIYQQQggtSFpD0mPAM8AzkkZKWj13rjCzGMyGEEIIIczsT8CRtpe3vTxwFHBB5kyhFTGYDSGEEEKY2YK276jdsX0nsGC+OGFWYgFYCCGEEMLMxkg6Hri8ur8XqcNBaDAxMxtCCCGEMLP9gSWB66rbJ4H9siYKrYrBbAghhBDCzFYCliONlfoCmwF3Z00UWhWtuUIIIYQQWpA0Gvgh8DQwtXY8egE3nqiZDSGEEEKY2Ru2B+cOEdoXM7MhhBBCCC1I2gz4FjCCGbezvT5bqNCqmJkNIYQQQpjZfsCqQB+mlxkYiMFsg4mZ2RBCCCGEFiSNtr1K7hyhfdHNIIQQQghhZvdLWi13iNC+mJkNIYQQQmhB0rOk9lxjSTWzAmx7QNZgYSYxmA0hhBBCaEHS8q0dj9ZcjScGsyGEEEIIoVhRMxtCCCGEEIoVg9kQQgghhFCsGMyGEEIIIYRixWA2hBBCCCEU6/8DCdcGqYrxJLkAAAAASUVORK5CYII=\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 8))\n", + "sns.heatmap(df.corr(), annot=True)\n", + "plt.suptitle(\"Pearson Correlation Heatmap\")\n", + "plt.show();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can see that these attributes do not have very high correlation among them." + ] + }, + { + "attachments": { + "image.png": { + "image/png": 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Xv4GCvhfZ1EBJpYC9vRJfL+euwejMOiqqLchkMvx8XXGSpPK+Yyul/GsICGZqC9J47+u1vP1NOo1+gVy5dB5Xh2Rwxf27ey3T0qTj+L5drHh/LR+l1BDZbyDXnDcc+z2/8+TW7F7zn3ICVQiX/e8GPCYZGT42iZAOwW1lOHhFsuj6pagLnuKG3Y3s2necynERhLXEjbBoq/nt9xSya4yE9J/Na0tPKO8iLXYqX+ZdvJCs4hqe2prPy5/tYPLyGYQ7thgGrQaO7dvGi+9tYPXBGoISErn2stk4pfzIY6vKT9ocwVDNtp/38UdjEwlDZ/LCTTOIbRfcS26vYsj0hbxt1XPBk7+xY916Nk+MY3GSO71Nn/8trMJqaKS4qIQSjYbK0hq0Mju8/QJJiIsh3KOr8CUGghHTV5mciI0JxUVmoCgni9TcCjRGC3I7Z6ITkugf4YNSX20LHqFQ+RIZ7o9TUwN5+flk5pdT32QBmRKPgGCSE6IJc+9a18mQtjapycoqQqt0JzoiEHeH7uGxGBrJLyqmTq8kMDaG4FYZWzBRkZtLsV6JX0gIwe4K1OUlpGXmUVJnwCKTo/IKICk2iij/U3NFNGlqSDl4hIxcLWaHalJT0rC4t9CncCYiKhQf507T2VYxqEQBaTnFlKmNCIICZzGoXHw4oT4uf8M6WoHGojQ+/LUEpb0D48eNJt7nhAZltZip0+ltgRu8vF367gIrWKirqCTbYsHeLYhIf1WbZcwrNIEBXj/zQ7WGsgYjgm2tsJ4jO/eyNqWCsOFzuXlqFM69fQkn6xjiM3sHlEoBs05Nfl4OR/KqMJoFFA4uBIWFkRQdjLdj75Voqko5np1PUVWz25/MyZOkxBjiAr1w6s7iZm2iJDuXCosTwaGB+Klk1JQWcjyrkJJ6I1bkKF29SYyJJNYWwKNTQ6xGSgsKKdUYcQ+IINq/ZzffxvIc0iuacPENJDLAo2Mka7EvFReRXlRKqRjIUJCjVLkR5u9DcEgwwZ59FaKs6MryOVZtxjcgmBBve9QlBRxKL6BCa0bh5EZYWDjJcUG4tsIpmKgpK+JoegHlGiNWpRNBIWEkx4fj49TZsCJgaqgjt6gCndyTxNhAVK3ldIKmp8smTSVp6bnkVqgxWgQc3f3olxhNpF/PkYCtTVrKioo4nl9GVaMRARlObp4EBwYQGRKIb4cBp4eaBQGdupLc/GIq9aJLVhOFWcfZq1WiQI5LUAQJvqKB6sTRpKsjOyuX7OJqGk0CKJ0Ij4qiX0QgHq2eLyeS2wJJNuNvwisgiDAfFfrqQg6l5VFWb8Qi8s+gCEYPiMHzxKfboYTOF5aWaPmlGg1V5bXoZPb4BgTZ+H1oWwTBzrlO7dpqMlBRWUqlBvSxMYS08lys6CsKSasw4OkXTISfEw3lRRw+lkdpowm5gwshYeEMSAihbWmZKLxUFJOWnk9pvQGL0gH/oFD6J0Ti14VRCOjqa8krqcTkEkhyhBdKQcDQWEfesQP8csxCk6OW9Mzj7MMD20Sg3A6fwDDCfEQ32HaH1URNRQlpx3IpbmgChT0+AaEkJ0US1OtyKAt1pUWkZec3jyUiL/fyZ2BCFKHuoDyVPi5Y0NZVcWzvATbWC1jcazmadgynKntkMpArnQkMCyPQVYm5oZLswiqULkYiwvxxaRlyxP5eXFRMZZOKhNhgnCxa8jKzSC2sQmeS4eDhS7+4SKICTnwzZmMDeTm5pOdX0tBkQensSVxsFPGhPjidbAZVENCrq8jIyiSzpBGzOI56+hIfH0uCv0s7gM+uU31lHmllepw9/YkI9u5xDNJrqsgrqMDo7Eu/KD/sxZcAWHT1ZOSXYZQ7ExkVjqtVQ35ONik5leitMuxVHsQlJZIc5Iauppisskbc/YMJ83XFXFfCkeO5FFRrMQty3Dw9cXV2wtXNg4iwALxOpiWadOQXllDdaMTVP4KYAJdeBck25I1qso8dZXdmKWqjityMNPZY3LBJJjIl3iFhRHp15GFiXqulieqSQlJziqjQtPBPdx8S4qOJ9hf7UKcZdmsTpbl5VFocCQkNxtel044iFiMVRYWkF5VRVqvDKo5XLu6E+/sQGhpMgLvjX1L6jQ11ZOflklVQhU6cqLRXneC3nQ1cghWdtoHy3HzSy8QQvibKS/I5lGKwyV52Ln6EBzijKSwko1i0dgjUVhZz+IgCmyOhg3eX8UuwWqgrL+RIRgEVGgNWREwjGBgXhr9rJwxEYE0a0jMKMdq7ExYWhKdcT252Bil5NehMAgpnd2ITExkQ6t739crWJipLi0hNz6e80QQi/wwOp39COH5d1jEImLVq8orKUMs8SY4NwM7cSHFBHmnZ5dQbLbYgZG4+/iTFRxPprTr5qhWTjvLiAo5mlVKlM4HMHj9RFogLx0MmRymT9Zjfam6mOzO3hFK12CdkOKhc8Q/0JzwkhNAzYe23NJKdno9G7mLD21vVzTsR+7vJQElRARWNcvyionsMymoSJ+1yytE1KfCLiiHMtcOI0vbZ2U4EK3WlBeRV63H0DSYx0N3Gzzsmar2yUJ/7J2+vSscQ3Z8HrprPZZMTsR7IoC/z50JTIyl79rE+rYHR02Zy15I5TA4x88X+7fTV876Vkr7+2vkmcN7MnlMrXYKZMS0Kjx0p1FVXotabwaYTCTRUlbAjvYg6kwt3XjGTZK/OOMpw9A5hwYRY3tpbQs7e39lfMp7w6BZeJZjJ3L+LdWk6Bk6dzsNL5zAu3J5vj63rZamAGAS3lN/Tq9GbVZy/eCpJ7ZT3ttYonEkaP51bBu3l9sNlbN6Xzay4ofQWE7V7DbWt1FM7sTRWsW3rVj765RD7CxvQm80Y9UbMyLF3dMTVxYdld1zP1WNOzMqKTEtfV8g7H3zMV1VRfPX4PDK+/oint5aiaTRgsgrI7FVMW3w5K5b44Fh6kOX3rUUdPZhl50ewdfU2NuXUoNE2p0Umx87REV8fX266YSmXjQ5rEzp6a01TbTavP/kB+wNHsOJ/ixgZ0p1wIGCozuP1dz5nXZqK599+gAvCW2C0NLD3m5XcfcSNKy6eQ2L1fp7/JZvSei36JguCTIbSzhE3N1dmnzuf/503inDXTkp3FyJNFGxbxYIVf6JW11NRa8UqP869Txbg0Bq0xS2aF568hkWx7m25TdXZfPbx57y0oxp1ox6DSRxtZCgcnHD3DeS8c2Zz14JB+J5sIG8rrY8n5kaO7NrPtgodTp79WTA25kQEcHF4sphpNBhoQkGghwttMnivxVvQ6nQIVsGmNLq2M6zIHN3x9IAGnYG6FtedxqocVm/eS4Y1kOcun0zSmVAilHKqsvZy308bWJdSS73WiFUQkMmVODk74xqRxJO3LGZekmezsNK5Tfoqtq5fwwNfHaO8UYvO2LLGUmGPm5sn48aM456rptHPz6njAGRRs/nTFbxYEs7NF47F/tg2Xt5RRkODDr3JYlMUZUp73Dy8mDJnFo8uHkNw+z7VVMdvn3zJQ3srOPfaO3jmvFhajYodSbRQsOs7Lni/ghnnns8TS8bgZ0sooK/K5ZtPvuf1XUVUN+rRN5kRBBkypR3ODvY4ObsxfOhI7r56Gv0DehmAaSJz2+dc8LWe+XMnMsx0nFc351Cp1mEwC7b1fs7OKgLjhvDaPRcwVFXHhq8+5/6fi9A06Gz9WJArcHJyJjQ0icfuvpgpMR7tXHut1BX8yb0vbSDVZRy/Pr+I6L52NKuOzF0befrN7Wyv09JoEN+RgEL8Zv0CWXjeXO6fPwiPTt9MU/lRXnnjCz4+0mDjQ0Zzy7dmZ4eToyMqZxemzpjNXZeOJ6yr7Nr8Gsy1rH75eR7da0TbqKakRlTg63j+5Xd4QykKJQrm3fw/Vsxr8b6xGMjct4nnXt7GtsZGGvVNmMVFuzIFzi4uxCcmctvSRcyK96FjYNMmsrZ/zgXfGDh/8TzOcc7lrs/2U1bT2IytyD/jJ7Ll5d4VeGN9Kb9t2cqHm45ypKQRvcmE0dBkM1Q6ODjh6urLvXffwCUjAk47Yr5FW8X6z79hxS4zy99+kMWtPBcTBXtWccGHlUyaNpnpqgLe/OU4hTVa9C39Sewr7qHJvPnwpYz1aGTL6q95cF025XXaljYrcHRywtcnmscfWMKcRK8T/UkwU3Z8Nw+u3IhuyKV8v2wU6qPbWf72j2zL11CqBmNjJe+88xlf2Sts367CxZPLr13KfdOj2trdpCln0+rvee7nDPKrRaysiGOVg6Mzbm7B3Hv3Ei4aHtT9t6kr5+dVX3D32nw0jbrmsUTsEfaOePiHcMm5Y4kQ+rji0GIkbct6Hv5gB4dq6igElKUFPP7CezYlWlSTXH0CuOfe27kk2Q190V4evHcT8iGTefHec4l3axZ89Opi3v/oQz4rCGXlHcM58NW3fJbWiFpnRNzARm7ngLuXHwvOm88DC4fgUnuU5177nM9SG9Fojba+KlPY4+rqxey5s3nk0rH4t1oH2jEmcfeTtD2/8Njnu/izoJ4GvRhzR2YzELu6unD+RRdz+4KhBJx1cSotVB9YwwUrChkzZQ7P3DSdMFUnJVRsp2ClIuMAy5/7kYr+s/nuvrn4tSz1aqpK55WnVrHXGs7z904l7Ycf+HhvEZVaAxZBhlzpzXXLriNhvhtFBzdx26vHGXXJQi4LKebhFTtJ0WjR2mIUybCzD2FMcDUHhRgeXnYpVwwJaDY2tcO6+VT0djvKEy9+z9Z8A3c+8ShxAV0SdXtDn7ODGx9Zx+5aDRW1WqwmPW+t/IRP7UXzo3ioWHLnDTw6LfpEfrkS1Hl89sZ6nttahqa9rGJvj6uLLxdduoiHFw7Cob2RylLPzx+/wZtVMSxfdgULkr1bxk0BXVkGn37wPW/sL0OtNWAwnRivVI4OODm5M2bMWO65cjLx3n3sOGZxxvE3ln+4gz9L6mgU+7m4RFiuxFmlIiw4gXtvW8SMJF+b4VuwNLFn3Rc88mUqRbpGyjVglqv54ctV7FijtNHqEBRKiKaGYr2WqooGBIvAnvVrufw3u2a8oqfw6wvtxi99BT989Q0vrcsir0H0ZBTHfzn2zs5ExCWy7KrzWTQo4ATvElFuyOe9J99mr38/7rt0JLlrN/DmkRLqtU2271SmcOTyu+7nJdEK2OshoK8p4Ievv+P5LQVU1msxmEU+JvJPZ3x8InnwnstY0F80QrUWJqAuTeWJ11ezw9ifD5Yls23VOr4+XN0ss4sgysT+6YirawA3LbuKm8eHdRqzxLLEctL58p3vWHGo3CbTGm11y3FwciYoKISl5w3FZO1BgdcV8t5bX/Da9lIatHoMogyD+A0pcXR0xNnJicGjxnLflbMZ6HtqE3+tLbX9ivU8s5JNLok8efulzE7w6ijPtSQ2NVTw+Wef8e4fch568R6W9utO1wAMVfz01heszKrnwlvu4vE5EW1jSod6RYOfsY5VH77Ns38ouG7ZUhJEBb5zotZrmT1hI+by1n0+yAeOZlyUN852AoWmJhoB/9Z0PfwqVd7MOG8B9gP0DBvWj1BvZ9AU0GSTDXvI9A/cdnZ2wA4Bi8WMxRbExKZ4UFtWRF5pAxb/gczs79d90HW5I6GJ0Qx32sOP6gr+zKzmnKiw5r6sUDFhwSV8GFdP3OD+xPuqsOpFpdx8YkeJbtsn0FBbQ65Gi0kZxIAo7x74LohehtNmxuDyRxo5GTlU6wbh1Tbr0G3hfTe6dZ+9411jVQYrV6xlTa0cO6UChVzGpBEx+Ojr2Z5RQW5VLfc98hyy5x7i2uF+bZXbrK91deT/eZiX7t/F90fNKJVKfEKCmBHpQOmhagJ8xQ4GFrOBirJa9pZtYdtO0XinwF6pwDM4lPPinKjOKmVbsYbjVbU8+tJ7qB66mYuH9jRYdaRfMDdRXVlLiYPWNvPW8emJK8FiorqunvxyE/oOkdas6DW1ZGZW8NBjrzUzJqUSFycVU0fE4qKrYuOxKgoK63n9zU/IrzbwxnWTCQtF2scAACAASURBVO1GcGmrzSrQWFdNVkkNovXVFjDDaqZOo0XeYqlHMNiE1eY8Atqiozy9/F2eOVSNQqnE3ceb0f398bFUsmp/DXV1dbzwXC4l9dfx9nWjcOls3W6r/NROjNWF/LQjjxodjL90DqNCOgbbMovvTq9Djx0+7h2f9VaTIAjNwRLlYmiX9mxJJo4fWBGagw4JAsd3bmb1AQ2jzpvH4kG+yFueiflaIeutvs7PBW0qV9yWilyuwN5OwbBBUSS7KTieX8je/BpKyn/nkiM5rFhxN0sGd2QQJk05a99bydJvMtFaFdirXBgeH0U/DyN7dhSR3ljEF19/QUqVhs+XX0Ry29SzSIUYWKmGtMM13HT4oE3ot7dT4unuzKSBUbibavjuYDXFhfm8//4qZI5uvLh40IntngQxv5r88lpqdaIg01NgJgGTTkN+eR3VomW/JX5Jk6aET976kAfX5KBRKnFycmBociwxsho2pNVQVafHUl2HPCAcozgWdwauy7WAUVdPfkEpK1bm2b4RW3u8gpg3XEVZeil7yiopKt3I0qpyJvuo+XpnLmqFEl8Pb2YN80OfW8ymwlpKy3dw50sy3l++hBGBJ7R0c5Oesuo68o16zH2MwyJYdBxY/zHjn9xBk1WOvZ0TI5LCSPIxsXt7EelZ6bzwTCla8w28dvHgNiHJWHGIe294hdcKTdgplSg9vZg72B97fTWbDlVT2ajDbKmmKqOBu9oLoJ1xEcyoK8vIKRVleovNcCkm0TRo0do6raJt60XBpOXIpq8578XfyFdbcbBzIC4ygBERKsoPZ7OluprSrb+zO7+Oj5+6nkXx7YUIAaO2nvy8Kn7+6CO+1DdSqVXgrHKif1IY3uUVlPr505cdURqK0lix8ic2quUolQoclAomDovGo6GGLZnVZFfWcM/jr6J4+i4uFbfs69zmU7m2mmmo11BU3oSuw0sVaNKrbR5RH3/0GR+LwqBSicotgHPGuFGTU8bugiqKy7ZwxW1VnBdv5ttfj1MpU+Lu4smM0QGYi8rYkldLSsU+7njKiuqZ65kS1ipQCZjF/ZuratGKM4PibLBWDKBVQ1m9BaNNB7OibdRjbOGjSqsDjSaRIzUfJn0tq959l7u/OEa1UmnjHzNHJuBUV8m2rCqyq6q5/YHn0Tx6J9ePCe3g+SI0FvH5a69wxXelzWOdmzvjBwQS7Wxi34580jLTePyZo83fq6I3Y7AoBguo1bUUlNZSYWyeaxEDI4r9rLGFORrtm41pIv2CWU9FeS2yOi2ivNx6iGNgrThmpxYwZ+lOZCJfdFAxLDGcZG8Te7YXclydxUsvf4K26gi13/3Kt7rm72pYv1CSfe3I2J/F7tIC3nr7Ywwenry3eEBHjwXBSvrW77j+yZ/4Q9fMd5OS4xjsrOWPjGIyC9W88MIr5Nbfxoolw/Hv3jLZSvI//CsgeqaI/DRGrcfSM+PFbBS9S2opqz/Bd0ViBYuR6so6MjU1PPJMOilZagQ7Bfa+IZwXJSOlzA5fH2fbTLJta6WyEn5Z+xmfl2ioMAk4OKsYHBdGiLaCn+RRDEnQsXZVGr8fLGDxAH+U3Xp8GclJSWFPeiGFLuMYHdWed5wcQoNeTWZxNcVGMybbN2qlQTT4tpMvtKKXZPvDWspty56xuY+L6729AgOYFuuFi6GODfvLKKzL4emn38Dk/gTPzAhs1z+ax8WiGn+0oiIrdlYZGGpyWfnqhzyxqRCdnR0qlRMjkmMJs1axNrWOSp0ei6UWh4g4hN4HKxulojKe8usabn7lR3ZXi31YSUBYGDMi7chJLWGvyG/LtnH9Y5U8/cB1XDIoEDtBQFtfS35xNWXi3LtYl2DFoNNTZWw2Z9g7axBKqyjG2mx8FQTMBgPVppa1B41NbYF8rQ3FfP7C0yz5sdYm09l7eDJzaACuxnK++7OOfTt3cFF2NV+9cieL49vtFGE1UVdZS0rlIR5++CjZouefnRJfT2+mxNhzIMNEaHBvRvfmF6avK+Kdl9/l8Q15NCgVuKkcmTosBll5GVvzakmtqGLZ8nqMj9zM4kH+bUqSGKG8oqaO/MyNTF2yEblcjviufcPDmB2pQltVyW+pVeTV1HPH7U/ByqdYNtqnnSwhoC5O4ZmnPmTFHxU02dnh4+HC9MHh2DeU8kNaPSkpR7jp0OEWnntCFhApFxpLePfhh7jhd5NtnLJTujJ7TBSelgb27S0hW2fAYqmhzFLAXUtPa5QSp9ZteBcbRSNt6wjQvsM3n4uTWXX1og4hRysac3s47DwCGJWs4P6d1fz4y16Wjo8groewPk2lh1m3uYDawKHER3j2IuvKULr4M+vCc9rVLMqHQi8zyi3JZQp8YpJZFHMiu/hlt8npJ27/g2cmysorqEJBgqMrzvYts+yCFXVVPdVqAZ/BkfRrWffelTAZrr5hDPZ3YHWtjv2F5eisYS0BJGV4hyWwoF2gedF8JvL1nt+yDRBMBh3GJhO4uuLV2Uu6PREyewJCgwkXjlBbX0291sQJt8H2CU+cn9EZeIeg/lxyyQSC9OFcNGcUYyK8mmsSrNQXHeG15e/x6FE13/68jzmJcwjvspdvPd+lQL/Bw7j/5ks5b1Cgze1MBMgWfVlGhwjoKncPLjj/XO65eAqJPi1WM/Fl5f3JC0+9x8sHC/lm00EmJ84gpFcXxROgnJEzuT2h/Qbx5I0LWTQyotklChCZ4M/ffs5dX6Tw0y9bGDYwmvsnR/XsTi63p9+5y9CeCwV7f+Tqe75gZ8Rkdr+2hMEeXQU2Y30JX36xmnfTqvGPiOP+my/mkrHxba7G79QVsfqb1bz4zUG+fucTvMIDeX5GBH3w/j45LBYjWSmH2Zpbidk9lqVzEvFo+X5aM1qamqjT6jCiwKAu4+DhWmoMLU8VdgT5uOPn44mXi2ObgtT8VIGTo+iiLcOq19ssz7SoA4LJgKYBnBwccHGQoy/Zw8qv91MTmsCdkxLRF6ezJrOMOqMCN19fBidGEeV7wgW/lba+/Do6eXC+OKN0xWQS/ZxtDNJq0pJ1aDtPvPkjXxwt4aW3fyB++WWMtUWRBWtTI3s3/8ijP2VhcQvg+ssXcef84UR7NfsnC00a9m7+mec+3MIvv/3ILX5hfL1sHAHdBdxTOhI7fAwv33I+UxO8afUef19byerP3uPmT4+y7pddXD4lnvFBPU319qWlJ9JUZqXw484cDJ4hPHLnEm6Y3p/2BmpNRR57Dx6j1jmCGNEKeyqHzJ6IwaN55c4LmJvk0+y5YGrk+PbVXP7kz/yZdpA0FITEDuG1B67gvAH+zW22NlF85Bduu+9b1mRkseZgAcmzEnp0Ue2NJMHaRP6+LTzw3gGalG7MOuccnl4yiQGBqmbhWFPGqs8+Zfk3R3nz4zWMHBLLpQkuyC1aDv36K++VmvAOi+Hpu5dy8fBwXFumH0SXvYrCHHbtS6MxYQxhJ3NJt/Pjqhc/4SoE6lI3M/vBr9hb6Meq757inJB2bNpqpihlD/d/tJt8gzMj5k7npaUzGRHu1jLrYabgyE5ef/97Pth3hNtfWEPYc1cw0rszrzBxrMKEp18At914JXefO4jAlskok9lCX3aPcY8YwOILJ5Aoj2Hx7BEMD2mZxRGs1OYf4IX73+XZvCq+//Uw02KnEvR372MssyOk31Ceuf1CFg8Nau5PZi1Ze9ZzxaNr+SMvhVfzFARE9mfl3ZdxyciwZr4smChL3cqd937BV0X5rNqTzdCggbh359YtUxI7dj6b1s3HmPsTM8//jLSwaF589A4uH+TdTsFo6XVWA4c2fMZzX6dj8Y/m4esWcuvcoc3LEwQzVbkHeeuZL3n5zyre/fRnhkRcytiQZoFaMDeyb9MGHt9cAW4+XH7VJSw/bxiRLUvDLEY1+7f8wlMfbGJjnpZe4uDaCBJn3MZccC1/XnA1JZvfJuSenUQnDOWD529mQnAfZyM7f1AKFVMXLeKlqyeS7Ncc+MfcUMIXH3zIA98c4+2PfxV9jZk8ez7P3jyLIUGutlkIs66Gn774lLs/3s+H323juhn9GOnZIkALVhoyN/Hg6z9xRO7OBZfM4YErZjCgxbJkrCtk7aefcs9XqWxZ9z3fJ4dwzeigruuLO9P6L7w2Nhk5lC+n3/gpPHnjAuYltOyFahVnP2XtrKZWUnNqcfL044Ili3j24lFtfQWzmaw9q9n48xp+25dG7sLB9PfuOtPY1FDJ9n3i0hI75l01haR2Oy70Bp1n8jx2b5uHuuQwd9/3Au/lR/D2W/dwVXJvs7v2jBg1gceWncOEGD+avbAFtFV5fP7O5zzy43GeX7mK84beyijvTkJFe6LEQFVph/npQCEWrwieffBqrhwXR2sz3xd9mkqz+eNgOlrveILdTsaQWwsWqM7awzPv/8R+nTuzFs7gsSUzGd7qnWkxUHzsD159fQ0fHT7O8+9vIOnhixkR4Mz0q+4k+yqgMZOHL3qEV4yBPHT/7dw5OaxNubXVoitixR3PccehBq65+0FeWRTXwRNH3MJ309dfsmxTHT6h0Vx/1YXcOiMZf3FtmCDwfOY+Xnjra97dfZx7XvmBfs9fTP8WT5nWVjTUNXLYzom4YZN4/d4LmRrt0TyBJhqL+2JatejZtvor3vylAKeQBB6+bRFXT+yHjRWJ/DNjDy8/8TXvHMvnza9/Y1DouST7dOUnSjsXZs2awQPXzmRYiHszDoKF2sJU3njpM57YWczrn29ketLFbYqWxaDh97Xr+XJfFW6hCTxw5+VcOjq6bdtgU0MpG9as5uFP9nK0tjMXNFN6cBOPb2vC1SeUZbdcwf9mJOLZ6kUnBiYrL+DA/kNkOg2h39m2RajChUFjRzDio0wy8w6xM2ca0YO8O8nHoqKo5+C2LezQOjCqfzxDA9zaGUBae8F/+9dSX8wvW0qQOzoSEh2OV8sSQsFqpbaumnoDhPl5nDzGhIMLkYEKSLViKKmmwQSn1SVk4ko5e+SiQKXXotGLxrmufLf5zVjRN2ppECccDUbUhuYd3k5mZ2wnGXZ8ucaGEj767Hu2tmoJHR/brtyCErl8dj98WmRDhYM7511+LecqlB3XF8nkeIT158ZrR/D5zRspzs8mr85AmItz107mF8v9/1vKhf0825ic2AClohPjVjoycsos7rtsCvGe7QCRyXGPGsqN12Xx2x3rSMkvpqje+I8r8OI60nuuu4CLRoZ2ECqcPEM5b8l16Opf4n9f5bHq1xSWjgknqMvaoW4A7+2WYKE4/TDf7cim2iOSlQ/dxtIhHfeMtvcMZdFlF+FoMnDDl4d5/4P1LB58HWMD2mHYWz3dPDc2VvP77hTSq+UMu2gy04K7Do6mJgNarThnpef7Dz9ko76WHHVLYXZODIwLISk2lmnjR3Lu6Bi8WjGRKfDw9SZAIaeksZxStRGrOPMgllRbTGEN+CWp8FE0sPXrNawrcWLCOQkElO3jzhWb+SFL31yJkxsTRk/gubsXMeov+FzGjZzAPVdNJ6nVWCR60NmpiB8+gxfvaKLwzq/Yl3WMDQfyGRyQgItCRmNlHqs37Ser0Z3Lbr+SZy8c1GFZgczejZEz57NcIVD+8s9s/34V309L5sYhnl2UgcC4Abyw7ALmxXfaa1jlx/RzFrDoYA5vHM1hf1HDGVPgNXWVlNdCyLghXDo+oYPyLoLq5h/J9Nl/LaiiW0AE9109n/mJ7WZn7VxInHguj+zfx4JvqlF6hnDLjRdyyaB2Tl1iZPBBM7l10X62riwkPbMY3ZRYnFv7Szf982S3RKF1zaY/2FduYMiCi3n7tqmEtQtzbucWwPkXnk9BcR3PbM7khbUpzLpzDL6CkdLiBqxWAY/E0cweGkH7+GpypT2BUYksiko8WfWn9MxsULNt63b25xoYMmsRX967gOgOhlAl4QPGce9NCjT1X/LJn7/zysYxfHBRYtfI7SovLrj8Uh49fyBu7fR70XuqL4e4hvOypdch7hPZbpLN5iXiFTmEZTcN4+tl28jLy6VEM44g564CXV/q6WsalXcQt142n0WDWpR3MaNSRezouTw3fycTP6lC6e7PVVcu5PIR7Wa6ZXYEJk/i7sv+4JcXcsjNyKden4y7a4/DY19Jwliewruf7iHHNYDbrl7M7fOScWtltTIlvtHDuPMRE4W3vsmnmRlsOlLM0MB4mxKjqy5m7e/HKVErmHLdFTx/yQj8WvMC4ng7YvocHmyo4fAbuyhuYXN9Ju4MJQzuP5FXbphJcjuLrdI1iHlzpvHLn3l8narDMXwoy29ZwIh2wUSVzl5Mnj6eSXsyyTuUxo78RkZ6tih7xkp++mQta6ocmTxvNsuvnE1CqyYGOHiGsWjplehKn+DqrZX8tOMw8wf4E9rBe+mvNzB93w6eNma0cwXuviyTtppdxY19WjfafQl9uSsnNHoAy69fyKz4lkkRMZu8k0wk3pO5MPeCi1l59eg2xdVWg1JJYEwSo5K38sfhw/x0fB79x/l1qtxKTXEe2zJLUPvEsWRiVJuRuFPCM3rpHjuMFx68lPFtwYTE4mWofCM4//wxrD9QwPqCFP7IUzPCu+u42EaMIFBfU021GiKmjmTJuNiOGACeQTHMDmo3bdiWuYcTs5pta79nfb49I2ZN5/nr5pLs246PKRwJ6T+JB+53wfDk+7y37w8+3jWWIecntHmY9lBy326Le8XnpvDpr5k0mD2468ZruHdG5In4MDIZAbFDufOKenLzV7Fu7xa+OzCVhMkBbfJzc0UywpIG8fJdFzAzup1VRq7ofslfJ+oMpfv5aPUhKnwieeTWS7l5SvSJre1E/pkwjvseMlJw10f8cPAov2eNJ8k7uOO4AEQMncATty5gkG87+VCmwCusH9dcOoxv9pZSmX+c1DItSe6uNv2gsfwYq0WvKY9gHr3lMm6cGN0BWzvXIOaefxENtfXc+WUqle11eKuJ8vIKxFCj0X6xLBiX1HGPb7kSr6BoZiyIZkanNp8dl3JcIwdx5YjvuGlfHb/ty2J+khe+nSZ4LLXZ/PBDLmbPIEYPScTnn56w/L8Gy6Ln+O7f+DDNjLtnKFNGxuLRMnzbvOb0Rpu3nJu7qoM+1oVshRNe4jgmCDSJy9VsnkQnU6G7lNDphgJXL28iXVUoDSXsSqtgbmhop2+zOYuloYgN64+SC4RZrFhFA20vRzcjQHMOg6jAf7qaR9/5rsf/V39Mpbr9xyKyXWUn5b2NACU+kbGMchHQ6nXU6Jq6dT0YM3MucxJPKO9t2TudOLl7MWHEAMK7DVQnxzM0gaRAKKvR2IIZdcr+N18qiY+NZUKif7edRebgxbiJoxnsJ3D80HGO1HZyK/uL1IluOelHj3K03MrYyZO4cGBH5b21WKWLLxNnDmeClzOmosP8mlZ92ntZVheksmlvMWrvcJZMT6bLhJ8odDm7MSDIDx+lAl8vbyZNm8T/Lp7K/y4cxxVDPahJy+KrHzZyz7Pv8Oj3f9LQBosMj5AopvnZoTVU8/vRErTiM6uOlF272atTEuHviTxvN/euL8HOO4ipMXasWvc7P2XrmThjOo9fO4O5gTL2/raZ6z7eR6VoRziFQ4wQO3byKGLbCZFt2WUKApLHc/skL4yaOo4cz6NO3/zxVeYdZ3+aBu/EwVw7NaGD8t6aX6Z0JnnkCBYm+SA3VfHNjgzqukQScWT4wGRG9LBWzck9gP7hAbga6imo1LYWfdq/KhcPPF2hOCOH/SXi6qgzdciJio1kZEw31mSlK1FxgfgAITFRjI8TzzodMgdCIyMIo4kqcZ/uDm7VndKe9FKgvjSPP44VovGI4q7FYzso781ZZTh6BTFjWAS+KjnHt+4mU9xqRW6Hn3dz8D5tTipp5Y19cz87KT0nf6ivK2bnoTxqPMO55txRnZT3lrw2xXAAiydE4OpgYvsv+8hp6DoYhEbHsnB0HK7dudKenIzmpzJxDWEn5b0tnxK/6ASGqQQ0Wh21BjGq/t95yAgND2V0YkDHtbJilUoVMUmhtnV9/mGhjE8KxL41fkgrSTIHQmKiicZEbUNj23KF1sd/7ddE8cFdfF8oJyIyjnljY3FtdetrK1COKmQw8ycFItdUcjijEJ3oZixYqC7O51B+FfqABO47d0gH5b01u9zOhQEj+zParZ1S0frwH/m1Z8qskSR0cUuUofLwJtLL1baf7pApExnSxUgsw9nDmwR3dxzRkFeub1OE9cVpfLpDg5u4JGXqKKK9ugaDUrgEM3vBEOLNejJyCymsN5yxPpa+dztPv9uz7NMqFz31+e/sLmqkbaj6GzCX29kzcPQIxkZ79rh+srVaVXg8l01P6qK4is9VXiFMHBRPkLWKDzelUtVpjBEsFo4fOcKRfAMjxg1lfFA7Jau1gjP+q2D83GmM6naveDleAaGM8lQBWnLF/d5PVr9MhqurG24qyE9NZ1/Z6Vu0TDXpbNhcicwngHmThxHTw5p5Ud5cOGUA4XYNrNqWSukpyhc9NstiIOdIJkeKGwkYMpGlIk/vbF+VKwmIS2RWvDiW6tiwNwNbCJX2hdq7MG7UUIaH9eYN0T5T63kT+bt/45dSJf2Sk5k5JLQr/0SOR9RQpo30hZpi/sgoa1uG11qK6DU5ec4kktsFNm57JlPiHxnDeJUcY1MDxeKSnZaHFekH2FlkIWFgMrMGBXdQ3lvzK53dGTWsHwm+ncCR2+Ht6Wab81RrCjlaWHPasm5rnf/Yr1MAsxcOI97QwKGUVHJrO/E5wUTxn7v4uEBGsH8kk/oH/2VvxH+sTWeyIsFKde4hnv7uT3LMVkbOmMXchHa8UhAwmk02DzXRrb6dDbwrFXIZSluMLQGL0Yi5wxLprsn7csfZO5Tpib44K3V8++l3bMlr6CQnCjTVF7H2k695ckdtX4psS9PjFIOdnYKJQ6IJPolvtXe8H508ddoK7u5E7uyGm7MYcdSCpTXYQQfjhoppYxJo9aLrrozWey4uTkSFeHarIItp5A7OuKjAXG/G1AdLRmu5Z+RXaY9fQDA+qp66igxPMUpxqArLwUIOlzYyO7idZf0vEmFpaiA9t4ByqxuXJUWeJIKhHM+QGKbGOPNtRT1bjhdz84SgNk+KU6/exMEdv/JTuYWRc4cwK7adhbddYU5e4dzw8JMsfUAMViZDIa5nb3n/opuLoSqX99/6mGfX57Hy1Q8IjInl/lHNs80Kz0gunh3Aq2/ksebzjwk2TyKo9iAPvJeL0SuAYYle/LH+VzI1VmYsnEK4LpO3czQEjDufD5YvJMLeQuEAV+Y+8SPH16xjy8IRXBx3KkKvO4OifHHq0F/bNU7pRfKIGEJW76OospIavYlQFwXFRTlka+Uk9osisZsdGFpLULr7MX6IN4qdJRQfSqdEOxxv93aDkaMLISF+qLooAM0liGtQXR0dccSKtulMSQ/gE53IgIGebNl2jCuufZrcB6/m2smJdOMd19qUPv4q8PbwwM25u29EZKJOOCK3Lanw6zaNGPzWDnsxCKZej/mvfuNi5NbiEgqKTfgP7MfI0B76hDjTEhaAs5MSoSaf/HoTY31cGThuMJM+TOPn7MMse+h17r/lCi4aFoxjd+7XfUTmZMk0FYVk5ZsISYpgeA/GHDG/zN6V/oOi8XNMpaQohfQKAwPc2y9xUBIZGkK0T7v1kier+C88k6s8cHUCq9mM1RZwqZ23718o7+RZFLi7uuPl6tDVq0sMVuTghBge0tXTnQDX7uNvKBzsbf1JbTAgLiM47cPcyLFD2dQr7BgcHUOUT6cAla0VyJ2JiAkjWCihrKqORrMVLwEqisspq7QQMzaRYX49DdUynH1CGBbgyLcVJ1VvWms7w79OxIb3EJhHrsRBNOijJCE2kO4CKNvWzivkyLHS0KBtEWxMlGSns1Uv4O8XzPAozx5mwmV4hcST7PobG2rUFGnE9Viisnf6h4NfMAsTmwX/k5XWpG9gd0YpBa2eZCdL/Bef2dvbMXJAJF6dZt26Ky4+LpT+fh3XALemE3nCoCHxhG84zI6fNrHjmgksDDvRryzGcnbvOUSeIoDLR8fj/TfxsFZ6mn9dGB7XMWZM++diMMRWzyqz0SguI6eLa1prBpmcwIQEEhJ+Z/e+FM677DGeWb6UK8fH0bJirTVln3/VJZnsrgWfZG8GR/m1bYnbuQCZ0pGYhDDCfZVkHTpOar2ZMP8T2HZO39dri1HH8fwSysS4QqOTCe0uEKIIiZMHsRFOiI6qNdlF1Bihvb3Mzt2bhNgQ3B16nLPrmSSzhsN7M9CI7sWxUQS5d2/YkStdiAwPwleooKisFlHNbI0k0ly4B8NifXo0QinsnFA5yxAMovJkao5rYNWTlZZJntWJRaHhBPVkqBR3OAgMwNvbCUrb824l4UPGcmPgDl4ryeHhJ99Efd0lLJ0ah+s/0r97hrXPT2QKQobNZmbCDl7NzGN3TjVDA0JP4Gio4NfNx6hSKOk/YjDJAd14Nve5sn9fQkN9EV988iMbD9djjZ3Ew1eOJbCT53jrWnWxZ4ijZA9SXnPjRaVEnG04Q+H05c4+TFswnmm/FLAmYx833FXJNZfMY26/IJwUZsrzDvPuV7/xY2odjS0GAzF2mfjf29FjCmffoTzy5DLG+7RTInorTbCib6gjJzeP/SmZpKZmklUjKpUlZNWfyBzQoxHQlcAemMOJ3M1ndkp7XB3se+TlHdL/vVM/HaqyXYiRLT2cu84EtUtp76zC290FhVBPVf2ZUbgEawP1NQ0I7qGE+HZkne2qbj51cCcizA52WjHW1NIyYdwlWe83BMxl+/l2QxFy10BmjuyHf7fbV4lahRg92K5bC6rohmsXFM+N/7sehfxdHv0plwfeXs+5yZeR6CLubeTCiAuu5vmUV3lufx73PpVjI03p7MbkkcMZJivl6ePlOPoN49Y5seR8s4Vygz0Lxw8g1FmB+Bea2I+F+DmSiwAAIABJREFU3r/zTE0Z+9LLOT8u4uTWuA6Nd8XXvXvBqDWZl68/gUB1gxGtQWQVJmqraynHkZm+7th1nvVrzSj+yh3wCxIDj8gwq+toMAjQ/juxt0elcjzBtNvn/RvPVd5R3HXVhVTp1/HL4WIeeOAJ3giO4JJFk5gzMonkEF+8XBy6rsnqlSYFTnaO2HVeGtMhnwwnpaLn+BAtacUYMH+Z1woCdXUVtsCLFSnbuOG2ozj3MLAb6qoprG0CoQm9bZs3R1zjprDy+WqueXYn+7KOctWNd/HKkMFcPm8SkwdEEhXogbuTfRdXwg7NPIULk0Y0DoGvr2gM7ZF926RcNx8/EpVKCk2NVGv0CLQf2JW4Orjg0DFE/SlQIg5wFrTqWrJz8tiXkkHasWxyqjWk5paRrzlRVGgfo1ifyPFXzmQ4KJ2wP2l/kuMo8plehjTRmUPcfeC0D6O4fZIZLE2kbVnDtYXbejQ411QU21znHPQm2/ZO4vSVTlOLxggRwV4t64J7oEipIqDzzFMPSc/8bUc8nLoX6E/UpcSzDwHmDK2zHVYzVWV1tgBB1WUpPPTQ493OKIvlW40adjWA3r2JRnGnF5vz9Yma/+rZ7MVX8t6V/bsuO+lUoL78OMsff4fX9/x9GrxcYY+Hu6r7cbMDPXJUbq6oFD10cJkC36hY5ob6sq8wn2+2ZTHr0sSW+DwCtTn72XLIQEjicCYm+J0xntWBxC4XDnj2YKBtS9pm5W+708OJDPegfjyy9FxqjT+zPa2AO+9+jBUR0Vxy/iRmDU8gMdgHT5V9H8crC7qKKjKQM8DZA5+2tS/dVC+T4+LhgcrVAQrFQLDW3kN5d1NM51tmk55CjRqxd+1Y/REX7+tB9RCs1GSVI242ZDUaafp/7J0HdFzVtbC/adKo9967Jcu23HvBpsQ2vYROILwUAiEkpOelvoQUQghphACBQEI1EIoL4N6rLFmy1WX13vv0f92RZKuMpJERyPDvWUtLt5yyz3fPPffsU/a2D0Cerwceeh1hXnon6tBICez7FCkstyruNjjw35e4++R7jr/JNitV1dVUA8HdRhQvXp7Dxufd8NEPu+Ags5GXemhpaMWm9yUo2HfcgXG93o1QV1e09AxLRBUwh1/84ct0/WQTmyqK+Ob3f8r/Jc7gvqtW8bmFKaREBhLg6foJ1fdhojl9ovKIZs2aZJ59qow9J4q5e1EEfvbJHGX2OY9NuV246D25eVU6jryUOZ3RpyygqaeVd/71Mn/aUo4tdCYv/ew2lo20k6ECNxedfauIwW4FfJxCWi30KX07xbSIi05xFDMFPw3+KZfw18eMuP1iCx82VPGzX/2ZHw+krBhi9/XxYeEV63loQRvf/8UhdG56/PT9Xm3GE2C8HuB48Rzcs9JccoJnXtjKM/vyKG6zgbsHM4I88ItKZG2CBkztnDk1vtN7Bwl/Ci8ps8uDrlMci69SKZ1JZW7CQpfiz3IKfsoS+l7Fr6ZOh26ijrlKbZ9NVHo81gHXPxckgmLIa9s23q1REz8viUtmR6EfT1GdIBO9bwQbL53Ds0cqac0+TlbdTaQmDny0vBO570cPEb71ANsL2zGqXIlJTePGeb68+9TzlHV68sUfXc8SPwv7WtvoUPuSGhVwTknXegaSluCKrQDyqxU/rrHn93FNIBdoHe5bGRZN7dbfSFhMAzPCVvr6lPE+Da4a3Qjr+cNi2hUud33/zKDVZsDuImVkkOk4V+sIn72KP/9vGNs2H+DN7GKO55fz+yf+ye/9Q7hhzSI2XrqEa+fG4TfSD+5UyKs0oGOtepiC9BUbor0Go31/FFYjpbVtY8z2KZlpiArxR61TOhIDS9LVLsSsuJUXHk9j09ZDvH+yhKM52XwnM4ugsGiuunQJN69fzrrUYGdMBU1YIoOhD2VhqL9Wg26wYztGLK2LC+4qld0yrGIVXZH4fJdujEhOX7ZSk3eEZ1/cxjMHiqjotKHx8CQp0IPQ2CTilfbH1EbuqXqnU/xEAn6MdWmU/FYz7d39AwHdRhMlNa3j8PcgLdKT6AD3gTbJRq/RiBEVer3LOPGUpkOD7rzfplFiXBQXJtMRsinuZ/utm5rNVqrrWmkeJ35IpD+hId74jLE66aIo/0UihItPJGtXxfDYsRr2bd9P/oYk5gVowdxJ5od7OGT0YOOcGcwInJqVDJ94sZX2eOHlPPuzKN575wBv55ZwrKCERx4r5JHAMG5eu8TeJl85J8qJ+mKl1/79VqFVuaB1ZHPgXAEV7xcudu9LYKDLqCwAn6yyei6xcwdWq9neDihtt7Wnk8LxDF24u5Hi7kZoSP+2rnOJfNQDi4lWZfecCjp6+yiqsYzTHnmSFqkiys/VsZI/WVmsVnqVkQCdFhe9bhwlW5nk0eGm2N9ykIdXyiU8+lgoi7cdYtuxAk5kFfKrxwv4W2AI61Yt4vYNK7h87oBRUwfxp/+SljkLFrPizRL2Hz5N7s1LWBnqhs3USe6xXE519BI2+wrWJHmP82ymvxRTKYGlq473X/w3P381m67weH749Zu5LsVrVBbKpJje1dW+lauvu7vfs8NY/QCzgXZl8E2lxsXTE3eto9o0KgsnLmgInbuBvz6ZzK49WezJq6epT9lGrsEnMIglC2Zz2bwYGrf8jrMqHYu9AyeYoOnPcsoU+N76XP7yy+f5Q3YbgSlpfOfOxcyNDyLOT4+nAkKZ9mjN5uH7/8VhJ4p7MQex2qzjz9DYFD+E/R3mMcths9mX9ltQ466foseg1qBVKpzZjHmiPcGKSxNF2VfaPVedQ3s4Y8o+5Iah7gzPvXWWTr0Hn1s0l7QJ/YAPiezoUNm/Gx5GlIeeU7RR36505M6POnsGJ3LbnXFc12vArNLhrVdzYssL/PdkLdFLr+KBNdHoes9iNJjA1RP/oWvelZkMb7VdoWlR/I4rk+ST0WgmmpSzGuz7tlw0WrsLRaV4ik0Ixcmd2aJYlBx/fsisDJ/bVXkXXMbtLDgC99Gvmaz9+Y9KSTEiGDWDW76cwOV11eQUlHLgeCbvbj7FG2+9x87jhVR+8SYeXJ+G76euE63CRaOzV4OUpav5y63z8Z5oAErjQmTU0A6uhrCkeXwtJpUbqqs4lVvCgeNH+e/uM/zzP7XsOVbATxT3QrP8L2wGZMgD0Wk09jTs7csEs8RmiwmjTfF2q7J/iKbqU6SI01ObxZ8eeZG/nu4kIn02P7p0EbNi/Ynxc8PL0xM3pR1qPsEDD/yH3CHy/391qFKjc+n3ib58/TX84HPx57yRjMVB5x1EuN0AkdHuslJpniZuyy0Thxkrw4vxun2lVn/DHJq8kN/cv46Y858AhxKrXDyIifF22Hl3GOEiuqhsHxt02/mxi6XRk7p4Huv8jvNORS47zjSQviIcdcMZ3txSj2tgLKvmpxAwYgnqxy7XVGagGEWLTeeuB1JYX1PJqXzle3WCd949xaub3mbniSJqv3QT961LxmOM1VaD4vR/v5UVOeYBo1Jjt6JWi81u0BR0uDtpCHQwn7H+K213/8CBG9fcfjv3z3VgD2ZEZBdPf+KGGGEdcXvyp4qLSBfQuPuw4YZr+eqKyDF9kdsTV6lw8Q3By/4dnajTNLE4yjYbRetS9iOPm5rS77add985MmXfyFTu/UI8166v4czps+w9eZL/7s5i05vvcSTzNF/72lf4+qXRjLFLYWRyH+lcKYki69j7QUYnHxybxrI5wezelcPW3AaWhMZgbq3lg6xKWnr1fOWa5cRO5XMfLcJFc0VR3re88G++9eJxmr0i+caXbuaeVQnoh1nT7RdXqT/+/gH4ukJZXRttZvAYYrR3aKEshk7KlS0YajWeoYF4jhFuaJzJHPuEJnLtzQlsNBjoMyp2gdTo3T36B+0NdXx4vIY+F1f8o8Lxc2K7y9RojlYjJXve5XenWvBPTOeXP/gfrkkLwn3ELLBRW4zruG/gZFBMX1iL2cigsuVQCosZQ0cHRsVx7ggGg+GNfT00d/Rgxo0ApWZNwU+t8cTP3xOyOqhtnsCQmbGLymplqYganb/fhVmbtVt+PMCrdWb8AkK5dlX6KOuYky+WCpVNbR8tUykz1w4+hMoL6e7Rv5/X1FrAq2/uIkcXxa+uXUa8p5a+HgY+pMrs45ChNsXo1sCspUqtHmc015HUHbT1KFsdxn5l2hsbaEBZeOKKu90QhgvB/n4EUkdVa0e/QYyxOgw2A3W1zfaBIa2XDx5DBx4ciTPl10z0dk2wh1atwz88ltVh0SxduoQvX1/M80/9me9sL+LJN3Yyb2YkGxN9P84J8ykvtdJB0nt446lRlkz5MntWGsFONJyOBNG4uBEel0R4TDxr1i7jzquP8+if3uTfp7L5+qNvkfHXe5k9eoDYUVJjXnPxDUBxglDR3EmHMgI1dJvFsFhWupubyLdY0Kjd7a4Zh7wJw0JO+sRqoHD7G/zpTBsRsxby2x/cyeVJAf1K+5DEDOo8XD4D7f2QIk3uUONGqJ+yu1uFyieI9NnnPbZMlJDNokJZkaPHRltrGz3Kox5rsFGZNWgbWBEyUcKfivsu+Pr2u9LToewtTmWu39iK06eiSOMIaenrxTQ1i/DGyWXwlgr38FRuW+nNK291sGv/aW6b70/PsYP8u1lN4oLkfuO7U9ZYDOY7Df/VOoIi41kXEcuK5Uu574ZC/va3v/KzPWd44vU9LEyPZHXE0IHYkTLq8AkMJA4rHb1tNCt+mZXVCg5/Vro6Wujq6gP3CAImYxzKYXr9FzVaN0I8PPCkA51vBIvmTsKC/jjpTuqW1p2IQBXWNjUugWHMnj0Tn7EwTCphJwKrXfFRDFUb+2hv68SobLNxOMBuw2jspcZgPGf8zlHqKp0rgRFxrAqPYcnKRdx51Wn+8dfX+NPhEn77uxeYlfwdNsZMTX/cUf6D1ywWIybFWOk4/cnBsIP/9d5BrJqbxIsH9/LcttM8sCqCvpJCjhbX0ZewjFsXh4+zenAwlU//f2tvCzteeYVvv5JJqUnPw/fdw4OfS8V3rH6bSoNfcABBfpBTUkZpF0SMcOQ0SMXY0ciZJpPd61lKRMCEW6gG403uvwqdq97+NzReT0UOrx3tw8PDn6WzYvB1YlXd1HwVzR3knamjR6UhakYGy5NDRinvilWAjtqzFA/fnjJU/uk/1rmgd4f23j7aB2ZDRwlls9DW1EJr6zgWTs0mGuqaaOkdY0YTG+311VRVdaL2j2B22CR69Yp9BZvjPb8aF29mxEUSaGvlZHElDgxPDxTHRl9jJUcLetGqNaxICXVoHX1U2UdcMLSc5a0t5XSYbEQsu4SV8f1uP0YEm9yp1URDdQ3FXX3YtMGEj7ehx9pH9rZNvJQNq1Ys5qY54fa2XaNzxdPdFVVvHy1DN/eb+mhQLP4rMzx6J+0nnJO+hdOV41jBNXeSm1NAmcqFmJBgguwGDFVExsaR4GohL7+Cs0oHYIyfraeZ7NPNKLbYfNOSiFR8vE7FT63FbcDNWF3XOL6iDZ0UFCjDD078lOVFencCE2bz0I++x3fmQl1xOdll7Z/cTJITYjoVRKUiODKC6BAVuacLyR1t/t+pZIYFUmvsgwLJ81bz069fzsxwFzpzj5FZ2Tks2IWceAfHER+pprysilN14wzSWXooyS+nzmDCNSCR+JAJpjAnI4ypjZycOno1ehJnzmGhYtxx1FIzGx1VJZwdp5mcTJYXZ1hV/4zvWCshXH2ZOTcYnclEw+kiKjsG7SpPXBplkDI4IoxgPzieX8nZnrFHQgwdjeRUTjD45ihLZUDTbqtn7LQdRfvYr6ldiEhMYoZGRXtrqb3d/fQNT6hQubvig4U+cw8Gi+MS2BTXr/V11E6NGRynHo1K68/S9cuZRx9Fhbnklp5l8/ZSDDod6asXkDDof0lZO6Zsy+vtpbvP1L/01JkcVKoB47S2C7dN4kw+zoZRqXF18yAoaS7f/u6D3JcOVXnFZFdO7FXFLzbR7jmpqbmF3PEsmJsNVJdVU9dkwjU1mZl+UzN1p9W7kxQRRpDWxNETRTSapuFd1Qcwd2EQmu4uKvLKaFRGEz+pn8ad+JQoXMxdVFTX0qksp3f0s1npbGmmvaNn/Fn6wbhKH8bNk5i0xXz/2zewIdyTro4iDhY2jjsAMBh9zP8aV9w8odtopNVoGrM/1NPWQkPD5PoDirei1NkzSAjzoH7vHvaWNnImq4DCahVXXrqYjE/RIKfVbKS7p5dewyTaFbvNk04ObN7ED146TIXFiwd//CN+ds1M+2z1mGOOKjUB4ZHEhPugqivhw9NtjuuIzUh1UREHevrQ6TyYmzi20coxn/8F3rD2NrJj636295gJDkxh9YxAp4Z2pkaBx4bJ0o/ParFidrAezNhRxbubjnPiAgv4SURTu/gQEKClu7GJorpOhw/ZYugiOzuPggbHH+R+OU2UlJdwoqwZRyvZbYZ2Du47QmatmhnzZ5LhpKFAjasrej2YurtpN4xuyFUaHemz5jA7SM22HQfYVtThMH+LoYOje46zubUHbWASK2eGjb8kyhF8i4GS7GzeqWnC7ObPl6+cR8gEA5d93V30KhbHxvzZ6G0qZ/POLKpaTEQuW0rGUJ+rw+JZ6Tp7mF+/kEN3aAzXXLaYiAFn1loXV6L8fPGmnbO1bedcNlh6WiipM9pn3mdG+jOuDbBhefUPmOzZe4KqTgcfEMWSeelRnv6wBVdvf+akxJ9b/hKWmM6yWR7Un8rk3wfL7TNpI5LGZjFQfiqL17ObsKi8uHFF8tQZItG4ERzcr7zVlFRQ3+OAv81Ca8lxXj45umwWs+Ucv5FyK+cqvRehisFEq2VqLHc7yuTjvKY07hGxZCQGoa88zR//m02jg3fLoQhWx23dubAqNT5+fkS7KLbybZgcNQbnAjt34B4Uw/JFMXg3lfLC1kxqhw5QDSZhs9JeXcxbe8ro7FMxZ90Skr2naEDInodSlv5Ph+XcstHBzPv/G9vLeePlY5wafvmzdabzIEAx7WK20N5nHK3gqN1IWbCYdd5mzpbl8MHxs/Q4WwdUGgIjokiJ8kCbf5IXDpT3u84cSdDSR2n2aXZ2TXakRIXGXU+wvV4a6Db0G4Abmfx0nXvFzeKWZFeaW5t4ffcJKjqULUjO/5QOYntHV79BQOejTWFIDV7BYcSoLdQ3N1M/hos7U0clew8XUTmFOTuTVEDqcm5Z6EpFeSVvvL2V18504uITynWLExnaVDQUHuHxPzzL9598n5xm5waJ1Gqln+ICBgNtA7YMnJFpKsIo36vx6onW3YugAA+wWDFZJlZEXYLTuf5z/ljqa9m6N5uKdscMuhrL2bonh+IuPTesSmMsZyaTLaNK50ZKegIJoS7k7tnBi8frP4LB4cnmPhBe7cGsFStY7mEgN/cku0/XYnLQx7/A1CeIpiUybS6rvSzkZJ9hb2mzw/BWQye52XmU1I2YJLEp2xfHqxHg7u1L/MBaacX430cqms6HkGAdva3tlFS3OeakrGDLySazykFfzGHpBi6q1PjHJnNdcghulnKeeX03rx/Lp8E/jqsXxthXrY4X/aK5ZzNSvv+/fP+xf/Kbl3dRqLhMcOZn7OT4B6/xw2d2UqIN5b5vfI1fXZU04bY0ZZ+wZ2AE62ZEE6hr57XXdlDUPrKva8PQVs3mPQW0dJkJSl7O4pgJDIE7I7MTYSzGLrL27uT3Wysw4M1Vt15B6gh31VaLic7OLrqNw+vM1CjwWk+SZwTbO/GVBbn2DfrnLMraLLTXFvH6Pzfx6M7J+bhzouxTGkTrHsTctCh8Wqt54b2DZI1wFm7uamL/+2/x2/dyqRrRTowUpLG8lMdf+pA9Jc3DRvTMXfXsfvvf/HZLAW2Bkdxxaca4rvqGpqv39MFfGdmtLWZPfuNo5VylITxtFlcuica39gw//t1zvJVZzVCd09zbxsEtm/ntq9k0dLty5a3XsCJ88rNzxq4mdh46TVmzmcSln2P9jImMZ5jJ2vsOP//Hu2zPqaRrpDVIm4n6okyeeuo//HH3WVr84vjenSuJHEM0S089W1/ZzlsNGhYtX8E1s0MZXEGj0XsxMyGGSI9eNu84RoHiUN5i4GxuNturOlCpAlicEowThpGH4LeRu28nf3vrGFXthvOdBIuBmsKjPPK399jcqCY2JY0NC2PODQ54BsWwcXUGsS5NPPv0i/xpWy513ecbD5vFRFHmPv7w/HYO1fcw65KN3Dh3agye2YXXuDMzI4k4oPLUMV45WEL7kEbAauqjPPcAP35yG7tGTkhYjRx9/02eevcIZ2o7Ryko5t4WTux6n9dPduEZHEhimNcktyUMwTuNh+4BEVyzZi6xfhbefek//ODFAxQ29w7/kNusdLc3cPLgLl7cW4Gi4xtaynn55Xd5Zfdpylr7RviCttHTUsn77x/neGMvquAEkkOGunG7sAJrXX25ZOVyFkao2bn5PR54bjenG3uHDbI0VZzm6Rff4l+5DbglzuPhjTPHcSl5AXLovEmdGQxmA0VncjhQ1MS5cTmrmdaqPP7991f53b6RFeoC8rqIo2i9gogLh+62drJzz9JhGP5xVUT3TljKV6+Nx6WuhqeefYN/7SmkY5QOYKGttpTduw9yvHRw0FeFb3gCGxYnE+zWzrNP/ot/7C2ipe98HjZzH6WZ+/njpsNUd07wQRrFUY1nQBjJiteM1mYOF9Y4P7gwKq2pv6D1juG2e1eSoe5i33vv8tgbByhuHd3RM7Y3kXnkEDtPFNMx8E2xGrs58eFmvvfIMzz88lEaJ4tmiorjE5vBimgVlUUFvLE7m4ahK/JsZtqrzvDvJ//Nv49/fBbsxyyKPow1l84itLWe/27N5ES7gdTl61gePbyNqsg9xjOb9vPsvgIa7EZjxkzx3A0XV3dC/L3QmZrYdaKc1k+Iv/Lc9219i2e3HqOgofv8N3pAMnNPE4d37uS93C68I0JIChlv+fxAJI0PK6/ayLrQPvbt/IDfvrqfwtYhL7DNSktlLs8/8zLPH6knIG0ud61MsBuzPQfkoxyodESkzuGGxdG4G6p4/C8v8LTSDgytS0r6ZiNNVSV8uGULe89O/TJX35RLuOuyKMxlxTz2t028drSCrhHP1WYz01RZyIc7DpNb63gC7EJQBCQs4coVYVjKC3j0yXf5oKDF/v09l5apnWN7PuCJt3MoGzGOae1t4P3X3uaZrScoqOti+AIGG4bORvZvP8iHNd1o1AGkRQ3xH34ug0kcuASwYG48AZ2NvP3hIQ5WDJ9lN/e0cnLnm/zsleMUjW7OJsxI7R7MytXxBOo17Nm6gy25vaTOn8ny2DH30k2Y5icewNzN8V27+MubB9i0v5hWw9h2C87JZuzgxJaXuf/PH5JjCeWLd9/GtzfOdEJ5709B4x7AmjUZLAx0o3D/Vn7+/F6KmvrOrRAydtSx5e0tPLW/kk51EHfffgmJjvyenhNokgdWM+d04iFRja3VbH5zEw//bQdH6qys2ngdD66LH+Zy1WYxcmb/+/zwV8/wrRcPMNRb7Jg7Wboac7n3vh/hOWYIUBTKe790D3ctDGHWmsu499Vcnqs4ww9+8ijvL4glzV9PfVMNe3Mbqa9vxRodx+q2YgqGFOBiOtS4eLJM6Rzve4Xtu7ZxQ8EJMtLjyQjQ0NtSx86CVmobGqhSrCBM9DP3kLV3O3cXnCQiOJxL0n3Q9bSwJ6+O0op6qkzubLzxUm5eHO20tU7voEiWJEfzXn4pf/7NoxTsTSHVS01nQwvahdfz8+tTcPOL4fabN5Kf/yJPZx7mgR+VMjMhjIXxAXjYujh2tIpTjU3UtllZed3n+c11qRewn8lGU1keO06U0W4L5uEblhM9kdEbm5W68jyefqGCFzfvJMDLjfT0GGZ4acHSR05OLaebmqlpaKfdPYyv/c+tfCHD37GNOZuJ2lOH+P2+SnSucdx9/RKilU3MAz/FJ6vSqC2KPc6Lxz7kpvuruDzexsmTBRxvMZKwbgOXx3v1L38djDTRf70XwV21PPXM82x+ZzNr5kcRprdRX1PPwbwaCuo60OsjeegLG1gU4X4ubbWrD0svX8+DhVV8d2sRj/z+r7z6ehhLkkPs8Styz7Knppmapi5C56zkjw9eTuLAkveJRHLqvkpLxJzVfGPFbh46WMFjj/6Jre/Esi7BG43FRGHJWTLL2yhrcKBs2UzkndjND3aYCPTzxkuvZf6cBKLdwNzRwu6CBiprGynvdGP9DQtZEef3qdr/PshPpSyXWncZP6ss584XCnjhuX+xZ8tmFqeEkRjihspmpby2luMl7XR2dBC1/qtctyIaupvYte1DNtdsw9fXE39/b+bFBxHipqajo54PshtprG+hsduFe795PYuDxmlMB4WZ6L9aR1zGMr7z+RLy/nGEt178D9m7dzAvKZy0IBe6a8+yJb+NmvpW2vwS+f0DN7NuqqaDBmVTuzHv8g3c/tafebnwJN/8QTXvLY4n0VtDVV0th/Iaqatrg+RkljYVUDUY7zP2X+MdxYYronj0mWo2/ecl2sqOMzvQDUNXD1b/VL5y1zriPP1Yd+td3Ff1JI/tPMWPfl3Fk097sWxuPOHKiiWLkcKTVWR3ddGm8uWB+0OZFdvvV13j5s9lV17BF7Mr+OXRPH7xqyd4KTacZUmBBOgsVOadZU9lC1XNBhJCdORO0uC/R9RMrluiZe/RBv7yxDOUHY4h3ldHW2cHninreOi6jKlTRCb77FU6olfcwM/vaOLhZ07y7D//zfvvbSZlRhwLlfdIWfVUVs2u6i7aO4wsu+IaUlITUDx9Gbsb2bZjJ8/uaMR2wsCN6+ezbirevUmWQeOXxk1XzWHbn0/y/HMvsGPzB2xcFImnxkT12QaOlzdQVttCywhFaJLZXGBwLQnzlrMm/hgvlCpJ+HPjxoWEDltF10tZVQWVqFkwO4nU8bazDZGBVM/BAAAgAElEQVTCxcOPRanJRO/Zz/ZXnueykiOsj9SjUlwMe87lT9+47GOZLbRZ+sg6vJOfH7AMfK80LJyTQISyarGtiQ8LGqmpa6Sq24sbr1rEonBnZtjUBKWs4qE7Kih/ag8vvvASez58n9lpccz2U9FcVsfu8noqa1pQBcfxg7s3sCLKmXSHAJvgUPEccPPtV1NU8ncez87ip7+s4B8RoVwyI5AgNw1WYx9nSqo5XddFW3sf9z2yhFVxwwdiJshi4tuugVx1+81kVT/H00eP8dBPS3k82Iels6IJUoztmw2cPl5Jbm83bbowfvXDOGZOZmvoOBLoPIO55vMb2FX6Km8f38s9D+eRFBbE8tRA1KZ2Psiuo6G+ieo+FUHuelqGjF9YjZ2c2rGH35X0EOjrhYe3N/MTgoj21mLq6uREViWnm1qo7TRyye3Xsj7J81zfbRyRxr6lciFj5TrWbi/l9SN7uOcbp5k1K8H+7e/raOaA0meqa6TsQl96lQsJsxewMeAAT1Z20eQWyI1zU4n0+ugeD8Yu1BTf6W3idKEBtC5EJCUR49/vfWnMXGxmKo5s4ctP7SOzEXSubbz56mvseufNga06jmOmrVrP7+9eQaibYuBIS+jsFXz/zkL2/u4Im159iaMn9rM6NZgoVxNnDpawr6GZ+k4NV999I/evCJn8qmTHYtivmhtP8eOfvE1rXBSpwd64q/qoKy3j7TPN1De20NCp4pIN1/CHBy4hfsTAgcXYzp6d2/nH+3WYj3Vx7ZVLWR/S35cc1aNUjHu5KE7kMVJePn7Xy92nh6ZuxZKeCteIxTz6u3vp+uEL/Leyjje21PLGQIHUah1L1l7JHx5cQ+6ff8BPyjXnjInZg6jUaLVaXHTK9XEo9AdGp9Pa3XWMG1bZ56zR4qJVjJVNmGh/pioNCQsu4TdfaeSLf9lNflUVlZVVvDsgksLGxzeQX3x3LY379vCv42MYQnP34eob1rG8NZvf7ywns7aOE9mDiajQal246547+dXtK4mchNVIF+8Qrr9pHR8UNvN+cQOb3hnYs6xScVnc+v4RZ2XvZNpyHnvck4jf/ZlfH2pm/9FG9h05n7/GzZcb77me39+7ivAL2GttsxrIPX6UzBqIX7mM22f7Ola0B7K0/1O5MG/JKi498ibvnGmmqdFKXknFkBAq1Go14VHJ/PabX+SOJbHYjTEPCTF4aOms4713sjjbYmH9V2/m6mSfEfVGjW/CAr5zdzE7HtlB4ZlM8nNBpbjtS17B0w+vI3KiAYd+oVHc/em0Whbf+GWeXNXCbx5/jbeLz1JcZu/12EMpcmsS5/Lyz77KtTO8B8Uc+K/CPTiR+7//EFEhT/PlF4s4c7qA3Nz8c/cVP7+LV3yOR799A4sih/rqVoKoUCv1WKc5Z9l+RAZD0tE4DKf2ieUb//dDmn/yKI8ebuH44WaODbqCUCkuD3VsvO1W/ie2jG/9JsduwMOeqMaFsNBQAg2FVFUr7jds5Baff2YKG61Ox4abP88TX1pLrPeo5sShqMr+Xhed1p7PWG+mnfsEYewGGHVabBr1sIa8/5lp7O/+sPSVsmr7rw9vO1S4eEdy89ceIj7mJR7+9SGOVlZQVlE+TH77c1YHcPuMELs/b5u7D6n+brxRVENZRxul5XD85PkoSnuh8QzmG9+4h1/dkDjEl8L5MI6PFJdE/c98mPwDgTXu/lxx671sC/DmgZ/v5EhZGRWlZ3lr4L4iZ1RiGk98825umR85yve4yl6fxufvWK7Bqypco5bz21+00Pnz19hWU8Mr79QM3FTqq47V62/kjw8sZ8evv8sfWzTDns9gKo7/K+2j4qt9RNuq7NdWnp1OO+JdV+xw9l9X4ozV1PfXJw067dhhlMha5dtiT2cI+YE2QLk+7Kf2YsWtX+S7Z/7AE0dbeWfbYd6xB9Cx/LJQ7rGvxVThGZrCd374LaIDn+OnW4opKGkhr3hI3bK/gxqik6KJDxmyikWlxjs6gx//8usEPvYE39/VRnZ2C1lZg1Ko0Hj5c+dX7uSh5FJu+d5edBrFLKNzP5V7NPd+6x6OPfw8m2oreem9gYXcOi+u8V1iX+GlU8qu06LSjHiGCiv78xj7m62479Fo+p+NQ7tTipgq7O+kkodWPVx2xV3jhi/ej1/oy3zz6f3kVFRztryKbUOKp9R1r4BgohOCz616Uqm12FwVmdWoPD1w1znXLinCKPIOyjIkm7EPB9sUe70cQV6tY+lNd/PTOhM/fSefotIiHi8tGkhLeU/UuKWv5NmrwnjnhTcpHFm/BhlblTo/Iu0REg22l8rzd7YCeAcnsGZhPG+VlmKZv4Sb0v2GKy+WDs4WN2DW+rE4NY5A1/OD5COyH3aqUiZCLl/LvUfK+d3xGrJ3H6K/+6MicHmcvV652lkrbdxEZVM4DdShYY32wHdRO9CXVIqt0xMRFIxvXwkVVV12g7A5RcO/Vzo3d276wq08etdyQt2dK4/a1YtLbriT5329+OqfdpFVUcXZskreHii1UgcDgpJ55H+/xM2LohwYBFbaLi0uFg0aR89R8QQ00N47fE8UI1xxi3jsiSCS/voP/ve/lRSdaaHg9Hnsyrtm/z7FzGZ2yND99yo0igu2QU7no0zySEVQwnx++VMP4v78PP+3p5qcliay80rOp2Nvx7SkzJlJpL/bsOv937PRbff5QEpboHyf+2XVDH3WKg0xc9bw1x9rifzZ6zxTXs/BujoODHxrlbrv7e/Pz394F6kVe/j6S/nn7NxpXTyJSdBjzG2iokupEzWcPj3Y91KyVKPReHD7l7/ME19aPrah0GGCjn8SnLKY//t6Aw2Pb+ZQVS21NTV8MBBFyU+r0/Pdb9+G6+l9PLm9b8T3TIX9+6xVvs/D28PBXLXBSdx2ZQBPPllFZEwEl2fETOhNYTDu+P+Vl0hp7/u/v+O3OI5TsvevHLTlQ0Mb22rIrrWgd3dn6bwUgiZcCmuhq62F+h7s7QVWM7W1ddQOTdTBsT61c9gWBmUybcXN97HHU8OXfnWMnLx8/nVmsC6o0Lj5cduXb+bRu5cR7IQBOeXp9H/fNPZvlwMRzl2ymXupLa/mtRNFw1YG9X+/AvnWA7fzvSvnEeioTVLpwFVn7+dqPNyHfc9UNttQCzw2uuvLySppoFOxoD7BT611JSYxhaTggRlHm43u5iqOnsjhdGWb3WKk1s2L5FlzWJYagbdeRV3BKfI79CQmxxPhozTjYOptp6iwlLouDVGzZ5HkNXbVMbXXciSnAqPSeU5OJGyMJQLKvoLCnDxqLV6kpcUT6jmJESrFIEZ1CQdOnuFMXZfiBQw0eiISE1mSMYMYDzPFxSVUtqqImTOL+MGVWOYmXv3fb3LLPg9u+8pX+dvNM+iuKGDf0Xyqu8z2l8MtMIIFC2YzN9LX6Zn34Y/BSld9GXsPZZLfaACbCo+AYOYsWMCSGN/hQTFTVXiKQ9llVLf2YlWBZ2AUi+amkxrlj5Pf4xFpKvvBTZTm5lDaZsE7Io4FcYHnGsxRgUdcsPR1U1VWQm5RCQV1irn4/k6cziuQGYnxZMyMJ8hRJR6SjrGzmfzCszQZXIkdyn9IGPuhzURNURab9+RSUttHZPos1q5cQNqY++pHJUBPax05xVWoApOYF+uDuaORrMyTHCltwmIGtZs70YlprMpIINCJTfVdtcUcyMynsKbdvuxY7eHHnNnpzEuJxGdwD8BQMawGSk/lUNajIzI+jvgQbxwZsleW4leXFZNf24VvXAoLIkYOJIC5p4OCnCwOFtTQ2dtvzM/DP5SMuenMjQ1C3VHGwTPNeIbHkhodiDJwqTSWbXUVZOUVc6qs6by7Ko2WwIhoMtLTSIvwmURdttBclk92ZS8+4dGkxgbj6HH31BZxtKQVXVA4GfHheDjw5tDXXMax/AbwjWBBchhu9jA2etvqySmsoksTyIKM2PN7Og0tHD+aR4PGm5mpSUT7OR757Wyq5uTJXE5XNNM7sGdZ6+FFbHIKC2bGEz7UB4mlj/rys2TmF1FU04l5YFulSutCaFwSC2YlERfo4fCZDX3MQ4+N7fWcKqikw+xG8tyZRA7pCw0Npxxbuxs5dvwU2aUNdClbI7SuxM2YydJZ8YR6D5tOG4hqobk8n+yKXnzCokmNc8x/ZD4Oz21WOhoqOHIil7zqduxONzx8SZ0zm2Up4bi72KjKy6Gkx4OUlDhCPHUT6xaGZo4ezadZ58vstETCvfu/Ecry2NLiUirbbETPmU3CYJuLhbbKQjLLlG0cEaQmhKMs6hn5MzYWc6igGbV/KLMTlHdtdOfd0l7J4dxazF6hzE1Wvlf2F4DOxlryiqsx+sawODVkxKy0jb62Oo4fzSK7ohWDxYaLhz9z5mcwLyls+CCk1UBdeTFHTuZT0tzX3/apwcU3mLkz00hPCHPcBiiFsZqpLM7lcHYJ1a199u0dLr7hLFmUwaxoP9TdNRzJqcI9NJ70+MBJWCO20al8Tw6fori+y75NRh8QwdKFs5kZ5Y+qvZrDp6vR+YcxIykK3wHdwNzXQVFhCbWdaiLT00l2YCLfaujmbEkxpS0mglLSHdszMfdwtriE4kYD/rGpzB/mnnHgKdrMdDXVcvLUGbJKh2zX0HuRlJLI/NREwhVL1YM/i5GK/Cw+PF6Ox4yl3LA4csQzGww44r+5l4rSUgrqO/GOTGV+nM+EhoSsfZ32vkBZm5mwGenMCnSw58vUQ1lRPgeyCqlXtnMpgxaevqTNTGfZzBh0vU0U5J+lVR/CoplR51whKVv2Tp4uo9WmI3lGGrGD8EeIrZy215SQWdqMPiSaefEhuDrUBIdHVOwSPfnoH/jh1hZu/fa3+dst6cM8l1sbDvKFO/7EFt/Z/OUnX+Lz6UETD9QPycIu/7FjHC5usS9d1nj6kJo2jzUZ4aj7OikqLB63/tiTMndTlF9MSUsvofHpzIr07JfBaqDkVA6VJneSkuMJ9xloyy1GWmorOKl8r8qbsQ1uc9foCI6KYW56Kinhjr+hQ0Qf81Dpf2ZmnSazqB7lE4qrB3GJySzJSCFsyCrAYQlYusg7eZpKk56ExETigjxGDJT0UJpXQGGrmci4FFIjx96OaLOYqS3L53BWERXNPf3bvFTKdphg0tJTWZAYhn7osze2ciKzgFa1J8lJCUT5uU3cBg8T3sGJpY/qknwOnyqmvEXpg/Z7Q9MHhLMgPZW02GA8z7mTtdHX2UReYQWtBlcSMtKJGWtxgKmDU1n51JldiE1MITHIbTgnRZTeds6cyeHo6ar+bQRqDb4R8axeNIeEAC0tNWWcqWjDNymd9MCB75/VQmvdWU6cLqW4spGegRUvKq0G/7BY5s9JYUaY0h8fW+8YRsFm4MzWF7nm0Z1UuCxi90tfZ6liDGXoT9lyV1/B0azTnKxsG2jrlT5BPIvnziTBF6rOllDcYCZ85pD2U1ldmn+aY7W9BEcmkOHIkJqxhXf+8HOueb2VVZ+7nme/fxWJXiPyHyrLJI67G4o4XNiKe0Ao6YlReOmcZKLkYVLa+1KKGg0EJsxinn2J2cjMzVTsfYmVP3if3uDZvPqXh7gkwlE/ZWg8K221FeSU1tM9gT2D87HUeARFsygpBFcHHea2mhIOHlO+eT32AUXF7eH8BXPJiFG86ZxPZbwjZV96RWk+hfVGIpNnkBZ8rlMyOpqxnaxTueScrqKxb2AFt/L9Skxk9sxEYnyHfL9GxrZZqC8+xbbDxWjj5nPTivhz7fQIBX5kTDmfFIFBBX6PO7f8z//wt7sWMkXGSCclhgQWAkJACAgBISAEhMBYBBrPbOe+h//Jdtc5PPu7L3ND8lDfSlaaDv6DpQ8eInLD1fz9W1eTMs4Awlh5yHUh8FkjYOtr5t1/PM1X/pNFa9o1ZP/lVlLG0d2mtvw2ussO8KX7n+atTg+++aNv87+XxTu9F3xqZbmA1Mxt7Hjmb1z/z1MsuONbvP61RVNrn+cCRPo0RxmxJvDTXJSLTPbxDV9eZMKKOEJACAgBISAEhMD/HwQM5Bzay/Z6LfPnz2ThyP3K1m7yjudR7+3DysVzifIauiz7/w9CUkohoCzhaG9qpKy+HYvVhrmzkX3bP+Cp7YU0GeGK1XOIGGeF3JQTtPSQf+QYu5qNeEeksCEjwsGWjSnPdcoStHS3kJ3XilEXxz1XzMTPydnuKRPgM5aQ4PuMPVApjhAQAkJACAgBISAExiJgqM/khdeLaA+IZuXiNEJGGpzpqefQ4Sb8/Baxbl6Ew21OY6Ut14XAZ4aAuZfs99/ka08d4KxJZTeeabFYMFmsWFNX85OrU5lKm8MTcetpLOWVD8/SbLBx/efWkhHUv8VsongXx30b3U11HGpsJ2rVDVyW6PHRt3NcHAWbNilEgZ829JKxEBACQkAICAEhIAQ+ZgKmFrKz6jB5umPrrmPzi8/yQqOGeStSWD87bJShSzwT+e5L/+G7H7NYkrwQuKgJqNS4eXoRFuhNZ6/Vvt9fq3MhNnUW3/zS9cz3n8Qe8QsoqK23jTNF9RhdXLEYOjn43tu8croBfcg87r4s6RMdPLgA8UdEUeGdsIzXX1o24rqcXigBUeAvlJzEEwJCQAgIASEgBITAxU6gu5zHf/hb/tV0XtDwlFncc9M6ZgdNgWGz88nKkRD47BDQujH3iqt5Jn0htR0Gu8ctTy9/IiOD8NV//OqTpfMsTz3yNH8paDlnvTwoMoZvPXgja0IdGMz87JCXkjhB4OOvgU4I8dkJosYnIp61aSrSAvUj3EN8dkopJRECQkAICAEhIAQ+JQTcwthw86XoStsxqV0ICo1h5ap5rE2N6Pc28ikphogpBD5ZAiq0esUVXRIxn2zG9tw0HqFccc0qbPnVdPRq8AsPZ/GSeXxufix6sWA2DU/k4spSrNBP5fOwWTH0dNNtAhe9Hne9brQbjKnMT9ISAkJACAgBISAEhMC4BGyYjAYMJqt9FlGr1eHqqpX+ybjM5KYQmGYCNhtmkwmD2YzVChqdDlcXLRrVx7t0f5pLLdk7SUAUeCdBSTAhIASEgBAQAkJACAgBISAEhIAQEALTSUAWYUwnfclbCAgBISAEhIAQEAJCQAgIASEgBISAkwREgXcSlAQTAkJACAgBISAEhIAQEAJCQAgIASEwnQREgZ9O+pK3EBACQkAICAEhIASEgBAQAkJACAgBJwmIAu8kKAkmBISAEBACQkAICAEhIASEgBAQAkJgOgmIAj+d9CVvISAEhIAQEAJCQAgIASEgBISAEBACThIQBd5JUBJMCAgBISAEhIAQEAJCQAgIASEgBITAdBIQBX466UveQkAICAEhIASEgBAQAkJACAgBISAEnCQgCryToCSYEBACQkAICAEhIASEgBAQAkJACAiB6SQgCvx00pe8hYAQEAJCQAgIASEgBISAEBACQkAIOElAFHgnQUkwISAEhIAQEAJCQAgIASEgBISAEBAC00lAFPjppC95CwEhIASEgBAQAkJACAgBISAEhIAQcJKAKPBOgpJgQkAICAEhIASEgBAQAkJACAgBISAEppOAKPDTSV/yFgJCQAgIASEgBISAEBACQkAICAEh4CQBUeCdBCXBhIAQEAJCQAgIASEgBISAEBACQkAITCcBUeCnk77kLQSEgBAQAkJACAgBISAEhIAQEAJCwEkCosA7CUqCCQEhIASEgBAQAkJACAgBISAEhIAQmE4CosBPJ33JWwgIASEgBISAEBACQkAICAEhIASEgJMERIF3EpQEEwJCQAgIASEgBISAEBACQkAICAEhMJ0ERIGfTvqStxAQAkJACAgBISAEhIAQEAJCQAgIAScJiALvJCgJJgSEgBAQAkJACAgBISAEhIAQEAJCYDoJiAI/nfQlbyEgBISAEBACQkAICAEhIASEgBAQAk4SEAXeSVASTAgIASEgBISAEBACQkAICAEhIASEwHQSEAV+OulL3kJACAgBISAEhIAQEAJCQAgIASEgBJwkIAq8k6AkmBAQAkJACAgBISAEhIAQEAJCQAgIgekkIAr8dNKXvIWAEBACQkAICAEhIASEgBAQAkJACDhJQBR4J0FJMCEgBISAEBACQkAICAEhIASEgBAQAtNJQBT46aQveQsBISAEhIAQEAJCQAgIASEgBISAEHCSgCjwToKSYEJACAgBISAEhIAQEAJCQAgIASEgBKaTgCjw00lf8hYCQkAICAEhIASEgBAQAkJACAgBIeAkAVHgnQQlwYSAEBACQkAICAEhIASEgBAQAkJACEwnAVHgp5O+5C0EhIAQEAJCQAgIASEgBISAEBACQsBJAqLAOwlKggkBISAEhIAQEAJCQAgIASEgBISAEJhOAqLATyd9yVsICAEhIASEgBAQAkJACAgBISAEhICTBESBdxKUBBMCQkAICAEhIASEgBAQAkJACAgBITCdBESBn076krcQEAJCQAgIASEgBISAEBACQkAICAEnCYgC7yQoCSYEhIAQEAJCQAgIASEgBISAEBACQmA6CYgCP530JW8hIASEgBAQAkJACAgBISAEhIAQEAJOEhAF3klQEkwICAEhIASEgBAQAkJACAgBISAEhMB0EhAFfjrpS95CQAgIASEgBISAEBACQkAICAEhIAScJCAKvJOgJJgQEAJCQAgIASEgBISAEBACQkAICIHpJCAK/HTSl7yFgBAQAkJACAgBISAEhIAQEAJCQAg4SUAUeCdBSTAhIASEgBAQAkJACAgBISAEhIAQEALTSWCUAm+zWjAaDRgMo/+MRiMmswWrzTadMo+Ttw2r2YTRgeyD5TGZzUxWfIWJyWQcYDLIYBwx7LdsWC1mTMaBeAPsJs67P57CWpG5n7mVi4m4zWrGaDRhuVChbP11zGi+gHLZrJhNxnN11GgyYbFOLIjyDJV4/fXAiMlkdqoeO372E+c3Ue2Ykvs2Kyal/CPEad79GF+49z+UT0kmU5+IUn92vPQI72Q3TVniNpsVi/LuD75v9jbAiFI/zPY2a8qy+kgJKXKah8mpyGh2ug4r7Ym9fTvXFo8njg2LebAdGf89sctlfyfGS8/BvZZC/v6rX/NKdoODm3LpEyGgtAMO2uOGrT/mwe+/Te0nIoRkIgSEgBAQAkJACHxSBLQjM+rMeZPv/XEX3nGheIy4qXX3xscvhMTkZJLSZhIfoB8RYrpPW9j75F95uaCHiGB3h8KEzVzONevXMcbtUXG6G4rJPHqC7KIyWruMoNLiFxbNjLS5zJuThL+7blQcm9VES1U+Jw5nklNRTXePBY2LnqCIeNJmzWPerDjcNaOigaWPhsoCThw6RF5lG719ZlQ6DwKj4kidO5eM5Bi8RmfnIKGP65IVQ0sVx7e9yEvHerj2vh9yWfLIWjJB3jYjjSfe4U8v7qAl5jZ+/a2VeE8QZfC2pbuO3MxMTmTnU9vejcWiwi0gkKTkeczNSCMy0BONajD0+f+G1jJOHj3ByfxSmjv7sFnVeIdGkpKqPMMUgrxdGRXNZqW7pZzso4fJKqiiraMXq1qPT3AkSbNns2BOGoFuo8a/zmf6CRx1le7msSd3MO/+H3NV3MX2Lo4DwGajp7uFbpNlnEDO3bKaeqivrKCs6iw1ReUUt3Zg6unDCthUOjz0NvQ+UcTMX8UVGdG4OKogzmX10UKZe6ktL6GsrILS8lKaWjpo7zGjUmvQ6b0Jn5HBkvnzSAzzYHStstBZX0nO8QMcK6imp6cPi0aHb2AMiWnzmDsnkRDPEU251UBj4XE27zhIVXMvandfkuZfwqVLU/HTjwgLNBfv5JX3ylhz6x2kh36K6tJHeyqfidjmqn389LebSPnKY3xhlstnokxSCCEgBISAEBACQmBsAqN7cvaws7j7J/eROiKesaeV6pJ8TuzfypOHznDPF28hLXBaNcrhEpqMdJlNJG74Gt/ZED383oWcdRXz7isv0xC0nCvv2EhsoCcqq5HGs1ls37qFV2pWc/cNCxk5VNBZmckbb+7FNWUNd3zlVkK8XLAYu6jOO8Lm914iv+EW7rg8gWHdZJuZpuIjvPZuJn5z1nDXVXMI9FRjM3RRkXeYzZue5OzyL3L92mQ8R/fwL6R0k4tjM9N6Nov339nCGV0o4Z4XMr9ro6c2l83HW7l0dQqvlU1ChL469r76DDs6k7n+qru4PSYAV7WNnpYyDn34Af99s5Irb1xPQsCIp9Fdxtb/PEeR5xKuvunLJIZ6o8FKS1Uuu7ft5PXKVm7//Ep8tcOhmrsq2b7pdco9Mthwy9Ukhnpgs5hoKc9lx7bNPF/cyT23LiXA0UDMJIr1UYJalNl3Sxe9ho+Syqc3rqmnkRM7PiSrphffqBksvOLzrA/xxV3X/yytJhOtjWUU5xdQ1dXVP8v9kRV4MxX7c/BaMRe/SaCz1B7kjTdy8U2exZy1N5EUGYxeq8JmMdJSeZr9O7bwp6cKuOcrdzA/bGjLYKOnvoD3Xn2XxuCFXHXnNfZ2SG3ro6X8DLu2vMZLZSu55do1hHmcH4bqayzgrS2H8V99Oz+cG0ZvYy5vvrydXZ7+XL8wYrjkthayPjyE56zbSAwZmvfwYHJ2cRKwmIyYrUZ6+syAKPAX51MSqYSAEBACQkAITB2B4VrLBOm6uPsRN2sp19x+O/O7d/LSO6fonCDOJ3rbZKTbbMPXdyo6oRbyt/6dE93pXHP1auKDPFGrQKVxIThxAVdft4zug/9la37fiCKaydzxNu0BS9i4br5deVcCaFw8iZ6zhltvmkPxK09xqNw4LJ65p5Wjew5CwnKuWtOvvCsBVK6exGSs5c571tKw4w1OlHUPi/eJnNjM1Ofv44V/v0dn3BV85c71JHhOPmdrbwtHDp5Cm7KUJO+eSSRgpTpzG6/n+HPDXdcxLz4QV0URU6lxD4hn1YYNxFhL2Hn07Ijl5FZKdr3IB9XJXHvDZaSE+/Ip5F4AACAASURBVKBRHqJag3/0LNZfsxpNwS625I6uxVWHXuVEcwRXXLWGhND+VQYqjY6A+Ayu/vzluB15mf+eaJ1EGaY+qFfsYu65/5tcGvf/Y6e9naOv/5PdZS4sv/JGbvrcchIi/c8p7wpttU5HQHgSi9du5LqVabgNKPYf7Uk0cfS1k0z2yav9ZrDxltu56aq1zIoNsSvvihxKexIQO5erbrmHFer9fLirgGFvhrmLM0d2U6JL5/NXnW+HUOvxj5vHVbfdSVDtdvZlV2A8t5XCRG1xHh2eKaxJDUGtVuERPIOlMz05mpWHouYN/bWf2MT22mhWLIlFf34MYGgQOb6ICbhGLuIr33iYG2aOGLy8iGUW0YSAEBACQkAICIELJzApBX4wG513HGuXRtGQlUndSP11MNB0/O/tpbHXHR+fMRYWTEamrlO88UY5yZeuI9pj5DSrGs/IRVw+p5e3Nx2kfWi67QfZd7yPmYvnEeg6Eq8G36TL2TiznJ07TzFUFe9qLuBUuZo5s1LwHqVoqPGKWseC6FZOHsmj81xHfWjGH99xR9F7PP7EO3guvpFbNy4izN1C3zAtw7m86woPkl/rzop5qbjYFzk7Fw9DNYf35RF8yXoy/Eav+NB5RzJ/TgQFR49Sb1YWTw/8evLZvLmUhA0bSfQaWSfUuIXMYvUcDVve3E/LYBzlv7WcnW/lEbh4Nck+LiOW16vQB2ZwzTpXjr++i+oh2Q1N4pM4Vut9iUuMxX9UPfskcp/ePJr3PMl/MrV87vbrSY9QBmbGk0dlV2LHC+H0vfYyTjU6HfpcQJVnBHHRysDTuUvDDtQe4SxOD6e5pJCWIWN7fW1N5ObUMmPuTAId7Ltx8Y1i3uxwCjMzaRpsUMy9NNQ3oPcNQK8byFClIzwyFHPBWYYtfDEV8to/DpF67Q0keI4h3DBJ5eSiI+DiQ0JKstPbwi46+UUgISAEhIAQEAJCYFIERmo1TkdWa3RYrX2YhkznWI3tNDT14RMcgtsYKVvMXbQ19eIRGIRea6GjrpJet1BCfMaeNbda+mhpbEfvF4TnOMqKxWTAbNLh6T5ub96pMnbmZZLNLL6X4j1CgRuMrmVGxlxU72/nTOMlLA3qn7pqPb6bGvcZ3Bw1xt5wlQsZSxbz5nvHqGhfQKpPf3rtRcdp9w4lImjgwmA2g/9VaiJnxLHjeD5N7fPw8v3oZRxMeqL/Go9gVn/+PlZfkoy7CiymNjqHabwTpQCmjgK2f3CSmA33E+OjoXniKOdC9NVVUtjixoJZQWM8CzWh0XH4drzH4Uoz18f3z0h3l5wm1xDL3bN8x4inJSEtHddNu8iq28Da0P5naCk+zIFeH+5KiRwjnorI+Stw3bKbvPJriIibSPEx09nQhNEjCH83G93tLbR19mCy2FBm9d09ffHz9cQ+bmMz09U25L5ai7uXP/6+HoxY5Y/V0EV9Yy8+4YG4KysLnPpZMfZ00trSTq/Jgk2lxsXNC39/X8cz1DYrfd0dtLZ30mfsf9lVajVaF1fcPbzw9vJA62zWTsk3cSBLWxYvvFDMjHt+S4b/R38PLMYe2lpb6Oo1YbWp0Lp64OPng5fb+cEbi7Gb5sYGukvzKLZ2UHP27Pm64RVCXOBHn/20WhXDiibMQ0wDdLYWUt7rz4awAMecVRoCopKxHDhNfUsH4Z7eYDbT2WlFG+g+bGDD3TsQrbGcVmWAQHlFbEbO7viQzJS7+c18z/PlmfgROA5hs9jrdmuHUret9hUyrh5e+Pn44uYy9nNSjBp2t7fS3tmNUXknVBqUeL6+3vYBiFHVy9ZLc00bbsFhuNp66Ghro6tXWUZus9sUcHX3xs/Pl5Fb/ZXtCm1Nrai8/PBxP/9shxXGYqS1uRO1tzc++uGDhRZDF22t7XQbBg0CqtDotLi5eePl5YGri2YChla6m2rpcA1FWdTT3dFCW0f3+XbAywc/b090yuqicyz77yurhtw9/fD38+pvJ4YKbeqiuq4T77AwRo1TDg037NiKoaudltYODMqgp1qDi7sXAf6+/aubhoVVBjUt9Ha109rRhWHAdoViv0FpBzw8vfHydHNcP0emI+dCQAgIASEgBITARyYwhpo9UbomWhpb0QXMwd/tfFhD9W6eeTqPqx76PnOCz18fetTTnMlbT2Wx/IEHSQ0wUfjuo7yrvYNvf2EpXmP08bor9vPcf06z9otfZX6469Dkhh0b+now4or/qBnzYcGcODFTUVaOLSidqHEsrLnGp5BofZ/ymj6WBikgTBTlFeEatGzc2RD3GbMIeH0vDS1GUn36lc368grcvWfhPebSdBXe4Qm4dhfQ1tkLvmMMEDhRuskG8YhYxvoR22YnlUZfHbue+zttifdybWrABJ3ckSnbaG1upFPlS1zA2NVVFxhKrEcPeSVdEO8PWKipqsLsE0us78g0z5+7RMWTonmd4ope1ob2K2GNZ/Mx61IJDzkfbtRRRDozdNuoqG2CuPECKjHbOPrC38lbcA9XuORwqqqb7p5+JUetAbNBRfT81axI8aHoxD6KGgwYu3sxWK2oNKCxuBCWvoQl85OGddB7K4/x97/kcNUjX2WB+8TL6G2WPmoKsziRW0pHpwmTzYxVpQabFb1fHIvWriLJdzjj+rz97MuqoMNowqYoZfbVHzZMViM212Suv/1SQoZHGYVqai+YqT52gJPuC/nxgoCPnHRv9Sn2HDlNQ1cfZpPiFUGNBg0qL18ylqwkPcrPbhjR2NHAqSM7KTiTg8mm4ejOnZwbaku+jHtXfkSbG5Y2igsb8I5IZKht0J76ckyePvh6jfW+q/DyCSdIc5jajm4y8EZls9kt7w8ZBxjCqZlWZclQkI3euhy2njRx0x1LzpdlSEjnD91w1baTs+sYJe29dHd20WdX8lSodFo8/ONYuHgecUEeo959m6GNU4f3k1fZjMFsHhi8UKHRqNH7R7NwxQoS/IfXbaulgDd+/zpxt9+Jui6fFiU/gwmjUj+VCmoD1+A0Vq9ZTJT3+cE1c0ctW55/FZdLbua6RTE4rLbd9Wx96X28LtvIlTPDBuS10ll1hn0HM2nqtWGxKAMtilJrxaY2YFEFM3v5JSxKCeJ8bo7o9XDqtT/wWviDfD2yiJOlzfT0dmM027CpwGpTEzlrFWtnB1JyZC959d309PRiUhRsjVIvtYSlLWbZ3CS8XIYMa9Sf5PeP7GDjL37GpUGO8h1+zWrqovxMJpn5FfR0WzAPtgNWC25BKSy7ZCmx3ufpKAMfFTn7OZxbQ7d5SDugsmK0mECfzk23rSLwfJThGcqZEBACQkAICAEhMKUELuiTa6jO5M2jsOKuZQSN32OZQFg9M9ZewvvPHaO4aSFzgx2LU3ViF8bIK0gIHlt5VzIyGnow6dV4aj6SUICBrjYTJESjqIJj/jx8CbTZqP5/7J0HWFzHubDf7bssnaV3hAAJUEUFdatZxbIkd8slLol7yf1tJzfJTXJ9k9w4idPj2HGNuy3bsiVZVrV6L6iCGiBA9F6W7eV/zsLCArsrVCwruWefB/acOVO+ec85s/PNfPNNkzAdLWi4BtoabCgyYwjymQgIikBlttDULqy97lJCOgwdBESGo/EjulwViNzeQYfRiJOBnWF/RX5r15wmzm7+jNXm6/jx9TkE+xik8S2fHbPRiDUsgkh/91UVQJhMwebqWnDdNSuGdguOxHj89mkDgolCwtl6wS462SVGW1sT0uhxeLHW7xVTGkJIiJW6phYsRA/CdZSDM+v/iTFjHDfOnkNqbBhKwYmZTU/J/s2sXP8Op3YoadWO5rb5M0iLDUUlTG07jNQU7WHF+lXIQ+9jemaEFy/lvWL5O2o8u5PP1p4iddxMFszPIDxQjjD72V53lu2fvM1rb+h56okbSXC/Zi0FfPrJJsKvW8aNY9KICOyatXTaLLS31FNV78Sjn++v6Ct3zdHK2aIaNLk3kebbaGdQ5VlqDvDGP1agmXATc6YPJz5c61LWza1V7N24itUfrkHzyK1khKjQ6FKZfdODjIl+ie0nNCx58AHSBlXKICI5Ozm77RPWVQ/npruzCfTQzawdJiTaRALUvl8cuVKJWmqlqd3kUixlMhkatQpFvz0rhW0tnc5QwoRBSZueE/uOYE0bz/jYvgryICTuF8XA0XXvUxwxlcVzJ5MaFYLC9ezaaK0rZsf6DXz8mZ4HvzOHKE/TLIeegk9eYVNLKnMWzCUrMYoApczlLLK1roSDm9bw9usN3Pvk7aR7DBQLhXc2VbFh/UbGj59I/qThxIZqXdYGTruZlupitn76T75wBPHA4lw8fPv1k3twp87WctavWENV0lSWzhpFbJgGhWDx4rRj6myjtr4ZpVD+4LKjdsfbfJk9gutmzSIjPhyVXIrD0kn54U18tPETyg5AvSODpTfOJjMuHLVgmuOwUF24m1UbN6IODWdqpu7S2gGHhYojX7NiZz2jpl7H7Ow0QjRSlzPF1upTbHr/dd6tM/PQfbOJ7n4sDFX7WLn2ACkzb+H6EUmEarosExxWM63NtVTVy+i/CcIgUYjRRAIiAZGASEAkIBK4BAK+e4VeMrMaminctpzfvraZ1Nuf4pZRukF3Wrxk5wrSJFxHSmgVp4qrBzhXckWwFLJtayO548bjf2m7A5PBiMlUx4GVb/KLnzzH4488wiOPPM4zP3qBt9YdoN69RtSXMD3hnTRXWyAgwPssjTueJJzYZCdGg7E7pJXacyDRqP1ykUgjCYu0YzG7F7s201gnQaZS+k2nUoUQHGDBIuxl75bhGv/uLN7Ne7vhvkcXEHtJVsZWOlv1mGxKFBIPzaZ/vSVadLFKOvX67isGWutN2BVq+hrC9ksoCSE2RYJR717Ur6ex2goBF0hHOFExDuxGE95nOvuVAzSXyZm8dC6ZieEu5V2IIZEHMmTUONLDHew/LGPBbbMZlhjWpbwLEaQaYjLHMypBQVFhMZ2DLWxA8W3sXLUeefo0Zk4a5lLeXeVL5YTEZjH/gbtJObWS1fuFAZDuT9UxijqiGDkqE1238i5ckciVhEQmMDw7kX56lTvlN/dt1lPbbiQ9NdHvu3JBARyNbPvgY47FLeH26/NIiuhS3oV0qtB4Js+byxDnSb7Y+83tou102mirPM6qV//MmwfV3P/jx8lP7Dsw19rUgEymxN/YlUKpISBQg6F7iQMKJWGhShztwlaLvST0rQ1YQ8NIVIG+vpTD1QYmjBuOVqJn94e/54dPPMLj//E87+2p7E00qKNGiqqSueWO68iIC+1S3oV0UjmhsZnMmzcNTc0O1p/q2wDrj6/g5S0q5ty1lNFDYl3Ku5BMWFYSFpfJzFuXMda2jX+sLBzwjlkNDgIjhzJ16lgShIGX7l8yiUxFeGI2s2+YSOfhrZRfrLdBL/U1tdVy9rySMVNGkhQR0KW8dwmKOjCclLR04sIH37jZK5vJnrOAnGSdS3l3oVJqSRk9npEBBvZuayH/1kWMSNZ1Ke9dEYjNGkVOrJ2TJyuweNxXLyL7DDLrq9m+6RCxY2YwZcwQl/IuRBacKYYl5rLksfsIOrGWrScae/IwV56k0hFPbk5aj/IuXJQqVIRHJ5Obm9B3R5WelOKBSEAkIBIQCYgERALfBAHvU97s48VHjg5UfGRKYrPzWXTXPaTGRg5ci3cJEsoUIYwaPoS1p07RMiaRyD5ukJ10HtrOAeU0fpqhHmB+2bc4CaGJOSy6IZKQ+GEkxQR3rcN3WGlrOM3W5R/yi/WfM/m2h1k8LhFN/wXFfTJz9On49rnU50SKTObE0tjqckinxYHdNhjVWobUZqGzTU/XclT74MqTSJF2dNJqsPxLKPC2lrOsXHOQjIV3MnbwizP7EBbsYR2CqeoFsUqRyiVIyupdDunChXR2J84LTotJkcnBVtfk2lEhSLiHg+ocS5E57Jga2xGGbwajyMrGTWF8PxN1obISjZa4MB1hI9IYGTRwuEFQmMMjg3CWNGI2Q9DgdYUelo5zG9hbE8LSu3PQDthKTYI8MIfpU5V8cOA4jVNi0AljJVotalspTS0WHEEq1y4MPRl+Wwcd7VSajAQFep9+dwjvlV5Y19tfQBkBoSEEdL/3lnOH2VCq4tafTfA6eygPSiYvW8fGvcfouD7Fv0VN/6L8nBsr9vHq28s5WdWtzEqDyZx4HffOH01ciNJlAeCZ3DGIh1EikSCRttHaYux6T6Qa4tJSadp4mrr20Wh1ATitrRQVnSc8dxIxTivHDu3GGjaWrHgp+1//Maskt/Hci88Q3HmMN3/3As83/4CfLEga5LpmJ6kTxpHq1UpAgiJmKFPStLy04yjLRk/rGnhxNLFj9QHUc59hTD8T+a76S5BpYlm4aBKr/7yG4wuyGeWxnEkSFEFa1nAivZYJqphsohRFNLYa4CKUa0/27mOFUoVa2UF1bSd2j4Ee9/WL/ZYkzmRU4sA1+BJlKHFxwcizUpgUoxjweydRqAkPD6TlfBN2YbmAe9TiIgToKN7OGXMsdwwfgmqA3wwJiuAx5OW8ze4TZ2kbrSNE2LQjQI3U3EBruxWn4DvAzzjqRYgiRhUJiAREAiIBkYBI4BIJ+FDgJ/DsKwP3gbebO6gqPsrOze+xojmWRctuYlxy0KWZ8rkFlsqITs9EVnSK6uZOIuM8FoHbGvh60wkyFv2clIF6jTuH7m/BO3gK43UpfcOlCkKic1j85C8ZuedjXl3zPuFBDzA7O+aKKSRSpdL/TH1fibrOBEdgCvnFs1PIUV5Cx82bCN9kmNPWydHdW6gLzmFZbuw3WVTfvDXqQZiz900inEnUqku4h4LVhGLQ6eIT47zHlUiRSaREh4YM6LS7JJVIUKk1lzXLVXN4O9bQOaRE+za6SUwdjvFcDe0m0AkjEsmzmJVeyNZP3sM2azojMlKI0PpoMgYi/WZCZDIUEqnPASzB/H3nhpWcrvco3tzKqdMG5v7ov7hpqKAF2qmuOEdn+HDG+HRfIEcnOI4rr6IKyPLI7nIONUkTePqnE7qzcGI3dlB97gQ7v3qbz83JXL9oLiPTwr0/J34LVqBQukerJOiGjGLmqWo2bdrC8LhgjG2VnG6KYOHSTGwNBWw70s6Iu3LRVGzhzUPxPPK7qeiEMRH1CB54aC4/+t8POTHlh4zqWejvr3ANqQn+FhtpiR8SgeSDUqqYhstbQOt5jtZLmXRbv/a6XzHyjBEMd26jpMLIqJzeYTJlgJpwXZhPKwyJRIFEYcfs6WW1X96DPZVHpXFdXgzvvPsO2oWzyc1KI04XfOkD2EOTuxdODZTAZWkRE+ljwEiGJkCF0r3EZWDyC4bUFh1FEXkDsRG+24HYuFT0ZQ10WiBEBQHpM8gLfYMNKz7FMH0SOelJhPgYOLmgAGIEkYBIQCQgEhAJiAQum8BF9cZlqiCSsqewbMhQdn/4d95/bwURT36HdI+ZkYuXSEJYTCoJ2gMUljWQG9u137qQT2fFIXY1Z3H3eB8e8S6qMAlJo2ZxXVEpew8XMzVL8JTvaypBRWCouzPsr5BO2pokyEMD6epTBRDS7Y3eXyroQG+QE6XVdHfUAwkKBU+dw1t6u9WASaImQNU1O9N2Ziuf7ijxFvWywtTBEUyas4RUP87fLlRA27ld7DhuZtxtk9Bd1gJJGWrBnP2CnVYz+hYbTl0oXUNASgKCFUjdqxt8CmykrdGJbFhw9yy6mmDBw3+dzwTdF/S0d8hQxGkHWqr4SDpg4ttHvG8iuKmphtbGI6z4Z0P3szqwFGutsMHYyG5HdYKNbDjX3XU/QVu/ZufqD9gXHEViWhYTJuSREhU4yNnZgeVcVohaTZhSQXWbsFRioKcJYa36/GXfZ75nIQ0nePEvKz1CBP8IJmwdFax44w2fg2iWhrMYjIke6a70oTDLHEzi8EncOTSLwytfZ9Xyrwh++E6GhnW1PwFCw9DX8nyAEHabBYtJRpCwzMHdpCl15C9cQlThMYrr9EiD01h483CSI+Hwqx9izvwuY1MCqd14ms6MCT27YQiZK5NHMjJgFaWVRkaF9CrNAwruCQgi9ALveIA2GIm+hhYzJAnvsqGTRnsYY8N6MvF+oIokJtxOTXNrHzsXYfJY4deKCixWGwbBZOVyP7JQRs2/GbluJ7v2rOTQjkDi0jIZM248o9KiLn4iXD6Y35bLFdp7+paWaurK9/DJW6U+2632ikrQpfW0A0ptAtcvu4v92zbz9fJ32BUZS+rQbMaPG0VCeMAAqxHvJYuhIgGRgEhAJCASEAlcKQIXpcD3FKqOZuLS2Wx+ZjmHy5aSPuKyNHhkQVFkp4Xy4alS7BNSkLo0HQOlh06gyZ9Pli8HzD0CDe5AqgkmJSWOdScaukwQfXakAggVPJ6X1yOsjPZpsezopK1NQpDWbTUQhC5Ggr2xGaHb6EvndNo7MJvkaNRuM2ANwYEyzK3trnTu0P61stnMGOlV4ANis5k5s8vxWv+4l3MuU6iIuBzmphK+fGsVQbN/wLiUUJ+zZIOTUY5GG4DK2EKnw06Yr7lJp5lOvZ2wWPeog4rgUCWyyiYEVc99hwaU6TDQ1grBwW5lUElwuAbn0UaXSb3vCUgTHXopysCAS5rxHyDHVQgITh7FjJm5fsz9Z7FIE9w1E9stjyYsmck33Mnw/GZqyorYv3Mjf926nrS867l98WRitBc0jbmyNdMEEx8UwLZzFcBlWnbE5TB7pns23JuYM5l3e+DlluIt44FhinCy5y5l9/E3KSprIj1McK0IAcEarGVtuNxl+GhQ7DYrVouEQGHbO7cCL5SgDGbI6CkM8SjNcHIFbxVm8PgLwwiUmjjb0IkjKKivdYcskKBgK2V1TZCd4JH6cg9NuJbp+6iH99yVqNROLFar98tXK1QdQc6UhaTmTKSmqpzj+7fz4UubWRGewY33fYcJiYMZ6LhawvopR6YgcmgeM2YO9fn7BLNQB4ahc/s2lEgJihnKjCXxjJjSTPW54+zZsZo/bFpL1uQbuWvRWIIvMJjiRyLxkkhAJCASEAmIBEQCF0ng0hR4YXIuNIIgm5XG1nbgIhR4p3Og+atETVrmUKQbj3PMPIOxATKcLeXsOKUg/94knzMFF1lXQWpkcqHK9oEy9MlMhS4uCMnWShqckOzZKfaM11RDmVTGlGj3dlYBxKUGYT1ZhzBf5Ms611lXQZtaTXRoL7eY2CRMlS2YrBDiQycyddZjdQQTFBDg6twrgiJJDfLrY91T2qt23HzgS9YK3qPe+BGb3/BerNNuxeo4wSN3veKqS9LiH/Hr23K8RJYRGBKEurOMWpsDn+qEvo0qi4lhSW6lTklYVBCy6lrqnPTx7N2nkNZ6SpxOhsf1WnnEJqTj1FfR7m/0xlZJfZ2CyMiIyxyg6CPNN3YilUhRqcNISk31PZjho3SpQkNETLzrL2fCTFpKdvHma+/yk2oTf3xmHsG+3g8f+V1WsDSSrNwIHB8fpcQ2gSGX2oIJ68YVIaSkpnpftnBZQl5aYpkqjthwE+1temxEudo9TVQcWkMTBpONPnsIehRhMhpot0FKiMZ/XSxVrPt4N6l3/pThgcIscJefCI+seg8lYHNty9Yb5O/ogi4qBCcWEh3B7oFBgT/OQfi2aKO5UUpIoM8hOH9iXcI1YRs6H7WRyNGGRZMu/OWMZ6m+grWvvcjrv/8N7Y8+w+zMIP/8L0GaK51EIhH2k49wtQM+B6a9FiosF9ISGS/8JTJy8hzqjm3g5Tde4j+qHubPj+f7bmO95icGigREAiIBkYBIQCRwqQR8L4S7UI5WCxaJBKXCQ9uUyXyao7qzs9Sep9p94vGtThzOpPhqvtreKHQrqS87hzE+ibGuxbgeES/n0GnHaDSjlKsu2NGKTR9FqOEIZ2t8eTRz0lR0jMqAEaTG95pEJo+YgrztFFVNwp7E3j5O6g4fQB86lGhdL/7QtCFIO8ppbBngfas7EydNJaewRUYRFuRrjt5beVc/LHzq07z//vt+//7y3RFETXycV7rjeVfeu2QPjkwgSq2nqNy3Pby++jznTZFkD+2d3otKHka4rZii876ZthafolyRTUZyryaoScslRXaSs+W+zW/NRQc4pQ4nPeFCNsBXn7+3ElOyxmKrKqPe5O3qRYRJZISlT+OxR+8irXwFy4+5d1K4iDwuM2rSqGmky3ezZls9Vh+6lv8i1ETF61DVlnPuIsWXy4X2bjCKp38JvF11Og10GmQolb2+MbQRKQTQSn1zm49BRwetjSU0SKKJCQ703a45rVQf2sXhkGncl++2K1GiDVQgsdno21pZsZmlhPVYpXiT1jOskYoaf3b+NqrLq3CmxfZaM0REMzyonuNn3bs/eObXe+ysL6fcFExqjNuypvfaxR65nP31MVEYmIPJoKejtWngBW8hgUnMe+pX3DHMypFde2jy3Vx4S/2thCWmZGGoqaLlIp/7AcJKFESPXMhzT9xC+IF/sObUt2whMUBAMUAkIBIQCYgERAL/vgR6NciLrKPh9FEq1TEMTep1XiQNiiZIakNv9NWTcVBVdBSvO/vIdIydNJSSzTuoM3Vy7lwj8UkZBHbvOXuR4nmNbu1o5HRxLckpKSh9ms93JZUl5bEks4GD+4oxeVMSrI3s3XeWmEnXk+62vgbkGTMZF15F0clq78qFpZLN20tJHD2ROA+ry5DEUSSp2imuqMOrI3tHEyePN5IwNBudexbLay3//QKl4clMzFRxZFchem/3wmGg9GwxjvgRjPZwziSNy2VeZie7t5/C6C2drZXDBcWEj5vTZw0wESO5frSWwoIT6PtqNl1wnR0c3nwYdcYcMq89AwivD0DgiHkkSwo5cappwJZcXhNcIFCTksvYKDWVtW0XiPkNXNblcM/i0ZSu+4D9Za2uvc8vtpSItFwynSWsPtDQT3n1n1NgsNDeNdN5uQMhXooxVO+htC2cuPjIHqsOdla7sAAAIABJREFUbVgiGTESiosrMdsHPsROu53KkycJTcogKsyjQemXv6W1gu1Hapk4I4/ecUM5UQmxSCtqXDs39CQxVlPeoCVON9hZbztnC0tcy4168vA4cBqqXYp6xsTcXlstdTyT8xIo/Ppr6n0pk04jZ7bsoC5lGsPjLvmnqkcSmUJJULAco8HkY5LdQVtzFbU1HT1pLnQgkWkZMioHjb61a5nDhRJ8y9fDs/MJ6SyiuKztop57X2JrM8YxMcxObcPgmfnKSwwXCYgERAIiAZGASGBwBC6pV2RpLuLjD/eim3UrY2N6Z+DlAUNIjDJz5kwZRi+Kj7lsCx9tPe9DMgm63EmMbdzEzhN1VBk6SUpNQDVYCR12zCYDloF93O7ynBRu+YTjxhgmj0lD0TtpTuOJNfz5d79gzVmP2XZZJDPuW4b8yGoKzveb+XVaKN+7kc0VCdyyeFjfNfLyePLnjKehYDtlzf16pk4jRWuWs7UjnznTUvqsQVSFJDJuRAKnjxTQYOw/Y2yhdO0rFHSmMSFvCH122vNB81812NBQzIrXf8l7O871drKlgWTPmkvqudWsPCos2fD8OGmrPMWO/fWMmDSCME8P/bJw8m+/mbAjy9lR0m+G0Gmj5tgutp7RsnhxTj+z8kByF95CUMU2Dp3r39G1UXfoS5YfC2HukvGEDfb59BT52zgOHs6MSQkc3bKJkiazj9ncfoJ5eYfdMawN5ZxoUZGZ6p7NdV+5Gt9qUmfew235sObt99h+sh6bH1m9SSQJy2DJDVkUfvg6uysGr41Lo+NJc56krLLfu+2tkJ4wO/oWwRODn0/rEd5/fT3KUXPI9RjZk2nCyRuXQ1PhIc4KHuD6ffTF69hYaCE3bxRhvhoGh4WKEwepVaQwKr13qYiQVVjWaLKbdnOstjfj5uN7KI6cTG5ib9vee9XbkQrL2S/5uMDLYI7DTNnhfZxwJHJTXpxHYjVpc29mcvtXfLrpJIYB7badhqNreXubiYXLZhM9WFE8Suh/KBF8oCQFca7oDO1eNlJ3mNs5umM9JcL6J8+PINsA+boiOB126s9VYg+LQnNtG0a5BNbGjCAvQ8Xurbup1Q9y1tzPu2WpOcvhjlDSEj1GsT3ZicciAZGASEAkIBIQCVxxAhelfthN7ZzZsZznf/5HzuU8zPdvHobWQxGWqUKZOHM6NVs+ZM3+EqyCPux0Yu2op+DLV3j6f3cy4dEHGO6rGgEZLL5Ry1fr1mA0JJOWGOrbJLR/HpZ2dnz6F/7z16+x61QlBrcObLPQcHYvr/3X/by2T8YNy5aRE6P1yNdCbXExxw9LiUrwqIzgQCptPrdeH8W6115iy8l6hAkwh1lP4eYP+Mfnp5n+vQeYJDi76/dJHruA/Nh63nnzI064TEudWPV17P74b7y0xc6D//MEuSF9y5LINAybPpc8yQl+89JnnK7tqoC9vZZd773Ify+3M/+RexmhuwI92X7yXjunTjqbqyk62IIqUIHHTUIVPYZH/2MuZ1/5MW9tPk2HxQEOG00l2/nnS//EljOP60enDtgaUJN0Hd+7P5ddr/6eNYcrsQg30WahZO/nvPbBLrJuupNpcQNXgwYljmfB9AQ2v/M6W443uhA5LQbOblnOH985wfgnnmZ+su8Zz2uHqVsSBbmz72RWXCV/+e1LbD5d1av0Wi00VxWx5vVf8dfNgnM44dPKpl88wP++uZaTNS1dTh+F19lqovLoJv7w+1dpHnM7tw11e7rqTna1vpTh5N/4EPfNDGP9X37Ij3//LjtKajCbPQbhrAaay06w8vOVnClv6CeZkvgp9/HLe6P44rc/491NhbQZu9I6HQ7a68+x5aM/8dsv++3yED6WW2ZJ2bJiJefaujUbs6GXZb9Suk7b2f3Hh3jyv15ifUExTZ3dPjicDkxtNRSsfZ2nn/sz1aOf5Mlb8wj1fMUlcqJGzOSWMRb+/qu/sflUHa6l6dZWSra9xU9fWEHS/IeYkRPeM2vfXwSrqY0jRWdJGZNHTFDf9koSMor7bgtk5atfIIxTGuoKePv9M0y6exEJg721wSN46PEldL7zLC99UUCD22zF2saB1W/w0uoyZi6+kfTw3uUtgozy4Ezu+fn3Ue39K397ZwOVrV0DFHZTG0fXvslv/nmIiY8+w43pV2htuTSAnKkzSG3dze/f3UpVR/ePhN1C/emd/OOXz3KAfCaP99zazkjRxvf47W/eZO+ZanqMyxx2jPXFrPrzc7x/XM7kWfmEed63/jfhGjmXKkOZsug2xkj28/yvXmdvRWPvs2sx0VhxjE/e+CMf7KvplriJL3/xMH/4cDOl9e04HF0jGXazntJ9n/OLF95GesP3WXDhfV6vEQKiGCIBkYBIQCQgEvjXJyBxOvt67Ok8s5E/f7CZlk63BtxbSbk6hIT0EUydOZ2chJABypIrptNOe+UxNnz1NYeK67BJpKiDI8kaNZnZs8cTbCph21eHyFx4J14n7+o38MwPVpN7/w+4Z3qiz05pr1TuIwedTec5sX8fOwvP0ljXiqsGMhXBcWlMmjSbcWOSCO4/ZGGvZ8PfX2YV0/nTkzMG+jh3WKkvPsSGDV9zvKIVp0RNTEYec+bPYHhciG/5bAbKjm1n7YZdlDaZkClDSBk5mfnzJpEc3Lcj666B69vRSXnBFtas30dFqwmnKoSk0VO5df50ogbqmX2SXq0Th+00y3+/kdQ7HmTCJSqxrfte5+WzY3nq7tH0rAhw2ijdu5zXvmznO0/eQ1ZMz5WeqpmbzrFl3Ur2FtbQaZWgjUxn2oIF5GfHofHlTM3poKXiGJvWrefwuSasdjm6tFHMmj+LkckRKHyms9B47gibvtrM0fIm7DIluiFjmDdvtu/nv0dSz4NW9r/7IQdjF/LYbNcu2J4XhT21OLlhFTs7M7h/8Wjkwh5ZfT42qo5+zf4SLdctmEJo90yf8fxB3v74LNOeuIXh6l7toe3Qu/z+ywge/fmC3jXH7vycFprPHWHNum2crqjHpe/K1YREJpA9No/JY8YS1T2Z1lF5gK1bD1FYWkOr3uAawJJKVUSmZDJ++hwmZMag6jsO5S7F77fgwPDLN3+EfvRz3Jnny9Wj3yz6XHTomzhxdA/7Dxyjoq4FtwGLPCCM8LBQUobnkpszgqGxIV62vHJiaCph5/oN7D1RQYfVjkQqQxORQFb2GKZMHkdiH40anLY2dq14l6+PnEdvdSAPHM6y/3c/uf4mITuqOFJwiP3HCzlf3YZJGN0UHAsGR5KaNZLp06aSHuV/Cre19CBrvlpHUWUbFomaqOTRzF06n5HR/geS9MXr+WS7k3nL5hHro4iz29/l0/UnaJVGkrd4Gbf2mS3vg7vvSXs5n+4oZ/zk8SRorRRuX8PaXcdp7LDgVAaROWY6c2dOJCnMd5tnNbRybMdXbN1/gtp2K1KFlpRRk5g7czKpOu0AvyoO+2mWv7iBlDu+y0Qf7Y/VWMmq91cSMX0ZM4b281NhbqZg/Sq+KjhFW6cdqVJLZHIuU2fOZEKinW2r96MYPZ78ITokODA0V3Js7252FhbTWN/WtQRFqiA4OI6MyVO5fuLInneyL5z+ZwaOLX+FD5Q38sKS9P4XATPFmz7m/eZsfn7bWC/XbVQVbGRzTRi3zJ2Axt1w1R3mxTf2MfXRR5jgUdWWXX/ntUPDeeCpGej65+Y0UX/6AKvW7eBcbQsugwSFhrCoJEZOmEj+yBzCu39vmkp3sW37UU6V1dBmMLmWrMgUAUQPyWbSjDmMSwvz3hfoX6Z4LhIQCYgERAIiAZHAFSEwQIG/IrleRiaO2rX85sWzLPzRE4zwWM98GVn6TWpvPsVbr35K0NyHuX3Mv8iCZr81+he+aDdz8IuX2N45hvtun0G/Cbt/4YqJonsSuNIKvGfe4rFIQCQgEhAJiAREAiIBkYBI4N+ZQP/56G+5riaKvlpLR+4MMsKvhmhOOprqMIQlk5fib/rsW8byf6R4u81MXUsHadlZhPiesPs/QkOspkhAJCASEAmIBEQCIgGRgEhAJCAS6EvgamjJfUv0d9Z8go+3Spg+a/hVctRmpbHGTGpKLrGixujvzlyVazZzGZ2t2YzOjvK9NOGqSCIWIhIQCYgERAIiAZGASEAkIBIQCYgErj0CfT0afWvyOXFYOzi8bg31U+5hesLVEktJ+rS5eFuN+K2h+D9csCp4BLc9O+L/MAGx6iIBkYBIQCQgEhAJiAREAiIBkYBIwDeBq6Up+5Cgg+KdR6kVHAU1nONEQzKP3DMaH36WfOQhBosERAIiAZGASEAkIBIQCYgERAIiAZGASODfn8C3rMDbMXV00IEEeXgWS6fmkhJ+CW6t//3vk1hDkcC/DwGJlKSsfKw6caju3+emijURCYgERAIiAZGASEAkIBK4GgSuOS/0V6PSYhkiAZHAt0vAajGBTIlCdm254fh2qYiliwREAiIBkYBIQCQgEhAJiAT8ExAVeP98xKsiAZGASEAkIBIQCYgERAIiAZGASEAkIBK4JgiI01/XxG0QhRAJiAREAiIBkYBIQCQgEhAJiAREAiIBkYB/AqIC75+PeFUkIBIQCYgERAIiAZGASEAkIBIQCYgERALXBAFRgb8mboMohEhAJCASEAmIBEQCIgGRgEhAJCASEAmIBPwTEBV4/3zEqyIBkYBIQCQgEhAJiAREAiIBkYBIQCQgErgmCIgK/DVxG0QhRAIiAZGASEAkIBIQCYgERAIiAZGASEAk4J+AqMD75yNeFQn8nyHQUbqXPYcqMF6jNbYZ2zhzpohGvfUalVAUa9AE9DXs2raf89fqwzboivz7RWyvOM6+Y+fotP/71U2skUhAJCASEAmIBP4dCMj7V8JYvpcP1h2gwzjw11sZpCM+JYuxY7KJD9Mg6Z/4Gju36+vZu2U95SH5LJuW7le6mr1v8/HeFt9xkifyvYXj0CplvuN4XrEZOV94gG2HTtDYbkGmDiIlezxT8oYRphmAvTel00jl4e1sPVxCc4cVqTqU5NzxTM8fRrC/4RaHnrO7N7KrqJo2gx25NpKMvMlMGpmE1l+63pKv/JHTiamlmsKC/RwtrqTdZEeiUKJLzCF/8iTSIvxwsLRz+tAW9p6opK3TCqpgErLHMXNCLqGqixTV6aCt8hQ7d++ltK4du0NOZHoOkyZMIFmnQerrQXZaaS4/zs49hymv68Ah0xCdlkv+5NEkhfp5/p0magr3suXASRrbzEiUISQOG8OUyTnoBvv8XGQVLyp6SxHvfHKA3KXfYXRkb8qmo1+y+tQ00scmoekNvmaOLO217Ni1mVGzEtEFKi5fLoed1ppCCg4WcbamCZPJihOQKdSE6XQkpOUyLDud6IBBvvOXL9EFc3DardQUF7D/UCEVje04HEBgFBNnLWRiaojX9O3nD7N5+34qm4zYpGqik0cyeVoeSSE+GHZWsmXNGo7XmNHG5zB79mSSvb50dppKDrG7xMm0qXmEaC6CU2spny/fyPXDx5N4LT5sXkn+mwU6Gtn2z08wTbyd64eH91Su+dQO1pxOIDEjFe1F3NKeDMQDkYBIQCQgEhAJiAS+UQIDNChr63kO7rXznd/dTX+V19hazYl9W/nbLz8hcfGTPD4t4RsV7nIyt5sb2fLhX/hgeylhczIuqMC3lBZQ0DqTXz4xmQBvBSsC0CgG15txmFrYufJNNp4PZ8ENi5inU2MzNFO4/Ut+vfUQjz57H6neOq3Gata//zabmhO47cabSdXJcOibOLbtC3705Q6e+OFDDAv1IlzHad7502sUhk7l7gW3Ehsixd5azZ61L/Hb7RN58MGlJAV6SfcNBjntZgo3vcN7mypIHTeTqTfkE6WW4zC0cGL7Kv74X18y44mfcXP2QMGsTSf44NUPKIm9jmWzb0EXJMNuauHkjk/4n+e3cefTDzEuWjlo6esOvstfV1Yy+vol3DwjCiU2Kgu38vHLf2X8LfcyY1jMQCXeYaF418e8+3U9466/kTvnhOG0mjh/ZAtv/mkvsx94jKlJ6oEyWJrY9fl7rC4NYPGNS5kbLdS5jVO71/Cr53dy3zOPM7K3rzww/VUI6Sg/ytYd62nLXszoSG8P1FUQ4hKKcDqdWG1WHE5Bzb68T2fVYd59/X2K5MNZOiufeRN0aOVdIzmmjhYqTu5hy2d/Z8XJ+/nLvaMur7ArlbrtFO//7R8UB45j7qyZ5EdpkQmjT1I5AYED3yOwUPLln/jr1zZmLruFm5PDUTgNVB3bwpsvbmfKHQ9xXXYYfVo1Yynv/eZlKsc9wP13BFFVsIFXX2/l/z17ExH96uE06zm2t4CmiMkold/WKGE/ocTTwRNoL2HThu1I5ROYOjzc++/e4HMTY4oERAIiAZGASEAkcJUIDFDgu8pVEaLToesvhE5HYvoIJuZ8ys//9DzvBf2OZaNDuaa6bk47htZy1r30ew5oJ7B0fjSFfXqo/SslnHfQVGtDNiSDJN2AWntL4CfMScWhL9hYEsadDy5jeLR7ujiSmGUJhL77O/7nl5/z6/9eQoyid+rXaTdwfMtX7GwfwtOPLSXBPcOo0zE75WniP/gxb738GU98fylJml7iTnM9X3/4KSdil/D8d6f0zpzqdCx5Mp3gf/yC5Z9H8MAdUwn3KM9PBa7IJYfNht6i5pYnfsCYpCAPBVnHzLufIFHzC37/0h+I+9lPyI/pvUH2zirWf7aejpw7+e8bcvuki77zxwxNfpt33/+UsAdvJz2kN50voS0Va/nD60fJf+p5lmQH9UTTRd1CmOoL/vHhF8Q99wBZwX0HBDrO7+TTtWVMuudx5gwL73nGI2PvIEr7Fr/4zT8I+vUTjAr2kMFpo+TABjaVBnLPg3eSHeUeCtIRlfQwcar/5Y+/fYf/+OndpH9rZhEQFJtCcsxQhif/6yjvPTfuMg+cDjMVB9fz3ooCMm55mr/kJQ7MUZh9Tx3KpHl3YDT7mKUemOoCIQ6OrHwXzazvkOlN1/ab2oG5eh+/+/WHhCx8mh/PHcKF9WU7DfuW88d1Fu56/r/I99C+dXPuJTT4I95c/RnR4XeRG+seTXRQuXcDe4Jn8MKiYQhvS/TseVQc/ANv7LieH0zV9pGypaaAohqYPicTjay3LesTSTy5dgkEJzBiSAz6obGi8n7t3iVRMpGASEAkIBIQCQwg0KsJDrjkOyBs5CIemKxk1xfbqB9oae874Td9xW6g8sQ23vjj65xJWMITD93GkGAZF56ws9LZ7iQ8qG8H9ZLEtdawbWMBqRNnkt6jvHfnJNUy9va7mdj6KV/uqcPmUYCppZKDR6sZOWkC0dr+SoOarNufZaR5HzsPVtO7AthBU8lx9lVpWTp/RK/y3pNvAGPnL0FdfoCislYEa9ur9ZGptExcdA95yZ7Ku7t0FUOXPsnUkCoOHTnXy8Fpp/r0QYo6w5mTP9RDeXeng9gxi8mLqmfv/tOYLvTs2VrYsnwltjF3M9tDeXflJlGQPH46U3UVvL+2FEtvEeDs5MjKFVjSZzEhs1d574qiIGHqrdweV8QnK4oweEwG28xNHNp9nMSxk0mLdCvv7oxVpC9+nFnKvWzaXta3PHeUq/Udnc/Pf/c8s65dA5pvjETz2S18vv4UI2/7HovHeFHePUuWKtForpBi6myg+pzJM/dBH9s6yln98WaUcx/l4XmDUd7Boa/g661nSFx0Zx/lvatQCQk50xkb0sKeoyVY3Q2DvZlTpxoZOiLXpby74iriGDdBx4Gv99DhKbG9mcNfbkQ+bAZpkX0HvzyjicfXMAFpPLf+6o/cnx97DQspiiYSEAmIBEQCIgGRQH8Cl6TAg4qE5GisTRW0XFqftL8cV+bc0sShg+cIm3QLD981h3itDWOHBVuvxuu9HHsHzc12osO8ryH1nsh7qOXsRo42x5KdnYDXbq06jbnTozm5Zy/15t482isLKLOEk5Eci7eJcoksluycEEoLj9HsdvxkM1JefBJr9FCGhnoffAgMTyIhVM+xs5VYLqTw9orzzR9Jo8nIDKKjsoFOd2kOG3UlZSij0okK9WKeDkhVWtLTk6grO0WrwXMIxJ1J77et9ihbTqqZOCsHr5OeikjyxiZzbssGinuEAJoOs/6ImWF5Iwn19oZIwpgwN5emg2s56+E2wVqzn+ONAWRmpOBV75NGMWZSEhXH9lGt75VTPLpKBCzn2fLxWmS51zN9RPwgZrGvoFydZyipvYT8nGYqju7jNEO4bXq69zZlQLZOWs+XcKYjmGkjowdcFQJkAeFkpkVw7mgRrbbuhsHYTnW7hMhI94x8V9KouBScZ8qo9xisajv+BZvrM5g5ZSgBV2iMw6ugYqBIQCQgEhAJiAREAiIBkUAfAj5M6PvE8X7idCCVBKLwyMFUvZX3PjvHtLvuJ8PHOt/O5gI2fHqaUbffSWpIJ7tf/xWnhj7EfdNTesyU+xdoai9m1UfbSJt/J3mJ/Wc2PWKropmx9FZUgYGoXXI5sFnsF555NnbS5LATGdprYu2R60Udlh/bjTXkehIjPcD0yUFK/NhxKPcVUtV0I3FxXRpic/FpJKGjiQz3qvYDEnTpGdhPVNLYbiZao8JhMVFf2YguIR+N2sOU26M8WUAgCXHhHCytxmLNRi3zppF6JLiKh3abMILhnv4Dp8NBR4sepS4IpS98EgVhkVHY24/RYDARE+RVNXfVoqHsNI3ydHJTfDONyBhGvP5NTpTbGT68i2Fn8WHOk86tqd4HRYTMtTnjSTW8w6nz7YwMD3aV13a6AGPAEOKjvQ8+CJHCho1Es/k41Y1GUgL7KkquTPr803Po7T9xLOf73JVhomD7V2zZf5Jmgw15cDQjJs1mweRcQtQybIZGDm/9io37TtFisCINCGdk/jzmzRhNeH9xqvfy3y8XsPjZxxg92DErh55zBzfz1YYDnG8z4VSHkpIziSWLriPWyysp+IEo3L2VDXsLqHWN8klQBGgJjx/CmLH5jBsxhKD+hiZ96n7lT1oLVrG5Ko4HHs8hyNfzNdhiBQeH54+z+auvOVxaj1V4LpNymT1vDqPTdHQvp8dQtotXP1xLVX0DdfUWzvy8GHX3Kxg+8k6eunsMvp8ycBrbOXuynticWcS6l9VcUEYLDTXV6LXxpAW6l/D0SyRREZsUj3z9cUoMdiIF54oWKx0WKZGKvm2EQq0F6ylahCl44VE3lvLFe0fJuvtXpA1iGUu/kgecmlur2Lv5K7YfLnE5upQFhDJ07HTmTxtPbKjSp7NUm76Wgq0b2HroFA16GzKV4PBzHPNnTyMlYmC9O2qOsWnHWUbOWkSc/TRff7WdAyUVdJocoNCSPHwK8xdOY0hYv/bCVMO69z9GP/YBbhnV9a4PqATN7Hr1XeqnPMbS4X0f7M6qo3y1ZjPHymsxWYT2Tk5QTDRDMscweeJYknVan3V0l9O882+8Vz+dhxckcG7fFr7cXkBduwWFKsTlY2Tx7HFEaeXYze2c3reJ9dsLqG4zI1NqScu7jhtn5RPTb5kQVLDiP19BdvePWJwz+N++ptO7WL3ua85Ud2CVaohNH8uchfPIjRnIHIeB8oJtrNt0gHNNHQhDRTJVIMG6OHLyxjNhVA7Rgd5/u9x1F79FAiIBkYBIQCQgEuhL4NK6sY52jh8tJyB3AfEev9lOcxu1NXUY/UyMOqx6mmoaMLniaBmSEsAXOwuonpRCQt9+T4+k+sLNHGvSMD7ci6bQE0uYnlUSEtqv8+V53dex2UizI4yUiL4dV1/RfYfrKTvdjjIuljA/Wcni04k0H6epwyC4kHZlV11diTpwNhoPnv3L0YTEo5CVYzAIU/AqrFYLDc0dBA8PQu6rDyTt8qhtLG7CZhe6T34E61/gN3nu1FNbayJwdFSPAiNM8AmOyi70Uam1qNqM1Jkt5PqMbKa+ug1b1BDi/DzlUl0cGRIrFfWtMLxroXBlZQmoxhPmr0+rSSM+2kJTozAF39WprygvQRmQj9aPXq4ITCYoYB8demEK3k9EV70c6OsqOOg8gHbXNtqGLOHR/7yLUI0MY/0pvnjnTX5Vcj0/vSmWd//wMs6JD/DwD5YRrpXj6Kxlw/uv8tI/z/O9uxcS49lJtnRQXl6D3s972ovVibn5LJ/+4y0OKfN45Hs/JyNajt3YRMGql/nx4xu542c/YW5qrxJibavii7f+xjHlRO596McM1WmE0RksbQ0cPbiRtevOMGLskF4z7d7CvsGjVgo2F8DIR8mN8PWyDLJ4h5UTG9/i/S3NTL/tO/zPQ7FInVYqj67jrZd+zYElT/DI1FTXEpCAlMl8/0eTcR59nSc+sPPETx++qDXwxs42KkwGhiZGD95iwGampaURRUgOKp8Ng4TgsEg0ynYqmx3gcofg491zvZM27K6xNhul21ayK+pGfj8qsK8DvEHi640WR5B9F//48wbiF97Pszd8F41SglVfx+41H/HC7wq4+5EHGJcY2E/BddJadpB3X/8IR+4S7nn2bmK1UpeDzKMbP+R3P1zPlKd/ym05IXguzbdZOimrKEHy5cv89oieG+7+Ds/cGUuQShi8qKdgzTu8/MJeFn3v+0xL9yjTYaa5rooOvT8TJivttVU0GXoHJIVnvm7Ln/nPjxtY+MAj/PD+BAKFwRG7ldriw6zfdpbaliySBqHA29qrKTlwgA9a19MZkMe9zz5PlEaKpbWSTcvf4se/LOW/fzSLgrf+zumwaSx78qfEh6iwG5rZt+ZtfvdKNd9/7BYS+wwCmWkqK0Nm8Fev3rvlMNaz7Z0Xeft0PA8//hj3puqQOjup2PsJf3j+h4y7+wfcOikOZbdFhtNYy4b33mBDQwIP3PcMD8ZokQvVNzZRfngvm/ZvozZnJN5tRHrLFY9EAiIBkYBIQCQgEuhL4KK0OWELo46mao5tXs3mzny+e/v4C6ogfYsbeBY+4QaSTUdo9n9fAAAgAElEQVQ4Wdrh2sJpQAxHB4f3HCZu7BTi/U1VDUg4+ACHvp0muxpHx3mKTxdx4vgxjh07xvGik1TUNGPsWSR6oTyNmPQgi4n0z0WuRSKx0NrutqO2YLFJ0ESE0n+y1LNEuUyBymqgzWRxzVs7HRZsChXBgQF+OtJSlEoZ8vZWmlx7Tnnm+O0dG8+tY39lJNk5Sbj1a6lUSqhOS1trPQaTL2XCTmPteepq2/D+wLjrZMVqsuGMje5Wr93h/b6lagIDoLqhqfuCDYswg50Yg//JaQVatR1jS3v3vulWzEY7quiIngGJfiW5TiVSBRqnkQ69sXftv7eIHmGNWz5Fn3sf9y0Y5VLehUuaqCxuvucO4kpW8x8//APWOf/JQzeOJkIrdyk7Mm0Ms29eRrK+mP0l9R65XdyhrbOOzV+spDplIb98aqlLeRdykGkiGHf7c/xoiYbtb31AYVPvOpXaExsotGZz/103dCnvQgKJFGVoNONm383PfjJ/oIPMixPr4mObajldaiMhMxU/Y2SDyNdO06F3+GCHkaWPP8m8MbEIRi0SmYLEMQt49DtTqPzgNVadc69zGUSWfqKYDHWYTcGEhwQhsZtpqi7lVOGJrvapsIhzVU0DB0wdTmwWG2EhAcilfpp4hRKVtImGhm6lUxtIbIAUi9lDCRUm3DtakagziA11Yq47ztrDcOut+WhtRurKz1AotJWFxdQObkTIo7ZHefWF1Qy55zluzk9xKe/CRUVgNNNvuZ8Hx0p4/eVPKRPGOT0+jo4SVn30BaEzH+Z7t051Ke/CZWlAGKMXP8avnxrP8Vd/yqoT7a4ZX4+kWEsPsaYshB/8/AfcMDahS3kXIiijGH3jU9w1WcfhXfto8tX+eGZ2oePGg/zlwzLmP/tzbpmQ1KW8C2lkCmIyx/Odh+5i4tCoQQ+p1lbspyNkBvfcMoMo15Z9EpShiSz4zgPMVe7kv559nqKwhXxv2WyX8u4qKiCcSYtu5zrlKT7ZV3chiX1ed1pa2ffFR3xtmsKLLz5N/hAdrkdLpiVp8n08e/8Ezmz6kEPn2rubZTs1Zw5yqCGSBx+8ley4LuXdJZMmgrRJC3no+08x8v+eH02fjMULIgGRgEhAJCASGCwBt+7UL345W5Yv53i/ULvdgs3hRB4Qw12PTSHLv4bTL7X3U7kmk6x0NWdPFZOfPhrPiUIhhaNqJ5vPxLL0nmR8TNB7z/giQu1yLUMzk3DWnKHU0IHeZMFmd2B32DF1GpAEJzJxyiQyYoO9OlbrLUpPU5UPxbM3EhJCCQm1YzWau0wKaaOlEUjziOTlUK4MRCszYzJ3KUt2ezv6NvCxWqE7BxkarQalxYDhWlHgTVVs+HADjHqA0Yke6pRUQVzGMGQrT3Cyahy6IWH9Zt7AVHeKQ/tP0Oa80GiOmY5mC/YLTrYGEhEnwdHWgWDQr8JAi1uh8XIPeoNCCAt3YNMbuhXxDpoFPdn/zUAmDyZQbcViMnssHujN1dtRQNgopk9MGeAbQRmZTE5MAPvaslg0KX7A+6EI0zEk2sne4gYYeWmOqprLD3O0WsXMe0ai6WdaLdAaMu9BMo/+kSMnKsmcnuqSwW4yYJdHofA5++utlt9wWFszZQ4HuVFhl1dQZymfvruFuIW/ZlRi/2dQRuSIOSzK2cJbnx1i1nNTLtvKwNxeh82hQdl5nk2rhefe7rJScdocOLFhbG9DohvGtGmTSQnvbiHtNvQGPUZ/o4ECBbUGnUJJjcsSKACUYaTESVl1tgrH2MguxdJpovRMKcHjFxJl66To4DEcQ8cxKUHGuT2f8/VJE8HBAQgKXv3OUGbceCMjYy9UsPsWGNDmPMIsb275ZcGMnDOHkTv+yKcHbuC56e7dQRyc3/JPChXjeXpSBgFexieCRyzl/uuLeXfjJsal30SCp6GLJJyJ0yaSGDzw10QYhIkfmoFtYxnN7WZ06sHWw12fft9mIx1OOYH+zKr6JfF3GqCLZdS4HEL6/2qr4hg/NpLPl7czZsZoQvtfV8eQnRXK50eKMMxKuASP807aKovYXWJm1m2T0HlhHps9m7yDf+foyVJGJo8iQAY2qzDQrEItu2Aj7K/a4jWRgEhAJCASEAmIBPoR6P9T3305hKSsLJL6RbaZO2isKeNk8VF2quJImpfttQPVL5nfU4lMyZCsDA7tOUlDew6BYZ4dKxNFWzajH3MHOd56DX5zHvxFeXQuy+5NRxmgRatWIhX2VnY6sVtNNNWWcGDzRj54vZrbn7qL7FAPhXPwRQyMabdjMVu6FfiBl32GmC2YbHb/k8/eEneaMTguPLjgLekVDXMaKNr4OetbxvLYI2P7LjWQSIkcOoHrhp9j1fv/xLT0DvKzYl1rpR2drZzev4Z1x63kZo0kufqM4Bbgin0cnUaXZ/iLurt2BzaD2WNXgEGKY7FhNtsGrcArMkeT5KmEuIuRqgkJVSAZlkuSN8GlakJDNZj1lz4bXHfyKPaI0STHBHnFLZXrSE8OYVdlJXpbKmFyCEzIQLV+GwcKJxKTl8gAvd8t/9X8NhppdjpQCDa8Xj4tZ7fx6Zpt1LT3vxjL4u9/j5HdS5+NxbvZVT+Mpyb6cFIpCSR3bCbGNw9QYZxCtrf71r8IP+d2o4nOlnJWr5WQOSaP/GGpRIYGoJBKcAqm8rWl7Fi/ilXrYdmSaeg8tpj0k22fS+16wYOjDiQBDJsyga9e+pKvRqWyICOA+sItrDim5rbHc7E1nOZQSTuj5w0joGkfH60+ycSHnmF6WjBSSxMFK15m9Zf7SXhgGoNbpSAje0ymb6ujoCFMzlXw0u7jtE+/rsuSxlHD7rVnib3lMWJ86tcKEiZMI2j3NkprjSSketyEiATS43QuU+4+EFwnEtTaEGQKI1bboNaXDMzCM0SXyoToDjZ/tpac784nqf94j2fcQRwHBQwlyWulpQSHhiGVJpAa520JmZSQiAjoMLqshS6wEG2gJE4rdRWnMQUmkxHtfcpcpg4gISGSo5V1rnX+ARopoREJaE2f8fXhUtLmDBuYrxgiEhAJiAREAiIBkcAlEfChwIcyZMQIBv7kOnHYJ3Bdw35e+Nlv+Y3pp/zkpsF6RvYhn0RGdMpwQvduoqyxjZQwXa+iYChh824H1/9kzDfq6Vgi1xAhrNP1/EgkyJQaopJymH+ziuY/vcJbG8/x4q1ZnrEu/VilQBusHaRXaY9iggMI1fh27OQRs+9hZDC6b92BnZ3GE5v5aFMZsx77OdkRnoM1XeLK1GHkLfkeycP3s371X3nmD+V0WqQERCUzdeHt3PvQMOTV+zl8RE64cmD6vpUe/JksKty7p3p/WShkqCOC/C+X8JY+UEVQkKZn6YC3KJ5hkpDAAbPr7uvCWBNqlY+8JMjl0i5TV3eCi/yuriojOH4+Qd4GCATLeImEgKBgrO1W3AYeEUMms3T2eV7/x0/Yu/8mHrz9BjJ9OnW8SIEuNbpWS4REiq2vdXhPbqFDpnDfYxPpM8Z1fjtP/3oHLR57DFafO4k5ejxJIb5HjwJDI8FWjEVI169Z6Slw0Ad2qs61MP76O5ibn9XjAE9ILpGrCE/IYvrMNt54dwvHK3OYMdSj/RxkGXHR7tltCZqEKfzn90P458s/5L4SAwFJY1h273eZEqfm9KrttAWPZHhaBLXrv6IqfBZ5Q4K7HPapI8iZM4U9f9hHZdM0IqIGU3g8aQneFE53WgUJKUnY9tXS5vY00XaewmYJE5Nj/ZqeywPSiAxeQ1NzK85UTe9vilaDRuW7/ZQgQdqhp9XscdPd4lzstzqRO557io7nX+B/frKH+bffz4K8FDTethkZRN4yWRAqn7ikSCTqPk5lPbOUybuW1niGDfrYZqO5tglJRDIBGh9dBpkMTYAWmcmM0/USSQlOHs2tC8/zl3/+hvu2TebR+24lLy3UteRk0GWLEUUCIgGRgEhAJCASGEDAx6/xgHjdARKkMjnSmEk891QJz/71VXbn/ZoZSZdnIqcJiyY9zMqRokqmDdF1/8A7qCnYw+nE61iW6Luz7EvSKxkuDRrClInJfL3yAFW3ZhHvM/NwEjMlFFq7Zle9z/UJk/t1NFbLSFG4FdBIYuKhzubfY77F1EJbhwKZTObqkMoVEYRFgN2tOXmVy0pHmx6jTYVMInC0cv7QRpZ/tIVL2dXKaxHuwOhh3HHbrYxN8u79raVkL5+s3EXc/HtZ5Okkyp2++1silROVNYl7hL9+1wSv9TXtbZgUQej8KvBaIuI0yGttF7ByaKGq2Il8hKq7kx9MTJICCrvSDSi+J6CR2iop0nhVtyIRTlyKlAKr/3toszbR3CwnXnEZHeoeGb75A6e1lYINr1O+V92rBA0oVs2wqYE9ntcl8gCy59zLf2eM4LOPv+SVX20mIC6baTOmkZueREy41q/yNSD7KxGgDSRKLqWsqhayYwbkKJHKUAie2D0/yoH3yIkTR9N6Xnhujx+/E5CclIVrmbJnfpd4HJSZyejMlD7Ke29WEkIjE0kJl1B8vplp6TpkCiVhIWEEGAQzez8ffTtVZiuRbq9jQlSJFHnMSL77/Ct81yOpve0Y24+1Mu7uPMLlFg6U1SFPS8ZzHEMWmEJQ8BYaWzsgynsb4JGlUBiuJqlvYJ8zYYDI6WjEZUTiGgwR7kDXwFGfiP1OJFItWo0Fg8HkWuLibmkHZ7bjFAywrsBHgiw0h4de+BvjNn3Bl5//ha0rgsmdPJdpY4eSEBWBVtXVlg+2sG/nl9AJTiunt33KL46u7eMYsL/cEaNv6FXQpYIlxM38Ij2XjR+9x2cvPc9nYSlMmj6DMZkpxEaFXBvWOf0rIZ6LBEQCIgGRgEjgGidwkQp8b23UWSNIteymtLqJGUmDmm7pTdz/SBlKdnYqmzadpmHBCGIE7zjmeg4fbWbUrAVX3+FVf/mQEh4RgbRNj9vt3IAoroAAwiIV2M7X0EGWbydona1YVUrCPbZAC9aG0tnUhNGBz2UJNosRmzyQIE2XMiWTydFKZLS26bE56VGg+srmwGy0IAkJI8S1FlFO4tgFPDN2Qd9o3/CZtaGQlZ+uxjR0EXdPHY7S0z30xZTtMNNYU4U6KJEAjc/pKMEVFkHBaqT7qxDcC/j0dGzqpBknCZHuWUgICY3CUX2eFhuE+3pDnJ10dMrRhof0WFGEhkRiLq1DcFbd35eDu4oOuwGzU+NyPOhrgMcd95r4VoYxbtGjPHjD8Itz/iaRE5KSxwM/zKOjrpRjBfv/P3vvAR3Xdd17/6b3GfTeK8EG9i42kSJFSpRk9WpLtuMSp9hJvuRznOTlxfF7zsuL4yRObMmKLVu9d8kSxU6xEywgCIAgeu/T+9y37qANBjMASFESbd+7FhbOPWWfff733jNn77PP3pze+wIH92axftdd3FiRNK0AfM3Hrs9lUaGaF2sacG3N+EQWPYr82/nbf7x5xHH7NWd0MkG5RkOq3h8+2jO5JOJOrcGiD9EphvcTBc/R3dDBDit+McZ7tGJitGnA5yEYSCYjdYY3MWil6rmnGC55hCUFogG2FfuwAKkRPIwm/UEfVpcHPvHp/0ja8XeWI2tNTgcIBOQolYrPXlk0mRHkmgSW7vwSCzcN01pzisNnT/PyEx+QvGQ7d2xZRsYkz/BRja+bWx3ztzzAH9y5DsuENmRW3GmSy7jlD/8nW4faqK6q4szpt/j3D7Ss2X47W9eUxJ0rZ0VcqiQhICEgISAhICHwe4jADCu3aRBRqlCGBLxhO9Fp6kUVBR1WphwzRUFKaQXFjlr2NoyYLjq7LnPBn8y60k/odCqq/6u+FUKgmGlbRkVReRnenmb6xTVsnMtz6QIDuhTSkicOcaYWFOC3dWEXj6PGvISwIOTWWbCIbtPFdbpaQ3K6ieGBITGEc+zL56KntwtjSvo0IaViN71Wub7uUzzxHz+nK2sHd928klRDPKl45h4DbgeNTd2kFuRh1Ez3+ipIy85GOdxKixi/Os7l72imLpREaf5EfOeUwgr0vjq6Rck/3tVTwyWXipyM1PGd6bSSuQiuNoamvuDjVLzddQzKjSQnmMfbjRdehwmL3oLH6sQ306s/De+m9CLWbr+bL3/5UbZldfHsz57k3JjT/2naXdsiC8s2LyJYt4/zPXHs6GfRocWSgtDdj+0T4DGLbsaraC05KOVO7O5pJhQhRDhQxpizAZmGxJRUcPRi9cc7yx1ioLcbpzyZ4hkOrDsb9vLUhVy2b5uHMbwFrEKtib0XrFQo0IxbFo0PI05iaNpvRWw0PNCLIiWDhDGh0WAmVQEDtrgTZbivYKCXIasOs9n02SiKvB6GA/5pLR5U+gSKl93II49+lYd3rcJ59i0+rGqNe6wjDmiffbZcjtakRHC58M8u4lxMHjWJuSzdfCuPfOWrPLIpgQMv/Jr9deLhCOmSEJAQkBCQEJAQkBC4EgSmk4CmpzPYS79SSUpChFMbrS6+Q6JRar7OVjpjUFaYi1mxQMbuA+cJCF46G9tIySknxzQh5MZo9hll+eho7SJQmEvWDD1aVmwi332Rxs54C+4ANcePos5ZTG7ixCI4oaQSi6+T7v44e/wCdNY1YMwoIskyYuorU+nJK8zH1t2O0xNbgvc7bXR0OMgvykB9lWcvZxjy9MWOy7zw82epSrmLr969lhzz1QvvYkeOtoNc6DGwsKKQaeV3wFAynyXqRk7UxpPgQ7RcrMaetoaF2RPPQlG4nLXJfZy7FD/sUs+ZwwwbKinJm7AC0JWuIl/eTXPncFxMus5XoUgpIyPlk+EQt4NrXJBRWoyru4HBeBDOtj+ZAn1KPmvvuY/VttOcbZpGyzFbmldYz7z0dtZbWjh88DyuqxTAU8qXkO7YT23rlXZuwSwECF5hv0ZLNqlqL61dA1NCoo1xEHS7GBpWkZJqHPV3oCAjJ59Ubx81g3HmoZCT9qZ2ZLkl5MfZoQ/T93fy0csnKL//MeaPm6PoSExXERpyhB0/jvEhhAZwDqvQz9p7u5365uk0Ob1cOD2MsbJ8IriDupjFSxQ01F4OR40Y6zv6v7+zmm4hkey0axEqRYVWPoOpu3WIVo97WgF+nEe5lrwlN7BpQRZtl9vDkV3Gy67HhEJFalYu7oF27I4479Os+ZahMqWzYNND3DK3n7q6dj4pxVl3LVWUEJAQkBCQEJAQ+B1B4KoEeCHopengPvqTl7K41DgOhdJSTKLWTXvvUMyFjOC3cvjAwTheu9UsWHcDuv37ONtvpaHdSXJh3nhs4PFOrnlCIDTJc1VUB0IId/tZPqgaYvOO1ZMMQwPuYfpFs/cI2VlmWsu6JTJqTpzDJtq1T7oEvN2HeOOQisWblxMhv2NKKqciHc7XXsY1ZZUv4LOe5HiNnDlLFpA8JvvJVOSUzCPD1caRVtEQPPoS6Gs7T6M7k0XF2UQedY2u+WncB+ytvPbUM5xN2saPv7mWFO0Mi+DpmBCCuIcbeOvpfSSu2M7c7MlnsoWAB+vQAEOuiB1H3Rx27Mjkwtsf0BEV21oMIh+wXuLg8QEW3baFnMgvQZHHph3z6TpymBZX9G6tQMDVwHtvdZG9bTtlEfollb6ERXPM1J+vYcgf/TQE/Paz7D3kpnjVSjLHdhSnG/N1UJZatooUz2XO1LcyZUhXwZ9MrkP0UD3T2eerID1zE2U2ux67jcFTr/Ob482443m0m4aSLGsV96+Ws+/d/QyEt72nqRxZZErE4O/Eao1+nyIrTU2rLalUliVw7uNT9NoiJprxqiF62+toDemYn5M8bi6uyixhdZGc/R/V4omxa+rp7+Bc4zDzl81BG8czP0KQjpP7OWxYxiNrzBE72TLKF65B1niJ3gjavo4mHPpsctMiPopxPmMlZNTuO0inLwYmQghX3Wn2DWdx541l4+MCLetuu53guXep6hDDlE29Qt5e9r32Pvq5myme6XjA1OZTc9QJ5GdbuFDfFPsbCAVorKume2Agxhw8lZyYI5MpUGuu5mhAbHqfbq6S9Py5FIba2VvTHj6u9Yn7kyswaHVhJ5ifmJZEQEJAQkBCQEJAQuD3DIFIsWXGoQtBP7beFk7ueZFfndCy49G7KYnwsqxU57Bgfgr1Rw9yqdc+7tE55Pcw2FHPoTee40yohLhG8ZmV3FZ+kQ/3nGdYUFCWnxHHu/aMrF5BBTftF85z7HQt3UNO/GPCsyAQcFtprj7Ey2/tIzhnB7dXRu7mBLn42j/yrT/+PkeiTHIX3nQvSf3H2X+snmH3iEApYtDXVMXLv/gI5YYvs3Xu5GA+cn0iKzasJnj5OAfONGITD8Mj+g5yh9u9+pOnCVVuY+2cyYHGVanl7NxcRO0HH3Ckvgund0RwFLwOOmo/5r23jpK78gaKMz9hDKMrQFSsGnT3cvjd96jzlvG1u9eF4wLPioRoDuzz4R9TfoRCuIe7qTu1n6d/+msGK+7nnpsqplh6OC7t4Z/+5s/5j6OTd/Tybvo6u1KrefvdE3QMukbeSSGEva+JfW9+SId5BfesSp7CWvrqB1mR3MK+PSfpHBYjxAOhALbuy+x9/mXqcrby8MacSe1Er+Dzb9hK4tBZ9h+7yPCo8C+G+xporeatx59laP6tbFsc4/DwJErXz40xtZhN68tpOLybPScuMeDyTjj4CgXxOAZobKinfWhsH81L69kT1LX24vROCJwjc0czx955jROWzawumziy8FmO1ly8lS/dsZBLH73Mq+/s5Wx9O4NOzyQlnsiry9pPY3PnyBnySQwaWPnINyhxHuWNd4/S2GslOCZFiu+ux0FPUw2nWiZbGMiS51Gc5Kemph7XmOAfEmO6TyI+9Uaup3zVJuYqq/nvV3dT3TqAd/TbEDx22i4cZ++e0+Qu3UBBeoTjOJmZJbfcQkXfhzy7t5oum2f03Q/g6G1k/4fv02FcwLry7LhOyfzWFg6f6WbF2hUjIdwiuFPO3cANhrOcONOLqBvzO7v5+P2PMSy5gewINiKaTE1qCliSeY633jpCc48d8bi+eIX8Tjrqj/PK+9UU3nIva6M+F3nxbdy23MCxd9/kbGMv7jE8Aj4G2+rZ9+zjHFasY9f2Sq7NrGegfM1yUmre5a2qFmyewIigLgj4nUM0VB3kQE0nSgwRx2KCDLfUcvZCI30ON8HI3xWPg+azhzlYb6VsThGqq/UHMhXRTy1HlVTAlq3LGTryDm8fOEPnsHtCkBdC+JzDtF1qoKPPHlaqCKEAPZfPc+FyB1a3b3wtIOZ7hrs4f/hVPmpIYUll/pS5/FMbhERYQkBCQEJAQkBC4HcEgbG93KjhNPD2k0/ycVSuTKYMx1GW6yxs++JOlkXsvotVZUo1CzbehufQQQ6//RIHxUWLHBRKNTqNBmXCIh784mKOPn8sivLorSyJNbev5KWf7yZ1w13kJE2YJ8ducC1yFYScvZyvquPMETXK8OaRXNygRanQINPISKzYyralc0mINDUVBmmtd6MuuZnKrMl6EFPmfG7aGuBI1XHevHQ4LIyGF+oyGabFt/CNjStJmrDYHh2EguTipdy6SeDj80d44+xBAkIwHJorKIOEyod4cNNiUqMhkanIXX4T98oOcuTYhzQcDCH6TxeP7AfkkLPuflavnIMpysH2tUBuOhp9Va/x/HvHsRTPZ+8bz3FgynjHWluYv+4Glpanjyhrgg4unTzM8ZougjJRuhG9gytRa80Ub3mEFYuKMU55awP09w3gkhexa1GUMK7OYvODD3Bw7wk+eusCgYAQxkaQydAmlnLXQ2vI004FR6lPY/3Omzl2tIo9r13EHwqEF6GisYYucTmP7VpLUYTyamQ0MszZFWzf6uPjqirefv4EfmGknSibmEtu49HNK8iME5JtDJHr6r9CFCBvRm06yYmaE7xVdxhB9LQvPhqZAoVKicqYxMIVueSENXMhehqOcrT7FBq1clQ4FL2Ny5GLPiR0RTzyjS2UzVbIu8ZgyBQaSpbv4EspFzl/rpbTR9o4JQSRBQVCo+KXQqVBJQvgCwpsuHUrUdMc8qRF3P2ghqPHqzn0m0sc9AdGhRkZcqUKlTKEfm4mS/MjmJdlcsOt63n/4Pv8qulgeB7VWVJZvXUXhZF6wYgmY0lVUjE7776PpMNHOfrB6xyVhf23o5CpEF1+Z6+4g+WLyzBFfReqlLnc/0U/v9l/mg9eO0kwKCoMxHGCPmE+9924itykOC+jEKDj4jl6tUXcVh7DSamqkE33bOODw2/y9Bk5ooPNYMJ2bttQMvvIeRmLefhLS2g+fJLTB95lv8MZNicXIwLIlVpSl9zMbSvKI3b+RxCRydUs3vYA6pOHqfv4fc4eDBEMBJGhRC7u7KbcwJe/sJaSGXAdw3c2/41F63nsvhD7zv6Gl06LQIu/bQq0Wg0arYny9TeTZh2kc3yeE3ANNHLiSCNelQ6dLIQgOmcVf1dUKgS5jLwVO7hhXlZcBcps+PrM6shUZC3ezMOGJA5VnWNP81l8ogJKnAhCoNKokCkTWLDaQkaqCZkQYrC9hj3n+9FqVQiCYsQ7vVyGQq4gIOi44f5HWFVwbVQsnxkOUkcSAhICEgISAhIC1wECMkFc0UVcQfcwnX3DBMZ2DCLKxPBeGp0Bs8WMQRO1WhyvJxD0OhkaGsbhFp36jCxq9QYzlgQjypBo6uxAl5iKNhYJ73H+5U9eZt63/56byiPi947Tv5JEEOfgAHaMZCRN3vGOpBIK+HA57dhtLnzBEYFLXCIrVFqMFjNmg54pVqbWc/zz3/wnugf+hW+u0kfsvIxSFkJ4nFaGhm14/CHC2BnMJCWa0Ewbjz2I12FlcMiOVzTxFTE3mElJminkTgCXdYghq+hoSGynQmdOINlinMp75OA/pbR3uJPOodGd62n7UGFJSSXRNBrGTQjgGB5k0OoiKAhhwU+l1WO2JGDUqabiLNIO2Tjx0i94o6+C735jK/opO1oCAYRsK3sAACAASURBVK+L4aEhHB4/giBDpTWSkJiAQTs1VNgEu0J4R3V4yBr2MSDI5Ki0BhLFdnHf/zBD+Jw2Boes4WcvyBRoDCaSExPQKMdX+BPdxE0FcfR0MqROJTcxlllyCNdgD70hCwUpsd5vAY9tAGtQR3pixELZZ6e1y0FSduYkZYjP2kW/x0hauimG5UsIn0sckx2PPzCycywTlSsaDCYzJoNu/D3zua3YbE7cHj+B0RCHolCm1howJyRg1ExVmMSFIKLA2V3Lr996j6U3fZnlEU4HI6pcUVII+HA4rDgcbnxiCMfRmVCuUKFSqdDoDRgNejRTPn6xG4Ggz4112IrD5Rk52y6TjSgrDUbMJjPRr4gQ9GEb6sfq8IbrK9Q6ktMyMMz2OEXAE36HbS5veNdfrlSjNyeSZNFNEXIjgQh47AwNDuP0iTvHI+9wUmIi+mmfg4DbNogzqCExwRhTyBRCQRxDvQzZPYTkGiyp6STONnaeuMs+HCJTFPYCPuzWIYbFneqQgEyhwmBOIMFkmHZ3WsTTYR3G6hDnPGFkjtWbSUoyo5kyB0DQ56R/yIkpMRl9pDI2AqygzxV+x/WJKRii64jHqewDDA6LvxOhcMg9lVqLOSERo16Bq68XryGDZP3INx4KeHDYbNidXvzB0W8m/LuiRm8SxxfjdyWCl8hkwNZJj9NAWqaFWK9LwNFHx4CCzPyk8agYke2D7iE6rHKyMiwR37aXgeYuSMslWT/xTfrs/Qx4VKQkx/7NCfocDA0M4/SKv5VhTR5KtQa90YzZqEMV/n0bmXOtNhsejw/f6HEVUZGn1OgxWRKw6GONJJJrKS0hICEgISAhICEgIRALgSkCfKxKn2We9+i/8d3flPBXf7ODa3F88dPi3XXhNf76vwf51j99meKJtc+n1Z1EdzoE7O289MuX8C6/nQdWFiK/Ehl5OrpS2XWFwLUW4K+rwUnMSAhICEgISAhICEgISAhICEgIzAKBybbfs2jwqVbxd/Pmm6fJ3bTsuhbewUdr8yAFW1dIwvun+kLMjrjTNoQ3MYWlhWmS8D47yKRaEgISAhICEgISAhICEgISAhICEgK/hQhcRwJ8kP5zu/nIt45blsY4c3k9gSuE0Get5rYVxdcTV7+nvAjItImsWLaG/OQIM/HfUzSkYUsISAhICEgISAhICEgISAhICEgI/O4iEOsU+mc/WiGIreU4z79Vy/IHvk3R9S6HybTkLZ772eMk9RgDARn65BzKonzXxagoZUkISAhICEgISAhICEgISAhICEgISAj8ViPwOQvwl/n5g3/LXmRokkvY9cWvccuiiVjGv9XISsxLCEgISAhICEgISAhICEgISAhICEgISAhICFxDBK47J3bXcGwSKQkBCYHfIQREr+89/QOYkzIwxgxh8Ts0WGkoEgISAhICEgISAhICEgISAhICMRCQBPgYoEhZEgISAhICEgISAhICEgISAhICEgISAhICEgLXGwLXkRO76w0aiR8JAQkBCQEJAQkBCQEJAQkBCQEJAQkBCQEJgesHAUmAv36ehcSJhICEgISAhICEgISAhICEgISAhICEgISAhEBcBCQBPi40UoGEgISAhICEgISAhICEgISAhICEgISAhICEwPWDgCTAXz/PQuJEQkBCQEJAQkBCQEJAQkBCQEJAQkBCQEJAQiAuApIAHxcaqUBCQEJAQkBCQEJAQkBCQEJAQkBCQEJAQkBC4PpBQBLgr59nIXEiISAhICEgISAhICEgISAhICEgISAhICEgIRAXAWV0iRAK4g8EEIToEpDJZMjkChQKOXKZbGqF6yFHEAiFggSDIQRBQBxGmG+FEqVCzkxch4IBAqNtkclQKJTh8c7UburQBULBET5CIpgyGXK5AqVCISanuUbajfEwgrkSpXIm3gVCgQCBkBAet0wmR64YeVbTdjcNJ9e6SHy3AoEQcqUShXxmrkbqB0ee4yh+CoWCmZqOtYvEfTbtYo03TCsYJBQKv0njmM70/guj71EkD0qlYsb3b4z38Lt7BWOOxfs1zxOC+PwhlCrVxDMI+Tnz+k951zaPrz2wmWT1Ne/1ExP0tp3k5x80c+u9t5Jn1HxieiIB8TmJc4z4fMVnJV7itzr2nSvk8hm+82vCRhwiAkFxLgiG4pRPzpYr1agUE9+jEArg8wcnV4q8kylQq5Ux3mWBoD9AMBQCmQKlSjnxnkS2H8XPHxRQqWLRiao86baBJ+75Hnznv/jqqsRJJdLNZ4VAiIA/iEz8bRybjD1D7H7+l9QkbeArO5egV3xWvEj9SAhICEgISAhICPz+ITBFgLeff5W//Ne9mAszMEThodSbsSSmU1JWRunceRQla6NqfH634oLaPtBBW3Mz9U1NdLcOMOxx4A/JUahV6JLzWL1qNfPK8jBrYhgeCH56G6o5dvI49W0DuL0B5BodGblzmbdoMQuKM9CrY7SLMWQh5GewvZZTR09zvrUDpyuIQq0lNbuIuQuWsGRBYewFTtBDb1sdp44c4WLbMG5PAJnKQEpuIRWLF7OoLB+TKkaHAQdtDdWcPHKMyz0uPL4gCo2F9KJiKpcsZm5+JropTzoGnU8xK+jq4fj7r/D8/iFu/fpX2VyRRnw0g1g7mzh74hCnG3pwub0ICjUJaYWUz1/CovmFpBhiDSiEo+sSp04c5+ylduxuP0G5huS0QuYsqmRxRTGJhlkKDEII52ALZ48f5UxdO8M2NyG5FktaDqULF7Ksci4puhgjCPkY7Gzg9NGjnG/qw+X2gdJAUnYecyoXsXRuCeaYQm4QW1dzeMynLnVPjDm1gDJxzAuKSI055k/xoUWR9tc8zR/9Ww33ffcf2ZQfC/+oBtfJbTDgZdjqwTs7eXZarkMeK61NLbS2tdDS2kpPvxW3f0ThKSo2FXo9ZnMuFWs2sb4ihc9FjvHaOb33Nd473jLDWIZpbh2k4qv/zF9uSBmvO3jgX/nmzxoprsgg5gyfspSvPraNTG3kOxCgr/Yo739whBabF0GTxMKVW9m4uhRL9Jwl+Gk7/Dw/PWHhO3+6i5QYn9E4M1LiukMg5DzDv/z18xQ99G2+sCxzmnn8umNdYkhCQEJAQkBCQELgdwKByBVYxIAW8KW//QYVETli0ucaouNyLacOvcd/Hanh0cfuY25K9OosqtFndBtwDXLiozepdadTsWgVG3cUYTGokCPgc/Rw8egedr/yOM2bv8iuteUYJq2sgwxc+A1PPnOSwm138sVby0g2apAFbFw+fYgPfvMSPWtv5+al+ahmsdi0t53mlVcPoCnfyENfu590k5qgz0HHxWO88/az1Pbex0M3FU9eHAsB+huO8eJbp0ms3Mgjt1aSYpQjeB20XjzKOy//F01rH+MLm8swRvIQctNy8n1++WEHi27ayVfuKyJBJyfkGuLS2f18+PKv6d7yAFuW5KCZ2GT7jJ7KSDfu7vO88/rrVHfrMCbpZug7hKPjLK888x7O4g3c8aW7yUsyIAu56W86z+73X+Sl9k3ctWM1qbrJA/J0nOKZx18guPAOdj16J7mJehSCl97LZ/jgw3do6t7I3VsXYYmlwIniKuBoY/fLL9FiWMSO+3ZRkmFACPoZbKnmo/ff4ZcNdh69fzXJk96jENb2c7z+6n4oXssDX1tOulmB4HPReekU77/1FHVt9/HAjnmYo9o5O8/z6rPvYi+4gdu/dBf5Y2Nuruaj917kxbaN3L1zLWn6yWOOYvtTvfV7PARC/tHd2ThTx6fKwedJPISzs5Z9+w5y2aajZM481u/aQEaSEY1SjmiyFPA46eu6TM3FJgZ67YSugQAfcNnp6evDkl2EcbaQa8ws3/5Flm+fDq8APaff4cevt7Gz0jKpossxhC53G3/yt7eRPqlkmpuhGp792etkPPCn/MXSbAI9Z/j1v/4rr+v/jkeWpU3arfcONXH4/DA3bNkmCe/TQHrdFgW8YSWx3xcIW7hdt3xKjEkISAhICEgISAj8jiIQKQrOOES1PpHCBau57cEHWercw7NvnsM+Y6vPpoJCY2LB+tu4/97b2bS4nETjqJmvTIbalEHl1nvYuaGQuo+P0D7om8yUo5HXn38f+dqvcPv6BaSIwrtYQ2mmaOkWti/P5Mz+/bQ7o9pNpjJ6F+D0R29gTV7FzhuXhoV3sUChNpJXuZH7766k4fmfcaRlMq2Aa4jj+z8OC363bhwR3sV2Mo2R/EWbefjRzfR+9Aqnmp2TevX0NfDB7loKt93OLStLwsK7WEGuT6R89a3sWJ/Hxb17aOn3Tmr3mdwIQQbrD/Pfjz/DBeNGHnnwFuZkziDA+4Y5vX8vHcnr+OJt68hPNoyYIit0pJSs4JYv7ELV9BHHa7sJRA4i2M/RN97mfObtPLBrLQVJesJWwXINaSXLueWmFdirD3O6fTiyVdx0+5EXODWQzbZbN1KcMWKLIlOoSC5axK57bkJ37DlePzU0qb0Q8HH+4G6GEhdxy9YR4V2sIFPryZ63lvse3oJz99McrI/6avxWzhzcR1vCKh7etY6CyDEXL+fWu+5E17KHoxc7J495Uu+f/o1+7u38xXf+kFW518YM/dPn+Nr14O5t4O2XXqdJN48v3HcfOzYuJT/NPCK8i93IZCh1RjKLKrlx5+3csa6Aa6Ha9Nj6uHyhDsc0Fu1XNUqvlerqOkwVSygxTdYM2G025OmpmK6AcE/Ve1QlbGarqCiUyzBkVnL/jkLOvX+c3kjeQ15azp2iV1vM4uLkK+hBqnq9ICA3LeTRb3+DLQszPh8Lk+sFCIkPCQEJAQkBCQEJgc8JgSsS4Md4VJkL2bw6l94zp+n2jOV+vv/lKi1pWbkk6VWTdnsmuFKSVjgXnbuHvmHHpJ2D3vOHODU0lzu25aCNQkSmUFMwfxEZrvN8WO2eIBcvZf2Ygyc9zFu5hJQpO70KEkpvYue8FvbsOUekKO4YqONci5zKBeWYp2zzyzHl3siyvCGqjl3EPu6fwEdH/QWaFIVsLou1mFKQXbaCdH8TZxu7PmPhL0Rv3X7+6z+fxb/0Ib77wDqyE5WE/NO/MM7eNs7XO1m+upwouSKMuDGtiAVFBqrP1GCPIOVpu8DeSzJ23L6ChGjJSSYnoXAOi5LsHDjSFO/JTeSHWtjz2kVSVm6gzKKOep9kaFMWcduNGk6+tJeOCLNsv6uek2cclC1aRKp20ha7qFLBkL2ezYvcnN5bxeD4MwRXXwfna60sWTEHi3rqDrs+pYCFJWZqqqoZnsUrODGQa5zSpTOnohjL75n8LvidnN//Jpd0C7n7ptXkJMQ8AzEJbEXEmfJJBVd443a20dUe8ZJdYft41Ye7L1NV72ZJZTHqSbzaGegOIktLQB+v8ZR8Nw0XOtCVl5E0/trLscybj2XgNG2DEw28zkGOnb9E0ZIlpE42g5qoJKWubwTkBnJLS0g1Rk+01zfbEncSAhICEgISAhICvysITN56uYJRyRUqQiEP/oht0JDPSm+/B0taetwz18GAg+F+N4aUVLTKILbuNty6DNItMU9bhjkKBT0M9lnRJqZinCIUXwHTooM7v+joLWJBLAxRe6ETFmykLM56RGbJYH6micePVPHo6o3T7qwNndxHp34O9+ZGexAY5VOmZtGqlbz69glarcuoGLVetV46idWcQXbqZHPW8dHJ5OTMKeSjk7X0W5dgSpCD101b82XMeesx6WNLVRpjAlnZKo5e6sS7JB+laqqAON7HNU4otGlsuvfrLFg2P3z0wBnw43ZH7T5P6jPIQM9luuQZbE22RAnOoxWVGjJyCrBWNzLoWEOiVtzR99NxuQmbpYilKXFeaUUiRaUZvPKbc7QLS8mZBoZgw1EOuy08Up4Tmwdk5Cxdh+bdfVxsuY3swhGpxVN3iFZ1KltykuO2y62sxPn6GTr61pGUJmqLQgz2NdBJGutTE2K3U6pJzy3EcbaJQbuTFF2cd2scywDWrk6CCTkkKH1Yh4ewOT2EBBlylQZTQiKJBm3YskFUqNisQ1gd3rBDNrlSLE8iwaid6oDMM0Rrn5/UrDR044LaeKdxEz6nlcFha9jsVpAp0OiMJCQloJ+iqBK9mwXx2IcZsjrxBoIjTihFx5kqDUaTCaNBh2rMcVbcHq9tgavvPPvPOVh+3+prIHSG8LnsDA2KZ+eDCDI5ap2JpKQEdBF4BJ0DtPXa6K6ro3lYR3FzE25RbyBToLekkpqou/qzx0KIjpojDCeWUpaVHEXHi30ohKVg9uI7WOnrDJA1J2ruSskhI7AXl1ucb8V3PUjvmbfplS9la0UsheOVPTch6MNhHWLY7iIg+s2TK9HozSQlmdFMUkpMpisEPFgHh7C7vWGnn6KSVmc0kZRgjnFESsDnHGbYqyA50YzgtTM8bMPp8RH2aylXojclkGgxRilCxOG66e3sRZWaT2Lcnzcfgy1dyDPySZg0hQsj78mwDbfPH3YqKzomVajV6PUmzGbDrL4D13APLrmFZIMcp3WIIbs7PGbx91tnSSLFrA9/51OwVKjQmxNJsYjlUZOl4KavYwhtagamK/g99tiHGLLa8PpDiPOA1mAmMdGCVhlFX3xcQhC3bZAhmxvf+DygRKkenQf0OsSTK9IlISAhICEgISAh8PuIQBxpZyYo/Az2DaFKriTySLO3Yx8/f+Iit/7pX1GZFpuGa+A0r/3sDGu/9cdUJPupf+v/8JbyIf78i6sxxflBdrYe4hfPXGDzY19nadakVU7sTmLmCtj72nDrU0mzGCYEJZeVtiEbBfOzY7YayTRTUJaM7LlGOoSNFMRYb4zU83Pp4iU0qWtIm2b9q5+zgOSXDtA76KPCMrKb19PSit68ALMxHhsyzFnFaJx1DNvdkGAg4PMw0OMkZWEi6jjKBzR6MtMysF7owR8IguoqH3k8tuLmy0kumM+agrgVphaEgtj6OlAkZGKIo5AAJYkpmST6LtHp9lCMDkJOenoGUKQtIil6sTnei4KMnGy0tpNctkOOebxgSqKvqZaAqoKs6Q4AZ89njup9Wrv6oXCkYndDHSrDZpKi5JjIDrTZFST7d9M/bIc0i+jOHHtvO5hTMerjrfIVJCRnkhSsocPpoWyKe8nIHsS0lX0//Ts6b/j/WKZoprl3EJfTQ0CAUCiAoE5g7trtrEh3cfrIMVoGneHysFpLjLygSqBi9XpWlKRMfCci2cb3+Lsfd/Dt//MXLJwGv3Fugm7aqo9xrLodV8BLIACCXI4KAUVyKWvXLCc/RTvRR8BB4/mTnKhuwRcAXzBAuFAGAbcXTVoBG7dtp8Ac9wMc7/paJrqPv8eAqYI5hdHC7pX1IgQ9dNaf4VR1Iza7H78QICQTz8+H0CYWsmLzekoTRr5Pb18de/ZeZKj5Ao02M7p9PsI+DOUa8io3sTExO0rwnj0vIX8Xp442kbdqKxmWqPkg5GR4KEROatLsCRIk4I4wKYloKc45docLMBIavMDbH7Qw56F7ybjaaXzktAKqkINzR4/T0mvFZrPj9YudKpArlBhTC1m5fiV55qixEcLZ10LViVO09rvwhoKEggJylKAIYEqbx6oblpFjitROBeg88xueq9Xy0MoMquqacLpDuH2ekUgtsiAIWtLnLGX90jmYIy1vnPU89f0fkfMnv+T+uRGgTEp28vbffg/Dd5/mzvKJAmvjUfYcu8yQJxCOeBAuEf0sCH6Cynx23r2V/FnsgF94/+ccEdayJtdLR9cwVpcLvz+ETAjiQk/Rwg1smKfnctUJGjoHcbjciAEIZHIBQaEjd+FGNi/OFhEav0Khep7/389T/sff46aymZSJQMBJU9VhTtT34PH7EH+GxHlAKZOjy6xg3apFZEZaOvmHqT15nFP1HQSDMvwhkSHxwUPA48eUV8GmTevJNHy288A4AFJCQkBCQEJAQkBC4HNGIPJ3edaseDtO8+pxWPfIGlIj1zqzpjBWUcuczZv4zS9O0NC/nMVpsdlpP7UXX842itOuftUnDFazZ98FspfcQ26k93yvD7tPR1rq9GezDSYLMmcT3Q4oiHs41IW1L4CqPGP686OmZDReHwM2cTd65Byo3WVHn5o07c6mUmNEGbRjd7sRMBAMBXEKISxmI7E2MUZQVqAz6AjZB7EFQySMQX89/hcEvE4/KpMFzTQe/9UaLRpc9Fj9kCsuEAO4PB7SUhJHQnnFGZtGb0Kh6KSjG5hGALVaB5CnLycxnlJEpC+3YLH46RkYwkc6ohpm2DaAJiVtWmdjcpUZrcKNze4kiAWFIDpZ9KM0WdBOs5s1MmYPfbbJvhPiDJWQz03V3rcxrljF+htvIDfZiFwm4LP3cXH/izzx5C+4kO8nkLiMmzffSF6KEaVcRsA9TP3BN3nxtX3kfPtOsuO/WPG6HskXfLQefZen9nSwYufNbCrPJ8mgRiYEsPdc5sM3XubFd7088oVNZBjFSSRIf8Nx3thdQ8Wm7ayZV4BJqwxbCYg7po6BPnpsXhJjef6fnpNPWDrMuVOtJCy8k4xplHKz6aT/0iFeee8ihctvZMfNZSQZlYgh22w9DRx46SmeeNLBH39rFzka0Bes4bHH1tDw3k94uqmAe7608xMJvZH8OWre5pwzi7sqi4nyAwluJ4OhIMmWuJrESFKjadE5pZxgtAzvF6NHKEYVUw7Ov/48bQV38GDxNB9fDOrRWUIoRN2hdwgUlLJx4zYKUiwo5BASow10NXDw1Wd5omGIr3/jFrIjfjK81nb2vvkGXca5bLzpJvJEHwai/sTnprftEsffe55ne/q5/+6d5EYN31p7kP/uKWT5jVvYPKeAFJMmHEJNCDjpqDnOm7v3cNSSzJb5GVetWBkfp7Wa5558CeWGL3HLyjLSzCPWMGJoSoe1j85eH0mRioLxhjESfjs1x/agXL+OG9dtpyjDgkouEPTYaDn/IY8/+RPq5uejNeawfst2yrKSwlYIIZ+Tzgsf8sRzT2PM+kvWTKfMjNHteJbgoWHPS/z8kJ1td+1kcWkuFp0KmRippbWad958l5edAl/auXw0OoyfzrP7eGl/Lxt33cyioiyMmpHQq6GAG1tvLwNeGebPyyPr+MCkhISAhICEgISAhMDnh0CcPe/YDPldg1zY/yL/9MQeCu/9Y+5a9MnDJOlyNlGQ0EFtQxwHXb4L7N/Xz4LlK4jeLIrNZUSuIOC39XNmzzP8zd89hWzZw9y3ZR6mCDNyr9uB2xWYVngSKZoS0pDLXTgjzl1H9DSaHKa7CWQ67bTOfWTyVBJTg/i8Y8LYIP09MhQa9bTtNBoLZr0PX2DE+2/QP4TNKkelnC40mhKj2YAWN97IowNTmf/cc8SFuW1wCJVSHV6Qx2NINMHW6FW4fKPesXxehpwOUMdWAI3TMVnIVgVxTHuO3EF/px/02mmPSkASaRkhgm4PI1wM09shoNCqJ+1Wjfc9mlAqE0mw+PH7fGHzcDGGuHVwEOUMY1ZrDWgNapzeSI9g0dQj7kMhtEozy25YTX6KKLyLZaJDxzQWbt5EeddpTlarWLNtPYVpprDwLtZQ6hKoWLua/KET7LkULZFF0J8h6eu5yNsfnqdwx91sWVJKsii8h1lQYsooZ8v2mzE0H+VMUy8jB1oCDHS041blsKyiALNuRHgfaaLFlJ5LSWnJ1JBkM/DxyYt76WmTk5SdSYQseBVkrRx+8zcoSjaweU1FWHgPj02uxJJZzs2PPUhB7Ru8eVzULn2aVz+HXzqAeu4NzI+1De4YpiOkouP0a/z7D/6Sb//RN/n617/OH/359/j3Z3bT0O0a2XmexGIC2YUq2jp6JuXS20G3JoOkRCW+xqM8dSaLu+5ags7Zzoe//iF/+kff4Jvf+S4vHWjGewWvmvjN2AYFVm7ZQFHaiPAudiwe/0jKncuOL99HRs0bvH1iMj8dp3dz1pXDlu2bKc0YEd7FdjK1jvTihWx7+Ctk9h7mwOkmxmbmsQEF+7tJXPsFtq2YEz7uNRb/XKY0kDNvGStyFVSdayE4RYsxRuEK/vfUcaQjgUXLF5BhmTjKIsZdNyVlUj4nH9Ns7ccFH25jIstWrqYsSxTewyNGobVQtHQnW/MbONvQSemajczNGRHexRpytYGcyi1syWzi5cMNV8D85KqetpO88H4Dy7/4FdYvFCOkjPqokatIyq/k5htX4qw6RE2/Y7Shl66GVkLJc1g9JweTdkR4D/Ok1JGQlU9xYd6INcrkrqQ7CQEJAQkBCQEJgd8bBOJIPMf456+fnSrAKNRkzlvNrQ8+TGFmaozzgleOm0JlYdHcYt6rrWVoSS6p2kizOAHnqQOcUK/nb8oiTG2n7cbBscd/wC9Oj3pOEgRU+cu478vfoiwvGZ24VRNxiYtBQYg4Ex9RFpmUy+Uga6W/H0iNLIlMhwiKdsozXgrkAR9OqyO8UFQTJDgbuUwmR253MuwaFf4IMbNMLkMmlyHrs9IfDFE6I2+fXwURuZBoLjnDJZPJkMsGGRgYXWaLvg2E0CTHhDFJiGdIgfauPqiM9xBDs3sWyFGEgnj6bYj6AB3is4/Z6+RM8Rm6PNht7rBTQZGf8JhnsGQZG/Pg4CyjCcjVpOYvJi9p6icu0+dQViCnLnkFcxIUI4J1BJcyQxI5CSH2NfZCRUZEyWyTPlrrztOuL+FPypNjKqXMadkUZApcaOxh87xM1HIZKo0Gh8uKzeUj5XOOeT8+0oEuWgUZC3SxHdeJO5XiuWIh6rMXzysbLEmMhUoPNX3AkU4Ldzw4H8OU89kylMb5bLhBzTMnztG/LoOUyGlwnJlPnvDXH+T5y3rufnTF5HCUY6TNpdxx38Mocgooy7k9LECJRX5HF8fff5XHf/A+5dsf5O4tizCPO1yUU7FsHZp/3cOZO8upNKsQ/C5q9+wlVHYfefpe9j1znPzbH6ZSa2PvCy9Rr1vHP/zfP0fvauFXP/kZz7kf5t6tc5mVN6ia1AAAHaxJREFUgYVMhqV8OUVJsRSXMlTGBdx0o5lfHjlNz+qbSQ9/Wy5OHa8ia+V3yI2jCVabclm6JJ83LpxjYGnBZBNt4yLWVyaORLYYw2rsv8JIZl4SfVVdYT8SI/beY4VX8V+nwyTrpq/fQzBBF7vPWZNVk5dTQE6aacp3jlxHeUURCe4SivJilRvJLTJju9iOlRKmORkUmxvBRf3pKvpzV3JbsW7qPCCTk5JXRLZpDycvWVmVLVpmyFHr1Qy3D2D3BknUTZ2/Yncm5UoISAhICEgISAj8/iAQ59dxJX/+06lx4INeOx0NZzm052leHczk1ge+wPJ80yczGZQrSC8pR1FTS+egk9SsCNvFQB8f7a6m7Na/o2A6c+ZJz8vIyj/4AStH80KBAPahZi4c2sPTu23krdzO1uVlmKPdzU+iEe9Gj+aTbcNNEBbPAKqUV46dSok6SgkxQXSalFaFJu758GnaXbdFatTTmNlPx7ZOe40eoly0mlBNu+Mekw+lApVqquAcs+6kTM3sx6xUoMlKjXtaXnSFIE9PET0IxLg0WBLjTA0xak/JEuPed3aRmL0agzq24ItWT7rFwqleKyHRG5hcTXbZIipPPs0vX36HneuWUlqYGw4H+SnJslPYjpmhVIV33qMF9LG6nvZTvPBuFb5IxZ23l5qaHu75+yfZMuoDoqvqAL7EreRnTFYgjtER/+cWzsXd1IXNDSmf0Fw/ku54Omjl448+Rj7nHtYUx9EY6VJZsXGqcktlzGTtXV+jpGIfv/zvp3nKlMy3bsgbFwqVFdt5bNPjHH3zfYYLkgj01fFxSyl3fnURngsfccadx+3L0nD2HuFcq4KNX16KSa0AdQHbb13Pi/tP0rmslOLkmSd6UZmVkJcxrZf8jPIFhGouM2iHdPHckKua1k4DlTmZ8b9XuYKkrAKE0y0MOzxkGiK+jrxMcuL6D5GhVMqRezxhS4JPPLtkr+GeNcf58PknkW3bwuLyQtKvOvSDFpM+XTQoin3JVaiVaRjilJvMU9+F2IRi5HqGaewYJL90a3zMDRZyjXr2dVnFLwDQU7J4OfOqX+RHz6i4be0CSvKzMetjKWti9CllSQhICEgISAhICPweIHBFq3Qx1nrevHU8UFzKx8/9J888/SrJf/RFSj7RkUYZiRmF5BhOcKG5jwWZY+a+4Gw9xeHBOTy0Io5HvFk8ILlSiSW1hDV3lFBS/RG/fvMdPk5MZOu89PDOhujVVqWOs3qJoO922RFCKVimHaseS+psxA07DpeSNINudGFjxJQAvRH9xUoG/S48Mi16zYgZolxuQBeh74jVRjxb7PV48euNmMKCf5C+htMc3H+OyVHMY7e+otyEXNavX0dp6tVJH+LCXGcwM9NWut/nxefTYDGNLvaVKgwabfgc+rT8etwMhYJkJk73ELWYRQ//k61vY5B1YLMrUGUZRi1V9Jhn4fcrFHTiCqpJ1GvCO1IyZOjFMUfb7Eb1GPB78XlVE2OOKo95ezWKnpiErjAzGMTpdNPSdICnn6qLY6njp6+hEVfhgnHimtRSdt77EEkfH+CD559gX2oRRRXzWbFsMfmRfivGW3wGCaOFRASsLvHszNQ9SH3Rer75rfWTGRk4wN9856lJeQMDXVj7z/DaL/vimuL7u5tBWDip3bW8cXec4UANrP/GapJmM01N6VxJesUabl1/jh++up/21Q+TO/4LYmTpXX9A0vmzXO51QNICvvitReSohvjg3GXylmylwKhh6OwlHPpislLH5lw5ltQ8tIpG+u1OipNn46VDRoJheudpMtGnhLcbpysICQpwDOKUKzHHk1TDY5WjMySikZ3H7hEtXSIEeJVq5p1wuxMbwnTuNaYgGjNDnsDaB7+OZu9uDn/4IqcOJJNVUMLK1asoFc3gr+jZidZK8rAviZh9fZqZPn8Yx5bT7/Jkz+E4PXnovNSBb/mE5ZUuZzH3PKTm4OEDvPvsMXRphRTPq2TVskoypzgmjENWypYQkBCQEJAQkBD4HUZgfPl1RWPUprPqji3s+bMXqWq+g5JZuaSO34PClMa8ogSeq20kuLIAedjE1EXjqWp0q29mzvRrtfiEo0pSSyupzDrBuZo2Ns5JR6EEpUaLTuNmyDq9/bPP7UAQEjFPy4uJlAwZwf5BxOVfvJ0YIWjH61Gi044tYnWYjQq8w7Zwu7HcKPYJBLy4mRDgFUodBnkQp8sdPocd+2GG8Lr9+DUGTOGD0HLMGSWs3Jwyk8wY3f3M92o9qeZ4o565uSjA600qPD12fKJX6TibccGAl6BfiUk/uouoUmHSGrCJW5fTXV439qCB6GhXk5uoMSfpEM72I7oYnCqyjdX2YHfIURv1o4oDLQmJGnwDw2GT+ngqDDH0osuvJkurGbG+EJUWZg3eNtvImONsWAdF783hMccBZYyt6+a/jpw5C9m4pizsKCwmW5u3oTKlTITfkskxZpZz465clqzqobPpAocOvsuP33+NrOW386U715By9a9XTBZmzFTkkJcboLa9Cw/pxPs2Z6Qj+k3MX8SGzQum2Tm+kVu1ZlI+SSfxGBFcXDp5nq7UJfxR+Yxav3hUQK6nbG45ildO0OqA3Ah5W6Y0UrR4LUURrXtrqmgaTuTGncWIBjPW3i4ERemkYBhKlRq1zUOfw4XoZjO+jUIE4Vkkg6EQgaB4PCqOtUEMGnK5EiUBfOF2MSp8RlkKfQbLt91N+fIBulrrqTq0m5/+825y5m3krjtupDB5tkfKPiOG43ZjpLByFZsXZsatweYdqBMijurI5JjzFnBzRhEr1nbS1nCOAwdfZv/bL1G+/m7u27GUxDjzZPxOpBIJAQkBCQEJAQmB3x0EYst8sxifPCEZU8BP/7Btepfe0bTEM+fReTItReWlyD88zznvRpbqFQhDLRysVbH6kbx4clw0lRnvZRodqRYLrp7h8JnpcGxivYksg5qqvjEnOrHICPT3dBNMySEnYlNmak09WYUm/Bd7GAbiOe4VelqxarWkJ0zsBGdk5uFpH8LjJ66jLo+zF3/IjEmvD5uuKlUakhIsNIkezcV1aqyVr+DDNjSM2piPXiEuZGVojIlkGxOnsv9558gVGJPTUDU48IoO6sYE9Ci+nA47dpmaLPPoKk6pJcFiYriln6AgEM/Y0j7ch9+fQ8E0a0mxq8ycEgRHBzYx+lU8STzQTm+PitTUiTPe2Xml+I724/RCchxBM+DuxOk2YDaPHj2RyTCmpKG56AjHSccQW9hwOh3YUZJp+u1YuYatKRLSyCsojPcYo57qxK1cpSc5uzD8t2DNzQxf2s0//e9/4wctffzZt3eRPclPxkS7TydlYd7iPI5cqqfXs4i8qxSuxV1QtSaR/MJCPoH4fNVDDA22cbK2hXnrdoY3pK+akOjoUCm+g2IIthmoCF5O7d2NZt43KRo1jQ/Fc/YRDBEMB1afgWa4eMovyNRGgoBapcKgHVV4hY8Pif5OpladyBHw+9x4ZHrMceNyTtS+JqlYv4ejhEWnfAlpWeG/imUbua3rLM89/jO+/18Ovv+dO8nSX/XP9zVhfUYioqWAqJRNyaKw8EriiY5QFh3ppeaVhv+WbLydgQtv8sMf/Ts/7nqYP/zyZlLHfTDMyIlUQUJAQkBCQEJAQuB3CoFYIt/sBuj34ZPJwouk8QYKRUwZcrwc8HW30RmZMZrW5s5lTXYn7x7oRyBEb3MT7uw8lqZMKzHHoDRNVjCA2+dFrhV3L0btEFUWCvJTaK2vxxVvcRfoo67ein7enLhC+Viv+QvXobTW0jEQzzGeQE/VCRwJpaSnTMCfUFSM3N5C/1A8SwCBgcu1BFLTSDSNSBFytZa0HAtDXT24PbH7C7kctHV1kZKfgUoZWzgc4/1z/y9TkJCWh8zTz4DdGZsdwUt/Vys2XTaZujFpSkdWfgaavlaafbFxQPDQdrmdQFYeJXGE67EOdUULKFBc5FJLfIdx3poT1GqTKMmZUISYShdi8jTS1RcOSj1GbtJ/W91ZhhNTSE8aNeUQd5tS8lH4BhiwxlEiCX4GupuxarLIiDyXO4nydXSj1pCWpsPVN4DfH++jmiW/cgUJ5dv4wf/9M1KHD7KvqnvUa/0s21+DalmrtpBgraG6vndqqLRZ0i+Ys5RgRxO900axmEpMplCgmKrynFpxuhwhSEfzRVp8eaypSJmu5qzKvC4bglw7gz+QENbq5zg5uJCNKwvHlbBGsxlBCEwSpEOhEEGDGsvo0aCZmBDfqI6u3tHoD7FrOxrrsBrzMI+F/EwtJUPto6N3MD6aQgjbUCcBefJo6LvYtGedG3aaOYO9+0A3dTN7Ig13acis5OE/+CrL3Id4tUo8M36dX3ojOcnQ13ENDmvJFSQvuIPvfe9haD/MqfqB+M/xOodFYk9CQEJAQkBCQELgkyIwIUFeISVX3VnatRmU5k0c/JWb0jHJAzjc8QSfEB01Z2OfvVaksHRNKZf3HKTH46SpqZ/svDKMumtnMuyz9XO53UpmQSrKcU/QWgqXzCez/SSHO2ILXp7uZi72K9mypnhGlJRlm1me1EHNxU5iyi6+dvYcaCR38SqyInQTltxF5GlsNLT2EOkPa7zD0AAXz/eTUzqPlDEzfoWWgpIK5H1NtAyL28VTL+dwBy29WuaWZM0YZW1q6886R0ZCRgElJifVjb0xF2hBr5uWhmayS0uxGMckcRkpRfMoV3Tx0XnR9mHqFXT2UHN5mMLl84mw+p1aUcxJrmTbYgMXTlfjiKUPEOxU7alCW7aV8ggfT+rMpcxP9VF/qTV2WCxhiLNHLpNauoyww+Vw7zIs6fmUJnipaeyOKSCGfB5aLzWSXlxKomlszLFZvy5yFTryikoJdNRwaTD2e3nFfCYtY2WZEofVRuyv9IopzrqBLnUJ6xaYObPvIC3WK5TAR3sxLtxOvvwC1RcHphU8o5lSmfSofc6R4xXRhbO8D/ldXDp7Fl3RPPISxyaPWTaOruYf4uSpCxjmrqJsOlMCWz3PP1VF8W07KYqoZ8jJxeDpwRHxWnhcVlzIsOh1Y2rV6F4n34cE7Jfq6YvnNyI4wIljDYiO7NLGdHzkM2+hieaLNQzHaRcKurh8oR5zXhHJY/41Jvd8ZXe6BDKMCnqGxMM4sS6B/st1dMwqfMVIe01mEQuyk+jt/S0Q4JUWysuLGbxwnIY4+thYqEyXp09fxMJcsDtcV/QdTUdTKpMQkBCQEJAQkBD4bUPgqgR432ANLzx3lJQb72ZpxoSArdQXk5vmpb6+GXcMwcfbvJfn97XFwUhGyoI1LO3fzaHqHjpcTvIKc+Kfn42iEvS6cMXTG4TrCtQceINLoRyWz8klMoyuLmsF96xX8s4ze+iJWtyFPMOcPHyIofTF3FAYsRIVd4EO/5x//F8/5OO2CFtSZTart66g7/QBmgejiAluat55kX321WxdXzDpjLzGksvyhTnUnTlNnzt6F95H43s/5bSziJXLipmwIJaTUFDJmmw37x6sDZ+fnwyLh/MfvYU1aS7zC1Ov4CToZCqf5Z3SlMWalcU0fnyUxhgmEf01H/Jxm5pFi+ZgmHj1kFkK2b59Dheef4Ea8VRH5BXy0Xz2Y045U9gsrv4iLs+lD/jhD77PC2cid4mMLNh5F6bW/Zxqskbt+AboOfU2L56zcNPtK0iM+IIU6hSWrKqkt+Y4LYPRgp6f1j2/ZHdXPjesr8AQ0U5pzGD1ilJajh+j0RnxLo3yOVD7AQebFVQunovpt8JsVEFS8WLWZbl4+bWD9E37XUY8jOk2690NNLZBcmrS+G5uRMtPNSlXG1l2062UK+p56vFXqI6tI5qeB/NcNq7N5cze3Vwe8MZUTsUioE1KAXs/Vlv0+xSrduw8j/Uip+v8VMyrIGHa6BsCXpdvJCpALFIhD43HP+C9WhP33rN8GkWYh9rdb3Iq6w5umZc0SSjXZi0mVd9FR++oRCcEGexoQtDnTVilxOo7Ik8mOhXsrOLImY4YSlI/7Qee5cOBSjZvKI1wQ6dg7qotKFs+5lhdT0xFWe/RZ9jfqGTJikquhfyOMoPlq9Ko3XOA7hhap8DQZd7dX43fH/VjGXUbMXQCw93UD4QozJ9RDRnZ7HNKK8lYuJYNllb+65mDjEX9nJYZcQ6YZh7w2hvpHFCSlGj6rfg9m3asUqGEgISAhICEgITAVSIQIUbMTCHosVF/8EX+/u9+RNP8r/Gnd1ZMOrKr0CSwavMGuvY+xzvHL+MXZRFBwG/v5fTbP+VPfnCIld94jLnxutKXcdsuA+++/w5uVz5FuQmTFn/xmon5/bVv8z/+7K948tVDNA3YCIzKQUGfg86Lh3nie4/yxHEltz70APPSR86Qj9NTGKi484+5J+EdfvTjF6jvsY+YeHo62P/Cf/BWrZrb79hMqi7SBN1Ny5lqLlwwkJgWmQ/5S3ewOrOXX/3381R3iQtVAb+jh49f+A9+sjfIl//nt1hgmdxGptBRseEmlsmq+eFPXqGue0SID9q6Ofz0P/M/Xgxy89cfYWFKhNQqHnvXJrPuri9QVvs0f/WfH9A6ODLwQH8T7/7b/88LF9O59e5t5Bgn9zc+9ustIVORvfwW7p/fzT/85b9yqKFv5Hy/f5C6D3/KDx/fz5ydj7CqxBJ1XENF5qp7+eubhviPv/8XDlweJLwuDti48NHT/PSVOtbu2MW8rDGb2pGB9zSf4dy5dhLSJi+ITbkr2LEhhz2/+jl7z/eHKws+F5f2vsiPflXNim/9CTfnR5hQiDVkSvKXbmJdaj8/f/x5zneMKHBCzgFOvvKffP/ZIbZ/+5usyIjaRZepyFx2M/ctHOB/fffHHLjUOz7m+t2P84Of7KZs56OsKbt2Dr4+7ccu16ay4ZHHuFnxEX/55z/go4t9uMd0E0Ef/Y1VvPDjJ9ld3R7eSQs4ennrF9/nR8/s4XJ/1Pd79h2++4d/S3PeLm5alBL13D/tkYQfLLqUEu74g6+yPauNf/rDR/mHJ97hXPNARPg4gYDXRkf1IX7x85eYqqZUseDG+/l/7d15UJT3HcfxNyAKGsVboyBeqBG8QC0qBA9USFqjNWniRJOYZjptdZpO23HSYxInjdPGY+KROGbqJFF7pdOqiQIKHoCAF56gAVHwWEBFQDlkWZbdDnjAwoqOYXBZP//t9fye7+/1e57d/f6e5/k+0/saWLv8M/Zl5mK+l6hVmSjKPUvUxmWs23vJpkNdegXQv4OB3cmnqKjZoK1WLOZKHvlyceD60V1c7TiIgCG9H5L0GMnatZ5331vG9pRsiu4NmMVMecFFvt34V1ZvyyFs/jwm+NbV77AJuObq+Ktn2H7EkwULQ+jU4GvH06svowZ15Gj8gdr2qwsz2ZeYRp/AYHrWn9Vq2Gi95y5uvfjRq5Hk7v2Cf8SepKL2shkrppI8Ejcv56NtJl7/wy8Z3eCWdF0GjOflGc9xcNMqtuzPoOjuxFL1zTwSvlzKH7/KJeTtRUzo176ZtjF3Bs9+l2nGrWzYFIfhVuWd35VqE/np+1i3ejOmoClMsbmtZSnJn/6OP63bxknDjbrkvrqK6+cO87c168joEcrL/rbfV/V4HOqha/u+vLB4ETNu/p33P1hL8oViKu9u9xZTBfkZKXz5ly9IybszK2a6kcXm9cvYsPUghpLy+/tIdWUJV47+jw/f/xzj0AiC/bo88n8DhwJRMBKQgAQkIIFmEHCxWm3L+pSfi2PNP/dRXN7wKDC08fDCe/BIQqeGEeDtRW1R84ZBWKspMZwmNnovx85fw+ziikenHgwbPYnw8PF0Ml4gIfoYQ1+cxwB7Jb6vx/LbJTsYsXAJC8J8HvKHs27llioThqzjpKamcv5iPgWld5In13bt6e4zmMAfTGPCyD60b2LKwlptJutwDLsTj2AoMmJx78iwseFEhI+jb8NDMlU5bFmygiNBi1k9f3jjOM23uXg6kZjYZLILjbi19aL/qElERkzEt6lK7ZZyLh3fT9Tuw1y+acTazot+Y0J5JTKMng8qqFbDYLnFd4kx7E5II7/MhEv77vhNmM6cyYF0vX8aaZ3Xk3hUUZhDVNQefELnMn6A7ZE5e/EUZR1kR8weMnNLqHL1pPfAcUTMno7//VtQ2VsKCs4lEh2dSEb+LcwuHjw7bBw/nDmVIc/ankGBtYSkDSvYmD+RVR9G0q1hc1YTN3JOsid6H6cuFVLt1pbugwKJiAh/8PZf04a1gty0ZKKiD5BdeBtr22foEzCBOZFT6NfZdgKm4SqLsw6xIyaOjNo+e9Br4FgiXppJQN25wA0XsfP8FvvXr+Jy4C94M9hexb4yjmxcTrzvT1ky3dfO8hWkb91IfI95LA6td810dgwf/KuA+b9+A797Z2JbzGTG/5fksoHMjRxvtwBjYfYhYqPjOZtbjLE2a3Wnu/cAho+bSOiYIXSuuUymJkHJSSMpJaXR/tvN25+QqeFMHFJ3uY6doB/40u2cZD7ZlsNP3nkFv6b2vQe2YPuGtcRA6sFDpKalc+XGbaqqreDiSrsOHenZx5uBfsMZHRCId3c7RcasJopyThK1K4HMy9eprJnUaOOBVw9v/IPGMikwiJ42c0wWyq5lsP+bnaScL8CMK30CJjF3ziz62XzONsa6ZzfY/cla8ka+wevTBj/0VovVZYWkn0zhSGoaeTdKKKsN0A3Prr0ZETyFsLHD6dnwu7BuZWCt5ELSDhLKBvNWxGj7vxHGIo7Hf8POAxmUuXkRErmAiGAfHu3kkitsf28v/kvfYoD5KsfjY4k7coabFVbcO3Rh6PgpRE4eS88mCryZirM5EB3Dwcwr3Kqw4N6hF0PGTealmUF0aTRkZvJP7eXrdBfenjuVTh6NPlDb+6LvYtmSdJvXFs6iV/3Tu2omNIzFnNi7lbhD2RQbTVjbeOLjN4rnp07G39eNlDUrMc/+iGl367yVXz1NUsJhTmXlUVxadjeJbUM3n0EEhoQzKaA/HR6xluWZnZ9zzDKRH88aYbd44rWEz/h35mgW/GwS9vaum6mbWJvmz28Wjr2/vKX6HP9ZuZv+r71D8L1JTFMJh3d9S7ZXEHNCnsOjwcRNDVLe2Xji4pLJzL9Vu8+4urWrLVAXMH4iYaMG4unuBmYjhnMnSEo5TI7hGkV3/4e4eT5Dj34jmTxtCkEDWsfkRf3dQo8lIAEJSEACzSnQKIFvzsYfpy3L1Rg+XpnFi79fzMhuTWTbj9N4My5jNiSydEUczy/5MzP6NmPDaqrlBMrP89XHmyl/4VcsCq6XqLZcBFpTCwg0dwLfAiFrFRKQgAQkIAEJSEACErAr4GAZspGz0TGUjpjMkK4OFpoNn5WCy9lYhoUyoY/NG3rSigQqrhm40nkQkQE6otOKhk2hSkACEpCABCQgAQlI4KkVcKwsuSidr+NdCJs2vF6hNgccG2sJl7I8CQsbSceH3CXIAaNXSLUCVVwz3MQ/aAw+TZxuKywJSEACEpCABCQgAQlIQAKOImD/gr4Wj86KpaqUE7uiuB6ygDBvBwnrQQ4uXgS/+eqD3tXrrULAnf7Pz+buZaetImIFKQEJSEACEpCABCQgAQk83QJPOFMu5XzSKa5i4XZBDukFvvx8wRgcpOba071lqPcSkIAEJCABCUhAAhKQgAQk4FACTziBr8ZYWkopLrTpOow5oSPo39VO+VqHIlMwEpBAaxJw79iLoAA3OrfVd0trGjfFKgEJSEACEpCABCTQWMDhqtA3DlGvSEACEvgeAhYzlVUW3Nu2tX9bs+/RtBaVgAQkIAEJSEACEpBASwoogW9Jba1LAhKQgAQkIAEJSEACEpCABCTwmAKOVYX+MTuhxSQgAQlIQAISkIAEJCABCUhAAs4uoATe2UdY/ZOABCQgAQlIQAISkIAEJCABpxBQAu8Uw6hOSEACEpCABCQgAQlIQAISkICzCyiBd/YRVv8kIAEJSEACEpCABCQgAQlIwCkElMA7xTCqExKQgAQkIAEJSEACEpCABCTg7AJK4J19hNU/CUhAAhKQgAQkIAEJSEACEnAKASXwTjGM6oQEJCABCUhAAhKQgAQkIAEJOLuAEnhnH2H1TwISkIAEJCABCUhAAhKQgAScQkAJvFMMozohAQlIQAISkIAEJCABCUhAAs4u8H8dSrchpKzx8wAAAABJRU5ErkJggg==" + } + }, + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## KMeans Clustering \n", + "\n", + "Let's assume marketing department wants to launch a buy miles campaign like this: \n", + "\n", + "![image.png](attachment:image.png)\n", + "\n", + "We need to develop a member segmentation to help them better targeting. \n", + "\n", + "K-means clustering is one of the simplest and popular unsupervised machine learning algorithms." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Method 1, Clustering members based on partner miles earned 3 months and partner miles redeemed 3 months." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "x = df.iloc[:, [5, 6]].values\n", + "\n", + "distortions = []\n", + "for i in range(1, 11):\n", + " km = KMeans(\n", + " n_clusters=i, init='random',\n", + " n_init=10, max_iter=300,\n", + " tol=1e-04, random_state=0\n", + " )\n", + " km.fit(x)\n", + " distortions.append(km.inertia_)\n", + " \n", + "plt.plot(range(1, 11), distortions, marker='o')\n", + "plt.xlabel('Number of clusters')\n", + "plt.ylabel('Distortion')\n", + "plt.show();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The elbow is located either k=6 or k=7. I will go with k=7." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "km = KMeans(n_clusters = 7, init = 'k-means++', max_iter = 300, n_init = 10, random_state = 0)\n", + "y_means = km.fit_predict(x)\n", + "\n", + "plt.scatter(x[y_means == 0, 0], x[y_means == 0, 1], s = 100, c = 'pink', label = 'invisible')\n", + "plt.scatter(x[y_means == 1, 0], x[y_means == 1, 1], s = 100, c = 'yellow', label = 'saver')\n", + "plt.scatter(x[y_means == 2, 0], x[y_means == 2, 1], s = 100, c = 'cyan', label = 'target')\n", + "plt.scatter(x[y_means == 3, 0], x[y_means == 3, 1], s = 100, c = 'magenta', label = 'dreamer')\n", + "plt.scatter(x[y_means == 4, 0], x[y_means == 4, 1], s = 100, c = 'orange', label = 'general')\n", + "plt.scatter(x[y_means == 5, 0], x[y_means == 5, 1], s = 100, c = 'brown', label = 'greedy')\n", + "plt.scatter(x[y_means == 6, 0], x[y_means == 6, 1], s = 100, c = 'green', label = 'inactive')\n", + "plt.scatter(km.cluster_centers_[:,0], km.cluster_centers_[:, 1], s = 50, c = 'blue' , label = 'centeroid')\n", + "\n", + "plt.title('K Means Clustering')\n", + "plt.xlabel('partner miles earned 3mo')\n", + "plt.ylabel('partner miles redeemed 3mo')\n", + "plt.legend()\n", + "plt.grid()\n", + "plt.show();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "I gave name to each cluster in order to distinguish them as intuitive as possible. \n", + "\n", + "The reason I think the cluster \"target\" could be a good campaign target is that, they have redeemed significant amount of miles recently while having not earned equivalent amount of miles in the same time period. I think some of them may look forward to receive any kind of buy miles promotion." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Summary statistics for the target cluster, and there are 174 members in this cluster." + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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ptnr_miles_earned_3moptnr_miles_redeemed_3mo
count174.00174.00
mean32550.64273842.53
std48740.6697858.28
min0.00192500.00
25%4958.75220000.00
50%16602.00240000.00
75%40566.50300000.00
max300000.001020000.00
\n", + "
" + ], + "text/plain": [ + " ptnr_miles_earned_3mo ptnr_miles_redeemed_3mo\n", + "count 174.00 174.00\n", + "mean 32550.64 273842.53\n", + "std 48740.66 97858.28\n", + "min 0.00 192500.00\n", + "25% 4958.75 220000.00\n", + "50% 16602.00 240000.00\n", + "75% 40566.50 300000.00\n", + "max 300000.00 1020000.00" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ptnr_miles_earned_3mo = x[y_means == 2, 0]\n", + "ptnr_miles_redeemed_3mo = x[y_means == 2, 1] \n", + "pd.DataFrame({'ptnr_miles_earned_3mo': ptnr_miles_earned_3mo, 'ptnr_miles_redeemed_3mo': list(ptnr_miles_redeemed_3mo)}, columns=['ptnr_miles_earned_3mo', 'ptnr_miles_redeemed_3mo']).describe()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Method 2, Clustering members based on balance and flight promo 3 months. " + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "x = df.iloc[:, [1, 4]].values\n", + "distortions = []\n", + "for i in range(1, 11):\n", + " km = KMeans(\n", + " n_clusters=i, init='random',\n", + " n_init=10, max_iter=300,\n", + " tol=1e-04, random_state=0\n", + " )\n", + " km.fit(x)\n", + " distortions.append(km.inertia_)\n", + " \n", + "plt.plot(range(1, 11), distortions, marker='o')\n", + "plt.xlabel('Number of clusters')\n", + "plt.ylabel('Distortion')\n", + "plt.show();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "This time I go with k=6." + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "km = KMeans(n_clusters = 6, init = 'k-means++', max_iter = 300, n_init = 10, random_state = 0)\n", + "y_means = km.fit_predict(x)\n", + "\n", + "plt.scatter(x[y_means == 0, 0], x[y_means == 0, 1], s = 100, c = 'pink', label = 'sad')\n", + "plt.scatter(x[y_means == 1, 0], x[y_means == 1, 1], s = 100, c = 'yellow', label = 'dreamer')\n", + "plt.scatter(x[y_means == 2, 0], x[y_means == 2, 1], s = 100, c = 'cyan', label = 'target')\n", + "plt.scatter(x[y_means == 3, 0], x[y_means == 3, 1], s = 100, c = 'magenta', label = 'slow')\n", + "plt.scatter(x[y_means == 4, 0], x[y_means == 4, 1], s = 100, c = 'orange', label = 'greedy')\n", + "plt.scatter(x[y_means == 5, 0], x[y_means == 5, 1], s = 100, c = 'brown', label = 'far')\n", + "plt.scatter(km.cluster_centers_[:,0], km.cluster_centers_[:, 1], s = 50, c = 'blue' , label = 'centeroid')\n", + "\n", + "plt.title('K Means Clustering')\n", + "plt.xlabel('balance')\n", + "plt.ylabel('flight promo 3 months')\n", + "plt.legend()\n", + "plt.grid()\n", + "plt.show();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The reason I think cluster \"target\" can be a potential target for this campaign is that they have some points but may not enough for a dream trip, and some of them have earned points by promotion recently, seems thay are inclined to promotions. “Stuck in the Middle: The Psychophysics of Goal Pursuit”? They are not too far to accomplish their goals. I think they have the tendency to buy miles if the deal sounds attractive." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Summary statistics for target cluster. And there are 838 members in this cluster." + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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balanceflt_pro_3mo
count838.00838.00
mean992630.709097.18
std252921.1714759.11
min718497.000.00
25%797307.500.00
50%914990.502542.50
75%1109698.7513126.75
max1801951.00159430.00
\n", + "
" + ], + "text/plain": [ + " balance flt_pro_3mo\n", + "count 838.00 838.00\n", + "mean 992630.70 9097.18\n", + "std 252921.17 14759.11\n", + "min 718497.00 0.00\n", + "25% 797307.50 0.00\n", + "50% 914990.50 2542.50\n", + "75% 1109698.75 13126.75\n", + "max 1801951.00 159430.00" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "balance = x[y_means == 2, 0]\n", + "flt_pro_3mo = x[y_means == 2, 1]\n", + "pd.DataFrame({'balance': balance, 'flt_pro_3mo': list(flt_pro_3mo)}, columns=['balance', 'flt_pro_3mo']).describe()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Method 3, Clustering members based on balance and partner miles redeemed 3 months." + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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9b/ErLbU8tLyee5bUHnhe39DMjQ/UACgMRCRUsfZP3AK8393PdvezgFnAj+JXVuqZt+gV9rYeekFZc2s78xa9ElJFIiIRsQZBtrsf+I3l7q8C2T3tYGa/NrMtZraqm9fPMbNGM3spWL4ee9nJZ0NDc6/Wi4gMlFgHi6vN7HbgruD5PwPVR9jnTuBW4Lc9bPO0u38gxhqS2siSfOqj/NIfWZIfQjUiIgfF2iL4BLCGyD0JPh08vqanHYLxA01DEbhh1jjysw+fhvqccaUhVCMiclCsQXCNu//Q3S8Olh8RCYejdYaZrTCzR81sYj8cL2HNnVrJ9y6uorIkHwNGluRxfGkh9y2tZ1V9Y9jliUgaM/fD7jdz+EZmy9z91C7rlrv71CPsNxb4s7tPivJaEdDh7rvNbA7wE3c/sZvjXA1cDTBmzJhp69atO2LNyWDb7hYu+NkzmBnzPzWDYYNywy5JRFKUmS119+nRXot19tFju8w++iRH2e3j7jvdfXfweCGQbWZR+0nc/TZ3n+7u08vKUueq3NJBufzqyuls293Ctb9fRmu7pqkWkYEX2uyjZlYObHZ3N7PTiIRS2k3EUzWqmJsvqeKzf1zBfy5cyzc+mNI9ZCKSgI44+yiwzszOBZrdvcPMTgLGAzU97Wtm9wDnAKXBDKbfIDjl1N3/G7gU+ISZtQHNwOUeSz9VCrpo6ihq6nby62ffZNLIYi6ZNirskkQkjcQ6RrAUOBMYAjwLvAjsc/d/jm95h5s+fbpXVx/pzNXk09bewZV3LGFp7Q7uu+YMJo8qCbskEUkhfR4j6HwMd28CLgZ+4e6XAerD6EdZmRnc+k9TKRuUy8d/t5Rtu1vCLklE0kTMQWBmZxC5kGxBsO7wk+LlqAwblMuvrpzGjqZ9fPJuDR6LyMCINQiuB24EHnT31WZ2HLA4fmWlr0mVxXz/kskseXM7312wNuxyRCQNxDoN9VPAU52ev0HkCmOJgwunVFJT18jtz7zJxJFFXDZ9dNgliUgK6zEIzOzH7n59cC3BYaPK7n5B3CpLc1+ePZ61m3by1YdWcdKIwZwyWoPHIhIfPZ41ZGbT3H2pmZ0d7fUwbmifqmcNRbN9zz4++LNnaO9wHrnu3ZQN1pXHItI3fT5ryN2XBj+fIjLR3Bp3f2r/0v+lSmdDC3O47appNDTv49q7l7GvTYPHItL/jjhYbGbfNLNtwCvAq2a2NdXvHZBIJo4s5geXnsKSt7bznQVrwi5HRFLQkeYa+hwwA3iHuw919yHAO4EZZvbZgShQ4IJTRnL1Wcfx27+v494X14ddjoikmCO1CK4ErnD3N/evCM4Y+hfgqngWJof64qxxvPuEUv7joVUsr90RdjkikkKOFATZ7r6t60p338oRblUp/SsrM4OfXTGVEcW5XHPXUrbs2ht2SSKSIo4UBPv6+JrEwZDCHH71L9PZ2dzGJ+/S4LGI9I8jBcEpZrYzyrILqBqIAuVQE0YWMe+yyVSv28FNj6wOuxwRSQFHmoZa8wkloA9MHklNfSO/euoNqiqLufy0MWGXJCJJLNa5hiTBfHHWeM48sZSvP7yaZRo8FpGjoCBIUpkZxs+umEp5cR7X/G4pW3Zq8FhE+kZBkMRKCiJXHu/a28Y1dy2lpa097JJEJAkpCJLc+PIi/uuyU1hW28A35+vKYxHpPQVBCjh/cgWfOOd47llSy+9fqA27HBFJMgqCFPGF94/j7JPK+Mb8VSxdtz3sckQkiSgIUkRmhvHTy6cysiSfa+5axmYNHotIjBQEKaS4IJvbrpzOnhYNHotI7BQEKWZc+WBuuewUltc28I2HV9PTjYdEREBBkJJmV1Vw7XuO5w8vruduDR6LyBEoCFLU5943jnPGlXHTI6upfkuDxyLSvbgFgZn92sy2mNmqbl43M/upmb1uZivN7NR41ZKOMjOMn1w+lcpg8HhTowaPRSS6eLYI7gTO6+H12cCJwXI18Ms41pKWivOzue2q6TTva+Pjdy1lb6sGj0XkcHELAnf/G9BTn8SFwG894nmgxMwq4lVPujppxGBu+X9TWLG+ga8/vEqDxyJymDDHCCqBzjfgrQvWST87b1I51808gXur67jr+XVhlyMiCSYpBovN7Gozqzaz6q1bt4ZdTlL67LknMXP8cG56ZA1L3tTgsYgc1OONaeKsHhjd6fmoYN1h3P024DaA6dOnq2+jDzIyjB99aAoX/fxZPnrnEgblZrF5ZwsjS/K5YdY45k5VY0wkXYXZIpgPXBWcPXQ60OjuG0OsJ+UV52fzoXeMYndLO5t2tuBAfUMzNz5Qw0PLo2awiKSBeJ4+eg/wd2CcmdWZ2cfM7BozuybYZCHwBvA68D/AJ+NVixz0278ffoFZc2s78xa9EkI1IpII4tY15O5XHOF1B66N1/tLdBsamnu1XkRSX1IMFkv/GVmSH3V9Vqbp3sciaUpBkGZumDWO/OzMQ9ZlZxr52Rlc/Ivn+NJ9K3l7d0tI1YlIGBQEaWbu1Eq+d3EVlSX5GFBZks+8S0/huRvP5eqzjuP+ZXXMvOUp7np+He0dOkFLJB1Ysl1pOn36dK+urg67jJT16uZdfP3hVTz/xnaqKov59txJTBldEnZZInKUzGypu0+P9ppaBHKIk0YM5p5/P52fXD6FzTv3ctEvnuXGB1ayfc++sEsTkThREMhhzIwLp1Ty18+fzcdmHMu91XXMvOVJfv9CrbqLRFKQgkC6NTgvm//4wAQWfvpMxo0YzFcerOHiXzzLivUNYZcmIv1IQSBHNK58MH+4OtJdtKFxL3N/8SxfebCGHeouEkkJCgKJyf7uoic+fzYfnXEsf3xxPTNveZI/LKmlQ91FIklNQSC9Mjgvm699YAILPv1uThw+mC8/UMNFv3yOmrrGsEsTkT5SEEifjC8v4o8fP50ffegU6nc0c8HPn+GrD9bQ0KTuIpFkoyCQPjMzLpo6iie+cDYfeddY7llSy8xbnuKPL6q7SCSZKAjkqBXlZfOND07kz9edyXGlhXzp/hou/uVzrKpXd5FIMlAQSL+ZMLKIP11zBrdcdgp1O5r44K3P8LWHVtHY1Bp2aSLSAwWB9Csz45Jpo/jr58/hw2eM5e4X1jHzlie5t3q9uotEEpSCQOKiOD+bb14wkUeuezdjSwv54n0rufS/n2P1BnUXiSQaTToncdfR4dy/rI6bH32ZHU37uPL0Y/jc+8ex+OUtzFv0ChsamnXvZJE462nSOQWBDJjGplZ++Pgr/O75dRTkZNLS1kFr+8H///KzM/nexVUKA5E40OyjkhCKC7K56cJJzP/Uuw8LAdC9k0XCoiCQATepspi29ugtUd07WWTgKQgkFN3dO9mBy2/7O3+qXs+elraBLUokTSkIJBTR7p2cm5XBnEnlbGrcyw33reQd3/0/PnfvSzz3+jadeioSR1lhFyDpaf+AcLSzhtydZbU7uG9pHX9esZEHltVTWZLPxadWcsmpoxhbWhhy9SKpRWcNSULb29rOX9Zs5r6ldTzz2lY6HKYfM4RLp41izuQKivKywy5RJCno9FFJCZsa9/Lg8nruX1bH61t2k5uVwayJ5Vw6bRQzTiglM8PCLlEkYYUWBGZ2HvATIBO43d1v7vL6R4B5QH2w6lZ3v72nYyoIxN1ZUdfI/UvrmL9iA43NrZQX5XFR0HV0wvBBYZcoknBCCQIzywReBd4H1AEvAle4+5pO23wEmO7un4r1uAoC6aylrZ2/rt3CfUvreOrVrbR3OKeMLuHSaaO4YPJIigvUdSQCPQdBPAeLTwNed/c3giL+AFwIrOlxL5FeyM3KZE5VBXOqKtiyay8PL9/A/cvq+NpDq/j2I2t434QRXDKtkrNOLCMrUyfJiUQTzyCoBNZ3el4HvDPKdpeY2VlEWg+fdff1UbYROaLhg/P497OO49/OPJbVG3ZyX9B1tKBmI6WDcrlo6kgumTaK8eVFYZcqklDi2TV0KXCeu/9b8PxK4J2du4HMbBiw291bzOzjwIfcfWaUY10NXA0wZsyYaevWrYtLzZJ69rV1sPiVLdy/tI4nXt5CW4czqbKIS04dxYVTKhlamMNDy+s1+Z2kvLDGCM4Avunus4LnNwK4+/e62T4T2O7uxT0dV2ME0ldv725h/opI19Gq+p1kZxrjRgzm1c272KfJ7yTFhTXp3IvAiWZ2rJnlAJcD87sUVtHp6QXA2jjWI2lu2KBc/nXGsfz5ujN57Poz+ci7xrJm485DQgAik9/94LGXQ6pSZODFbYzA3dvM7FPAIiKnj/7a3Veb2beAanefD3zazC4A2oDtwEfiVY9IZ+PLi/jq+RO4/ek3o76+oXEvF976DFPHDGHqmBKmjC5hzNACzHStgqQeXVAmaW3GzU9QH2XG00G5WUwcWcTKukaaW9sBGFqYw5TRJUwdXcLUMUOYPLpYVzZL0gjr9FGRhHfDrHHc+EDNgV/2EBkj+M7cScydWklbewevbt7N8vU7eKm2geXrG3ji5S0AmMEJZYOCFkOk5XDSiMG6wlmSjloEkvZ6e9ZQY3MrK+saWF7bwEvrG1heu4MdTa0AFORkMnlUMVPHDIm0HsaUMHxw3kB9FJFuaa4hkThyd9a93XQgFJavb2DNhp20BVNnV5bkM2XMwS6liSOLyOsyBTf0PpBEekNdQyJxZGaMLS1kbGnhgV/ce1vbWb2hkeVBd9JLtQ0sWLkRgOxMY0JFUdBiiHQpLVu3g688uOpAF1V9QzM3PlADoDCQuFOLQGSAbNm5NxIKQcthZV0jTfsiv/gzDKLde6eyJJ9nv3zYNZYivaauIZEE1NbewWtbdrO8toGvPFjT7XaTRxUzemgBxwwt4JhhBYwZWsgxwwooL8ojQwPTEiN1DYkkoKzMDE6uKOLkiiJ+vvj1qKexFuZkUpyfzar6Rhat2nRg3AEgJyuD0UPyGTO0gGOGFQY/I8uoIQVRxyFEolEQiCSA7k5j/e5FB6e6aGvvYGPjXta93cS67XuofbspeNzEkje3s2ffwX3NoLwojzFDCw4ExJhhhQdaFSUFOVHr0IB1elIQiCSAnu7hvF9WZgajhxYwemgB76b0kP3dnbf37KN2e1OngIiExZOvbmXrrpZDti/KyzrQihgzLNLtVLujiTuefpOWtg5AA9bpRGMEImmgaV8btdsjAbF++8GWRO3be6jb0XxIl1NXRXlZfOeiKkYNyWfUkHzKBuVqqo0kpMFiEenW/i6nM3+wOKbtc7MyglAo6PIz8rh0UI6CIgFpsFhEurW/y6myJD/qgHVFcR53/utp1O1oom5Hc6efzaysazhwVfV+edkZh4VD55/DCo8cFBqrGFgKAhEBuh+w/tJ54xlXPphx5YOj7re7pY36TgGxfnsQFA2Rq60bugmK0d20Kv726lZdXDfAFAQiAsQ2YB3NoNysHoNi195W6huaqdt+aGti/Y4mltU20Nh8aFAY0LXDurm1nW/OX012ZgZF+VkU52cfWAbnZcdtor90aZlojEBEQrVzb2vQoogExU2PrOnV/maRMOocDp2Xom4eF+dnU5SXRVZm9PtzPbS8PmoLKVnvXqcxAhFJWEV52RRVZHNyRREAtz/9ZtSxivKiPH7z0dNobG49bNnZ5flrW3YfeLwvOB22O/tDJBISBwNlYc3GQ0IAIi2T7yxYy/iKwRTmZJGfk0lhThZ52RlxHSCPd8tEQSAiCaW7sYovzx7fbfdTT/a2th8WFD2FyZvb9tDY3Mrulvaox9u2u4Xzfvz0IevM6BQMmRTkZFGYm0l+TtaB5wU5mRTkRoKjoNM2B17LyaQw9+BrBTmZ5GZl8PBLGw75PuIxZqIgEJGE0texiu7kZWeSl53J8KLe3Reiu7vXDSvM4dtzJ7GnpY2mfe3B0saelnaaWyM/m/ZFXmtsbmVjQ/PBbfa1H7GF0llmhtHR4VHHTOYtekVBICKpa+7UytD74btrmXztAxOYU1XR5+O2tXfQ1NpOU6fA6Bwqe/a10dTSdmCbWxe/HvU4G6KEVF8pCEREoujvlsl+WZkZFGVmxHy/6weX10dtmYwsyT+qOg6pqd+OJCKSYhK5ZXLDrHH99h4KAhGRBBavlklnCgIRkQQX75ZJ9CspREQkbbIRfyMAAAaASURBVCgIRETSnIJARCTNKQhERNKcgkBEJM0l3eyjZrYVWBd2HUepFNgWdhEJRN/HofR9HKTv4lBH830c4+5l0V5IuiBIBWZW3d10sOlI38eh9H0cpO/iUPH6PtQ1JCKS5hQEIiJpTkEQjtvCLiDB6Ps4lL6Pg/RdHCou34fGCERE0pxaBCIiaU5BICKS5hQEA8jMRpvZYjNbY2arzewzYdcUNjPLNLPlZvbnsGsJm5mVmNl9Zvayma01szPCrilMZvbZ4N/JKjO7x8x6d6/JJGdmvzazLWa2qtO6oWb2uJm9Fvwc0h/vpSAYWG3A5919AnA6cK2ZTQi5prB9BlgbdhEJ4ifAY+4+HjiFNP5ezKwS+DQw3d0nAZnA5eFWNeDuBM7rsu7LwF/d/UTgr8Hzo6YgGEDuvtHdlwWPdxH5hx7u7Y9CZGajgPOB28OuJWxmVgycBdwB4O773L0h3KpClwXkm1kWUABsCLmeAeXufwO2d1l9IfCb4PFvgLn98V4KgpCY2VhgKvBCuJWE6sfAF4GOsAtJAMcCW4H/DbrKbjezwrCLCou71wP/BdQCG4FGd/9LuFUlhBHuvjF4vAkY0R8HVRCEwMwGAfcD17v7zrDrCYOZfQDY4u5Lw64lQWQBpwK/dPepwB76qdmfjIK+7wuJBORIoNDM/iXcqhKLR87975fz/xUEA8zMsomEwN3u/kDY9YRoBnCBmb0F/AGYaWZ3hVtSqOqAOnff30K8j0gwpKtzgTfdfau7twIPAO8KuaZEsNnMKgCCn1v646AKggFkZkakD3itu/8w7HrC5O43uvsodx9LZBDwCXdP27/43H0TsN7MxgWr3gusCbGksNUCp5tZQfDv5r2k8eB5J/OBDwePPww83B8HVRAMrBnAlUT++n0pWOaEXZQkjOuAu81sJTAF+M+Q6wlN0DK6D1gG1BD5XZVW002Y2T3A34FxZlZnZh8DbgbeZ2avEWk13dwv76UpJkRE0ptaBCIiaU5BICKS5hQEIiJpTkEgIpLmFAQiImlOQSAJx8zczG7p9PwLZvbNfjr2nWZ2aX8c6wjvc1kwg+jieNZlZmPN7J96X6HIQQoCSUQtwMVmVhp2IZ0Fk5/F6mPAv7v7e+JVT2As0Ksg6OXnkDSgIJBE1Ebk4qHPdn2h61/OZrY7+HmOmT1lZg+b2RtmdrOZ/bOZLTGzGjM7vtNhzjWzajN7NZjzaP99EeaZ2YtmttLMPt7puE+b2XyiXOlrZlcEx19lZt8P1n0deDdwh5nNi7LPl4J9VpjZYRcEmdlb+0PQzKab2ZPB47M7XYi43MwGE7mg6Mxg3Wdj/RxmVmhmC4IaVpnZh2L5DyOpSX8ZSKL6ObDSzH7Qi31OAU4mMnXvG8Dt7n6aRW4AdB1wfbDdWOA04HhgsZmdAFxFZIbLd5hZLvCsme2f7fJUYJK7v9n5zcxsJPB9YBqwA/iLmc1192+Z2UzgC+5e3WWf2UQmU3unuzeZ2dBefL4vANe6+7PBxIV7iUxM9wV33x9oV8fyOczsEmCDu58f7FfcizokxahFIAkpmJX1t0RuThKrF4N7PrQA/wD2/wKsIfLLf7973b3D3V8jEhjjgfcDV5nZS0SmBh8GnBhsv6RrCATeATwZTIzWBtxN5J4CPTkX+F93bwo+Z9f55nvyLPBDM/s0UBK8Z1exfo4aIlMVfN/MznT3xl7UISlGQSCJ7MdE+to7z8vfRvD/rZllADmdXmvp9Lij0/MODm39dp1XxQEDrnP3KcFybKf57/cc1afovQOfEThwe0Z3vxn4NyCfyF/646PsG9PncPdXibQQaoDvBN1ZkqYUBJKwgr+W7yUSBvu9RaQrBuACILsPh77MzDKCcYPjgFeARcAngmnCMbOTYrgxzBLgbDMrNbNM4ArgqSPs8zjwr2ZWELxPtK6htzj4GS/Zv9LMjnf3Gnf/PvAikZbMLmBwp31j+hxBt1aTu98FzCO9p7xOexojkER3C/CpTs//B3jYzFYAj9G3v9ZrifwSLwKucfe9ZnY7ke6jZcG0x1s5wm0A3X2jmX0ZWEzkL/EF7t7jtMDu/piZTQGqzWwfsBD4SpfNbiIy0Pxt4MlO6683s/cQaeGsBh4NHrcH38edRO57HMvnqALmmVkH0Ap8oqe6JbVp9lERkTSnriERkTSnIBARSXMKAhGRNKcgEBFJcwoCEZE0pyAQEUlzCgIRkTT3/wFHyGj465GPfwAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "x = df.iloc[:, [1, 6]].values\n", + "distortions = []\n", + "for i in range(1, 11):\n", + " km = KMeans(\n", + " n_clusters=i, init='random',\n", + " n_init=10, max_iter=300,\n", + " tol=1e-04, random_state=0\n", + " )\n", + " km.fit(x)\n", + " distortions.append(km.inertia_)\n", + " \n", + "plt.plot(range(1, 11), distortions, marker='o')\n", + "plt.xlabel('Number of clusters')\n", + "plt.ylabel('Distortion')\n", + "plt.show();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "k=5 this time." + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "km = KMeans(n_clusters = 5, init = 'k-means++', max_iter = 300, n_init = 10, random_state = 0)\n", + "y_means = km.fit_predict(x)\n", + "\n", + "plt.scatter(x[y_means == 0, 0], x[y_means == 0, 1], s = 100, c = 'pink', label = 'sad')\n", + "plt.scatter(x[y_means == 1, 0], x[y_means == 1, 1], s = 100, c = 'yellow', label = 'target')\n", + "plt.scatter(x[y_means == 2, 0], x[y_means == 2, 1], s = 100, c = 'cyan', label = 'poor')\n", + "plt.scatter(x[y_means == 3, 0], x[y_means == 3, 1], s = 100, c = 'magenta', label = 'burning')\n", + "plt.scatter(x[y_means == 4, 0], x[y_means == 4, 1], s = 100, c = 'orange', label = 'greedy')\n", + "#plt.scatter(x[y_means == 5, 0], x[y_means == 5, 1], s = 100, c = 'brown', label = 'greedy')\n", + "plt.scatter(km.cluster_centers_[:,0], km.cluster_centers_[:, 1], s = 50, c = 'blue' , label = 'centeroid')\n", + "\n", + "plt.title('K Means Clustering')\n", + "plt.xlabel('balance')\n", + "plt.ylabel('partner miles redeemed 3 months')\n", + "plt.legend()\n", + "plt.grid()\n", + "plt.show();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Again, the reason I think the cluster target could be a good target is that they do have some points, and most of them have not redeemed recently, they maybe pursue a vacation goal, maybe a little short for a vacation they desire. They may need a little push." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Summary statiatics for this target cluster, and there are 1,972 members in this cluster." + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Book-TitleRatingCount_book
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Book-TitleRatingCount_bookUser-IDISBNBook-Rating
0'Salem's Lot478936067103975X0
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User-IDRatingCount_user
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Book-TitleRatingCount_bookUser-IDISBNBook-RatingRatingCount_user
0'Salem's Lot478936067103975X0177
11st to Die: A Novel509893604466100380177
2A Case of Need236893604512106380177
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" + ], + "text/plain": [ + " Book-Title RatingCount_book User-ID ISBN Book-Rating \\\n", + "0 'Salem's Lot 47 8936 067103975X 0 \n", + "1 1st to Die: A Novel 509 8936 0446610038 0 \n", + "2 A Case of Need 236 8936 0451210638 0 \n", + "\n", + " RatingCount_user \n", + "0 177 \n", + "1 177 \n", + "2 177 " + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "combined.head(3)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(263467, 6)" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "combined.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of unique books: 5850\n", + "Number of unique users: 3192\n" + ] + } + ], + "source": [ + "print('Number of unique books: ', combined['Book-Title'].nunique())\n", + "print('Number of unique users: ', combined['User-ID'].nunique())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Normalize the ratings." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "scaler = MinMaxScaler()\n", + "combined['Book-Rating'] = combined['Book-Rating'].values.astype(float)\n", + "rating_scaled = pd.DataFrame(scaler.fit_transform(combined['Book-Rating'].values.reshape(-1,1)))\n", + "combined['Book-Rating'] = rating_scaled" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Abd build the user book matrix." + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/tljh/user/lib/python3.6/site-packages/ipykernel_launcher.py:8: FutureWarning: Method .as_matrix will be removed in a future version. Use .values instead.\n", + " \n" + ] + } + ], + "source": [ + "combined = combined.drop_duplicates(['User-ID', 'Book-Title'])\n", + "user_book_matrix = combined.pivot(index='User-ID', columns='Book-Title', values='Book-Rating')\n", + "user_book_matrix.fillna(0, inplace=True)\n", + "\n", + "users = user_book_matrix.index.tolist()\n", + "books = user_book_matrix.columns.tolist()\n", + "\n", + "user_book_matrix = user_book_matrix.as_matrix()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "tf.placeholder only available in v1, so we have to work around. " + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING: Logging before flag parsing goes to stderr.\n", + "W0913 05:27:19.644382 140528474883904 deprecation.py:323] From /opt/tljh/user/lib/python3.6/site-packages/tensorflow_core/python/compat/v2_compat.py:65: disable_resource_variables (from tensorflow.python.ops.variable_scope) is deprecated and will be removed in a future version.\n", + "Instructions for updating:\n", + "non-resource variables are not supported in the long term\n" + ] + } + ], + "source": [ + "import tensorflow.compat.v1 as tf\n", + "tf.disable_v2_behavior()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We will initialize the TensorFlow placeholder. Then, weights and biases are randomly initialized, the following code are taken from the book: Python Machine Learning Cook Book - Second Edition" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "num_input = combined['Book-Title'].nunique()\n", + "num_hidden_1 = 10\n", + "num_hidden_2 = 5\n", + "\n", + "X = tf.placeholder(tf.float64, [None, num_input])\n", + "\n", + "weights = {\n", + " 'encoder_h1': tf.Variable(tf.random_normal([num_input, num_hidden_1], dtype=tf.float64)),\n", + " 'encoder_h2': tf.Variable(tf.random_normal([num_hidden_1, num_hidden_2], dtype=tf.float64)),\n", + " 'decoder_h1': tf.Variable(tf.random_normal([num_hidden_2, num_hidden_1], dtype=tf.float64)),\n", + " 'decoder_h2': tf.Variable(tf.random_normal([num_hidden_1, num_input], dtype=tf.float64)),\n", + "}\n", + "\n", + "biases = {\n", + " 'encoder_b1': tf.Variable(tf.random_normal([num_hidden_1], dtype=tf.float64)),\n", + " 'encoder_b2': tf.Variable(tf.random_normal([num_hidden_2], dtype=tf.float64)),\n", + " 'decoder_b1': tf.Variable(tf.random_normal([num_hidden_1], dtype=tf.float64)),\n", + " 'decoder_b2': tf.Variable(tf.random_normal([num_input], dtype=tf.float64)),\n", + "}" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Now, we can build the encoder and decoder model, as follows:" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "def encoder(x):\n", + " layer_1 = tf.nn.sigmoid(tf.add(tf.matmul(x, weights['encoder_h1']), biases['encoder_b1']))\n", + " layer_2 = tf.nn.sigmoid(tf.add(tf.matmul(layer_1, weights['encoder_h2']), biases['encoder_b2']))\n", + " return layer_2\n", + "\n", + "def decoder(x):\n", + " layer_1 = tf.nn.sigmoid(tf.add(tf.matmul(x, weights['decoder_h1']), biases['decoder_b1']))\n", + " layer_2 = tf.nn.sigmoid(tf.add(tf.matmul(layer_1, weights['decoder_h2']), biases['decoder_b2']))\n", + " return layer_2" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We will construct the model and the predictions" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "encoder_op = encoder(X)\n", + "decoder_op = decoder(encoder_op)\n", + "\n", + "y_pred = decoder_op\n", + "\n", + "y_true = X" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "define loss function and optimizer, and minimize the squared error, and define the evaluation metrics" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "W0913 05:27:31.793503 140528474883904 deprecation.py:323] From /opt/tljh/user/lib/python3.6/site-packages/tensorflow_core/python/ops/losses/losses_impl.py:121: where (from tensorflow.python.ops.array_ops) is deprecated and will be removed in a future version.\n", + "Instructions for updating:\n", + "Use tf.where in 2.0, which has the same broadcast rule as np.where\n", + "W0913 05:27:31.950875 140528474883904 deprecation.py:506] From /opt/tljh/user/lib/python3.6/site-packages/tensorflow_core/python/training/rmsprop.py:119: calling Ones.__init__ (from tensorflow.python.ops.init_ops) with dtype is deprecated and will be removed in a future version.\n", + "Instructions for updating:\n", + "Call initializer instance with the dtype argument instead of passing it to the constructor\n", + "W0913 05:27:32.106023 140528474883904 deprecation.py:323] From /opt/tljh/user/lib/python3.6/site-packages/tensorflow_core/python/ops/metrics_impl.py:2026: div (from tensorflow.python.ops.math_ops) is deprecated and will be removed in a future version.\n", + "Instructions for updating:\n", + "Deprecated in favor of operator or tf.math.divide.\n" + ] + } + ], + "source": [ + "loss = tf.losses.mean_squared_error(y_true, y_pred)\n", + "optimizer = tf.train.RMSPropOptimizer(0.03).minimize(loss)\n", + "eval_x = tf.placeholder(tf.int32, )\n", + "eval_y = tf.placeholder(tf.int32, )\n", + "pre, pre_op = tf.metrics.precision(labels=eval_x, predictions=eval_y)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Initialize the variables. Because TensorFlow uses computational graphs for its operations, placeholders and variables must be initialized." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "init = tf.global_variables_initializer()\n", + "local_init = tf.local_variables_initializer()\n", + "pred_data = pd.DataFrame()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can finally start to train our model.\n", + "\n", + "We split training data into batches, and we feed the network with them.\n", + "\n", + "We train our model with vectors of user ratings, each vector represents a user and each column a book, and entries are ratings that the user gave to books. \n", + "\n", + "After a few trials, I discovered that training model for 5 epochs with a batch size of 10 would be consum enough memory. This means that the entire training set will feed our neural network 20 times, every time using 50 users." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "epoch: 1 Loss: 0.35731346364859695\n", + "epoch: 2 Loss: 0.29650099804768193\n", + "epoch: 3 Loss: 0.06677147072668259\n", + "epoch: 4 Loss: 0.0035869495042569035\n", + "epoch: 5 Loss: 0.0032511451396743185\n", + "epoch: 6 Loss: 0.0031387122887811\n", + "epoch: 7 Loss: 0.002954580835169079\n", + "epoch: 8 Loss: 0.00292991557296693\n", + "epoch: 9 Loss: 0.0029140610547204104\n", + "epoch: 10 Loss: 0.0029028362855519894\n", + "epoch: 11 Loss: 0.0028944522587602936\n", + "epoch: 12 Loss: 0.002887899707235232\n", + "epoch: 13 Loss: 0.0028822272862461243\n", + "epoch: 14 Loss: 0.002758970858969286\n", + "epoch: 15 Loss: 0.0027070576939117776\n", + "epoch: 16 Loss: 0.002704087681914833\n", + "epoch: 17 Loss: 0.0027016002574812743\n", + "epoch: 18 Loss: 0.002699464953576143\n", + "epoch: 19 Loss: 0.0026976102323445317\n", + "epoch: 20 Loss: 0.002695984468068723\n", + "epoch: 21 Loss: 0.0026945482100267986\n", + "epoch: 22 Loss: 0.002693270453364476\n", + "epoch: 23 Loss: 0.0026921267764499555\n", + "epoch: 24 Loss: 0.002691097311921172\n", + "epoch: 25 Loss: 0.0026901662029878617\n", + "epoch: 26 Loss: 0.002689320242267798\n", + "epoch: 27 Loss: 0.0026885485404508783\n", + "epoch: 28 Loss: 0.002687841899447389\n", + "epoch: 29 Loss: 0.002687192727954915\n", + "epoch: 30 Loss: 0.0026865942764433695\n", + "epoch: 31 Loss: 0.002686040959535883\n", + "epoch: 32 Loss: 0.002685527965825583\n", + "epoch: 33 Loss: 0.0026850509623597774\n", + "epoch: 34 Loss: 0.0026846062916504976\n", + "epoch: 35 Loss: 0.0026841906083563526\n", + "epoch: 36 Loss: 0.0026838010123286108\n", + "epoch: 37 Loss: 0.0026834349296372996\n", + "epoch: 38 Loss: 0.002683090005110908\n", + "epoch: 39 Loss: 0.002682764225148156\n", + "epoch: 40 Loss: 0.002682456099377065\n", + "epoch: 41 Loss: 0.002682164539122483\n", + "epoch: 42 Loss: 0.0026818890876781484\n", + "epoch: 43 Loss: 0.0026816298742522744\n", + "epoch: 44 Loss: 0.0026813868758176545\n", + "epoch: 45 Loss: 0.002681159273629169\n", + "epoch: 46 Loss: 0.002680945431475865\n", + "epoch: 47 Loss: 0.002680743581379999\n", + "epoch: 48 Loss: 0.002680552151095081\n", + "epoch: 49 Loss: 0.0026803700864867688\n", + "epoch: 50 Loss: 0.0026801967773340887\n", + "epoch: 51 Loss: 0.002680031476532119\n", + "epoch: 52 Loss: 0.002679873741446779\n", + "epoch: 53 Loss: 0.0026797230642002364\n", + "epoch: 54 Loss: 0.0026795790648435824\n", + "epoch: 55 Loss: 0.002679441281553399\n", + "epoch: 56 Loss: 0.002679309394507372\n", + "epoch: 57 Loss: 0.0026791830416666444\n", + "epoch: 58 Loss: 0.0026790619057674822\n", + "epoch: 59 Loss: 0.0026789456158160018\n", + "epoch: 60 Loss: 0.002678833909557907\n", + "epoch: 61 Loss: 0.002678726540090373\n", + "epoch: 62 Loss: 0.002678623227249053\n", + "epoch: 63 Loss: 0.002678523763789089\n", + "epoch: 64 Loss: 0.002678427971889275\n", + "epoch: 65 Loss: 0.002678335641746174\n", + "epoch: 66 Loss: 0.002678246604493604\n", + "epoch: 67 Loss: 0.0026781606388145258\n", + "epoch: 68 Loss: 0.0026780776820237657\n", + "epoch: 69 Loss: 0.0026779975217593077\n", + "epoch: 70 Loss: 0.002677920014740756\n", + "epoch: 71 Loss: 0.0026778449984983755\n", + "epoch: 72 Loss: 0.00267777239883339\n", + "epoch: 73 Loss: 0.0026777021325919983\n", + "epoch: 74 Loss: 0.0026776340411423325\n", + "epoch: 75 Loss: 0.0026775679965554684\n", + "epoch: 76 Loss: 0.0026775038913711088\n", + "epoch: 77 Loss: 0.002677441689769154\n", + "epoch: 78 Loss: 0.0026773812587035225\n", + "epoch: 79 Loss: 0.002677322575147008\n", + "epoch: 80 Loss: 0.0026772654433683545\n", + "epoch: 81 Loss: 0.002677209924773446\n", + "epoch: 82 Loss: 0.00267715583770321\n", + "epoch: 83 Loss: 0.002677103147616835\n", + "epoch: 84 Loss: 0.0026770517982255956\n", + "epoch: 85 Loss: 0.0026770017728987303\n", + "epoch: 86 Loss: 0.002676952924517976\n", + "epoch: 87 Loss: 0.0026769052121460766\n", + "epoch: 88 Loss: 0.002676858693351048\n", + "epoch: 89 Loss: 0.002676813254276147\n", + "epoch: 90 Loss: 0.0026767688552634073\n", + "epoch: 91 Loss: 0.0026767254911956714\n", + "epoch: 92 Loss: 0.0026766831467214683\n", + "epoch: 93 Loss: 0.002676641901156732\n", + "epoch: 94 Loss: 0.0026766017007713136\n", + "epoch: 95 Loss: 0.002676562623601857\n", + "epoch: 96 Loss: 0.002676524696513437\n", + "epoch: 97 Loss: 0.002676487939974682\n", + "epoch: 98 Loss: 0.002676452290021129\n", + "epoch: 99 Loss: 0.002676417825968711\n", + "epoch: 100 Loss: 0.0026763843955820077\n" + ] + } + ], + "source": [ + "with tf.Session() as session:\n", + " epochs = 100\n", + " batch_size = 35\n", + "\n", + " session.run(init)\n", + " session.run(local_init)\n", + "\n", + " num_batches = int(user_book_matrix.shape[0] / batch_size)\n", + " user_book_matrix = np.array_split(user_book_matrix, num_batches)\n", + " \n", + " for i in range(epochs):\n", + "\n", + " avg_cost = 0\n", + " for batch in user_book_matrix:\n", + " _, l = session.run([optimizer, loss], feed_dict={X: batch})\n", + " avg_cost += l\n", + "\n", + " avg_cost /= num_batches\n", + "\n", + " print(\"epoch: {} Loss: {}\".format(i + 1, avg_cost))\n", + "\n", + " user_book_matrix = np.concatenate(user_book_matrix, axis=0)\n", + "\n", + " preds = session.run(decoder_op, feed_dict={X: user_book_matrix})\n", + "\n", + " pred_data = pred_data.append(pd.DataFrame(preds))\n", + "\n", + " pred_data = pred_data.stack().reset_index(name='Book-Rating')\n", + " pred_data.columns = ['User-ID', 'Book-Title', 'Book-Rating']\n", + " pred_data['User-ID'] = pred_data['User-ID'].map(lambda value: users[value])\n", + " pred_data['Book-Title'] = pred_data['Book-Title'].map(lambda value: books[value])\n", + " \n", + " keys = ['User-ID', 'Book-Title']\n", + " index_1 = pred_data.set_index(keys).index\n", + " index_2 = combined.set_index(keys).index\n", + "\n", + " top_ten_ranked = pred_data[~index_1.isin(index_2)]\n", + " top_ten_ranked = top_ten_ranked.sort_values(['User-ID', 'Book-Rating'], ascending=[True, False])\n", + " top_ten_ranked = top_ten_ranked.groupby('User-ID').head(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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User-IDBook-TitleBook-Rating
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18659952278582The Da Vinci Code0.062371
18657487278582Harry Potter and the Chamber of Secrets (Book 2)0.046772
18660710278582The Secret Life of Bees0.046242
18657491278582Harry Potter and the Prisoner of Azkaban (Book 3)0.043700
18656352278582Bridget Jones's Diary0.042606
18658056278582Life of Pi0.041706
18660634278582The Red Tent (Bestselling Backlist)0.038770
18657489278582Harry Potter and the Goblet of Fire (Book 4)0.037943
18657493278582Harry Potter and the Sorcerer's Stone (Harry P...0.037538
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6080227858206710017958Two for the Dough
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17652427858207434486770Without Pity : Ann Rule's Most Dangerous Killers
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17489127858203128515610The Sword of Samurai Cat (Tor Fantasy)
17489027858203121685860Great Harry
17486927858201402503600Blanche Among the Talented Tenth
17485227858200610324840Children of the Storm
17481527858200605492700A Greek God at the Ladies' Club (Avon Romance)
17481427858200605343970All Shall Be Well
17480927858200605343890A Share in Death
11674127858203808171520The Golden One : A Novel of Suspense
4655427858203129660910Three To Get Deadly : A Stephanie Plum Novel (...
2467427858204251754050Black Notice
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"nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Compare Vaccines Effectiveness.ipynb b/Compare Vaccines Effectiveness.ipynb new file mode 100644 index 0000000..9860855 --- /dev/null +++ b/Compare Vaccines Effectiveness.ipynb @@ -0,0 +1,481 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "WARNING (theano.configdefaults): install mkl with `conda install mkl-service`: No module named 'mkl'\n" + ] + } + ], + "source": [ + "import pymc3 as pm\n", + "import arviz as az\n", + "\n", + "%config InlineBackend.figure_format = 'retina'\n", + "az.style.use('arviz-darkgrid')\n", + "\n", + "n_Pfizer_total = 170\n", + "n_Pfizer_vaccine = 8\n", + "n_Pfizer_placebo = n_Pfizer_total - n_Pfizer_vaccine\n", + "Pfizer_outcomes = np.concatenate([np.zeros(n_Pfizer_vaccine), np.ones(n_Pfizer_placebo)])\n", + "\n", + "n_Moderna_total = 95\n", + "n_Moderna_vaccine = 5\n", + "n_Moderna_placebo = n_Moderna_total - n_Moderna_vaccine\n", + "Moderna_outcomes = np.concatenate([np.zeros(n_Moderna_vaccine), np.ones(n_Moderna_placebo)])\n", + "\n", + "n_AstraZeneca_1_total = 37\n", + "n_AstraZeneca_1_vaccine = 3\n", + "n_AstraZeneca_1_placebo = n_AstraZeneca_1_total - n_AstraZeneca_1_vaccine\n", + "AstraZeneca_1_outcomes = np.concatenate([np.zeros(n_AstraZeneca_1_vaccine), np.ones(n_AstraZeneca_1_placebo)])\n", + "\n", + "n_AstraZeneca_2_total = 94\n", + "n_AstraZeneca_2_vaccine = 26\n", + "n_AstraZeneca_2_placebo = n_AstraZeneca_2_total - n_AstraZeneca_2_vaccine\n", + "AstraZeneca_2_outcomes = np.concatenate([np.zeros(n_AstraZeneca_2_vaccine), np.ones(n_AstraZeneca_2_placebo)])" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/tljh/user/lib/python3.6/site-packages/pymc3/tuning/starting.py:61: UserWarning: find_MAP should not be used to initialize the NUTS sampler, simply call pymc3.sample() and it will automatically initialize NUTS in a better way.\n", + " warnings.warn('find_MAP should not be used to initialize the NUTS sampler, simply call pymc3.sample() and it will automatically initialize NUTS in a better way.')\n", + "logp = -117.69, ||grad|| = 0.0049811: 100%|██████████| 14/14 [00:00<00:00, 1735.69it/s] \n", + "Multiprocess sampling (2 chains in 2 jobs)\n", + "CompoundStep\n", + ">Metropolis: [p_regimen2]\n", + ">Metropolis: [p_regimen1]\n", + ">Metropolis: [p_Moderna]\n", + ">Metropolis: [p_Pfizer]\n", + "Sampling 2 chains: 100%|██████████| 101000/101000 [00:35<00:00, 2853.30draws/s]\n", + "The number of effective samples is smaller than 25% for some parameters.\n" + ] + } + ], + "source": [ + "with pm.Model() as model:\n", + " \n", + " p_Pfizer = pm.Beta('p_Pfizer', alpha=1, beta=1)\n", + " p_Moderna = pm.Beta('p_Moderna', alpha=1, beta=1)\n", + " p_regimen1 = pm.Beta('p_regimen1', alpha=1, beta=1)\n", + " p_regimen2 = pm.Beta('p_regimen2', alpha=1, beta=1)\n", + " \n", + " like_Pfizer = pm.Bernoulli('like_Pfizer', p=p_Pfizer, observed=Pfizer_outcomes)\n", + " like_Moderna = pm.Bernoulli('like_Moderna', p=p_Moderna, observed=Moderna_outcomes)\n", + " like_regimen1 = pm.Bernoulli('like_regimen1', p=p_regimen1, observed=AstraZeneca_1_outcomes)\n", + " like_regimen2 = pm.Bernoulli('like_regimen2', p=p_regimen2, observed=AstraZeneca_2_outcomes)\n", + " \n", + " trace = pm.sample(draws=50000, step=pm.Metropolis(), start=pm.find_MAP(), progressbar=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 267, + "width": 447 + }, + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.distplot(trace['p_Pfizer'], hist=False, rug=True, label='Pfizer')\n", + "sns.distplot(trace['p_Moderna'], hist=False, rug=True, label='Moderna')\n", + "sns.distplot(trace['p_regimen1'], hist=False, rug=True, label='AstraZeneca regimen 1')\n", + "sns.distplot(trace['p_regimen2'], hist=False, rug=True, label='AstraZeneca regimen 2')\n", + "plt.title(\"Posterior distributions of efficacy of different vaccines\")\n", + "plt.legend()\n", + "plt.show();" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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Use Tick.tick2line.set_visible instead.\n", + " ticks.tick2On = False\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 569, + "width": 440 + }, + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "pm.forestplot(trace, var_names=['p_Pfizer', 'p_Moderna', 'p_regimen1', 'p_regimen2']);" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/tljh/user/lib/python3.6/site-packages/pymc3/tuning/starting.py:61: UserWarning: find_MAP should not be used to initialize the NUTS sampler, simply call pymc3.sample() and it will automatically initialize NUTS in a better way.\n", + " warnings.warn('find_MAP should not be used to initialize the NUTS sampler, simply call pymc3.sample() and it will automatically initialize NUTS in a better way.')\n", + "logp = -183.68, ||grad|| = 87.95: 100%|██████████| 11/11 [00:00<00:00, 1658.72it/s]\n", + "Multiprocess sampling (2 chains in 2 jobs)\n", + "CompoundStep\n", + ">Metropolis: [p_Moderna]\n", + ">Metropolis: [p_Pfizer]\n", + "Sampling 2 chains: 100%|██████████| 101000/101000 [00:18<00:00, 5560.80draws/s]\n", + "The number of effective samples is smaller than 25% for some parameters.\n" + ] + } + ], + "source": [ + "with pm.Model() as model_1:\n", + " \n", + " p_Pfizer = pm.Beta('p_Pfizer', alpha=1, beta=1)\n", + " p_Moderna = pm.Beta('p_Moderna', alpha=1, beta=1)\n", + " \n", + " like_Pfizer = pm.Bernoulli('like_Pfizer', p=p_Pfizer, observed=Pfizer_outcomes)\n", + " like_Moderna = pm.Bernoulli('like_Moderna', p=p_Moderna, observed=Moderna_outcomes)\n", + " \n", + " pm.Deterministic('difference', p_Pfizer-p_Moderna)\n", + " pm.Deterministic('relation', (p_Pfizer/p_Moderna)-1)\n", + " \n", + " trace_1 = pm.sample(draws=50000, step=pm.Metropolis(), start=pm.find_MAP(), progressbar=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/tljh/user/lib/python3.6/site-packages/pymc3/plots/__init__.py:40: UserWarning: Keyword argument `varnames` renamed to `var_names`, and will be removed in pymc3 3.8\n", + " warnings.warn('Keyword argument `{old}` renamed to `{new}`, and will be removed in pymc3 3.8'.format(old=old, new=new))\n" + ] + }, + { + "data": { + "image/png": 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R1wP/DNwFPEC56vdMypVApzXb3gtcvEB7d6OLKc/bOw64MSLeSvngORbYx+b/59co8eotM78ZEa8F/gp4CnBLRLwZuI1ypdhFwK82mx8A3rvFce5q2vd64BnAzc36ncBJwCXAxtW978nMf5qnveqklrzZA3wyIm4BPtrsey9lUnVys//L2Jy3/H5mfnae9mpbK88ZKL8gZmJuwtHPqfrZ9lwlM69uH8OxZq3Ukjd7cKxZJyvNm4j4UcrV7hvfRHgXcGtE/PSM3Q5l5n+1/3Lgebl2gPX6+FlfV62Wmsb56fxqifEenEvOq5Z6wX48v1pivAf78bys38avlhifAexvTtj/HXA7cD+l9nkq8CLgXDa/lX5JZi58m3dPpg/rNyiFzz7g2c1P27uBNy74Pk8D/mbG6+3X3kT54DhKZt4TES+gFORPpkwWLmlt9k3gpZl5+/zN1QyD5ExmPtjE+m8pBf8FHH3bOYDvAK/KzL+fcagnbbHvpNsoOXNw/hbvPpl5e0S8EHg/8ETgiuZn0j3AvkU+HDJzf/MLvisoE8y/mLLZp4DzMvP/ZhzqDZRnkrySMjm5dso2NwC/OW9btb0K8+YXm5+tPEz5zHrznE3VNobKGcoviLd6dtW+5mfS1Vts61izBirMG8eaNTBA3uxl80QTwKubn1kOcPQz4CYNVctp51ivj5/1dYUqrGmcn/ZUYYydS/ZUYb1gP+6pwhjbj3uyfhu/ymL8Q5THbTxnymsbDgEXZ+b+Hm3ckrd5H1BmHs7McynP37mRcgXHdykJeB3w3Mz8rXV6PkNze4e9wOXAvwPfpiTh5ym3sdmbmTfuWANHbsicaa7wOQP4XeAWyu2vvgN8ifLB8oxpV2xO+D3KhOZ64A7g65RvRTwAfBF4H3Ae8POZ+YVF27sbNX1tL6XvfZ7SF79N6ZuXU/rjwrdvzMwrKd+YuAb4MnCYcnXXAUqhcFZm/u82xziSma8CnkvJ1Xsoufs1Si6/ODPPzczDi7ZXs1WSN7dSrhb9U+DmZv9DlJy5j/JtnCuAUzLzynX6nByjoXJmGRxr1kcleeNYs2YqyRugzlpO/dQYY+v1fqyv61VJTbNxDOenc6gkxs4lF1DZvM9+PIdKYmw/XkAlMQbqnNuvg0pi/DHKc93/EvgM5Y4DD1E+079K+fb7pcCeZZ1IBzjmyBFzRZIkSZIkSZIkSZKkSX4zXZIkSZIkSZIkSZKkFk+mS5IkSZIkSZIkSZLU4sl0SZIkSZIkSZIkSZJaPJkuSZIkSZIkSZIkSVKLJ9MlSZIkSZIkSZIkSWrxZLokSZIkSZIkSZIkSS2eTJckSZIkSZIkSZIkqcWT6ZIkSZIkSZIkSZIktXgyXZIkSZIkSZIkSZKkFk+mS5IkSZIkSZIkSZLU4sl0SZIkSZIkSZIkSZJaPJkuSZIkSZIkSZIkSVKLJ9MlSZIkSZIkSZIkSWrxZLokSZIkSZIkSZIkSS2eTJckSZIkSZIkSZIkqcWT6ZIkSZIkSZIkSZIktXgyXZIkSZIkSZIkSZKkFk+mS5IkSZIkSZIkSZLU4sl0SZIkSZIkSZIkSZJa/h+fUdAeea7G6wAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 339, + "width": 1001 + }, + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "_ = pm.plot_posterior(trace_1, varnames=['difference', 'relation'], ref_val=0);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can say that, for the two vaccines' difference, with 61% of the posterior probability are greater than zero, we can not rule out a difference of zero, which suggests the two vaccines are not credibly different." + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "61.816326530612244" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "diffs_1 = trace_1.get_values('difference', burn=1000)\n", + "100*len(diffs_1[diffs_1>0])*1.0/len(diffs_1)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/tljh/user/lib/python3.6/site-packages/pymc3/tuning/starting.py:61: UserWarning: find_MAP should not be used to initialize the NUTS sampler, simply call pymc3.sample() and it will automatically initialize NUTS in a better way.\n", + " warnings.warn('find_MAP should not be used to initialize the NUTS sampler, simply call pymc3.sample() and it will automatically initialize NUTS in a better way.')\n", + "logp = -90.802, ||grad|| = 26.101: 100%|██████████| 10/10 [00:00<00:00, 2436.00it/s]\n", + "Multiprocess sampling (2 chains in 2 jobs)\n", + "CompoundStep\n", + ">Metropolis: [p_regimen2]\n", + ">Metropolis: [p_regimen1]\n", + "Sampling 2 chains: 100%|██████████| 101000/101000 [00:18<00:00, 5387.70draws/s]\n", + "The number of effective samples is smaller than 25% for some parameters.\n" + ] + } + ], + "source": [ + "with pm.Model() as model_2:\n", + " \n", + " p_regimen1 = pm.Beta('p_regimen1', alpha=1, beta=1)\n", + " p_regimen2 = pm.Beta('p_regimen2', alpha=1, beta=1)\n", + " \n", + " like_regimen1 = pm.Bernoulli('like_regimen1', p=p_regimen1, observed=AstraZeneca_1_outcomes)\n", + " like_regimen2 = pm.Bernoulli('like_regimen2', p=p_regimen2, observed=AstraZeneca_2_outcomes)\n", + " \n", + " pm.Deterministic('difference', p_regimen1-p_regimen2)\n", + " pm.Deterministic('relation', (p_regimen1/p_regimen2)-1)\n", + " \n", + " trace_2 = pm.sample(draws=50000, step=pm.Metropolis(), start=pm.find_MAP(), progressbar=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "image/png": { + "height": 339, + "width": 1001 + }, + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "_ = pm.plot_posterior(trace_2, varnames=['difference', 'relation'], ref_val=0);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We have 99% confidence that regimen 1 is better than regimen 2." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "99.29897959183674" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "diffs_2 = trace_2.get_values('difference', burn=1000)\n", + "100*len(diffs_2[diffs_2>0])*1.0/len(diffs_2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Probability of regimen 1 more effective than regimen 2 by 6%" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "95.54591836734694" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "100*len(diffs_2[diffs_2>0.06])*1.0/len(diffs_2)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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Dateapplewalmarttesla
02010-06-307.74937737.1169174.766
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2010-07-077.96935337.7732323.160
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\n", + " \n", + " \n", + "
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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = px.area(df, facet_col='company', facet_col_wrap=1)\n", + "fig.update_yaxes(matches=None)\n", + "fig.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Time series data preparation process has several steps we consider as data mining process." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Cross-check ADF test and KPSS test." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## ADF Test for Stationarity" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Null hypothesis: If failed to be rejected, it suggests the time series is not stationarity\n", + "\n", + "Alternative hypothesis: The null hypothesis is rejected, it suggests the time series is stationary" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "n_obs = 20\n", + "df_train, df_test = df[0:-n_obs], df[-n_obs:]" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "((2618, 3), (20, 3))" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train.shape, df_test.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/tljh/user/lib/python3.6/site-packages/statsmodels/tools/_testing.py:19: FutureWarning:\n", + "\n", + "pandas.util.testing is deprecated. Use the functions in the public API at pandas.testing instead.\n", + "\n" + ] + } + ], + "source": [ + "from statsmodels.tsa.stattools import adfuller\n", + "\n", + "def adf_test(df):\n", + " result = adfuller(df.values)\n", + " print('ADF Statistics: %f' % result[0])\n", + " print('p-value: %f' % result[1])\n", + " print('Critical values:')\n", + " for key, value in result[4].items():\n", + " print('\\t%s: %.3f' % (key, value))" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ADF Test: Apple time series\n", + "ADF Statistics: 2.956336\n", + "p-value: 1.000000\n", + "Critical values:\n", + "\t1%: -3.433\n", + "\t5%: -2.863\n", + "\t10%: -2.567\n", + "ADF Test: Walmart time series\n", + "ADF Statistics: 1.836596\n", + "p-value: 0.998419\n", + "Critical values:\n", + "\t1%: -3.433\n", + "\t5%: -2.863\n", + "\t10%: -2.567\n", + "ADF Test: Tesla time series\n", + "ADF Statistics: 5.696340\n", + "p-value: 1.000000\n", + "Critical values:\n", + "\t1%: -3.433\n", + "\t5%: -2.863\n", + "\t10%: -2.567\n" + ] + } + ], + "source": [ + "print('ADF Test: Apple time series')\n", + "adf_test(df_train['apple'])\n", + "print('ADF Test: Walmart time series')\n", + "adf_test(df_train['walmart'])\n", + "print('ADF Test: Tesla time series')\n", + "adf_test(df_train['tesla'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The p-values are all well above the 0.05 alpha level, we cannot reject the null hypothesis. So the three time series are NOT stationary." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## KPSS test for Stationary" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Null hypothesis: The time series is stationarity\n", + "\n", + "Alternative hypothesis: The time series is non-stationary" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "from statsmodels.tsa.stattools import kpss\n", + "\n", + "def kpss_test(df): \n", + " statistic, p_value, n_lags, critical_values = kpss(df.values)\n", + " \n", + " print(f'KPSS Statistic: {statistic}')\n", + " print(f'p-value: {p_value}')\n", + " print(f'num lags: {n_lags}')\n", + " print('Critial Values:')\n", + " for key, value in critical_values.items():\n", + " print(f' {key} : {value}')" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "KPSS Test: Apple time series\n", + "KPSS Statistic: 6.654077884978174\n", + "p-value: 0.01\n", + "num lags: 28\n", + "Critial Values:\n", + " 10% : 0.347\n", + " 5% : 0.463\n", + " 2.5% : 0.574\n", + " 1% : 0.739\n", + "KPSS Test: Walmart time series\n", + "KPSS Statistic: 7.198372854105251\n", + "p-value: 0.01\n", + "num lags: 28\n", + "Critial Values:\n", + " 10% : 0.347\n", + " 5% : 0.463\n", + " 2.5% : 0.574\n", + " 1% : 0.739\n", + "KPSS Test: Tesla time series\n", + "KPSS Statistic: 3.716282330997434\n", + "p-value: 0.01\n", + "num lags: 28\n", + "Critial Values:\n", + " 10% : 0.347\n", + " 5% : 0.463\n", + " 2.5% : 0.574\n", + " 1% : 0.739\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/tljh/user/lib/python3.6/site-packages/statsmodels/tsa/stattools.py:1707: InterpolationWarning:\n", + "\n", + "p-value is smaller than the indicated p-value\n", + "\n", + "/opt/tljh/user/lib/python3.6/site-packages/statsmodels/tsa/stattools.py:1707: InterpolationWarning:\n", + "\n", + "p-value is smaller than the indicated p-value\n", + "\n", + "/opt/tljh/user/lib/python3.6/site-packages/statsmodels/tsa/stattools.py:1707: InterpolationWarning:\n", + "\n", + "p-value is smaller than the indicated p-value\n", + "\n" + ] + } + ], + "source": [ + "print('KPSS Test: Apple time series')\n", + "kpss_test(df_train['apple'])\n", + "print('KPSS Test: Walmart time series')\n", + "kpss_test(df_train['walmart'])\n", + "print('KPSS Test: Tesla time series')\n", + "kpss_test(df_train['tesla'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The p-value are all less than 0.05 alpha level, we can reject the null hypothesis and derive that the three time series are NOT stationary." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "After cross-check ADF test and KPSS test. 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = px.line(df_train_transformed, facet_col=\"company\", facet_col_wrap=1)\n", + "fig.update_yaxes(matches=None)\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "ADF Test: Apple time series transformed\n", + "ADF Statistics: -8.943347\n", + "p-value: 0.000000\n", + "Critical values:\n", + "\t1%: -3.433\n", + "\t5%: -2.863\n", + "\t10%: -2.567\n", + "ADF Test: Walmart time series transformed\n", + "ADF Statistics: -10.706616\n", + "p-value: 0.000000\n", + "Critical values:\n", + "\t1%: -3.433\n", + "\t5%: -2.863\n", + "\t10%: -2.567\n", + "ADF Test: Tesla time series transformed\n", + "ADF Statistics: -8.327248\n", + "p-value: 0.000000\n", + "Critical values:\n", + "\t1%: -3.433\n", + "\t5%: -2.863\n", + "\t10%: -2.567\n" + ] + } + ], + "source": [ + "print('ADF Test: Apple time series transformed')\n", + "adf_test(df_train_transformed['apple'])\n", + "print('ADF Test: Walmart time series transformed')\n", + "adf_test(df_train_transformed['walmart'])\n", + "print('ADF Test: Tesla time series transformed')\n", + "adf_test(df_train_transformed['tesla'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "After transform the data, the p-values are all well below the 0.05 alpha level, we reject the null hypothesis. So the current data is stationary." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "KPSS Test: Apple time series transformed\n", + "KPSS Statistic: 0.6408874958187796\n", + "p-value: 0.018919318561929126\n", + "num lags: 28\n", + "Critial Values:\n", + " 10% : 0.347\n", + " 5% : 0.463\n", + " 2.5% : 0.574\n", + " 1% : 0.739\n", + "KPSS Test: Walmart time series transformed\n", + "KPSS Statistic: 0.41487651487230365\n", + "p-value: 0.07074288152055877\n", + "num lags: 28\n", + "Critial Values:\n", + " 10% : 0.347\n", + " 5% : 0.463\n", + " 2.5% : 0.574\n", + " 1% : 0.739\n", + "KPSS Test: Tesla time series transformed\n", + "KPSS Statistic: 1.1225539417531971\n", + "p-value: 0.01\n", + "num lags: 28\n", + "Critial Values:\n", + " 10% : 0.347\n", + " 5% : 0.463\n", + " 2.5% : 0.574\n", + " 1% : 0.739\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/tljh/user/lib/python3.6/site-packages/statsmodels/tsa/stattools.py:1707: InterpolationWarning:\n", + "\n", + "p-value is smaller than the indicated p-value\n", + "\n" + ] + } + ], + "source": [ + "print('KPSS Test: Apple time series transformed')\n", + "kpss_test(df_train_transformed['apple'])\n", + "print('KPSS Test: Walmart time series transformed')\n", + "kpss_test(df_train_transformed['walmart'])\n", + "print('KPSS Test: Tesla time series transformed')\n", + "kpss_test(df_train_transformed['tesla'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Some of the KPSS Null Hypothesis could not be rejected." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## VAR model\n", + "\n", + "The VAR class assumes that the passed time series are stationary. Non-stationary or trending data can often be transformed to be stationary by first-differencing or some other method.\n", + "\n", + "Decide the Order (P) of VAR model : For our data decide on which lag is better to fit model. Choosed lowest AIC and other metrics." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Lag Order = 1\n", + "AIC : 2.4466464459186046\n", + "BIC : 2.4735703069854718\n", + "FPE : 11.549549744739021\n", + "HQIC: 2.4563985747100356 \n", + "\n", + "Lag Order = 2\n", + "AIC : 2.4372603285417456\n", + "BIC : 2.484392032903688\n", + "FPE : 11.441651837345772\n", + "HQIC: 2.454332299853874 \n", + "\n", + "Lag Order = 3\n", + "AIC : 2.424830511032505\n", + "BIC : 2.492182885487564\n", + "FPE : 11.300315243753582\n", + "HQIC: 2.4492272557453423 \n", + "\n", + "Lag Order = 4\n", + "AIC : 2.419370845660976\n", + "BIC : 2.506956730220985\n", + "FPE : 11.238788926995024\n", + "HQIC: 2.4510972998823344 \n", + "\n", + "Lag Order = 5\n", + "AIC : 2.3707142484088144\n", + "BIC : 2.478546496318088\n", + "FPE : 10.705040529990347\n", + "HQIC: 2.4097753534818382 \n", + "\n", + "Lag Order = 6\n", + "AIC : 2.3624365915809458\n", + "BIC : 2.4905280693350056\n", + "FPE : 10.616796922589305\n", + "HQIC: 2.4088372940916587 \n", + "\n", + "Lag Order = 7\n", + "AIC : 2.3495369035263853\n", + "BIC : 2.497900490890717\n", + "FPE : 10.480727572667533\n", + "HQIC: 2.4032821553112487 \n", + "\n", + "Lag Order = 8\n", + "AIC : 2.310903005930653\n", + "BIC : 2.479551595959497\n", + "FPE : 10.083543773434494\n", + "HQIC: 2.3719977640841385 \n", + "\n", + "Lag Order = 9\n", + "AIC : 2.2870009475870567\n", + "BIC : 2.475947446642237\n", + "FPE : 9.845390959624389\n", + "HQIC: 2.3554501744692358 \n", + "\n", + "Lag Order = 10\n", + "AIC : 2.2736393877948466\n", + "BIC : 2.482896715564626\n", + "FPE : 9.714724758331078\n", + "HQIC: 2.3494480510389875 \n", + "\n", + "Lag Order = 11\n", + "AIC : 2.2636895662745715\n", + "BIC : 2.4932706557925486\n", + "FPE : 9.618554642909178\n", + "HQIC: 2.3468626387947578 \n", + "\n", + "Lag Order = 12\n", + "AIC : 2.260241580385581\n", + "BIC : 2.5101593780496154\n", + "FPE : 9.58545947123311\n", + "HQIC: 2.3507840403843376 \n", + "\n", + "Lag Order = 13\n", + "AIC : 2.2162516420869762\n", + "BIC : 2.4865191076781494\n", + "FPE : 9.17294960124556\n", + "HQIC: 2.3141684730629133 \n", + "\n", + "Lag Order = 14\n", + "AIC : 2.1837819506349154\n", + "BIC : 2.4744120573365285\n", + "FPE : 8.879905970938466\n", + "HQIC: 2.289078141390384 \n", + "\n", + "Lag Order = 15\n", + "AIC : 2.1692495666485385\n", + "BIC : 2.4802553010651405\n", + "FPE : 8.751810727212506\n", + "HQIC: 2.2819301112973007 \n", + "\n" + ] + }, + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/opt/tljh/user/lib/python3.6/site-packages/statsmodels/tsa/base/tsa_model.py:219: ValueWarning:\n", + "\n", + "A date index has been provided, but it has no associated frequency information and so will be ignored when e.g. forecasting.\n", + "\n" + ] + } + ], + "source": [ + "from statsmodels.tsa.api import VAR\n", + "\n", + "model = VAR(df_train_transformed)\n", + "for i in [1,2,3,4,5,6,7,8,9,10,11,12,13,14,15]:\n", + " result = model.fit(i)\n", + " print('Lag Order =', i)\n", + " print('AIC : ', result.aic)\n", + " print('BIC : ', result.bic)\n", + " print('FPE : ', result.fpe)\n", + " print('HQIC: ', result.hqic, '\\n')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "There is no hard-and-fast-rule on the choice of lag order. It is basically an empirical issue. However, it is often advised to use the AIC in selecting the lag order with the smallest value. Here we will select lag order = 15." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.select_order(15)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Select the lowest AIC lag." + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": { + "scrolled": false + }, + "outputs": [ + { + "data": { + "text/plain": [ + " Summary of Regression Results \n", + "==================================\n", + "Model: VAR\n", + "Method: OLS\n", + "Date: Wed, 23, Dec, 2020\n", + "Time: 04:32:21\n", + "--------------------------------------------------------------------\n", + "No. of Equations: 3.00000 BIC: 2.48026\n", + "Nobs: 2602.00 HQIC: 2.28193\n", + "Log likelihood: -13760.4 FPE: 8.75181\n", + "AIC: 2.16925 Det(Omega_mle): 8.30359\n", + "--------------------------------------------------------------------\n", + "Results for equation apple\n", + "==============================================================================\n", + " coefficient std. error t-stat prob\n", + "------------------------------------------------------------------------------\n", + "const 0.051964 0.016711 3.110 0.002\n", + "L1.apple -0.113389 0.022943 -4.942 0.000\n", + "L1.walmart -0.075488 0.017381 -4.343 0.000\n", + "L1.tesla 0.004845 0.004390 1.104 0.270\n", + "L2.apple -0.059288 0.023295 -2.545 0.011\n", + "L2.walmart -0.026432 0.017454 -1.514 0.130\n", + "L2.tesla 0.035496 0.004548 7.805 0.000\n", + "L3.apple -0.003051 0.023074 -0.132 0.895\n", + "L3.walmart -0.018981 0.017455 -1.087 0.277\n", + "L3.tesla 0.010515 0.004570 2.301 0.021\n", + "L4.apple 0.036423 0.023047 1.580 0.114\n", + "L4.walmart -0.064684 0.017453 -3.706 0.000\n", + "L4.tesla -0.001913 0.004607 -0.415 0.678\n", + "L5.apple 0.120294 0.023054 5.218 0.000\n", + "L5.walmart -0.032945 0.017523 -1.880 0.060\n", + "L5.tesla -0.022685 0.004599 -4.932 0.000\n", + "L6.apple -0.020840 0.023179 -0.899 0.369\n", + "L6.walmart 0.015391 0.017540 0.877 0.380\n", + "L6.tesla 0.000055 0.004675 0.012 0.991\n", + "L7.apple 0.091117 0.023229 3.923 0.000\n", + "L7.walmart 0.003089 0.017510 0.176 0.860\n", + "L7.tesla -0.005036 0.004670 -1.078 0.281\n", + "L8.apple -0.069914 0.023116 -3.024 0.002\n", + "L8.walmart -0.057101 0.017480 -3.267 0.001\n", + "L8.tesla 0.018022 0.004602 3.916 0.000\n", + "L9.apple 0.076160 0.023249 3.276 0.001\n", + "L9.walmart 0.018826 0.017526 1.074 0.283\n", + "L9.tesla -0.008462 0.004643 -1.822 0.068\n", + "L10.apple -0.070705 0.023322 -3.032 0.002\n", + "L10.walmart -0.039168 0.017570 -2.229 0.026\n", + "L10.tesla 0.019748 0.004621 4.273 0.000\n", + "L11.apple -0.095942 0.023370 -4.105 0.000\n", + "L11.walmart 0.002333 0.017561 0.133 0.894\n", + "L11.tesla 0.020593 0.004598 4.479 0.000\n", + "L12.apple 0.071664 0.023634 3.032 0.002\n", + "L12.walmart -0.025126 0.017564 -1.431 0.153\n", + "L12.tesla -0.013584 0.004647 -2.923 0.003\n", + "L13.apple 0.092046 0.023527 3.912 0.000\n", + "L13.walmart 0.005416 0.017561 0.308 0.758\n", + "L13.tesla -0.036568 0.004613 -7.927 0.000\n", + "L14.apple 0.094866 0.023734 3.997 0.000\n", + "L14.walmart -0.005898 0.017580 -0.335 0.737\n", + "L14.tesla -0.034932 0.004671 -7.478 0.000\n", + "L15.apple -0.046101 0.024021 -1.919 0.055\n", + "L15.walmart -0.005970 0.017522 -0.341 0.733\n", + "L15.tesla 0.003776 0.004729 0.799 0.425\n", + "==============================================================================\n", + "\n", + "Results for equation walmart\n", + "==============================================================================\n", + " coefficient std. error t-stat prob\n", + "------------------------------------------------------------------------------\n", + "const 0.046477 0.020091 2.313 0.021\n", + "L1.apple -0.131216 0.027583 -4.757 0.000\n", + "L1.walmart -0.094210 0.020896 -4.508 0.000\n", + "L1.tesla 0.022162 0.005277 4.199 0.000\n", + "L2.apple 0.004741 0.028006 0.169 0.866\n", + "L2.walmart -0.032661 0.020984 -1.556 0.120\n", + "L2.tesla 0.007806 0.005467 1.428 0.153\n", + "L3.apple 0.017352 0.027741 0.625 0.532\n", + "L3.walmart -0.019084 0.020986 -0.909 0.363\n", + "L3.tesla 0.020965 0.005494 3.816 0.000\n", + "L4.apple -0.009350 0.027709 -0.337 0.736\n", + "L4.walmart -0.064853 0.020984 -3.091 0.002\n", + "L4.tesla 0.015744 0.005538 2.843 0.004\n", + "L5.apple 0.116771 0.027717 4.213 0.000\n", + "L5.walmart -0.041144 0.021067 -1.953 0.051\n", + "L5.tesla -0.008102 0.005529 -1.465 0.143\n", + "L6.apple 0.027990 0.027868 1.004 0.315\n", + "L6.walmart -0.030674 0.021088 -1.455 0.146\n", + "L6.tesla 0.003520 0.005621 0.626 0.531\n", + "L7.apple 0.095280 0.027927 3.412 0.001\n", + "L7.walmart 0.003876 0.021052 0.184 0.854\n", + "L7.tesla -0.012184 0.005614 -2.170 0.030\n", + "L8.apple -0.097662 0.027792 -3.514 0.000\n", + "L8.walmart -0.049246 0.021015 -2.343 0.019\n", + "L8.tesla 0.023160 0.005533 4.186 0.000\n", + "L9.apple 0.039667 0.027952 1.419 0.156\n", + "L9.walmart 0.048133 0.021071 2.284 0.022\n", + "L9.tesla 0.010389 0.005582 1.861 0.063\n", + "L10.apple -0.061275 0.028039 -2.185 0.029\n", + "L10.walmart 0.008151 0.021124 0.386 0.700\n", + "L10.tesla 0.004807 0.005556 0.865 0.387\n", + "L11.apple -0.043766 0.028097 -1.558 0.119\n", + "L11.walmart 0.047349 0.021112 2.243 0.025\n", + "L11.tesla 0.009937 0.005528 1.798 0.072\n", + "L12.apple 0.021889 0.028414 0.770 0.441\n", + "L12.walmart -0.034822 0.021116 -1.649 0.099\n", + "L12.tesla 0.007104 0.005587 1.271 0.204\n", + "L13.apple -0.012082 0.028286 -0.427 0.669\n", + "L13.walmart 0.011464 0.021114 0.543 0.587\n", + "L13.tesla -0.022868 0.005546 -4.123 0.000\n", + "L14.apple -0.047027 0.028534 -1.648 0.099\n", + "L14.walmart 0.008554 0.021136 0.405 0.686\n", + "L14.tesla -0.013390 0.005616 -2.384 0.017\n", + "L15.apple -0.040683 0.028880 -1.409 0.159\n", + "L15.walmart -0.019187 0.021066 -0.911 0.362\n", + "L15.tesla 0.002257 0.005686 0.397 0.691\n", + "==============================================================================\n", + "\n", + "Results for equation tesla\n", + "==============================================================================\n", + " coefficient std. error t-stat prob\n", + "------------------------------------------------------------------------------\n", + "const 0.181504 0.082774 2.193 0.028\n", + "L1.apple -0.710340 0.113643 -6.251 0.000\n", + "L1.walmart -0.059560 0.086092 -0.692 0.489\n", + "L1.tesla 0.004835 0.021743 0.222 0.824\n", + "L2.apple -0.282365 0.115385 -2.447 0.014\n", + "L2.walmart -0.017891 0.086454 -0.207 0.836\n", + "L2.tesla 0.109113 0.022526 4.844 0.000\n", + "L3.apple 0.029439 0.114292 0.258 0.797\n", + "L3.walmart -0.030903 0.086462 -0.357 0.721\n", + "L3.tesla 0.129175 0.022636 5.707 0.000\n", + "L4.apple 0.207196 0.114161 1.815 0.070\n", + "L4.walmart -0.281576 0.086452 -3.257 0.001\n", + "L4.tesla -0.021823 0.022818 -0.956 0.339\n", + "L5.apple 0.530873 0.114193 4.649 0.000\n", + "L5.walmart -0.071527 0.086796 -0.824 0.410\n", + "L5.tesla -0.225666 0.022781 -9.906 0.000\n", + "L6.apple -0.336502 0.114814 -2.931 0.003\n", + "L6.walmart 0.166983 0.086882 1.922 0.055\n", + "L6.tesla -0.043649 0.023158 -1.885 0.059\n", + "L7.apple 0.432467 0.115061 3.759 0.000\n", + "L7.walmart -0.141216 0.086734 -1.628 0.103\n", + "L7.tesla -0.015612 0.023131 -0.675 0.500\n", + "L8.apple 0.462981 0.114502 4.043 0.000\n", + "L8.walmart 0.021005 0.086583 0.243 0.808\n", + "L8.tesla -0.062643 0.022796 -2.748 0.006\n", + "L9.apple 0.418652 0.115162 3.635 0.000\n", + "L9.walmart 0.276013 0.086811 3.179 0.001\n", + "L9.tesla -0.017033 0.022999 -0.741 0.459\n", + "L10.apple 0.034413 0.115520 0.298 0.766\n", + "L10.walmart -0.050803 0.087031 -0.584 0.559\n", + "L10.tesla 0.083882 0.022891 3.664 0.000\n", + "L11.apple -0.511340 0.115759 -4.417 0.000\n", + "L11.walmart 0.086088 0.086983 0.990 0.322\n", + "L11.tesla 0.143331 0.022774 6.294 0.000\n", + "L12.apple 0.333524 0.117064 2.849 0.004\n", + "L12.walmart 0.098182 0.086998 1.129 0.259\n", + "L12.tesla -0.047291 0.023019 -2.054 0.040\n", + "L13.apple 0.966669 0.116537 8.295 0.000\n", + "L13.walmart -0.203999 0.086987 -2.345 0.019\n", + "L13.tesla -0.072500 0.022851 -3.173 0.002\n", + "L14.apple 0.097180 0.117562 0.827 0.408\n", + "L14.walmart 0.026838 0.087079 0.308 0.758\n", + "L14.tesla -0.179990 0.023139 -7.779 0.000\n", + "L15.apple 0.267944 0.118983 2.252 0.024\n", + "L15.walmart -0.296672 0.086791 -3.418 0.001\n", + "L15.tesla -0.121926 0.023426 -5.205 0.000\n", + "==============================================================================\n", + "\n", + "Correlation matrix of residuals\n", + " apple walmart tesla\n", + "apple 1.000000 0.321701 0.431945\n", + "walmart 0.321701 1.000000 0.122985\n", + "tesla 0.431945 0.122985 1.000000\n", + "\n" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "results = model.fit(maxlags=15, ic='aic')\n", + "results.summary()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The biggest correlation is 0.43 (Apple & Tesla)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Check the Durbin-Watson statistic\n", + "\n", + "Serial correlation of residuals is used to check if there is any leftover pattern in the residuals (errors). If there is any correlation left in the residuals, then, there is some pattern in the time series that is still left to be explained by the model. In that case, the typical course of action is to either increase the order of the model or induce more predictors into the system or look for a different algorithm to model the time series." + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "apple : 2.0\n", + "walmart : 2.0\n", + "tesla : 2.0\n" + ] + } + ], + "source": [ + "from statsmodels.stats.stattools import durbin_watson\n", + "\n", + "out = durbin_watson(results.resid)\n", + "\n", + "for col, val in zip(df.columns, out):\n", + " print(col, ':', round(val, 2))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "A value of 2.0 means that there is no autocorrelation detected in the residuals." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Granger Causality Test" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " apple_x walmart_x tesla_x\n", + "apple_y 1.0 0.0 0.0\n", + "walmart_y 0.0 1.0 0.0\n", + "tesla_y 0.0 0.0 1.0" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from statsmodels.tsa.stattools import grangercausalitytests\n", + "\n", + "maxlag=15\n", + "test = 'ssr_chi2test'\n", + "\n", + "def grangers_causation_matrix(data, variables, test='ssr_chi2test', verbose=False): \n", + " \n", + " df = pd.DataFrame(np.zeros((len(variables), len(variables))), columns=variables, index=variables)\n", + " for c in df.columns:\n", + " for r in df.index:\n", + " test_result = grangercausalitytests(data[[r, c]], maxlag=maxlag, verbose=False)\n", + " p_values = [round(test_result[i+1][0][test][1],4) for i in range(maxlag)]\n", + " if verbose: print(f'Y = {r}, X = {c}, P Values = {p_values}')\n", + " min_p_value = np.min(p_values)\n", + " df.loc[r, c] = min_p_value\n", + " df.columns = [var + '_x' for var in variables]\n", + " df.index = [var + '_y' for var in variables]\n", + " return df\n", + "\n", + "grangers_causation_matrix(df_train_transformed, variables = df_train_transformed.columns)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The row are the Response (Y) and the columns are the predictor series (X). If a given p-value is < significance level (0.05), for example, when we take the value 0.0 in (row 1, column 2), we can reject the null hypothesis and conclude that walmart_x Granger causing apple_y. Likewise, the 0.0 in (row 2, column 1) refers to walmart_y Granger causing apple_x.\n", + "\n", + "All the time series in the above data are interchangeably Granger causing each other." + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "15\n" + ] + } + ], + "source": [ + "lag_order = results.k_ar\n", + "print(lag_order)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Forecast" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [], + "source": [ + "df_input = df_train_transformed.values[-lag_order:]\n", + "df_forecast = results.forecast(y=df_input, steps=n_obs)\n", + "df_forecast = (pd.DataFrame(df_forecast, index=df_test.index, columns=df_test.columns + '_pred'))" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [], + "source": [ + "def invert_transformation(df, pred):\n", + " forecast = df_forecast.copy()\n", + " columns = df.columns\n", + " for col in columns:\n", + " forecast[str(col)+'_pred'] = df[col].iloc[-1] + forecast[str(col)+'_pred'].cumsum()\n", + " return forecast\n", + "output = invert_transformation(df_train, df_forecast)" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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companyapple_predwalmart_predtesla_pred
Date
2020-11-20119.526205151.759086509.314704
2020-11-23120.218499153.136059516.392665
2020-11-24119.914257153.234075510.919619
2020-11-25118.250224152.394891498.043869
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2020-12-11114.505520152.778200472.719340
2020-12-14114.208972152.322200468.563724
2020-12-15114.120112152.015781465.820237
2020-12-16114.387619151.986152469.491730
2020-12-17114.859506152.079079474.471623
2020-12-18115.598073152.390346477.582883
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apple_predapplewalmart_predwalmarttesla_predtesla
Date
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2020-11-23120.218499113.849998153.136059150.380295516.392665521.849976
2020-11-24119.914257115.169998153.234075150.808746510.919619555.380005
2020-11-25118.250224116.029999152.394891151.277039498.043869574.000000
2020-11-27117.696289116.589996152.065309151.047882494.527580585.760010
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2020-12-01118.581646122.720001153.648201152.084076485.367727584.760010
2020-12-02118.872377123.080002153.622405149.971802486.124842568.820007
2020-12-03120.841659122.940002154.285421148.756256497.479445593.380005
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2020-12-10115.430639123.239998153.624481147.039993480.214886627.070007
2020-12-11114.505520122.410004152.778200147.000000472.719340609.989990
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2020-12-16114.387619127.809998151.986152145.429993469.491730622.770020
2020-12-17114.859506128.699997152.079079146.100006474.471623655.900024
2020-12-18115.598073126.660004152.390346145.949997477.582883695.000000
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" + ], + "text/plain": [ + " apple_pred apple walmart_pred walmart tesla_pred \\\n", + "Date \n", + "2020-11-20 119.526205 117.339996 151.759086 149.692825 509.314704 \n", + "2020-11-23 120.218499 113.849998 153.136059 150.380295 516.392665 \n", + "2020-11-24 119.914257 115.169998 153.234075 150.808746 510.919619 \n", + "2020-11-25 118.250224 116.029999 152.394891 151.277039 498.043869 \n", + "2020-11-27 117.696289 116.589996 152.065309 151.047882 494.527580 \n", + "2020-11-30 118.152242 119.050003 152.838528 152.233536 489.821496 \n", + "2020-12-01 118.581646 122.720001 153.648201 152.084076 485.367727 \n", + "2020-12-02 118.872377 123.080002 153.622405 149.971802 486.124842 \n", + "2020-12-03 120.841659 122.940002 154.285421 148.756256 497.479445 \n", + "2020-12-04 121.548198 122.250000 155.107928 148.367676 504.946124 \n", + "2020-12-07 120.113061 123.750000 154.888773 147.570587 504.514913 \n", + "2020-12-08 117.588901 124.379997 153.838146 148.905701 499.606180 \n", + "2020-12-09 116.187627 121.779999 153.877140 147.729996 490.029141 \n", + "2020-12-10 115.430639 123.239998 153.624481 147.039993 480.214886 \n", + "2020-12-11 114.505520 122.410004 152.778200 147.000000 472.719340 \n", + "2020-12-14 114.208972 121.779999 152.322200 145.649994 468.563724 \n", + "2020-12-15 114.120112 127.879997 152.015781 145.580002 465.820237 \n", + "2020-12-16 114.387619 127.809998 151.986152 145.429993 469.491730 \n", + "2020-12-17 114.859506 128.699997 152.079079 146.100006 474.471623 \n", + "2020-12-18 115.598073 126.660004 152.390346 145.949997 477.582883 \n", + "\n", + " tesla \n", + "Date \n", + "2020-11-20 489.609985 \n", + "2020-11-23 521.849976 \n", + "2020-11-24 555.380005 \n", + "2020-11-25 574.000000 \n", + "2020-11-27 585.760010 \n", + "2020-11-30 567.599976 \n", + "2020-12-01 584.760010 \n", + "2020-12-02 568.820007 \n", + "2020-12-03 593.380005 \n", + "2020-12-04 599.039978 \n", + "2020-12-07 641.760010 \n", + "2020-12-08 649.880005 \n", + "2020-12-09 604.479980 \n", + "2020-12-10 627.070007 \n", + "2020-12-11 609.989990 \n", + "2020-12-14 639.830017 \n", + "2020-12-15 633.250000 \n", + "2020-12-16 622.770020 \n", + "2020-12-17 655.900024 \n", + "2020-12-18 695.000000 " + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "combined" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Forecast accuracy of Apple\n", + "RMSE: 7.31\n", + "MAE: 6.0\n" + ] + } + ], + "source": [ + "from sklearn.metrics import mean_squared_error\n", + "from sklearn.metrics import mean_absolute_error\n", + "\n", + "\n", + "rmse = mean_squared_error(combined['apple_pred'], combined['apple'], squared=False)\n", + "mae = mean_absolute_error(combined['apple_pred'], combined['apple'])\n", + "\n", + "print('Forecast accuracy of Apple')\n", + "print('RMSE: ', round(rmse,2))\n", + "print('MAE: ', round(mae,2))" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Forecast accuracy of Walmart\n", + "RMSE: 5.05\n", + "MAE: 4.52\n" + ] + } + ], + "source": [ + "rmse = mean_squared_error(combined['walmart_pred'], combined['walmart'], squared=False)\n", + "mae = mean_absolute_error(combined['walmart_pred'], combined['walmart'])\n", + "\n", + "print('Forecast accuracy of Walmart')\n", + "print('RMSE: ', round(rmse,2))\n", + "print('MAE: ', round(mae,2))" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Forecast accuracy of Tesla\n", + "RMSE: 125.16\n", + "MAE: 113.18\n" + ] + } + ], + "source": [ + "rmse = mean_squared_error(combined['tesla_pred'], combined['tesla'], squared=False)\n", + "mae = mean_absolute_error(combined['tesla_pred'], combined['tesla'])\n", + "\n", + "print('Forecast accuracy of Tesla')\n", + "print('RMSE: ', round(rmse,2))\n", + "print('MAE: ', round(mae,2))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.6.7" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Outbreaks_Headlines.ipynb b/Outbreaks_Headlines.ipynb new file mode 100644 index 0000000..007eca1 --- /dev/null +++ b/Outbreaks_Headlines.ipynb @@ -0,0 +1,3053 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
headline
0Could Zika Reach New York City?
1First Case of Zika in Miami Beach
2Mystery Virus Spreads in Recife, Brazil
3Dallas man comes down with case of Zika
4Trinidad confirms first Zika case
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" + ], + "text/plain": [ + " headline\n", + "0 Could Zika Reach New York City?\n", + "1 First Case of Zika in Miami Beach\n", + "2 Mystery Virus Spreads in Recife, Brazil\n", + "3 Dallas man comes down with case of Zika\n", + "4 Trinidad confirms first Zika case" + ] + }, + "execution_count": 1, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.read_fwf('data/headlines.txt')\n", + "df.columns = ['headline']\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "import geonamescache\n", + "\n", + "gc = geonamescache.GeonamesCache()\n", + "countries = gc.get_countries()\n", + "cities = gc.get_cities()\n", + "\n", + "country_names = []\n", + "country_ids = list(countries.keys())\n", + "for country_id in country_ids:\n", + " country_names.append(countries[country_id]['name'])\n", + " \n", + "city_names = []\n", + "city_ids = list(cities.keys())\n", + "for city_id in city_ids:\n", + " city_names.append(cities[city_id]['name'])" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(252, 24336)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(country_names), len(city_names)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[('Andorra', 1),\n", + " ('United Arab Emirates', 1),\n", + " ('Afghanistan', 1),\n", + " ('Antigua and Barbuda', 1),\n", + " ('Anguilla', 1),\n", + " ('Albania', 1),\n", + " ('Armenia', 1),\n", + " ('Angola', 1),\n", + " ('Antarctica', 1),\n", + " ('Argentina', 1)]" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from collections import Counter\n", + "\n", + "country_counts = Counter(country_names)\n", + "country_counts.most_common(10)" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[('Springfield', 8),\n", + " ('San Pedro', 7),\n", + " ('Richmond', 7),\n", + " ('San Fernando', 7),\n", + " ('Mercedes', 6),\n", + " ('La Paz', 6),\n", + " ('Victoria', 6),\n", + " ('San Francisco', 6),\n", + " ('Auburn', 6),\n", + " ('Santa Cruz', 6)]" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "city_counts = Counter(city_names)\n", + "city_counts.most_common(10)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "There is no duplicate country names in the data, but many duplicate city names." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Removing Accent Marks" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "from unidecode import unidecode\n", + "\n", + "country_accent_mapping = {\n", + " unidecode(country): country for country in country_names\n", + "}\n", + "\n", + "city_accent_mapping = {\n", + " unidecode(city): city for city in city_names\n", + "}" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'Neuquén'" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "city_accent_mapping['Neuquen']" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "# Remove accent marks in the data too\n", + "df['headline'] = df['headline'].apply(unidecode)" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "There are 252 countries to look from.\n", + "There are 23022 cities to look from.\n" + ] + } + ], + "source": [ + "unaccented_countries = list(country_accent_mapping.keys())\n", + "unaccented_cities = list(city_accent_mapping.keys())\n", + "\n", + "print(f\"There are {len(unaccented_countries)} countries to look from.\")\n", + "print(f\"There are {len(unaccented_cities)} cities to look from.\")" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<_sre.SRE_Match object; span=(0, 3), match='San'>" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import re\n", + "\n", + "problem_city = 'San Diego'\n", + "re.search('\\\\bSan\\\\b|\\\\bSan Diego\\\\b', problem_city)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "<_sre.SRE_Match object; span=(0, 9), match='San Diego'>" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "re.search('\\\\bSan Diego\\\\b|\\\\bSan\\\\b', problem_city)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Sort Cities and Countries by Length" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "unaccented_countries = sorted(unaccented_countries, key=lambda x: len(x), reverse=True)\n", + "unaccented_cities = sorted(unaccented_cities, key=lambda x: len(x), reverse=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['South Georgia and the South Sandwich Islands',\n", + " 'United States Minor Outlying Islands',\n", + " 'Bonaire, Saint Eustatius and Saba ',\n", + " 'Heard Island and McDonald Islands',\n", + " 'Democratic Republic of the Congo']" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "unaccented_countries[:5]" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "['Chak Two Hundred Forty-nine Thal Development Authority',\n", + " 'Dolores Hidalgo Cuna de la Independencia Nacional',\n", + " 'Ampliacion San Mateo (Colonia Solidaridad)',\n", + " 'Licenciado Benito Juarez (Campo Gobierno)',\n", + " 'Sant Pere, Santa Caterina i La Ribera']" + ] + }, + "execution_count": 14, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "unaccented_cities[:5]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Construct regular expressions" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'-Baume\\\\b|\\\\bTamuning-Tumon-Harmon Village\\\\b|\\\\bTultitlan de Mariano Escobedo\\\\b|\\\\bSan Bernardino Tlaxcalancingo\\\\b|\\\\bSan Francisco Tlalcilalcalpan\\\\b|\\\\bFraccionamiento Ciudad Olmeca\\\\b|\\\\bPresidencia Roque Saenz Pena\\\\b|\\\\bZurich (Kreis 11) / Oerlikon\\\\b|\\\\bSan Fernando de Monte Cristi\\\\b|\\\\bPuerto Francisco de '" + ] + }, + "execution_count": 15, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "city_regex = r'\\b|\\b'.join(unaccented_cities)\n", + "city_regex[1500:1800]" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Outbreak of Zika in Leesburg\n", + "Leesburg \n", + "\n", + "Authorities are Worried about the Spread of Mad Cow Disease in Rome\n", + "Rome \n", + "\n", + "More people in Berkeley are infected with Swine Flu every year\n", + "Berkeley \n", + "\n", + "Seattle scientists get $500,000 grant to pursue Zika vaccine New 7:50 pm\n", + "Seattle \n", + "\n", + "Zika seminars in Yuma County\n", + "Yuma \n", + "\n", + "Will Rotavirus vaccine help Addis Ababa?\n", + "Addis Ababa \n", + "\n", + "West Nile Virus Hits Yogyakarta\n", + "Yogyakarta \n", + "\n", + "Varicella re-emerges in Lagos\n", + "Lagos \n", + "\n", + "The Spread of Rhinovirus in Boardman has been Confirmed\n", + "Boardman \n", + "\n", + "Fayetteville authorities confirmed the spread of HIV\n", + "Fayetteville \n", + "\n" + ] + } + ], + "source": [ + "np.random.seed(100)\n", + "\n", + "test_headlines = np.random.choice(list(df['headline']), 10)\n", + "\n", + "for test_headline in test_headlines:\n", + " print(test_headline)\n", + " match = re.search(city_regex, test_headline)\n", + " if match:\n", + " print(match.group(0), '\\n')" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'South Georgia and the South Sandwich Islands\\\\b|\\\\bUnited States Minor Outlying Islands\\\\b|\\\\bBonaire, S'" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "country_regex = r'\\b|\\b'.join(unaccented_countries)\n", + "country_regex[:100]" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Outbreak of Zika in Leesburg\n", + "Authorities are Worried about the Spread of Mad Cow Disease in Rome\n", + "More people in Berkeley are infected with Swine Flu every year\n", + "Seattle scientists get $500,000 grant to pursue Zika vaccine New 7:50 pm\n", + "Zika seminars in Yuma County\n", + "Will Rotavirus vaccine help Addis Ababa?\n", + "West Nile Virus Hits Yogyakarta\n", + "Varicella re-emerges in Lagos\n", + "The Spread of Rhinovirus in Boardman has been Confirmed\n", + "Fayetteville authorities confirmed the spread of HIV\n" + ] + } + ], + "source": [ + "np.random.seed(100)\n", + "\n", + "test_headlines = np.random.choice(list(df['headline']), 10)\n", + "\n", + "for test_headline in test_headlines:\n", + " print(test_headline)\n", + " match = re.search(country_regex, test_headline)\n", + " if match:\n", + " print(match(0), '\\n')" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mystery Virus Spreads in Recife, Brazil\n", + "Recife\n", + "Brazil\n" + ] + } + ], + "source": [ + "test_headline = list(df['headline'])[2]\n", + "print(test_headline)\n", + "print(re.search(city_regex, test_headline).group(0))\n", + "print(re.search(country_regex, test_headline).group(0))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### City and Country Regular Expression Function" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "def find_country_and_city_in_headline(headline):\n", + " city_match = re.search(city_regex, headline)\n", + " country_match = re.search(country_regex, headline)\n", + " city = None if not city_match else city_match.group(0)\n", + " country = None if not country_match else country_match.group(0)\n", + " return dict(headline=headline, country=country, city=city)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'headline': 'Mystery Virus Spreads in Recife, Brazil',\n", + " 'country': 'Brazil',\n", + " 'city': 'Recife'}" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "find_country_and_city_in_headline(list(df['headline'])[2])" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "{'headline': 'Mad Cow Disease Re-emerges in Chatham',\n", + " 'country': None,\n", + " 'city': 'Chatham'}" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "find_country_and_city_in_headline(list(df['headline'])[200])" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [], + "source": [ + "headline_country_and_city = [find_country_and_city_in_headline(headline) for headline in list(df['headline'])]" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[{'headline': 'Could Zika Reach New York City?',\n", + " 'country': None,\n", + " 'city': 'New York City'},\n", + " {'headline': 'First Case of Zika in Miami Beach',\n", + " 'country': None,\n", + " 'city': 'Miami Beach'},\n", + " {'headline': 'Mystery Virus Spreads in Recife, Brazil',\n", + " 'country': 'Brazil',\n", + " 'city': 'Recife'},\n", + " {'headline': 'Dallas man comes down with case of Zika',\n", + " 'country': None,\n", + " 'city': 'Dallas'},\n", + " {'headline': 'Trinidad confirms first Zika case',\n", + " 'country': None,\n", + " 'city': 'Trinidad'},\n", + " {'headline': 'Zika Concerns are Spreading in Houston',\n", + " 'country': None,\n", + " 'city': 'Houston'},\n", + " {'headline': 'Geneve Scientists Battle to Find Cure',\n", + " 'country': None,\n", + " 'city': 'Geneve'},\n", + " {'headline': 'The CDC in Atlanta is Growing Worried',\n", + " 'country': None,\n", + " 'city': 'Atlanta'},\n", + " {'headline': 'Zika Infested Monkeys in Sao Paulo',\n", + " 'country': None,\n", + " 'city': 'Sao Paulo'},\n", + " {'headline': 'Brownsville teen contracts Zika virus',\n", + " 'country': None,\n", + " 'city': 'Brownsville'}]" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "headline_country_and_city[:10]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Convert to dataframe" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.DataFrame(headline_country_and_city)" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "headline 0\n", + "country 634\n", + "city 42\n", + "dtype: int64" + ] + }, + "execution_count": 26, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.isnull().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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"metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['headline'].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "There were 649 rows before droping duplicates.\n", + "There were 646 rows after dropping duplicates.\n" + ] + } + ], + "source": [ + "print(f'There were {len(df)} rows before droping duplicates.')\n", + "df = df.drop_duplicates()\n", + "print(f'There were {len(df)} rows after dropping duplicates.')" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Int64Index: 646 entries, 0 to 648\n", + "Data columns (total 3 columns):\n", + "headline 646 non-null object\n", + "country 15 non-null object\n", + "city 604 non-null object\n", + "dtypes: object(3)\n", + "memory usage: 20.2+ KB\n" + ] + } + ], + "source": [ + "df.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "df['country'].value_counts().plot.bar(title = 'Count of Countries');" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "There are 10 unique countries.\n", + "There are 573 unique cities.\n" + ] + } + ], + "source": [ + "print(f\"There are {df['country'].nunique()} unique countries.\")\n", + "print(f\"There are {df['city'].nunique()} unique cities.\")" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "df['city'].value_counts()[:10].plot.bar(title='10 most common cities');" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "df['city'].value_counts().plot.hist(title='Distribution of City Occurences');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Accented Names" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
headlinecountrycityaccented_city
6Geneve Scientists Battle to Find CureNoneGeneveGenève
8Zika Infested Monkeys in Sao PauloNoneSao PauloSão Paulo
16Louisiana Zika cases up to 26NoneNoneNaN
18Zika infects pregnant woman in CebuNoneNoneNaN
4618 new Zika Cases in BogotaNoneBogotaBogotá
\n", + "
" + ], + "text/plain": [ + " headline country city accented_city\n", + "6 Geneve Scientists Battle to Find Cure None Geneve Genève\n", + "8 Zika Infested Monkeys in Sao Paulo None Sao Paulo São Paulo\n", + "16 Louisiana Zika cases up to 26 None None NaN\n", + "18 Zika infects pregnant woman in Cebu None None NaN\n", + "46 18 new Zika Cases in Bogota None Bogota Bogotá" + ] + }, + "execution_count": 37, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['accented_city'] = df['city'].map(city_accent_mapping)\n", + "df.loc[df['accented_city']!=df['city']].head()" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[{'3448439': {'geonameid': 3448439, 'name': 'São Paulo', 'latitude': -23.5475, 'longitude': -46.63611, 'countrycode': 'BR', 'population': 10021295, 'timezone': 'America/Sao_Paulo', 'admin1code': '27'}}]\n" + ] + } + ], + "source": [ + "print(gc.get_cities_by_name('São Paulo'))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Handling Duplicate Cities\n", + "\n", + "For each city with multiple entries in geonames, we'll choose the city with the greatest population." + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[{'2655138': {'geonameid': 2655138,\n", + " 'name': 'Boston',\n", + " 'latitude': 52.97633,\n", + " 'longitude': -0.02664,\n", + " 'countrycode': 'GB',\n", + " 'population': 41340,\n", + " 'timezone': 'Europe/London',\n", + " 'admin1code': 'ENG'}},\n", + " {'4930956': {'geonameid': 4930956,\n", + " 'name': 'Boston',\n", + " 'latitude': 42.35843,\n", + " 'longitude': -71.05977,\n", + " 'countrycode': 'US',\n", + " 'population': 667137,\n", + " 'timezone': 'America/New_York',\n", + " 'admin1code': 'MA'}}]" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "gc.get_cities_by_name('Boston')" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[{'geonameid': 4930956,\n", + " 'name': 'Boston',\n", + " 'latitude': 42.35843,\n", + " 'longitude': -71.05977,\n", + " 'countrycode': 'US',\n", + " 'population': 667137,\n", + " 'timezone': 'America/New_York',\n", + " 'admin1code': 'MA'},\n", + " {'geonameid': 2655138,\n", + " 'name': 'Boston',\n", + " 'latitude': 52.97633,\n", + " 'longitude': -0.02664,\n", + " 'countrycode': 'GB',\n", + " 'population': 41340,\n", + " 'timezone': 'Europe/London',\n", + " 'admin1code': 'ENG'}]" + ] + }, + "execution_count": 40, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "matches = gc.get_cities_by_name('Boston')\n", + "matches = [{k: v for k, v in list(match.values())[0].items()} for match in matches]\n", + "matches = sorted(matches, key=lambda x: x[\"population\"], reverse=True)\n", + "matches" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Finding Locations for Cities" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[{'name': 'Jerusalem',\n", + " 'latitude': 31.76904,\n", + " 'longitude': 35.21633,\n", + " 'countrycode': 'IL',\n", + " 'population': 801000},\n", + " {'name': 'Indang',\n", + " 'latitude': 14.19528,\n", + " 'longitude': 120.87694,\n", + " 'countrycode': 'PH',\n", + " 'population': 41159},\n", + " {'name': 'Suva',\n", + " 'latitude': -18.14161,\n", + " 'longitude': 178.44149,\n", + " 'countrycode': 'FJ',\n", + " 'population': 77366},\n", + " {'name': 'Bella Vista',\n", + " 'latitude': 18.45539,\n", + " 'longitude': -69.9454,\n", + " 'countrycode': 'DO',\n", + " 'population': 175683},\n", + " {'name': 'Wichita Falls',\n", + " 'latitude': 33.91371,\n", + " 'longitude': -98.49339,\n", + " 'countrycode': 'US',\n", + " 'population': 104710}]" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "city_locations = []\n", + "\n", + "for city in df['accented_city']:\n", + " matches = gc.get_cities_by_name(city)\n", + " if matches:\n", + " matches = [{k: v for k, v in list(match.values())[0].items()} for match in matches]\n", + " matches = sorted(matches, key=lambda x: x['population'], reverse=True)\n", + " match = matches[0]\n", + " \n", + " city_locations.append(\n", + " {\n", + " 'name': match['name'],\n", + " 'latitude': match['latitude'],\n", + " 'longitude': match['longitude'],\n", + " 'countrycode': match['countrycode'],\n", + " 'population': match['population']\n", + " }\n", + " )\n", + " \n", + "city_locations[-5:]" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "We have the locations for 573 unique cities.\n" + ] + } + ], + "source": [ + "city_locations = pd.DataFrame(city_locations)\n", + "city_locations.drop_duplicates(inplace=True)\n", + "print(f\"We have the locations for {city_locations['name'].nunique()} unique cities.\")" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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headlinecountrycityaccented_citynamelatitudelongitudecountrycodepopulation
0Could Zika Reach New York City?NoneNew York CityNew York CityNew York City40.71427-74.00597US8175133.0
1First Case of Zika in Miami BeachNoneMiami BeachMiami BeachMiami Beach25.79065-80.13005US92312.0
2Mystery Virus Spreads in Recife, BrazilBrazilRecifeRecifeRecife-8.05389-34.88111BR1478098.0
3Dallas man comes down with case of ZikaNoneDallasDallasDallas32.78306-96.80667US1300092.0
4Trinidad confirms first Zika caseNoneTrinidadTrinidadTrinidad-14.83333-64.90000BO84259.0
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" + ], + "text/plain": [ + " headline country city \\\n", + "0 Could Zika Reach New York City? None New York City \n", + "1 First Case of Zika in Miami Beach None Miami Beach \n", + "2 Mystery Virus Spreads in Recife, Brazil Brazil Recife \n", + "3 Dallas man comes down with case of Zika None Dallas \n", + "4 Trinidad confirms first Zika case None Trinidad \n", + "\n", + " accented_city name latitude longitude countrycode population \n", + "0 New York City New York City 40.71427 -74.00597 US 8175133.0 \n", + "1 Miami Beach Miami Beach 25.79065 -80.13005 US 92312.0 \n", + "2 Recife Recife -8.05389 -34.88111 BR 1478098.0 \n", + "3 Dallas Dallas 32.78306 -96.80667 US 1300092.0 \n", + "4 Trinidad Trinidad -14.83333 -64.90000 BO 84259.0 " + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = pd.merge(\n", + " df, city_locations, left_on=\"accented_city\", right_on=\"name\", how=\"left\"\n", + ")\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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headlinecountrycityaccented_citynamelatitudelongitudecountrycodepopulation
45More people in Toronto are infected with Hepat...NoneTorontoTorontoToronto43.70011-79.4163CA2600000.0
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" + ], + "text/plain": [ + " headline country city \\\n", + "45 More people in Toronto are infected with Hepat... None Toronto \n", + "\n", + " accented_city name latitude longitude countrycode population \n", + "45 Toronto Toronto 43.70011 -79.4163 CA 2600000.0 " + ] + }, + "execution_count": 44, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.loc[df['city'] == 'Toronto']" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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headlinecountrycityaccented_citynamelatitudelongitudecountrycodepopulation
219Rhinovirus Comes to San JoseNoneSan JoseSan JoseSan Jose37.33939-121.89496US1026908.0
560Pneumonia Exposure in San JoseNoneSan JoseSan JoseSan Jose37.33939-121.89496US1026908.0
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" + ], + "text/plain": [ + " headline country city accented_city name \\\n", + "219 Rhinovirus Comes to San Jose None San Jose San Jose San Jose \n", + "560 Pneumonia Exposure in San Jose None San Jose San Jose San Jose \n", + "\n", + " latitude longitude countrycode population \n", + "219 37.33939 -121.89496 US 1026908.0 \n", + "560 37.33939 -121.89496 US 1026908.0 " + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.loc[df['city'] == 'San Jose']" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "df.isnull().sum().plot.bar(title='Missing values by columns');" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [], + "source": [ + "df.drop('country', axis=1, inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "There are 42 headlines without a city.\n" + ] + } + ], + "source": [ + "no_name = df[df[\"name\"].isna()].copy()\n", + "\n", + "print(f\"There are {len(no_name)} headlines without a city.\")" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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headlinecityaccented_citynamelatitudelongitudecountrycodepopulation
16Louisiana Zika cases up to 26NoneNaNNaNNaNNaNNaNNaN
18Zika infects pregnant woman in CebuNoneNaNNaNNaNNaNNaNNaN
47Spanish Flu Sighted in AntiguaNoneNaNNaNNaNNaNNaNNaN
62Carnival under threat in Rio De Janeiro due to...NoneNaNNaNNaNNaNNaNNaN
72Zika case reported in OtonNoneNaNNaNNaNNaNNaNNaN
\n", + "
" + ], + "text/plain": [ + " headline city accented_city \\\n", + "16 Louisiana Zika cases up to 26 None NaN \n", + "18 Zika infects pregnant woman in Cebu None NaN \n", + "47 Spanish Flu Sighted in Antigua None NaN \n", + "62 Carnival under threat in Rio De Janeiro due to... None NaN \n", + "72 Zika case reported in Oton None NaN \n", + "\n", + " name latitude longitude countrycode population \n", + "16 NaN NaN NaN NaN NaN \n", + "18 NaN NaN NaN NaN NaN \n", + "47 NaN NaN NaN NaN NaN \n", + "62 NaN NaN NaN NaN NaN \n", + "72 NaN NaN NaN NaN NaN " + ] + }, + "execution_count": 49, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "no_name.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Did not find city\n", + "Did not find city\n", + "Did not find city\n", + "Did not find city\n", + "Did not find city\n" + ] + } + ], + "source": [ + "city_set = set(city_accent_mapping.keys())\n", + "for city in ['Louisiana', 'Cebu', 'Antigua','Rio De Janeiro', 'Oton']:\n", + " if city in city_set:\n", + " print('Found', city)\n", + " else:\n", + " print('Did not find city')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "It appears that the 42 headlines without a city name may have a city, but it is not included in geonamescache. We'll have to go ahead and remove these cities since they cannot be used." + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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latitudelongitudepopulation
count604.000000604.0000006.040000e+02
mean26.767388-38.1737428.912155e+05
std20.63682279.5283551.975643e+06
min-53.787690-156.5060401.338100e+04
25%16.242230-90.4535325.869225e+04
50%33.768395-76.4943951.707700e+05
75%40.7196177.1953886.480340e+05
max59.938630179.3645101.307630e+07
\n", + "
" + ], + "text/plain": [ + " latitude longitude population\n", + "count 604.000000 604.000000 6.040000e+02\n", + "mean 26.767388 -38.173742 8.912155e+05\n", + "std 20.636822 79.528355 1.975643e+06\n", + "min -53.787690 -156.506040 1.338100e+04\n", + "25% 16.242230 -90.453532 5.869225e+04\n", + "50% 33.768395 -76.494395 1.707700e+05\n", + "75% 40.719617 7.195388 6.480340e+05\n", + "max 59.938630 179.364510 1.307630e+07" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = df.dropna(subset=['name'])\n", + "df.describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "We have the city locations for 604 cities\n" + ] + } + ], + "source": [ + "print(f\"We have the city locations for {len(df)} cities\")" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "df['population'].plot.hist(title='Histogram of population');" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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headlinecitylatitudelongitudecountrycode
0Could Zika Reach New York City?New York City40.71427-74.00597US
1First Case of Zika in Miami BeachMiami Beach25.79065-80.13005US
2Mystery Virus Spreads in Recife, BrazilRecife-8.05389-34.88111BR
3Dallas man comes down with case of ZikaDallas32.78306-96.80667US
4Trinidad confirms first Zika caseTrinidad-14.83333-64.90000BO
\n", + "
" + ], + "text/plain": [ + " headline city latitude \\\n", + "0 Could Zika Reach New York City? New York City 40.71427 \n", + "1 First Case of Zika in Miami Beach Miami Beach 25.79065 \n", + "2 Mystery Virus Spreads in Recife, Brazil Recife -8.05389 \n", + "3 Dallas man comes down with case of Zika Dallas 32.78306 \n", + "4 Trinidad confirms first Zika case Trinidad -14.83333 \n", + "\n", + " longitude countrycode \n", + "0 -74.00597 US \n", + "1 -80.13005 US \n", + "2 -34.88111 BR \n", + "3 -96.80667 US \n", + "4 -64.90000 BO " + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "headline 0\n", + "city 0\n", + "latitude 0\n", + "longitude 0\n", + "countrycode 0\n", + "dtype: int64" + ] + }, + "execution_count": 57, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.isnull().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "Int64Index: 604 entries, 0 to 645\n", + "Data columns (total 5 columns):\n", + "headline 604 non-null object\n", + "city 604 non-null object\n", + "latitude 604 non-null float64\n", + "longitude 604 non-null float64\n", + "countrycode 604 non-null object\n", + "dtypes: float64(2), object(3)\n", + "memory usage: 28.3+ KB\n" + ] + } + ], + "source": [ + "df.info()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Euclidean Distance" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "DBSCAN()" + ] + }, + "execution_count": 59, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from sklearn.cluster import DBSCAN\n", + "\n", + "clusterer = DBSCAN(algorithm='auto', eps=0.5, leaf_size=30, metric='euclidean',\n", + " metric_params=None, min_samples=5, n_jobs=None, p=None)\n", + "clusterer" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [], + "source": [ + "def cluster_location(clusterer, df, lat_string='latitude', lon_string='longitude'):\n", + " features = df[[lat_string, lon_string]].copy()\n", + " clusterer.fit(features)\n", + " df['cluster'] = clusterer.labels_\n", + " return df" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "-1 476\n", + " 4 26\n", + " 0 21\n", + " 1 18\n", + " 6 14\n", + " 7 12\n", + " 3 12\n", + " 5 8\n", + " 9 6\n", + " 2 6\n", + " 8 5\n", + "Name: cluster, dtype: int64" + ] + }, + "execution_count": 61, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df = cluster_location(clusterer, df)\n", + "df['cluster'].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + " 0 370\n", + " 2 59\n", + " 3 57\n", + "-1 32\n", + " 1 21\n", + " 5 16\n", + " 8 9\n", + " 4 9\n", + " 6 8\n", + " 11 7\n", + " 9 6\n", + " 7 6\n", + " 10 4\n", + "Name: cluster, dtype: int64" + ] + }, + "execution_count": 62, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "clusterer.eps=9\n", + "df = cluster_location(clusterer, df)\n", + "df['cluster'].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + " 0 372\n", + " 4 62\n", + " 2 59\n", + " 1 21\n", + "-1 16\n", + " 8 16\n", + " 11 9\n", + " 10 9\n", + " 5 9\n", + " 9 8\n", + " 12 6\n", + " 7 6\n", + " 3 5\n", + " 13 3\n", + " 6 3\n", + "Name: cluster, dtype: int64" + ] + }, + "execution_count": 63, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "clusterer.min_samples = 3\n", + "df = cluster_location(clusterer, df)\n", + "df['cluster'].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": {}, + "outputs": [], + "source": [ + "best_euclidean_clusterer = DBSCAN(eps=9, min_samples=3, metric='euclidean')\n", + "df = cluster_location(best_euclidean_clusterer, df)" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "from mpl_toolkits.basemap import Basemap\n", + "\n", + "plt.rcParams['font.size'] = 18\n", + "m = Basemap()\n", + "m.shadedrelief();" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,8))\n", + "\n", + "x, y = m(x = df['longitude'], y = df['latitude'])\n", + "\n", + "m.shadedrelief()\n", + "\n", + "plt.scatter(x, y, 20, marker='o', color='red')\n", + "ax = plt.gca()\n", + "_ = ax.set_title('Locations of Headlines', size = 16);" + ] + }, + { + "cell_type": "code", + "execution_count": 67, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(12,8))\n", + "m.shadedrelief()\n", + "df['x'], df['y'] = x, y\n", + "for cluster, grouped in df.groupby('cluster'):\n", + " plt.scatter(grouped['x'], grouped['y'], s = 40, alpha = 0.8, marker='o', label=f'Cluster: {cluster}')\n", + "ax = plt.gca()\n", + "ax.legend(fontsize=10, loc=(1, 0))\n", + "ax.set_title('Locations of Headlines', size=12);" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [], + "source": [ + "def plot_clusters(df):\n", + " plt.figure(figsize=(12,8))\n", + " m.shadedrelief()\n", + " \n", + " for cluster, grouped in df.groupby('cluster'):\n", + " if cluster == -1:\n", + " plt.scatter(grouped['x'], grouped['y'], s = 40, alpha = 0.8, marker = 'o', color = 'k', label = f'Cluster: None')\n", + " else: \n", + " plt.scatter(grouped['x'], grouped['y'], s = 40, alpha = 0.8, marker = 'o', label = f'Cluster: {cluster}')\n", + " ax = plt.gca()\n", + " ax.legend(fontsize = 10, loc = (1,0))\n", + " ax.set_title('Locations of Headlines', size = 12)" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_clusters(df);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Great Circle Distance and the Haversine Formula" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": {}, + "outputs": [], + "source": [ + "def great_circle_distance(coord1, coord2, radius=3956):\n", + " if np.array_equal(coord1, coord2):\n", + " return 0.0\n", + " coord1, coord2 = np.radians(coord1), np.radians(coord2)\n", + " delta_x, delta_y = coord2 - coord1 \n", + " \n", + " haversin = np.sin(delta_x / 2) ** 2 + np.product(\n", + " [np.cos(coord1[0]), np.cos(coord2[0]), np.sin(delta_y / 2) ** 2]\n", + " )\n", + " \n", + " return 2 * radius * np.arcsin(haversin ** 0.5)" + ] + }, + { + "cell_type": "code", + "execution_count": 71, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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headlinecitylatitudelongitudecountrycodeclusterxy
0Could Zika Reach New York City?New York City40.71427-74.00597US0-74.0059740.71427
1First Case of Zika in Miami BeachMiami Beach25.79065-80.13005US0-80.1300525.79065
2Mystery Virus Spreads in Recife, BrazilRecife-8.05389-34.88111BR1-34.88111-8.05389
3Dallas man comes down with case of ZikaDallas32.78306-96.80667US0-96.8066732.78306
4Trinidad confirms first Zika caseTrinidad-14.83333-64.90000BO0-64.90000-14.83333
\n", + "
" + ], + "text/plain": [ + " headline city latitude \\\n", + "0 Could Zika Reach New York City? New York City 40.71427 \n", + "1 First Case of Zika in Miami Beach Miami Beach 25.79065 \n", + "2 Mystery Virus Spreads in Recife, Brazil Recife -8.05389 \n", + "3 Dallas man comes down with case of Zika Dallas 32.78306 \n", + "4 Trinidad confirms first Zika case Trinidad -14.83333 \n", + "\n", + " longitude countrycode cluster x y \n", + "0 -74.00597 US 0 -74.00597 40.71427 \n", + "1 -80.13005 US 0 -80.13005 25.79065 \n", + "2 -34.88111 BR 1 -34.88111 -8.05389 \n", + "3 -96.80667 US 0 -96.80667 32.78306 \n", + "4 -64.90000 BO 0 -64.90000 -14.83333 " + ] + }, + "execution_count": 71, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([3368.93208827, 1035.42670669])" + ] + }, + "execution_count": 72, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "coord1 = np.array([\n", + " [df[\"latitude\"].iloc[0], df[\"latitude\"].iloc[1]],\n", + " [df[\"longitude\"].iloc[0], df[\"longitude\"].iloc[1]],\n", + " ])\n", + "\n", + "coord2 = np.array([\n", + " [df[\"latitude\"].iloc[2], df[\"latitude\"].iloc[0]],\n", + " [df[\"longitude\"].iloc[2], df[\"longitude\"].iloc[0]],\n", + " ])\n", + "great_circle_distance(coord1, coord2)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Using Great Circle Distance" + ] + }, + { + "cell_type": "code", + "execution_count": 73, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + " 0 237\n", + "-1 132\n", + " 5 59\n", + " 2 49\n", + " 4 16\n", + " 10 11\n", + " 6 11\n", + " 8 10\n", + " 9 9\n", + " 11 8\n", + " 16 8\n", + " 3 8\n", + " 7 7\n", + " 1 6\n", + " 14 5\n", + " 12 4\n", + " 20 4\n", + " 18 4\n", + " 13 4\n", + " 15 4\n", + " 17 4\n", + " 19 4\n", + "Name: cluster, dtype: int64" + ] + }, + "execution_count": 73, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "great_circle_clusterer = DBSCAN(eps=250, min_samples=4, metric=great_circle_distance)\n", + "\n", + "df = cluster_location(great_circle_clusterer, df, lon_string='longitude', lat_string='latitude')\n", + "df['cluster'].value_counts()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Great Circle Clustering Map" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_clusters(df);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Manhattan Distance" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": {}, + "outputs": [], + "source": [ + "manhattan_clusterer = DBSCAN(eps = 9, min_samples = 3, metric = 'manhattan')\n", + "\n", + "df = cluster_location(manhattan_clusterer, df)" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_clusters(df);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### KMeans" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "KMeans()" + ] + }, + "execution_count": 77, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "from sklearn.cluster import KMeans\n", + "\n", + "kmeans_clusterer = KMeans()\n", + "kmeans_clusterer" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": {}, + "outputs": [], + "source": [ + "inertia_values = []\n", + "for k in range(1, 11):\n", + " inertia_values.append(KMeans(n_clusters = k).fit(df[['longitude', 'latitude']]).inertia_)" + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10,5))\n", + "plt.plot(range(1, 11), inertia_values)\n", + "plt.title('Inertia Values by Number of Clusters')\n", + "plt.xlabel('Number of Clusters')\n", + "plt.ylabel('Inertia');" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "kmeans_clusterer = KMeans(n_clusters=3)\n", + "df = cluster_location(kmeans_clusterer, df)\n", + "plot_clusters(df);" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "kmeans_clusterer = KMeans(n_clusters=8)\n", + "df = cluster_location(kmeans_clusterer, df)\n", + "plot_clusters(df);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### World Plot\n", + "\n", + "For the final output of this section, we'll create a plot using the best-identified clusterer (euclidean distance) without the outliers." + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "best_clusterer = DBSCAN(eps=9, min_samples=3, metric='euclidean')\n", + "df = cluster_location(best_clusterer, df)\n", + "plot_clusters(df.loc[df['cluster']!=-1]);" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plot_clusters(df.loc[df['cluster']!=-1].sample(frac=0.10))\n", + "plt.title('Sample of Headlines with Clusters');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Clusters Distribution" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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headlinecitylatitudelongitudecountrycodecluster
0Could Zika Reach New York City?New York City40.71427-74.00597US0
1First Case of Zika in Miami BeachMiami Beach25.79065-80.13005US0
2Mystery Virus Spreads in Recife, BrazilRecife-8.05389-34.88111BR1
3Dallas man comes down with case of ZikaDallas32.78306-96.80667US0
4Trinidad confirms first Zika caseTrinidad-14.83333-64.90000BO0
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" + ], + "text/plain": [ + " headline city latitude \\\n", + "0 Could Zika Reach New York City? New York City 40.71427 \n", + "1 First Case of Zika in Miami Beach Miami Beach 25.79065 \n", + "2 Mystery Virus Spreads in Recife, Brazil Recife -8.05389 \n", + "3 Dallas man comes down with case of Zika Dallas 32.78306 \n", + "4 Trinidad confirms first Zika case Trinidad -14.83333 \n", + "\n", + " longitude countrycode cluster \n", + "0 -74.00597 US 0 \n", + "1 -80.13005 US 0 \n", + "2 -34.88111 BR 1 \n", + "3 -96.80667 US 0 \n", + "4 -64.90000 BO 0 " + ] + }, + "execution_count": 87, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.6.7" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Promotional Time Series .ipynb b/Promotional Time Series .ipynb new file mode 100644 index 0000000..6e34394 --- /dev/null +++ b/Promotional Time Series .ipynb @@ -0,0 +1,3084 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "import plotly.express as px\n", + "from fbprophet import Prophet\n", + "from sklearn.metrics import mean_squared_error\n", + "from math import sqrt\n", + "from statsmodels.distributions.empirical_distribution import ECDF\n", + "import datetime" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.read_csv('data/Sales_Product_Price_by_Store.csv')\n", + "\n", + "df['Date'] = pd.to_datetime(df['Date'])\n", + "df['weekly_sales'] = df['Price'] * df['Weekly_Units_Sold']" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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StoreProductDateIs_HolidayBase PricePriceWeekly_Units_Soldweekly_sales
0112010-02-05False9.997.992451957.55
1112010-02-12True9.997.994533619.47
2112010-02-19False9.997.994093267.91
3112010-02-26False9.997.991911526.09
4112010-03-05False9.999.991451448.55
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" + ], + "text/plain": [ + " Store Product Date Is_Holiday Base Price Price \\\n", + "0 1 1 2010-02-05 False 9.99 7.99 \n", + "1 1 1 2010-02-12 True 9.99 7.99 \n", + "2 1 1 2010-02-19 False 9.99 7.99 \n", + "3 1 1 2010-02-26 False 9.99 7.99 \n", + "4 1 1 2010-03-05 False 9.99 9.99 \n", + "\n", + " Weekly_Units_Sold weekly_sales \n", + "0 245 1957.55 \n", + "1 453 3619.47 \n", + "2 409 3267.91 \n", + "3 191 1526.09 \n", + "4 145 1448.55 " + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "df.set_index('Date', inplace=True)\n", + "df['year'] = df.index.year\n", + "df['month'] = df.index.month\n", + "df['day'] = df.index.day\n", + "df['week_of_year'] = df.index.weekofyear" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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StoreProductIs_HolidayBase PricePriceWeekly_Units_Soldweekly_salesyearmonthdayweek_of_year
Date
2010-02-0511False9.997.992451957.552010255
2010-02-1211True9.997.994533619.4720102126
2010-02-1911False9.997.994093267.9120102197
2010-02-2611False9.997.991911526.0920102268
2010-03-0511False9.999.991451448.552010359
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countmeanstdmin25%50%75%max
Store3861.05.1111112.7670031.003.005.007.0010.00
Product3861.02.0000000.8166021.001.002.003.003.00
Base Price3861.012.5541036.0790435.996.9910.9919.9921.99
Price3861.011.7660845.9761964.015.9910.0019.9921.99
Weekly_Units_Sold3861.0215.952603236.27339713.0069.00130.00278.002557.00
weekly_sales3861.01896.0546851789.384621229.77778.701476.722330.1125570.00
year3861.02010.9650350.7970612010.002010.002011.002012.002012.00
month3861.06.4475523.2384761.004.006.009.0012.00
day3861.015.6783228.7562341.008.0016.0023.0031.00
week_of_year3861.025.81818214.1299331.0014.0026.0038.0052.00
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+ }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.describe().T" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.set(style = \"ticks\")\n", + "c = '#386B7F' \n", + "figure, axes = plt.subplots(nrows=2, ncols=2)\n", + "figure.tight_layout(pad=2.0)\n", + "plt.subplot(211)\n", + "cdf = ECDF(df['Weekly_Units_Sold'])\n", + "plt.plot(cdf.x, cdf.y, label = \"statmodels\", color = c);\n", + "plt.xlabel('Weekly Units Sold'); plt.ylabel('ECDF');\n", + "\n", + "plt.subplot(212)\n", + "cdf = ECDF(df['weekly_sales'])\n", + "plt.plot(cdf.x, cdf.y, label = \"statmodels\", color = c);\n", + "plt.xlabel('Weekly sales');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Although in the best week, a store has sold more than 2500 units, about 80% of the time, weekly units sold did not exceed 500.\n", + "Although the highest weekly sales has exceeded 25K dollars, over 90% of the data had weekly sales less than 5K dollars." + ] + }, + { + "cell_type": "code", + "execution_count": 101, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " count mean std min 25% 50% 75% \\\n", + "Store \n", + "1 429.0 1789.414172 900.074226 769.65 1208.90 1659.17 1957.20 \n", + "2 429.0 2469.447413 1328.162884 1143.48 1579.21 2215.08 2756.55 \n", + "3 429.0 670.924009 366.816321 229.77 459.77 619.69 730.78 \n", + "4 429.0 3078.462145 1746.147872 1099.45 1818.18 2626.61 3837.51 \n", + "5 429.0 588.922984 242.628977 285.87 461.23 519.74 613.53 \n", + "6 429.0 2066.705082 1163.284768 890.19 1418.58 1758.40 2156.40 \n", + "7 429.0 955.115058 489.084883 389.61 649.35 857.61 1041.51 \n", + "8 429.0 1352.094056 811.326288 516.53 846.23 1275.87 1491.51 \n", + "10 429.0 4093.407249 3130.087191 1483.65 2462.88 3707.81 4510.47 \n", + "\n", + " max \n", + "Store \n", + "1 6816.59 \n", + "2 9110.00 \n", + "3 2650.00 \n", + "4 13753.12 \n", + "5 2264.97 \n", + "6 7936.03 \n", + "7 3270.00 \n", + "8 6656.67 \n", + "10 25570.00 " + ] + }, + "execution_count": 101, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.groupby('Store')['weekly_sales'].describe()" + ] + }, + { + "cell_type": "code", + "execution_count": 102, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Store\n", + "1 86699\n", + "2 121465\n", + "3 31689\n", + "4 158718\n", + "5 27300\n", + "6 97698\n", + "7 44027\n", + "8 65273\n", + "10 200924\n", + "Name: Weekly_Units_Sold, dtype: int64" + ] + }, + "execution_count": 102, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.groupby('Store')['Weekly_Units_Sold'].sum()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Based on the above simple analysis, it is easy to see that Store 10 has the highest average weekly sales among all 9 stores, also Store 10 has the most total weekly units sold. And Store 5 has the lowest average of weekly sales. Apparently, Store 10 is the most selling and crowded one." + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "g = sns.FacetGrid(df, col=\"Is_Holiday\", height=4, aspect=.8)\n", + "g.map(sns.barplot, \"Product\", \"Price\");" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "g = sns.FacetGrid(df, col=\"Is_Holiday\", height=4, aspect=.8)\n", + "g.map(sns.barplot, \"Product\", \"Weekly_Units_Sold\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Product 2 is the cheapest product among these three products, so, it sells the most. Product 3 is the most expensive product among these three. Product price did not change during holidays." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Because we have recorded holidays sales, so we want to analyze if holiday contributed to the sales." + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "g = sns.FacetGrid(df, row=\"Is_Holiday\",\n", + " height=1.7, aspect=4,)\n", + "g.map(sns.distplot, \"Weekly_Units_Sold\", hist=False, rug=True);" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.factorplot(data= df, \n", + " x= 'Is_Holiday',\n", + " y= 'Weekly_Units_Sold',\n", + " hue= 'Store');" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.factorplot(data= df, \n", + " x= 'Is_Holiday',\n", + " y= 'Weekly_Units_Sold',\n", + " hue= 'Product');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "It does not seem that holidays have a positive impact for the business. For most of the stores, weekly unit sold during the holiday is as same as the normal days, while store 10 had a decrease during the holidays.\n", + "\n", + "Weekly units sold for product 1 had a slightly increase during the holidays, while product 2 and product 3 had a decrease during the holidays. " + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "g = sns.FacetGrid(df, col=\"Product\", row=\"Is_Holiday\", margin_titles=True, height=3)\n", + "g.map(plt.scatter, \"Price\", \"Weekly_Units_Sold\", color=\"#338844\", edgecolor=\"white\", s=50, lw=1)\n", + "g.set(xlim=(0, 30), ylim=(0, 2600));" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Every product has more than one prices,both in holidays and normal days. I guess one is regular price, another is promotional price. However, the price gap for product 3 is huge, it was slashed to almost 50% off during promotions.\n", + "\n", + "Product 3 made the most sales during non-holidays ." + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "g = sns.FacetGrid(df, col=\"Store\", hue=\"Product\", margin_titles=True, col_wrap=3)\n", + "g.map(plt.scatter, 'Price', 'Weekly_Units_Sold', alpha=.7)\n", + "g.add_legend();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "All of these 9 stores carry these three products, they all seem to have similar kind of discount promotions. However, product 3 sells the most units during promotion at store 10." + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "g = sns.FacetGrid(df, col=\"Store\", col_wrap=3, height=3, ylim=(0, 1000))\n", + "g.map(sns.pointplot, \"month\", \"Weekly_Units_Sold\", color=\".3\", ci=None, order = [1,2,3,4,5,6,7,8,9,10,11,12]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Every store has somewhat seasonality, store 10 has the most obvious seasonal pattern." + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "g = sns.FacetGrid(df, col=\"Product\", col_wrap=3, height=3, ylim=(0, 1000))\n", + "g.map(sns.pointplot, \"month\", \"Weekly_Units_Sold\", color=\".3\", ci=None, order = [1,2,3,4,5,6,7,8,9,10,11,12]);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Every product has somewhat seasonality, product 3 has the most obvious seasonal pattern." + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "g = sns.FacetGrid(df, col=\"Store\", col_wrap=3, height=3, ylim=(0, 2000), hue='Product', palette=\"Set1\")\n", + "g.map(sns.pointplot, \"month\", \"Weekly_Units_Sold\", ci=None, order = [1,2,3,4,5,6,7,8,9,10,11,12], alpha=.7)\n", + "g.add_legend();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "In general, Produt 2 sells the most units at Store 10. Once a while, Product 3 would exceed product 2." + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "g = sns.PairGrid(df, y_vars=[\"Weekly_Units_Sold\"], x_vars=[\"Price\", \"Is_Holiday\"], height=4)\n", + "g.map(sns.regplot, color=\".3\");" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The cheaper the price, the more weekly units were sold. Is holiday or not has nothing to do with the unit sold. " + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [], + "source": [ + "def f(row):\n", + " if row['Base Price'] == row['Price']:\n", + " val = 0\n", + " elif row['Base Price'] > row['Price']:\n", + " val = 1\n", + " else:\n", + " val = -1\n", + " return val\n", + "df['promotion'] = df.apply(f, axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "g = sns.FacetGrid(df, row=\"promotion\",\n", + " height=1.7, aspect=4,)\n", + "g.map(sns.distplot, \"Weekly_Units_Sold\", hist=False, rug=True);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "It is obvious that weekly units sold are higher during the promotions." + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.factorplot(data= df, \n", + " x= 'promotion',\n", + " y= 'Weekly_Units_Sold',\n", + " hue= 'Store');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Every store sells more during the promotion, there is no exception." + ] + }, + { + "cell_type": "code", + "execution_count": 79, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.factorplot(data= df, \n", + " x= 'promotion',\n", + " y= 'Weekly_Units_Sold',\n", + " hue= 'Product');" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Every product sells more during the promotion, in particular, product 2 and product 3." + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "g = sns.FacetGrid(df, col=\"Store\", hue=\"promotion\", palette = 'plasma', row='promotion')\n", + "g = (g.map(plt.scatter, \"Price\", \"Weekly_Units_Sold\")\n", + " .add_legend())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "All the stores have the similar price promotion pattern, for some reason, Store 10 sells the most during the promotions." + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "g = sns.FacetGrid(df, hue=\"promotion\", col=\"Product\", height=4)\n", + "g.map(qqplot, \"Price\", \"Weekly_Units_Sold\")\n", + "g.add_legend();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "All the products have the regular price and promotion price. Poduct 3 has the highest discount and sells the most during the promotions." + ] + }, + { + "cell_type": "code", + "execution_count": 104, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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Productpromotion
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\n", + "
" + ], + "text/plain": [ + " Price Weekly_Units_Sold\n", + "Product promotion \n", + "1 0 10.653866 131.637722\n", + " 1 8.523333 199.171296\n", + "2 0 6.294348 317.388406\n", + " 1 4.201429 581.099206\n", + "3 0 20.700744 87.748393\n", + " 1 10.409091 400.484848" + ] + }, + "execution_count": 104, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.groupby(['Product', 'promotion'])['Price', 'Weekly_Units_Sold'].mean()" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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w4EHNnz9fa9eu1U033aQpU6a49/n5+Wn27NmqWbOmXC6Xxo8fr9WrV6tfv34aMGCA3nzzTYWHh8vlcunNN9/UnDlzSrxGamqqkpOTPba/kLqp1PcKAACsh2/wM8cSzfINN9ygBg0a6KmnnlL79u3VsWNHBQUFlXrOPffcU6wpff/99/Xaa69J+jkxvu+++1SnTh1JUt++fYs11iXZs2ePOnbsqJtuukmS1KdPH23cuFGSdOnSJb322mv64IMPdOnSJf3www/uZj42Nlbz5s3T2bNntX//ftWqVUtNmjQp8RqJiYmKj4/32L43u6jU2gAAAFAySzTLdrtdK1as0CeffKJdu3YpISFBr776qmHTWd4yMjL08ccfa+nSpQoKCtIrr7yiY8eOSZKqV6+u7t27Ky0tTXv27NGAAQMM13E4HCWOluzNzvRW6QAA4HrFzLIplf5pGJLkcrmUm5uriIgIjRo1So0bN9bhw4ever3IyEht3bpV33//vSRpxYoVuueee0o9JyIiQlu3btWZM2ckSatWrXLvO3funGrWrKmgoCCdO3dO69atK3Zu//79lZqaqs8//1xdunS56roBAABwZSyRLJ87d07PPPOMLly4IJfLpWbNml1T09m4cWONGzdOgwYNkiTVr19fzz77bKnnNGnSREOHDlW/fv0UFBSke++9170vLi5O//nPfxQdHa1atWrprrvuUn5+vnt//fr1deuttyo8PFz+/v5XXTcAAIAbM8um2Fwul8vXRaB0eXl5io6O1urVq1W3bt0rPn/Nroo9hhHfpmGFrjG+TUNflwAAQJn7W+t5Xl1/4kfDvbp+ebHEGMb17M0331S3bt00aNCgq2qUAQAASmS3efenkrDEGEZJzpw54x6j+LXOnTtrxIgRPqioZP369VO/fv18XQYAAIAlWbZZrlWrltLT031dBgAAgE/wnGVzGMMAAAAADFg2WQYAALC0SjRX7E00ywAAAFZEs2wKYxgAAACAAZJlAAAAK+IDfqaQLAMAAAAGSJYBAACsiJllU0iWAQAAAAMkywAAABbEl5KYQ7IMAAAAGCBZBgAAsCJmlk2hWbaA+DYNfV3CZV0PNQIAAOuhWbaANbsyfV1CqeLbNNTfIlJ8XYahiXsel1Sx7yP/2AAAXDFmlk1hZhkAAAAwQLIMAABgRcwsm0KyDAAAABggWQYAALAigmVTSJYBAAAAAyTLAAAAVsTTMEwhWQYAAAAMkCwDAABYkI2nYZhCsgwAAAAYIFkGAACwIoJlU2iWAQAArIgP+JnCGAYAAABggGQZAADAiviAnykkywAAAIABkmUAAAArIlg2pdI2y1FRUfL391e1atWUn5+v1q1bKykpSVWrVvXqdefOnatly5apTp06ys/PV6tWrTRlyhT5+/t7HPuf//xHH330kcaPH+/VmgAAAHB1KvUYxpw5c5Senq7169fr66+/1rvvvlsu142Li1N6errefvttHTlyRMuXL/c4prCwUPfffz+NMgAA8A2bzbs/lUSlTZZ/LT8/X/n5+XI4HJKknTt36uWXX1Z+fr6Kioo0dOhQPfjgg5Kk5ORkrVu3TtWqVZPNZtOSJUvkcDi0b98+zZ49W+fPn5ckjRo1Sh07diz1uv7+/rrrrrt09OhRSVJYWJhGjBihLVu2qEOHDmrQoIG2bNmiOXPmSJJWrVqlJUuWSJKqVq2qf/7zn7rpppu0detWzZ8/XwUFBapataomTpyoFi1aeONWAQAA4FcqdbM8atQoVatWTVlZWWrfvr3at28vSWrWrJmWLVsmPz8/nT59WgkJCWrfvr1cLpcWL16s7du3KyAgQHl5eQoICJDT6VRSUpIWLFigOnXq6NSpU+rVq5fWrVvnbsBLcu7cOe3YsUMPP/ywe1u1atW0evVqSVJaWpp7++7du/XPf/5Ty5YtU+3atXX+/HlVqVJFWVlZSklJ0aJFixQUFKTDhw9r8ODB2rJli8f1nE6nnE5nGd09AABQqVXq+YKyU6mb5Tlz5qhx48bKz8/XyJEjtXjxYv3pT39Sbm6unn76aWVmZsrPz08//PCDjh49qubNm6tBgwZ66qmn1L59e3Xs2FFBQUH69NNPlZ2drcGDB7vXttlsyszMVPPmzT2uu3btWn344Yey2+3q2LGjEhIS3Pvi4+NLrHXLli2KjY1V7dq1JUmBgYGSpG3btikrK0sDBgxwH1tYWKjTp0/rpptuKrZGamqqkpOTPdZ+IXXTFdw1AAAA/KJSN8u/qFatmjp27KgtW7boT3/6k6ZMmaKoqCglJyfLZrOpa9euys/Pl5+fn1asWKFPPvlEu3btUkJCgl599VW5XC6FhYVp6dKlpq4XFxdnOItcvXr1K66/Q4cOmjlz5mWPS0xMLLEZ35tddMXXBAAAlVwlmiv2JksE8JcuXdLevXsVGhoq6efxiFtuuUU2m007duxQZmamJCkvL0+5ubmKiIjQqFGj1LhxYx0+fFgtW7ZUZmamdu3a5V5z//79crlcZVZjx44dlZ6ertOnT0uSzp8/r/z8fLVr107btm3T4cOHi127JA6HQyEhIR4/AAAAuDqVOln+ZWb54sWLuv322zV8+HBJ0tixYzV16lTNnTtXzZs3V1hYmKSfm+WRI0fqwoULcrlcatasmbp06aJq1aopJSVFs2bN0vTp03Xx4kXVr19fr7zyimxl9K+yyMhIDRkyRI8++qhsNpv8/f31yiuvKDQ0VLNmzdKkSZN04cIFXbx4Ua1atVJ4eHiZXBcAAFhTWfUwlZ3NVZbxKCqkNbsyfV1CqeLbNNTfIlJ8XYahiXsel1Sx72N8m4a+LgEAcJ2ZlbDMq+s/mdbfq+uXl0qdLAMAAMAAwbIplphZBgAAAK4GyTIAAIAV2YmWzSBZBgAAAAyQLAMAAFgRT8MwhWQZAAAAMECyDAAAYEUEy6bQLAMAAFgRH/AzhTEMAAAAwADJMgAAgBURLJtCsgwAAAAYIFkGAACwIh4dZwrJMgAAAGCAZBkAAMCCbDwNwxSSZQAAAMCAzeVyuXxdBAAAAMrX7IErvbr+uCW9vbp+eWEMwwLW7Mr0dQmlim/TUDP/J9XXZRh6amOiJGnt7op7H+MiG0qS/lztT74tpBSL8hf7ugQAQAV19OhRTZgwQWfPnlWNGjU0Y8YMhYaGFjtm7ty5WrZsmerUqSNJatWqlZKSkiRJP/30kyZOnKgvvvhCfn5+Gj9+vDp16lQmtdEsAwAAWFEFehpGUlKS+vfvr9jYWKWnp2vy5MlasmSJx3FxcXEaP368x/ZFixYpKChI7777ro4dO6YBAwZo06ZNCgwMvObamFkGAACAz5w5c0YHDhxQTEyMJCkmJkYHDhxQbm6u6TU2btyoPn36SJJCQ0N1xx136IMPPiiT+kiWAQAArMjLT8NwOp1yOp0e2x0OhxwOh/v1iRMnVLduXfn5+UmS/Pz8VKdOHZ04cULBwcHFzl2/fr22b9+u2rVra+TIkWrZsqUk6bvvvtMtt9ziPq5evXo6efJkmbwPmmUAAACUudTUVCUnJ3tsHzFihEaOHHnF6/Xt21dDhw5V1apVtWPHDj3++OPasGGDatasWRblGqJZBgAAsCIvjywnJiYqPj7eY/uvU2Xp5xQ4JydHRUVF8vPzU1FRkU6dOqV69eoVO6527dru39u1a6d69erp8OHDioiI0M0336zjx4+7k+gTJ04oMjKyTN4HM8sAAAAocw6HQyEhIR4/v22Wa9WqpaZNm2rdunWSpHXr1qlp06YeIxg5OTnu37/88ksdP35cf/jDHyRJ0dHReuuttyRJx44d02effaYOHTqUyfsgWQYAALCiCvQ0jClTpmjChAlKSUmRw+HQjBkzJEmDBw/WqFGj1Lx5c7344ov64osvZLfbVbVqVc2cOdOdNv/5z3/WhAkT1LlzZ9ntdj377LMKCgoqk9polgEAAOBTjRo10sqVnl+SsnDhQvfvvzTQJalevbrmzJnjldpolgEAAKyIYVxTuE0AAACAAZJlAAAAK6pAM8sVGckyAAAAYIBkGQAAwIJsJMum0CwDAABYEfMFpnCbAAAAAAMky14QFRUlf39/+fv769KlSxo2bJgefPBBj+MmTZqk+Ph4tW7d2gdVAgAAS2MMwxSaZS+ZM2eOGjdurAMHDqhv375q27Ztsa9tLCoq0vPPP+/DCgEAAHA5NMte1qxZMwUGBiotLU3bt29XYGCgMjMzNWvWLE2fPl2DBg1Sp06ddO7cOU2fPl2ff/65bDabWrdurcmTJ6ugoEAvvfSS9u7dq4KCAoWFhWnKlCkKDAz09VsDAADXM5JlU2iWvWzXrl3Kz89XlSpVtG/fPqWnp6tBgwYex02fPl3Vq1dXenq67Ha7cnNzJUmvvvqqbrjhBq1atUqSNGvWLC1YsEBjxozxWMPpdMrpdHr3DQEAAFgIzbKXjBo1StWqVVNQUJDmzp2rnJwctWrVqsRGWZLef/99paWlyW7/+TOXv4xsvPfee8rLy9O///1vSVJBQYGaNGlS4hqpqalKTk722P5C6qayeEsAAKAy4TEPptAse8kvM8u/SEtLu6rRCZfLpaSkJLVt2/ayxyYmJio+Pt5j+97soiu+LgAAAPg3RYXRqVMnLVq0SC6XS5LcYxhRUVFavHixLly4IEnKy8vTkSNHSlzD4XAoJCTE4wcAAMCDzebdn0qCZrmCmDhxos6fP6+YmBj16NFDKSkpkqQhQ4aoSZMm6tWrl7p3767+/fsbNssAAAAoW4xheMF7773nsS0hIUEJCQnFtr3xxhvu3x0Oh1544QWP86pWraoxY8aU+IE+AACAq1aJ0l9vIlkGAAAADJAsAwAAWBGRqSncJgAAAMAAyTIAAIAVMbNsCskyAAAAYIBkGQAAwIpIlk0hWQYAAAAMkCwDAABYEZGpKdwmAAAAwADJMgAAgBUxs2wKzTIAAIAV0SybwhgGAAAAYIBkGQAAwIqITE3hNgEAAAAGbC6Xy+XrIgAAAFC+/v70v726/tjpXb26fnkhWQYAAAAMMLNsAQve/sLXJZRqSI8/Kn1Plq/LMBQb0UCS9HYFrrHH/6/x+7x8H1dirHZQNV0ouuTrMkoV4Ed+AMBCeBiGKfzNAAAAABggWQYAALAiO9GyGSTLAAAAgAGSZQAAACviG/xMIVkGAAAADJAsAwAAWBHBsikkywAAAIABkmUAAAAr4mkYppAsAwAAAAZIlgEAAKyIp2GYQrIMAAAAGCBZBgAAsCKCZVNIlgEAAAADJMsAAABWxNMwTKFZBgAAsCI+4GfKZccwXnrpJSUlJblfv//++woLC9Phw4fd2x577DGtXLnyqgpIS0vTqFGjStwXFham8+fPX9W6UVFROnToULFtCQkJ2r1792XPnTRpkj766CNJ0ubNm7V///6rqkGSNm7cqLi4OMXGxio6Olpjx4697Dm7d+9WQkJCifuys7MVGRl51fUAAADAvMsmy23atNGzzz7rfr1nzx7deeed2rNnj26//XYVFRXp448/1qRJk7xaaHl6/vnn3b9v3rxZd9xxh8LDw694nVOnTmnq1Klas2aN6tWrJ5fLpS+//LIsSwUAALg6BMumXDZZbtmypbKzs3X69GlJ0t69e/X444+7E9oDBw4oKChIDRo00NatW9W3b18lJCSoT58++u9//+teZ82aNerdu7cSEhI0cOBAffPNNx7XOnHihBISErRhw4Zi2zdu3KghQ4a4XxcUFKh9+/b67rvvru5dS3rkkUc0Y8YM9evXT/fff79mz55dbN/777+vbdu26b333tOCBQsUGxurtWvX6ptvvlGfPn3Uo0cPxcTEaNGiRYbXOH36tKpUqaIaNWpIkmw2m5o1a+be/8EHHyguLk7du3dXYmKiMjMzS1xn6dKl6ty5s+Lj47Vq1SrD6zmdTmVnZ3v8AAAA4OpcNlkOCAhQeHi49uzZo3vvvVc//fSTOnTooOnTp0v6OWmOiIhQVlaWUlJStGjRIgUFBenw4cMaPHiwtmzZoo8++kgbN27U0qVL5e/vr61bt+rpp5/W8uXL3dc5ePCgnnzySSUlJal169bFaujcubNmzpypb7/9VvXr19eGDRt055136uabb/BZaGQAACAASURBVL6mN3/ixAktXbpU58+f1wMPPKBevXopNDTUvb9Dhw6KiorSHXfcoYcffliS9NxzzykqKkqPPfaYJOmHH34wXL9JkyYKDw9Xx44dFRkZqVatWik2NlY1a9bUmTNn9NRTT+lf//qXbrvtNq1cuVLjxo3zGGc5ePCg5s+fr7Vr1+qmm27SlClTDK+Xmpqq5ORkj+1jZ6VdwV0BAACWwAf8TDH1Ab+IiAjt3r1bgYGBuuuuu+Tn56eGDRvq8OHD2rNnj7p06aJt27YpKytLAwYMcJ9XWFio06dP67333tPBgwfVu3dvSZLL5ZLT6XQf99VXX2nEiBH65z//qUaNGnkWWaWK+vTpo+XLl+vJJ5/UsmXLNHr06Kt6w7ZfDbNHR0fLbrfrhhtuUKNGjZSVlVWsWS7J3XffrVmzZumnn35SZGSk2rRpY3is3W5XSkqKDh06pL1792rz5s1atGiRMjIytG/fPjVp0kS33XabJKlnz56aOnWq8vLyiq2xZ88edezYUTfddJMkqU+fPtq4cWOJ10tMTFR8fLzH9g2fGDf0AAAAMGaqWY6MjNTUqVN1ww036O6775b0c9O4c+dOffzxx3rmmWf0wQcfqEOHDpo5c6bH+S6XSz179tRf/vKXEtevW7euzp8/r927d5fYLEvSQw89pPj4eEVFRcnpdKpt27al1hwcHKyzZ88W23b27FnVqlXL/bpatWru3/38/FRUVFTqmpLUtWtXtWjRQjt27NDChQu1evXqYiMcJWncuLEaN26sAQMGqFu3btqzZ4+qVCn7B5E4HA45HA7PHTTLAADgt3gahimmvpSkZcuWOn78uDZt2qSIiAhJUuvWrbV06VI5HA7Vr19f7dq107Zt24o9JeOXp0hERUUpPT1dJ0+elCQVFRXp888/dx9Xo0YNLV68WG+//bZef/31EmsIDg7WPffcoyeeeEL9+/cvlhCXpF27dlq5cqW7Ad66davsdrsaNGhg5i27BQUF6dy5c+7XmZmZql27thISEjR8+HB99tlnhufm5OTo008/db8+efKkcnNzFRISohYtWujgwYM6cuSIpJ9nups1a6agoKBia0RERGjr1q06c+aMJJU6swwAAICyZSrerFatmu68807l5OSobt26kqTmzZsrJydH0dHRkqTQ0FDNmjVLkyZN0oULF3Tx4kW1atVK4eHhuvvuuzV69GgNGzZMRUVFunjxoqKjo3XHHXe4r3HDDTdo0aJFGjp0qH788UcNHz7co45evXrpnXfeKXHU4LeGDh2qmTNnKi4uTna7XTfeeKOSk5NVtWpVUzfmFz169NDEiRP1zjvv6NFHH9XJkyeVkZGhqlWrymaz6emnnzY8t7CwUHPnztXx48cVEBCgS5cuafTo0e4P+c2cOVPjxo1TYWGhgoODNWvWLI81mjRpoqFDh6pfv34KCgrSvffee0X1AwAAlIjvcTbF5nK5XL4uwqyUlBR9//33xZ77jMtb8PYXvi6hVEN6/FHpe7J8XYah2Iif/2/E2xW4xh7/v8bv8/J9XImx2kHVdKHokq/LKFWAH39zALCOv8/e6tX1x467z6vrl5fr5hv8HnzwQfn5+ZX6qDYAAACYxMyyKddNs7x+/XqPbStXrtS//vUvj+0vvPCCmjZtWh5lSZKSk5P17rvvemx/7bXXin2gEAAAANeX66ZZLknv3r3dj6PzpREjRmjEiBG+LgMAAMA8kmVTGNADAAAADFzXyTIAAACuEpGpKdwmAAAAwADJMgAAgBUxs2wKyTIAAABggGQZAADAikiWTSFZBgAAAAyQLAMAAFgRkakpNMsAAABWxBiGKfybAgAAADBAsgwAAGBFJMum2Fwul8vXRQAAAKB8/T1lp1fXH/t4W6+uX15IlgEAAKyIYVxTaJYtYP6q/b4uoVTDeoVr/urPfF2GoWE9m0uS0vdk+bgSY7ERDSRJS7ce8XElxgbc10ibPj3u6zJK1aXlLZpWe4qvyzD01++n+LoEALAcmmUAAAALsjGzbArNMgAAAHzq6NGjmjBhgs6ePasaNWpoxowZCg0NLXbMvHnztGHDBtntdlWtWlVjxoxRhw4dJEkTJkzQhx9+qJo1a0qSoqOjNWzYsDKpjWYZAADAiipQspyUlKT+/fsrNjZW6enpmjx5spYsWVLsmPDwcA0aNEi/+93vdPDgQT388MPavn27AgICJElDhgzRww8/XOa1MdoNAAAAnzlz5owOHDigmJgYSVJMTIwOHDig3NzcYsd16NBBv/vd7yRJYWFhcrlcOnv2rNfrI1kGAACwIG8Hy06nU06n02O7w+GQw+Fwvz5x4oTq1q0rPz8/SZKfn5/q1KmjEydOKDg4uMS1165dqwYNGuj3v/+9e9vrr7+ut956S/Xr19fYsWPVqFGjMnkfNMsAAAAoc6mpqUpOTvbYPmLECI0cOfKq192zZ4/+8Y9/6LXXXnNvGzNmjGrXri273a61a9fqf//3f7V582Z3A34taJYBAAAsyNtPw0hMTFR8fLzH9l+nypJUr1495eTkqKioSH5+fioqKtKpU6dUr149j3M//fRTPfnkk0pJSdGtt97q3l63bl3373Fxcfrb3/6mkydP6pZbbrnm90GzDAAAgDL323ELI7Vq1VLTpk21bt06xcbGat26dWratKnHCMb+/fs1ZswYzZkzR3/84x+L7cvJyXE3zNu2bZPdbi/WQF8LmmUAAAArqkCPeZgyZYomTJiglJQUORwOzZgxQ5I0ePBgjRo1Ss2bN9fUqVN14cIFTZ482X3ezJkzFRYWpvHjx+vMmTOy2WwKCgrS/PnzVaVK2bS5NMsAAADwqUaNGmnlypUe2xcuXOj+ffXq1YbnL1682BtlSaJZBgAAsCS+wc+cChTAAwAAABULyTIAAIAVkSybQrIMAAAAGCBZBgAAsCCCZXMsmSzv3r1bCQkJJe6LiorSoUOHfF4HAAAAfI9kGQAAwIqIlk2p0Mny8uXLNXXqVEk/f2tLWFiY9u/fL+nnh1e/9dZb2rdvnx555BElJCQoISFBW7ZscZ+/detW9e3bVwkJCerTp4/++9//elzD6XRq4MCBHs/n279/v2JiYopt69Gjhz755BPDepOTkxUdHa3Y2FjFxcXJ6XRKksaOHauEhAR1795dw4cP1w8//FDi+Ub1fvPNN+rTp4969OihmJgYLVq0qMTznU6nsrOzPX4AAAB+y2a3efWnsqjQyXLbtm3dTezOnTvVsmVL7dq1S+Hh4dq5c6d69eqlZ555RgsWLFCdOnV06tQp9erVS+vWrdPZs2eVkpKiRYsWKSgoSIcPH9bgwYOLNdPHjx/XyJEjNWTIEEVHRxe7dnh4uKpXr649e/YoIiJCH330kex2u1q1alVirWfPntXixYu1fft2BQQEKC8vTwEBAZKkSZMmub+y8aWXXtLChQs1bty4YudnZWUZ1rts2TJFRUXpsccekyTDZjs1NVXJycke20c/7/mQbwAAAFxehW6WGzZsqPz8fJ08eVI7d+7UmDFj9Morr6h79+66ePGizpw5o+zsbA0ePNh9js1mU2Zmpvbv36+srCwNGDDAva+wsFCnT5+WJH3//fcaOHCgZsyYodatW5d4/UceeUTLli1TRESEli5dWmyt37rhhhvUoEEDPfXUU2rfvr06duyooKAgSVJ6eroyMjJ08eJF/fjjjwoNDfU4f9u2bYb13n333Zo1a5Z++uknRUZGqk2bNiXWkJiYqPj4eI/tGbtyDesGAAAWVXnCX6+q0M2yJLVp00bvv/++zpw5o8jISE2bNk1btmxRZGSkXC6XwsLCtHTpUo/z9u/frw4dOmjmzJke+44cOaIbb7xRv//97/XBBx8YNsvR0dF68cUXdeDAAe3evVvTp083rNPPz08rVqzQJ598ol27dikhIUGvvvqq8vLy9Oabb2r58uUKDg5WRkaGVqxYUeIaRvV27dpVLVq00I4dO7Rw4UKtXr1as2fP9jjO4XDI4XCUsDLNMgAAwNWo0DPL0s/N8sKFC9WyZUtJUqtWrbRw4UK1bdtWLVu2VGZmpnbt2uU+fv/+/XK5XGrXrp22bdumw4cPF9v3C39/f6WkpOjrr7/Wc889J5fL5XHtqlWrqmfPnho2bJi6d++u3/3ud4Z15uXlKTc3VxERERo1apQaN26sw4cPy+l0KigoSDVq1FBBQYHh95qXVm9mZqZq166thIQEDR8+XJ999pnJuwcAAFAym83m1Z/K4rpIlp966im1bdvW/fqtt95SmzZtdOONNyolJUWzZs3S9OnTdfHiRdWvX1+vvPKKQkNDNWvWLE2aNEkXLlzQxYsX1apVK4WHh7vX9vf315w5c/Tkk0/qr3/9q5599lmP6/fu3VvJycnq169fqXXm5eVp5MiRunDhglwul5o1a6YuXbrIbrfr7bffVteuXVWzZk21bt26xGa3tHo3btyojIwMVa1aVTabTU8//fQ13lUAAACYYXOVFKnCLT09XevXr9eCBQt8XcpVm79q/+UP8qFhvcI1f3XFTcuH9WwuSUrfk+XjSozFRjSQJC3desTHlRgbcF8jbfr0uK/LKFWXlrdoWu0pvi7D0F+/n+LrEgBUIvPe/NSr6w/v19Kr65eXCp8s+9Kf//xnZWVlaf78+b4uBQAAAD5As1yKkp5nvHXrVr344ose25944gndd9995VEWAADAtatEc8XeRLN8he677z6aYgAAAIugWQYAALCgyvTECm+q8I+OAwAAAHyFZBkAAMCKiExN4TYBAAAABkiWAQAALIiZZXNIlgEAAAADJMsAAABWRLJsCskyAAAAYIBkGQAAwIIIls0hWQYAAAAMkCwDAABYEE/DMMfmcrlcvi4CAAAA5euf6Z97df3HYu/w6vrlhWTZAtbsyvR1CaWKb9OwQtcY36ahJGnTp8d9XImxLi1vkSS9ue0bH1dirF+HW/WvLUd8XUapHu7Y6Lr4c07fk+XjSozFRjTwdQkAUKZolgEAACyIMQxz+IAfAAAAYIBkGQAAwIpIlk0hWQYAAAAMkCwDAABYEMGyOSTLAAAAgAGSZQAAACsiWjaFZBkAAAAwQLIMAABgQTY7ybIZJMsAAACAAZJlAAAAC2Jk2RySZQAAAMAAyTIAAIAVES2bQrIMAAAAGCBZBgAAsCAbybIpJMsAAACAAZLl61RhYaGqVOGPDwAAXCWCZVPotrzo1Vdf1fHjx5WUlCRJOn36tHr06KFNmzZp3rx52rt3rwoKChQWFqYpU6YoMDBQGRkZWrJkiS5evChJGj9+vNq2bStJioqKUrdu3bRr1y41btxY06dP99l7AwAAsAKaZS/q1auXHnzwQY0bN06BgYF66623FBMToyVLluiGG27QqlWrJEmzZs3SggULNGbMGLVv314xMTGy2Wz65ptv9Kc//UkffPCBe828vDz3eb/ldDrldDrL5b0BAIDrG9/gZw7NshfVqFFDUVFRSk9P10MPPaSVK1dq8eLFGjdunPLy8vTvf/9bklRQUKAmTZpIkr799luNHTtWOTk5qlKlik6fPq3vv/9etWvXliTFxcUZXi81NVXJycke219I3eSFdwcAAK5ntMrm0Cx72cMPP6xx48apVq1aatSokUJDQ+VyuZSUlOQer/i1J554QhMmTNADDzygS5cu6c4771R+fr57f/Xq1Q2vlZiYqPj4eI/te7OLyubNAAAAWAzNspeFhYWpRo0amj59uiZPnizp59njxYsXq2XLlgoICFBeXp5ycnLUqFEjnTt3TiEhIZKk1atXq6CgwPS1HA6HHA6Hx/a92Zll82YAAEClwaPjzOHRceWgd+/estvt6tSpkyRpyJAhatKkiXr16qXu3burf//+OnLkiCRp4sSJevzxxxUfH69vv/1WNWrU8GXpAAAAlkayXA52796tAQMGyG7/+d8mVatW1ZgxYzRmzBiPY+Pi4orNJT/xxBPu39977z3vFwsAACyBYNkckmUvysnJUdeuXZWZmakBAwb4uhwAAABcIZJlL6pbt677iRcAAAAVCcmyOSTLAAAAgAGSZQAAAAuy8aRlU0iWAQAAAAMkywAAABbEzLI5JMsAAACAAZJlAAAACyJZNodkGQAAADBAsgwAAGBBNqJlU0iWAQAAAAMkywAAABZErmwOyTIAAABggGQZAADAgphZNodkGQAAADBgc7lcLl8XAQAAgPK1YsdRr67/ULs/eHX98sIYhgWs2ZXp6xJKFd+mYYWuMb5NQ0nSqxsP+rgSY//7P00kSWt3V9z7GBfZUBs+zvZ1GaXqdleIVnr5L49r0fv//8XzxpavfVyJsUc63iZJ2p/1fz6uxFh4g5q+LgGoEBjCMIcxDAAAAMAAyTIAAIAF8QE/c0iWAQAAAAMkywAAABZEsGwOyTIAAAB86ujRo+rTp4+6du2qPn366NixYx7HFBUVaerUqXrggQfUuXNnrVy50tS+a0WyDAAAYEEVaWY5KSlJ/fv3V2xsrNLT0zV58mQtWbKk2DEZGRnKysrSpk2bdPbsWcXFxalt27YKCQkpdd+1IlkGAACAz5w5c0YHDhxQTEyMJCkmJkYHDhxQbm5useM2bNig3r17y263Kzg4WA888IDeeeedy+67ViTLAAAAFuTtXNnpdMrpdHpsdzgccjgc7tcnTpxQ3bp15efnJ0ny8/NTnTp1dOLECQUHBxc77uabb3a/rlevnk6ePHnZfdeKZhkAAABlLjU1VcnJyR7bR4wYoZEjR/qgoqtDswwAAGBB3h5ZTkxMVHx8vMf2X6fK0s8pcE5OjoqKiuTn56eioiKdOnVK9erV8zjuu+++U3h4uKTiaXJp+64VM8sAAAAocw6HQyEhIR4/v22Wa9WqpaZNm2rdunWSpHXr1qlp06bFRjAkKTo6WitXrtSlS5eUm5urzZs3q2vXrpfdd61IlgEAACyoIj0NY8qUKZowYYJSUlLkcDg0Y8YMSdLgwYM1atQoNW/eXLGxsdq3b5+6dOkiSRo+fLjq168vSaXuu1Y0ywAAAPCpRo0alfhs5IULF7p/9/Pz09SpU0s8v7R914pmGQAAwIIqTq5csTGzDAAAABigWa5gdu/ere3bt7tfZ2dnKzIy0ocVAQCAyshm8+5PZUGzXMHs2bNHO3bs8HUZAAAAEDPLVywsLEyjR4/W5s2bdfbsWT333HP68MMPtW3bNhUWFuof//iHGjVqJElasGCB3n77bUlS8+bN9cwzzygwMFBz587V0aNHde7cOX377bdq0KCB/vGPfygrK0vLly/XpUuX9OGHH+rBBx9Ut27dJEkvvfSStm7dqp9++knPP/+8Wrdu7bN7AAAArn8V6WkYFRnJ8lVwOBxavXq1xo0bp8cff1ytWrXS2rVrFRsbq/nz50uStm7dqrffflvLly9XRkaGioqKlJKS4l7j888/19///ndt3LhRhYWFysjIUFhYmPr27au4uDilp6dryJAhkqSzZ8+qRYsWWrt2rYYPH67Zs2eXWJfT6VR2drbHDwAAAK4OzfJV+J//+R9J0h//+EdJUqdOnSRJd9xxh7KysiRJO3fuVLdu3RQUFCSbzaaHHnpIO3fudK/Rvn17ORwO2Ww2hYeHu88rSfXq1d3XaNGihb799tsSj0tNTdX999/v8QMAAPBbzCybwxjGVahWrZokyW63y9/f373dbrersLDwitaQfn42YH5+vuGxZq9h9LWSe7OLTNUEAACA4kiWvaRt27bauHGj8vLy5HK5tGrVKt1zzz2XPS8oKEjnzp27qmsafa0kAADAb9m8/F9lQbLsJffdd5+++uor9e3bV9LPIxrDhg277HkPPPCAe/751x/wAwAAKEuVaVTCm2iWr9BXX33l/j0kJES7d+92v46MjFRaWpr79ZAhQ9wf0vu1kSNHGr6uX7++0tPTi+3/9TV+e00AAAB4D80yAACABZEsm8PMMgAAAGCAZBkAAMCC7JXoQ3jeRLIMAAAAGCBZBgAAsCBmls0hWQYAAAAMkCwDAABYEMmyOSTLAAAAgAGSZQAAAAuyES2bQrIMAAAAGCBZBgAAsCByZXNIlgEAAAADJMsAAAAWxMyyOSTLAAAAgAGby+Vy+boIAAAAlK8tn5/w6vod76jn1fXLC8kyAAAAYICZZQtYsyvT1yWUKr5NwwpdY3ybhpKkN7d94+NKjPXrcKukiv1nXdH/nKWfa1z14TFfl2Go1z2hkqQVO476tpBSPNTuD5KktAr8Z53QpqFW7zzm6zJK1bNtqK9LgAUwsmwOyTIAAABggGQZAADAgmw8adkUmmUAAAALYgzDHMYwAAAAAAMkywAAABbEl5KYQ7IMAAAAGCBZBgAAsCCCZXNIlgEAAAADJMsAAAAWxMyyOSTLAAAAgAGSZQAAAAsiVzaHZBkAAAAwQLIMAABgQYwsm0OyDAAAABggWQYAALAgnoZhDsmyj4WFhen8+fO+LgMAAAAlIFkGAACwIIJlc0iWy9mmTZsUHR2t2NhYzZs3z7197NixSkhIUPfu3TV8+HD98MMPkqQhQ4Zo48aNxc4fNGhQudcNAABgRTTL5ej06dP661//qpSUFKWnp8vf39+9b9KkSUpLS1NGRoZuu+02LVy4UJL08MMPa9myZe7jli5dqv79+5e4vtPpVHZ2tscPAADAb9m8/F9lwRhGOdq3b5+aNWumW2+9VZLUp08fzZ49W5KUnp6ujIwMXbx4UT/++KNCQ0MlSR06dND06dN15MgRSdK3336rTp06lbh+amqqkpOTPba/kLrJC+8GAACg8qNZrgC+/PJLvfnmm1q+fLmCg4OVkZGhFStWSPr5k6q/Tpf79OkjPz+/EtdJTExUfHy8x/a92UXeKx4AAFyXmFk2h2a5HLVo0UJPP/20jh07ptDQUK1cuVLSz+MTQUFBqlGjhgoKCrR69epi58XFxenBBx9UQUGB1q9fb7i+w+GQw+Hw2L43O7Ns3wgAAIBF0CyXo1q1amnatGkaOnSoAgIC1KVLF0lSRESEGjRooK5du6pmzZpq3bq1PvvsM/d5QUFB6tChgy5cuKDg4GBflQ8AACoRnrNsDs1yOevSpYu7SZakxx9/XJL08ssvG55TWFioTz75RC+88ILX6wMAANZAr2wOT8Oo4P7zn/+oc+fOateuncLDw31dDgAAgKWQLFdw999/v+6//35flwEAACoZkmVzSJYBAAAAAyTLAAAAFlSZvjjEm0iWAQAAAAMkywAAABbEzLI5JMsAAACAAZJlAAAAC+JLScwhWQYAAAAMkCwDAABYEMGyOSTLAAAAgAGSZQAAAAviOcvmkCwDAAAABkiWAQAALIiZZXNsLpfL5esiAAAAUL6+yD7r1fX/GFLDq+uXF5JlAAAAC7ITLZtCs2wBa3Zl+rqEUsW3aViha4xv01CStHD9lz6uxNjgB5tKktburrj3MS6yoTZ8nO3rMkrV7a4Qrdhx1NdlGHqo3R8kSW9s+drHlRh7pONtkqT/Hsv1cSXGWoQGq4ctxtdllOpt1zq9tumQr8so1aAujX1dAlAuaJYBAAAsiGDZHJ6GAQAAABggWQYAALAgkmVzaJYBAAAsiC8lMYcxDAAAAMAAyTIAAIAFMYZhDs0yAAAAKrSffvpJEydO1BdffCE/Pz+NHz9enTp18jhu8+bNSklJUUFBgVwul3r27KlBgwZJktLS0jR9+nTdcsstkqSQkBDNmzfvstemWQYAALAg23UULS9atEhBQUF69913dezYMQ0YMECbNm1SYGBgseNq166t+fPnq27dujp37pwSEhL+X3v3Hpfz+f8B/HXfqegghzHbmJlNznP6pnJuNEw6kkoarRy+ypCvQ5aWsDGMnIYxJitzyCEzm0ijchqFcmiSbE45dFA63b8/+vWZW93EqutTvZ6Px/14dH8+dd8vpbv3fX3e13WhY8eO6NatGwDA3Nwcy5cvf6nnZs8yEREREcnazz//DEdHRwDAO++8g/bt2+Po0aMlPu+DDz7A66+/DgAwNDREy5YtcfPmzX/13BxZJiIiIqqBKnpgOT09Henp6SWO161bF3Xr1n2px/rrr7+k9gkAeOONN3Dr1q3nfk1SUhLOnj2LL774Qjp24sQJWFtbw8DAAB4eHujbt+8Ln5vFMhERERGVu02bNmHFihUljk+cOBFeXl5qx2xtbfHXX3+V+jjHjx9/6ee+c+cOJkyYgDlz5kgjzX379sXgwYNRu3ZtXLx4ER4eHti8eTNatmz53MdisUxERERUA1V0z7KbmxtsbW1LHC9tVHnXrl3Pfaw333wTN2/eRIMGDQAAf//9N7p3717q56alpWH06NH49NNPMWjQIOl48dcCQNu2bdGlSxfExcW9sFhmzzIRERERlbu6deuiadOmJW4v24IBAAMHDkRoaCgAIDk5GfHx8ejVq1eJz3vw4AFGjx4NFxcXDBs2TO3c7du3pY9v3ryJs2fPwtjY+IXPzZFlIiIiohqo6qyFAbi7u2PGjBkYMGAAlEolAgICYGBgAABYtmwZGjduDCcnJ6xduxbJyckIDQ2ViutRo0bB3t4ewcHBOHToELS0tAAAU6ZMQdu2bV/43CyWiYiIiEjW9PT0NC75NmnSJOnj6dOnY/r06aV+3pQpUzBlypSXfu4a04YRGxsLOzu7cnmsBw8eYMSIEbC2tsb69evL5TGJiIiIKpNCoajQW3XBkeVXEB0djbp16yIkJERYhvz8fNSqxR8fERERUUWS3chySEiItB5eXFwcjI2NERcXBwDw9/dHaGgozp07B1dXV9jZ2cHOzg5HjhyRvj4yMhIjRoyAnZ0dHB0dcfbs2RLPkZ6ejlGjRuH777/XmKOgoABfffUVhgwZgiFDhuCrr75CQUEBYmJisHDhQpw5cwbW1tY4depUqV//xRdfqI06X7x4ER999BFUKhUyMzPhkFM9GwAAIABJREFU6+sLBwcHWFlZITAwEAUFBQCADRs2wN7eHjY2NnB0dERCQoL0GMbGxggKCoK9vX2pS7Gkp6cjNTW1xI2IiIjoWQpFxd6qC9kNTZqZmUlFbHR0NDp37oyYmBh07NgR0dHRcHBwwOzZs7F27Vo0btwYd+7cgYODA/bt24eHDx9i1apV0paIV65cgYeHh1oxffPmTXh5ecHT0xMDBw7UmCM0NBQJCQnYuXMnAMDDwwOhoaFwdnaGt7c3jhw58tztEkeOHIlx48bB3d0dCoUCW7ZsgbOzMxQKBRYsWID//Oc/mDdvHgoLC+Hj44MdO3Zg+PDhsLGxkfYwP378OObMmYNt27ZJj6urq4sdO3aU+pya1jP8ctNBjTmJiIiISDPZFcvNmzfHkydPcOvWLURHR2Py5MlYs2YNrKyskJeXh7S0NKSmpsLDw0P6GoVCgevXryMuLg4pKSlwcXGRzuXn5+PevXsAgLt372LUqFH46quvpD3CNYmOjoatrS10dHQAAHZ2dvjtt9/g7Oxcpn9Hy5Yt0axZMxw9ehSdOnVCREQEZs6cCQCIiIhAXFwcNm7cCADIycmRFsw+f/48vv32Wzx69AgKhQLJyclqj1vaeoXFNK1neDK1oEyZiYiIqOaoRoO/FUp2xTIAmJqa4vDhw0hLS0P37t0xd+5cHDlyBN27d4dKpYKxsTGCg4NLfF1cXBx69eqFhQsXljiXlJQEIyMjNGnSBEePHn1hsVweXF1d8eOPPyIpKQmWlpYwNDQEAKhUKqxatQrNmjVT+/zc3FxMmjQJW7ZsQbt27XD79m307t1b7XP09PQ0Pp+m7SNPpl4vh38NERERUc0ju55loKhYXrduHTp37gwA6NKlC9atWwczMzN07twZ169fR0xMjPT5cXFxUKlU6NGjB6KionDlyhW1c8V0dHSwatUqXL16FYGBgVCpVBozmJmZISwsDHl5ecjLy0NYWBjMzc1f6t/Rp08fXLt2DRs3blQbkbawsMDatWulPuX79+/jxo0byM3NRX5+Pt544w0AwNatW1/q+YiIiIjKjE3LZSLbYvnmzZswMzNTu29qagojIyOsWrUKK1euxNChQzFo0CCsWLECKpUK77zzDhYtWgRfX1/pXPGC1MV0dHSwfPlypKWl4fPPP0dhYWGpGRwdHWFsbAxbW1vY2trC2NgYw4cPf6l/h1KphI2NDZo2bYrWrVtLx2fNmgWlUglra2tYWVnh008/xe3bt2FgYABvb284ODjAzs7uuaPIRERERFTxFKrnDa/SvzZ69GgMHz5cbW/yyrYrRt5tGLamzWWd0da0OQBgXXjCCz5THI+P2wAAwmLl+3206d4c+0/Le3WWwV2bYtuxa6JjaDS8RwsAwA9HrgpOoplr3/cAAGeT7wtOolmndxpgqGKI6BjPtUe1DxsOXhYd47nGWLYSHYH+pRv3H1fo4zdrUD0G/WQ5slwdxMfHo3///jA0NMRHH30kOg4RERERvQJZTvCrTHZ2dlLvcLEPPvgAAQEBZfp6Pz8/nDt3Tu2YlpYWdu7cid9++63cchIRERGVp2rUVlyhanyxXLyO8qsqa1FNREREJCeslcuGbRhERERERBrU+JFlIiIiohqJfRhlwpFlIiIiIiINOLJMREREVANxXLlsOLJMRERERKQBR5aJiIiIaiC2LJcNR5aJiIiIiDTgyDIRERFRjcSh5bLgyDIRERERkQYcWSYiIiKqgdizXDYcWSYiIiIi0kChUqlUokMQERERUeW6nZ5ToY//et3aFfr4lYVtGDXArpjroiM8l61pc+w5kSI6hkZDTd4GAITFyvf7aNO9OQBg/+lUwUk0G9y1KW5V8Avzv9Wkbm0sDjgkOoZGU/0+BAAEBZ8RnEQzL5cuAIDw0zcEJ9Hs467NcPTCLdExnqt3uyayfs0Bil535Px97N2uiegIVE2wWCYiIiKqgdizXDbsWSYiIiIi0oAjy0REREQ1EoeWy4Ijy0REREREGnBkmYiIiKgGYs9y2XBkmYiIiIhIA44sExEREdVAHFguGxbLRERERDURq+UyYRsGEREREZEGHFkmIiIiqoEUHFouE44sExERERFpwJFlIiIiohqIS8eVDUeWiYiIiIg04MgyERERUQ3EgeWy4cgyEREREZEGLJYrSXp6OtatW6d2zNfXF6dOnRKUiIiIiGo0haJib9UEi2UA+fn5Ff4c6enpWL9+vdqxefPmoVu3bhX+3ERERET0aqp1z7KxsTH++9//4tChQ8jJycGUKVPw0UcfSecmTpyII0eOoFevXvDy8sLXX3+NqKgoAECvXr3g4+MDLS0tzJgxAzo6OkhOTsaNGzcwYMAA9OvXD0FBQbh16xbc3Nzg5uYGAIiLi8O8efPw+PFj6OnpwdfXFx07dkRAQAAyMjJgbW2NOnXqICQkBK6urhgzZgz69euHe/fuYc6cOUhJSQEAuLu7w8bGBgBgYWEBa2trHD9+HHfv3sWYMWMwcuRIAd9RIiIiqi6qz9hvxarWxTIAKJVK7N69G3/++SecnJzQrVs3NGzYEACgq6uLHTt2AAC2bt2KhIQE7Ny5EwDg4eGB0NBQODs7AwCuXLmCTZs2oaCgABYWFsjIyMCWLVtw9+5dDBw4EA4ODtDW1oa3tzcWLFgAMzMzHD9+HN7e3jh48CD8/Pxgb2+P3bt3l5ozMDAQ77//PlauXIk7d+7Azs4Obdu2RatWrQAAOTk5CA0NRWpqKqysrGBrawt9fX21x0hPT0d6enqFfB+JiIiIaqJq34YxbNgwAMC7776Ltm3b4uzZs9I5W1tb6ePo6GjY2tpCR0cHOjo6sLOzQ3R0tHS+f//+0NHRQZ06ddCiRQv06dMHSqUSr7/+OurWrYtbt27h2rVr0NbWhpmZGQDA3Nwc2trauHbt2gtzRkdHY8SIEQCAxo0bo0+fPoiNjZXODx48GADQtGlT6fmetWnTJnz44YclbkRERETPYsty2VT7keXn0dPTK/Pn6urqSh9raWmVuF9QUFCu2V70/KU9n5ubm9obgGInUys2GxEREVF1Ve1HlovbLJKTk3Hx4kV06tSp1M8zMzNDWFgY8vLykJeXh7CwMJibm7/Uc7Vo0QJ5eXmIiYkBUDRanJ+fjxYtWsDAwAA5OTkaJxOamZlh27ZtAIC7d+8iMjISpqamL/X8devWRdOmTUvciIiIiJ6lqOBbdVHtR5YLCgpgY2OD7OxsBAQESP3Kz3J0dERKSoo0MtuzZ08MHz78pZ5LR0cHy5cvV5vgt2zZMqm1w8rKClZWVjAyMkJISIja186ePRt+fn6wsrICAPj4+OD9999/hX8xEREREZWXal8sjxkzBl5eXiWOX7p0Se1+8aoXpfnyyy/V7v/www9q9yMiIqSPO3bsiNDQ0FIfJzAwUOPjvPbaa1i1alWpX/f045d2n4iIiOilVafG4gpU7dswiIiIiIheVbUeWX529JiIiIiIinBcuWw4skxEREREpEG1HlkmIiIiotKxZblsWCwTERER1UislsuCbRhERERERBpwZJmIiIioBmIbRtlwZJmIiIiISAOOLBMRERHVQBxYLhuOLBMRERERacCRZSIiIqIaiD3LZcORZSIiIiIiDTiyTERERFQjcWi5LDiyTERERESkAUeWiYiIiGog9iyXkYroJTx69Ei1fPly1aNHj0RH0YgZ/z2551OpmLG8yD2j3POpVMxYXuSeUe75qOKwDYNeSnp6OlasWIH09HTRUTRixn9P7vkAZiwvcs8o93wAM5YXuWeUez6qOCyWiYiIiIg0YLFMRERERKQBi2UiIiIiIg1YLBMRERERaaDl7+/vLzoEVS26urro3r07dHV1RUfRiBn/PbnnA5ixvMg9o9zzAcxYXuSeUe75qGIoVCqVSnQIIiIiIiI5YhsGEREREZEGLJaJiIiIiDRgsUxEREREpAGLZSJSc//+fdERiIiIZIPFMlUbmZmZZTpGpTt37hz69esHW1tbAEB8fDw+//xzwamoomzcuBEZGRkAgGnTpmHgwIH4/fffBacqUlBQgNmzZ4uOUS24u7vj8OHDkOtc/oKCAixfvlx0jBfKzs7GtWvXcPXqVelGNQeLZSqT5ORkODk5wcLCAgBw4cIFBAUFCU6lztXVtUzHRPLz88Ply5dFxyjVggULsG7dOtSvXx8A0KFDB5w5c0ZwqpKys7OxdOlSTJ06FQCQlJSE3377TXCqIqampjAzM9N4k5OdO3fC0NAQMTExuH//PubPn48lS5aIjgUA0NLSwqVLl0THeKEzZ87AyckJPXv2hJmZmfTzlxNHR0ds2rQJ/fv3x9q1a/HgwQPRkdRoaWnh6NGjomM8V3BwMMzNzTFmzBh4enrC09MTY8eOFR2LKlEt0QGoavD398f48eOxePFiAECbNm3wv//9D15eXoKTAfn5+cjLy0NhYSFycnKkEZSMjAxkZ2cLTqeuRYsW8PLywmuvvQYXFxdYWlqiVi15/Brm5eXhvffeUzumra0tKI1m/v7+aNSoERITEwEATZo0wdSpU9G/f3/ByYAdO3YAALZv346HDx/C0dERKpUK27dvh5GRkeB06rS0tAAAsbGxsLKyQpcuXWQ1+mhqaoqAgADY2NhAT09POv7s/1GRfH19MWHCBHTq1AlKpTzHniwtLWFpaYmkpCT8+OOPGDJkCHr06IFRo0ahffv2ouMBAPr27YvvvvuuxM+6Tp06AlP9Y8OGDdi3bx/eeust0VFIEHn8lSbZy8jIQO/evaWRJ6VSKZtCas2aNVixYgUAoFOnTtJxAwMDjB49WlSsUo0ePRqjR4/G0aNHsXXrVnz55ZdwcHDAiBEj0LhxY6HZdHR0kJWVBYVCAQC4evWqLBfev3TpEr766iupZUBfXx+FhYWCUxUp/mMaGRmJnTt3Ssc///xz2Nvbw9vbW1S0EmrXro21a9ciPDwcwcHBUKlUyMvLEx1LEh4eDgA4cuSIdEyhUODQoUOCEpVUu3ZtWFlZiY5RJsW/19ra2tDV1cX06dPRq1cvzJgxQ3AySK/fixYtgkKhgEqlgkKhQEJCguBkRRo1asRCuYZjsUxloqWlhby8POkF9/bt27IZSZk4cSImTpyIgIAA+Pn5iY5TJp06dUJSUhISExNx9uxZbN++HWPGjMEnn3wiLNO4cePg7u6OO3fuYMaMGYiKisKiRYuE5dFER0dH7f6TJ09kNSIKFPXK379/Hw0aNABQNGlSbv3zCxYswNatW+Hj44NGjRohJSVFVoVfRESE6Agv1Lt3b0RGRqJPnz6io2j0yy+/IDg4GPfu3YOLiwvCw8Ohr6+P/Px8WFpayqJYLr5KJFfm5uZYuHAhPv74Y7UBBDld5aCKxR38qEzCwsLw888/49KlS7C3t0dYWBgmT56MIUOGiI4muXz5Mpo2bSpdxnv8+DFu3ryJ999/X3Cyf5w/fx7BwcE4duwYhgwZAmdnZzRt2hSZmZkYMmSI2iiaCDdu3EBUVBRUKhV69uyJ5s2bC81TmoULF6Ju3brYs2cP5syZg40bN8LY2BiTJ08WHU0SHByMb7/9Fn379gVQNNI8duxYODs7iw1WiqeLejlKS0vDkydPpPtvvvmmwDRFTE1NpRHQhw8fQl9fHzo6OtKIaHR0tOiIkrFjx2LkyJHo1atXiXMRERHSPBTSrLTvkdyuclDFYrFMZXbq1ClpVrWFhQW6desmOpIaOzs7hIaGSu0hubm5GDFihNrlcNGsrKwwcuRIDB06tEQ/XkhICEaMGCEoWVHRZGBgII3c5ubmIjMzU3aFVF5eHtavX4+IiAjp/6Knp6dser+LJSYm4uTJkwAAExMTGBsbC06k7ty5c/jss89QWFiIyMhIxMfHY9u2bZg7d67oaACA6OhozJgxA2lpaVAqlcjLy0O9evVkUYjevHnzued5yf7lJCYmYs6cOUhMTERubq50XC5tGERQEb1Afn6+ytfXV3SMFxo6dGiZjlHpHBwcVI8fP5buZ2VlqYYNGyYwEVUkR0dH1ZUrV1TW1tbSscGDBwtMpM7W1lb1559/qqytrVWFhYWqbdu2qZYsWSI6lpq1a9eW6ZhI6enpqsWLF6s+/fRTlaurq3STE0dHR9Xx48dVVlZWqtu3b6uWLFmi+vbbb0XHUnPlyhXVli1bVFu2bFFdvXpVdByqZPJoOiVZqyrLONWqVQs3btyQ7qekpEgz/uUiPz8foaGh8Pf3x8yZM6WbHOTm5qqNduvp6ald/paLwMBAPHz4ULr/4MEDzJs3T2Cif9jb28PBwUHjTU6qwuonLVq0QH5+PhQKBYYNG4aoqCjRkdTs37+/TMdEmjVrFpRKJZKTkzF8+HBoaWmhY8eOomOpyc3NhZmZGVQqFRo3bozJkyfjl19+ER1LEhYWhtGjRyMhIQEJCQkYPXo09uzZIzoWVSJ5Xbck2aoKyzhNnDgRTk5O0mSbyMhIBAYGCk6lzs/PDwUFBYiNjYWTkxP27dsnq3aWp/tX09LSZLPKxNNOnTqFevXqSffr168vtTuINn36dNERykzuq58Ut9W8/vrriIiIwFtvvYVHjx4JTlXk2LFj+P3333Hnzh0sXLhQOp6ZmSm7yabXr19HUFAQDh06hCFDhsDS0hKjRo0SHUtN8aCGkZEREhMT8frrr8tqPegNGzZg586daNSoEQDg7t27cHd3x9ChQwUno8rCYpnKpCos49SvXz/88MMPOH78OADA09NTdhPU4uPjsXfvXlhZWUkTviZMmCA6FoCiDVycnJxgbW0NANi9ezc8PT0FpyqpoKCgxLH8/HwBSUoyMTFRu//48WMAUHuDKRdyX/1k1KhRePToESZNmoSpU6ciIyNDNldhtLW1oa+vD4VCofazbdy4sex+Z4rnIGhra+Phw4cwMjKS3Zb2gwcPxoMHD+Dp6QknJycUFhbKaplFAFKh/OzHVDOwWKYyqQrLOAFFl21btGghOoZGxSN3WlpayM7OhqGhIdLS0gSnKuLg4IBmzZohMjISADB37twSxZ8cdOjQAYGBgfDw8IBKpcL69evRoUMH0bHU3LhxA1OnTkVCQgIUCgXatm2LRYsWoVmzZqKjSfr06YN3331XWv1k/PjxsnpzWbzSTseOHfHrr78KTqPOxMQEJiYmsLS0RKtWrUTHea533nkHDx8+hJWVFRwdHWFoaIh27dqJjqWmeD383r1748SJE3jy5AkMDAwEp/rH22+/jeXLl8PR0REA8NNPP8nqd5kqHlfDoDK7evUqYmNjARS1ZbRs2VJwInXFyzk9Sw6z54u5u7tjyZIlWL9+Pf744w/Ur18fmZmZ2Lhxo+hoVUZmZibmzZuHI0eOQKFQoG/fvpg5cyYMDQ1FR5OMHj0aH3/8Mezt7QEUbS29b98+/pxfQnZ2NtasWYPU1FQsXrwYSUlJuHbtmix2aiz25MkT7NmzBzdu3FC7uvG///1PYKoipe1eeuHCBWRmZsLExERWVztU/7/LZXJyMqZNm4bU1FTcuXMHXbp0ER0NQFFLWmBgII4fPw6FQgFzc3P4+vqiYcOGoqNRJWGxTGUSFhaGxYsXS/3AR48ehY+Pj6x6tp5ezunJkyfYu3cvatWqhf/+978CU6krKCiAlpYWCgsLsWfPHmRmZsLGxkboKMqiRYswbdo0eHt7l/pmY9myZQJSVW3W1tbYvXv3C4+JYG9vX+rPudj27dsrMY1m06dPR6NGjXD48GGEh4cjKysLLi4uCAsLEx1NMm7cOOTl5aFjx45qk4knTpwoMFWR1q1bP/fnLKdl2ebPn4+0tDRcuHABBw4cwIMHD+Dh4SGb/4tEbMOgMqkKExyeXdt00qRJGD58uKyK5eI/qEqlEjY2NoLTFOnatSuAop5vOTt9+jS6du0qtYk8S067qCmVSvz555949913AQDXrl2TzcosVWUSopy3NS92/fp1/Pzzz6JjlKp4V7xVq1ZBR0cHjo6OUKlU+Omnn2S1rTkAxMbGIiwsDLa2tgCKJu3KYSWeqvSaQxWLxTKVWVWb4HDjxg3Z9ANrahEpJrJVxMLCAgUFBbhx44bsJtU8bdeuXejatSvWr19f4pxCoZDVH67JkyfDxcUFbdq0gUqlwqVLl9RWTRBJjn3opakK25o3a9YMmZmZsuqvfdavv/6KXbt2Sffd3d1hZ2eHcePGCUylTldXV+31US5viqrSaw5VLBbLVCZVYYLD0wVpYWEh8vPz4evrKzhVkR07dgAousT98OFDaZRn+/btMDIyEpyuaMT76NGjsi6WAwMDUVhYCF9fX7Ru3Vp0nOfq3bs3wsPDce7cOQDABx98ILudEDMyMrBu3TokJCSojeJt3rxZYKp/dOvWDWvWrEFubi5iY2OxceNG2W3NbGhoCHt7e/Tq1UutuJdDz3KxnJwcXL9+XZq8mZKSUmo/s0itWrXCnj17oFKpkJqairVr10pXvEQqXnr0hx9+EJyERGPPMpVJVZjg8HTPcq1atfDaa6/J5tJ3MTs7uxLbb9vb20vFtEgrVqxAnTp1Sqyl/ey23KJZWVlh7969omOUSXp6Ok6cOIGmTZvKrsD38vJCy5YtER4ejkmTJmHHjh1o164dfHx8REcDAGRlZWHz5s2y3tZ8xYoVpR6XQ89ysYMHD+Lzzz9H+/btAQAXL17E3LlzZTVRMjMzE19++aW06pKFhQVmzZolm0mITk5O+PHHH194jKov+bzqkKzp6upi6dKlascyMzMFpVFXPEry7Mhdbm4uAHkVe5mZmWobf9y/f18238fiP/yLFi2CQqGASqWCQqGQ1UQgAGjevDlSU1PRtGlT0VFK8PHxwaefforWrVvj4cOHsLa2hoGBAR48eIDJkydj2LBhoiNK5L5ZhaWlJaysrLB48WK8/fbbouOUSk5FsSaWlpbo2rWrdJWjU6dOsrvKYWBgILsNpJ6Wk5Ojdr+goEA2G+RQ5WCxTGXi6uqq1vem6ZgInTt3rjKzvt3c3GBjY4O+ffsCKNplcOzYsWJD/b/iCUFyl5WVhaFDh6Jr165qI09yWLXj4sWL0gjy7t270bJlS2zYsAG3bt3C2LFjZVUsy32zij179iA0NBRubm5o2bIlRo4cKf3eyEV2djZWrVolbYTUs2dPjBs3TlZv0AGgYcOGsmthedrAgQMxcuRI2NraQl9fX3Qcyfr167F+/XpkZmbCzMxMOp6TkwMrKyuByaiysVim58rPz0deXh4KCwuRk5MjTbBJT0+XTd9bVZr17eLigq5du0rbM7u4uMDY2Fhopvz8fISEhODatWto27Yt7OzsnvvmQ6SHDx+iZ8+e6Nevn6zWVS729HbRp0+fli51N2nSRHbfU7lvVtGwYUNMmDABY8eOxaFDh+Dv7w+lUomRI0fCxcVFFltzz507FwUFBZg1axaAojkJAQEBWLBggeBkVcuSJUsQHByMlStXwtLSEi4uLrLY7MXR0REDBw7E3Llz4efnJx03MDCQxVwTqjzsWabnWrFiBVasWCFdlgeKZgHr6+tj9OjRslqWzdbWtsRId2k9wqTO19cXSUlJ6Nq1K44dOwYLCwtZTvTbv38/Zs6cCX19feTm5iIoKEhttEcObG1tsWbNGhgZGaFv377YsmUL3nvvPQDAoEGDZLvM2KlTp5CRkYFevXrJqic4Ozsbu3fvxtatW1GvXj0MGzYMsbGxSElJkcVExGf751UqFYYOHVpleurlJj09HTt27MD333+Ppk2bws3NDZaWlqJjASgaVLh27RqAop1i5fR7QhWPP216rokTJ2LixIkICAiAn58fHj16hBMnTqBZs2aym7Ak51nf06ZNw6JFizRuCCFy8f0//vgDYWFh0NHRwbhx4+Dm5ibLYnn16tUICQlBmzZtEBMTg5UrV8quWPb09ISNjQ20tbXRtWtXqVA+e/Ys3nzzTcHp1GVmZkJPTw9KpRJ169bF7du3ZbNkFwAEBATg4MGDsLCwwNdffy2NNFpZWWHgwIGC0/3j8ePHUjuQXF5vqqpz584hNjYWtWvXRq9evRASEoL9+/fjm2++EZrr/Pnz8PLygo6ODlQqFfLz8xEUFCSrKzFUsVgs03MVT1jy8/OT/YSlyZMnY/jw4Wjfvj1UKhUSEhIwd+5c0bEAFPUqA/LcEEJXV1fqXzU0NJTdWrbFlEol2rRpA6BomcAvv/xScKKSBg0ahG7duuHevXtqbybfeOMNtf+LT0/yFGXUqFHYsmULsrKy4O7ujlatWiEqKko239e33noL4eHhpV7ulsOoMgCpheXjjz8GUHT1w9raWnCqque7775DaGgomjVrBldXV/Tp0wcKhQLjxo3DgAEDRMdDYGAg5s+fL705j46Oxty5cxESEiI4GVUWFsv0XBcuXKgyE5bkPOu7eNkmOW4Icfv2bbUNM569L5c1Y/Py8pCUlCQV87m5uWr3i0dxRWvUqFGJTXtef/11tfvu7u7CJ8eqVCro6ekhPDwcw4cPh5eXl6wmLbm7u2s817hx40pMopmnpyeMjY0RExMDoGhwoXfv3oJTVT03b97E6tWr0bJlyxLnnl2FSYTs7Gy1q1hmZmayeVNJlYPFMj1X7dq1pY/lPmEJKBp9VCqVACCrfN7e3s/NI3IlB2dn5+fel4ucnBx4eHioHSu+r1AocOjQIRGxXokcRu+fPHmC3NxcHDt2DCNHjgQA6XeHyq5Pnz7cye1fenry3LPat28PBwcHoa1qderUQWxsLLp37w4AOHHihOxWPKGKxWKZXuj27dswMjLCiRMn1HpZn971Sw6ioqIwbdo0tG3bVtpieNGiRejRo4foaOjXr5/oCBpVhbViAUgbFlQHcngjN3jwYPTo0QPNmzdHly5dcPfuXVmsMFGV/Pnnn1izZg1SUlKQn58vHRdZ2FVHT39vRZg1axYmTZoktavl5eVh+fLlQjNR5WJbIXXMAAAUE0lEQVSxTM9VlSYsLV26FMHBwdKlvKSkJEybNk0WxbKtra3oCERqJk6cCFdXVxgaGkKpVEJPTw9BQUHS+aNHj7Kl4AUmTZoEa2tr2Nraym630OpE9JvLjh074uDBg2qrYWhrawvNRJWLxTI9V1knLMlBfn6+Ws9by5YthY9IPOv+/fuYO3cuoqOjAQA9evSAr6+vbHqrqXLIoQ0DgNrkOX19fbUNIZYuXcpi+QVq1aqFTz/9VHQMqgT5+fnQ1tZGQUEBrl+/DkA+8ySo4rFYphcqy4QlOWjQoAF27twJOzs7AMCuXbtkV4TOmTMH7733HmbMmAGVSoVt27bBz89P2mqaagY5zPB/EbkU9HLWq1cvREZGsme5gon+v7h582YsXboU9erVk0a5q9o8Cfp3WCxTtREQEAAfHx/4+/sDANq0aYOvv/5abKhnpKSkqF3q9vb2ltVSU5mZmbh+/TrXD/2XNm7cCAcHBxgaGmLatGmIj4/H7Nmz0bNnTwCQ1WY+moi+9F0VmJmZYcKECVAqldIavAqFQrpyRM+3YcMGjBkzBqdPn0bXrl01ft4HH3xQialK2rRpEw4cOCDLQSKqHCyWqVooLCzE48ePsW3bNmRlZQGA2iVluSgsLERaWhoaNmwIAEhLS5PNRhCRkZHw8/ODlpYWIiIiEB8fj5UrV2LNmjWio1U5O3fuxOjRoxETE4P79+9j/vz5CAwMlIplqh78/PywYMECtGvXjiuJvIK9e/dizJgxCAwMfO5Sil988UUlpiqpSZMmLJRrOBbLVC0olUpMmzYNe/fulWWRXMzd3R02Njbo27cvgKICderUqWJD/b/ly5dj+/bt0nJsHTp0QEpKiuBUVVPxZK/Y2FhYWVmhS5cuwi8lv6yqllcEIyMjWe0mWNXo6upi3LhxuHnzJiZNmlTivMglNZ/m5eUFX19f9OnTR23FGLbf1BwslqnaaN68OVJTU9G0aVPRUTSysbFB27ZtceLECQBFu6i9//77glP949ne9OKlkujl1K5dG2vXrkV4eDiCg4OhUqmQl5cnOpaas2fPolOnThrPT548uRLTVE39+/fHjz/+iEGDBqkVUVyDt2zWrFmD48eP49KlS9IAghwdPnwYhw8fRnJysto6/iyWaw4Wy1RtZGVlYejQoejatSv09PSk43IZnSjWqlUrtGrVSnSMEvT19XHv3j2pVzU2NhaGhoaCU1VNCxYswNatW+Hj44NGjRohJSVFVrvjAUWTTbW0tODs7AwrK6sSayyzEHixb775BkBRm4BCoZB6lhMSEgQnqxrq1auHwYMHo2HDhtKGH3L066+/IiIiQm2TLqpZWCxTtfDw4UP07NkT/fr1k2WB5+rq+twJU5s3b67ENKXz8fGBh4cHUlNT4erqiuTkZKxevVp0rCopLi4Ovr6+0v23334bTZo0EZiopN27d+PUqVPYunUrvvnmG1hZWcHZ2RnNmjUTHa3KSExMFB2hWjAxMUFISAiOHz8OAOjZsyeGDRsmm0mmzZo1Q61aLJdqMoWKjWlUxe3fvx8zZ86Evr4+cnNzERQUBDMzM9Gx1Bw5cgRAUR/ovHnzMHv2bLXzcrkEmZGRgTNnzgAAOnfujLp16wpOVDXZ2tqWmLBU2jG5SEhIwPjx43Hnzh307t0b06ZNU1uznKgiLVy4EBcvXpSW/QwLC0Pr1q3xv//9T3CyIn5+fkhKSkL//v3VWtNcXFwEpqLKxLdKVOWtXr0aISEhaNOmDWJiYrBy5UrZFctPF8PLli2TTXH8tMzMTOjr66NPnz64fPkyoqKiMGDAAPYtv4T4+HjExcXhwYMHCA4Olo5nZmbKrmcZAE6dOoXg4GCcO3cODg4OGDZsGGJiYjBhwgT88ssvouNRDREVFYVdu3ZJo7eDBg2CnZ2dbIrlvLw8vP3227h8+bLoKCQIi2Wq8pRKJdq0aQMAMDU1xZdffik40fPJ5dLis0aNGoUtW7YgKysL7u7uaNWqFaKiomT//ZST27dv4/z588jOzsb58+el4/r6+liwYIHAZCVZWVlBX18fI0eOxKJFi6RCxdraGnv27BGcjmqap18X5fYaKbffXap8LJapysvLy0NSUpK01FVubq7afW5JWjYqlQp6enoIDw/H8OHD4eXlJbtJaXLXv39/9O/fH7///rvs11SeP38+OnToUOq57777rpLTUE3Ws2dPeHh4wNbWFkBRG4acfn9UKhVCQ0Nl21NNFY/FMlV5OTk50trAxYrvy2VLUm9vb+mFNTU1tcSaonJYsePJkyfIzc3FsWPHMHLkSADgRgsvqXgnsoKCAkRGRpY4L4cVJq5evQqgaHmz4o+fxjeXVNmmTZuG0NBQ/PrrrwCK3nQ6OjoKTvWPhQsXIiEhQa2nOjk5WTZtIlTxWCxTlRcRESE6wgv169dP+liO/coAMHjwYPTo0QPNmzdHly5dcPfu3RLLidHz7dq1C127dsX69etLnJPLuqyenp4az8nlzSXVLEqlEk5OTnBycir1vL+/P/z9/Ss31FN+//13WfdUU8XjahhEMrJq1SpMmDBB2PM/evQIhoaGUCqVyMrKQmZmJrd5rUGK1wkmkhPRK8lYWVkhLCxM2pkzPz8ftra22Lt3r7BMVLk4skwkI7/++qvQYlmpVOL8+fN48uSJdIzF8qtJSUlBSkoKCgoKpGNyGFkutmnTJri5uakdmzNnDgICAgQlIpInufdUU8VjsUwkIyIv9Ozfvx9fffUV0tPT0bhxY6SkpKB169ayXRtYzhYvXoyffvoJLVu2lO32uBEREXjzzTcxYMAAAMC8efOQmZkpOBWR/Mi9p5oqHotlIhkReQl8zZo12LlzJ9zd3REWFoZjx45xrd1XdODAAfz2228wMDAQHUWjoKAgfPLJJ2jYsCEiIyPx119/Yfny5aJjEclKQUEBVq5cCW9vb4091VT9cao7EQEAatWqhYYNG0ptAz169EB8fLzgVFVTo0aNZF0oA0DdunWxYsUKTJ8+HQkJCVi2bJnUk0kkJyJX5dHS0sLRo0eFPT/JA0eWiWREZBuGjo4OVCoVmjdvjh9++AFvvfUWHj9+LCxPVdapUydMmTIFAwcOVFtRRA5tGPb29mpXMJ48eYK///4bI0aMAABs375dVDSqoUrrn/fz85P653fs2CEilqRv37747rvvYGNjAz09Pel4nTp1BKaiysTVMIgqUWZmJvT09KBUKnH58mVcuXJFbUvp+/fvo0GDBkKyRUdHo3379khLS4O/vz8yMjIwdepUmJubC8lTlbm6upY4plAosHnzZgFp1J04ceK5501MTCopCVERNzc3jBw5Uuqfnz9/Pu7du4clS5YITlakdevWJY4pFAokJCQISEMisFgmqkR2dnbSltJ2dnZo1aoVGjVqxC2lSRiRb9CIACA9PR2ffPIJZs+ejcjISFy9ehXLly9nWxDJBtswiCqRHLeULigowMGDB2FkZARzc3Ns3rwZx48fR4sWLTBhwgQYGhoKzVeVnDx5Uu2+QqFAgwYN0Lx5c9n94T937hw+++wzFBYWIjIyEvHx8di2bRvmzp0rOhrVMMX9825ubmjRogVWrVolu9+X+/fv49y5cwCK2qzq168vOBFVJhbLRJUoJycHubm5+P3336VL9aK3lP7iiy9w+fJl5ObmomnTpnjy5An69u2LkydPws/PD0uXLhWaryop7QrBgwcPUKtWLQQFBcHY2FhAqtItWLAA69atg4+PDwCgQ4cOmDFjhuBUVJNUlf75gwcP4vPPP0e7du0AALNmzcLcuXPRv39/wcmosrBYJqpEH3/8sey2lD516hTCw8ORnZ2NXr16ITo6Gjo6OnB0dMTQoUOFZqtqNE1EioyMxIIFC/D9999XbqDnyMvLw3vvvad2TFtbW1AaqommT58uOkKZLF26FCEhIWjRogUAIDk5GePHj2exXIOwWCaqBFevXgUADBw4EKampjA0NMSff/4JlUolfDRPR0cHCoUCenp6aNasmTTZUKlUsngqJ3369ME333wjOoYaHR0dZGVlSSN7V69eFf7GjWqWZyeTyrV/XldXVyqUAeCdd95B7dq1BSaiysZimagSeHp6Sh8XFyfFc2sVCgUOHTokJBcA5ObmIikpCSqVSu1jAGrbXtOrKywsVNv2Wg7GjRsHd3d33LlzBzNmzEBUVBQWLVokOhbVQHLvn//www+xevVqODg4QKVSYefOnfjwww+Rk5MDlUrFJeRqAK6GQVTDWVhYaDwnupCvaoqvIDzt4cOH+Omnn6Cvrw8/Pz8BqTS7ceMGoqKioFKp0LNnTzRv3lx0JKqBRowYgcDAQPj4+CAsLAxAUctaeHi44GRFSls6rhiXkKsZOLJMVMNFRESIjlBtPH0FAfhnNQxzc3OMHz9eUCrN6tevjw8++ECauEQkgtz75xMTE0VHIMFYLBMRlZOyvvFITEx87mhVZYiMjISfnx+0tLQQERGB+Ph4rFy5EmvWrBGai2oe9s+T3Ilds4qIqAaaOXOm6AhYvnw5tm/fjrp16wIoWjouJSVFcCqqiZ7tn3dzc8OkSZNExyKScGSZiKiSyWWqSKNGjdTuF6+EQlSZ+vTpg3fffVfqnx8/fjz750lWWCwTEVWypzdiEEVfXx/37t2TssTGxnK3RhKG/fMkZ2zDICKqgXx8fODh4YHU1FS4urrCx8enymwSQdVLZGQkPv74Y3h5eQEA4uPjMW7cOMGpiP7BkWUiokomhzaMS5cuYd68ebh79y4AoHPnzlL/MlFlKu6f9/DwAMD+eZIfFstEROXs1q1baNKkicbzLi4ulZimdBcvXsR3332HvLw8mJqaIiMjA6ampnjttddER6MaiP3zJGcslomIypmDgwM6d+4MZ2dnmJmZlTg/bNgwAanUzZkzB0BRYX/kyBEsWbIEf//9NzdYoErH/nmSO+7gR0RUznJzc7F//378+OOPyMjIgIuLC6ytrWFgYCA6muT8+fOIjo5GdHQ07t69i86dO8PMzAyDBg0SHY1qmLi4OMyZMwepqalo3bo1kpOTsXr1arRv3150NCIALJaJiCrUmTNnMGXKFKSnp8PW1hYTJkxAw4YNRcdC69at0blzZ0yZMgX/+c9/RMehGuynn35Cu3bt2D9PssVimYioAty8eRMhISHYt28fTE1NMWzYMMTExODgwYMICwsTHQ9xcXGIiYlBdHQ00tLS0KVLF5ibm8PS0lJ0NKphvvjiC0RHR0v982ZmZuyfJ1lhsUxEVM7Gjh2LK1euYMSIERg2bBjq168vnRsyZAj27dsnMJ2627dv4/Dhw1i7di17lkmo4v55/l8kuWGxTERUzg4cOIABAwZAS0tLdBSNAgICEBMTg5ycHJiamkq3xo0bi45GNQz750nuWCwTEZWT7Ozs556vU6dOJSV5sdDQUJiZmeHtt98WHYVqOPbPk9yxWCYiKietW7eGQqFQ23Sk+L5CoeBlZaJSsH+e5I7FMhEREQnH/nmSK6XoAERE1c2BAwdKHFu9erWAJETyFxAQgMGDB8PJyQlxcXH47LPPEBkZKToWkYQ7+BERlbN169ahcePG6NKlCwDg+++/x/HjxzF+/HjByYjkx9jYGJ988gn750m22IZBRFTO/v77b3h6emLZsmWIjY3F7t27sWHDBujp6YmORkREL4nFMhFRBUhMTIS3tzeMjIywceNGWW11TUREZcdimYionHh7e0OhUEj3ExMT0aRJE9SrVw8AsGzZMlHRiIjoFbFnmYionPTr10/tft++fcUEISKicsORZSIiIiIiDbh0HBFROUtOToaTkxMsLCwAABcuXEBQUJDgVERE9CpYLBMRlTN/f3+MHz8ehoaGAIA2bdqUuvYyERHJH4tlIqJylpGRgd69e0uT/ZRKJbS1tQWnIiKiV8FimYionGlpaSEvL08qlm/fvg2lki+3RERVEV+9iYjKmbOzMyZOnIgHDx4gKCgIzs7OGDNmjOhYRET0CrgaBhFRBTh16hQOHz4MlUoFCwsLdOvWTXQkIiJ6BSyWiYgqyP3799GgQQPRMYiI6F9gGwYRUTk7d+4c+vXrB1tbWwBAfHw8Pv/8c8GpiIjoVbBYJiIqZwsWLMC6detQv359AECHDh1w5swZwamIiOhVsFgmIipneXl5eO+999SOcek4IqKqicUyEVE509HRQVZWlrR03NWrV6Grqys4FRERvQpO8CMiKmeRkZFYvXo1UlJS0Lt3b0RFRWHRokUwNzcXHY2IiF4Si2UionKyY8cOmJiYoFmzZrhx4waioqKgUqnQs2dPNG/eXHQ8IiJ6BSyWiYjKybhx43D69GkYGhrCxMQE3bt3h4mJCd566y3R0YiI6BWxWCYiKkeFhYW4cOECTp48iRMnTuDMmTMwNDRE9+7dMX/+fNHxiIjoJbFYJiKqIFevXkV0dDS2bNmCO3fu4I8//hAdiYiIXhKLZSKicpKUlITY2FjExsYiMTER77zzDrp164Zu3bqhQ4cOqFWrluiIRET0klgsExGVk9atW6NTp04YP348evfuLS0dR0REVReLZSKicnL48GGcPHkSJ0+eRE5ODrp06QITExOYmJigUaNGouMREdErYLFMRFQBsrKycPr0aZw8eRIHDx6EQqHAgQMHRMciIqKXxAY6IqJydv/+fcTGxuLEiROIjY3FrVu30LFjR9GxiIjoFXBkmYionPj7++PkyZNITU1Fhw4dpLWWO3fuDB0dHdHxiIjoFXBkmYionNSrVw+zZ89Gly5doKurKzoOERGVA44sExERERFpoBQdgIiIiIhIrlgsExERERFpwGKZiIiIiEgDFstERERERBqwWCYiIiIi0uD/AJe3orwCqQVgAAAAAElFTkSuQmCC\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "corr_all = df.corr()\n", + "\n", + "# Generate a mask for the upper triangle\n", + "mask = np.zeros_like(corr_all, dtype = np.bool)\n", + "mask[np.triu_indices_from(mask)] = True\n", + "\n", + "# Set up the matplotlib figure\n", + "f, ax = plt.subplots(figsize = (11, 9))\n", + "\n", + "# Draw the heatmap with the mask and correct aspect ratio\n", + "sns.heatmap(corr_all, mask = mask,\n", + " square = True, linewidths = .5, ax = ax, cmap = \"BuPu\") \n", + "plt.show();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We have a strong positive correlation between price and Base price, weekly units sold and weekly sales, base price and product, price and product. We can also observe a positive correlation between month and week of the year." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "*Observations*\n", + "\n", + "* The most selling and crowded Store is Store 10, and the least crowded store is Store 5.\n", + "* In terms of number of units sold, the most selling product is product 2. In terms of sales dollars, Product 3 postd the highest sales during normal days. \n", + "* Stores do not necessarily run product promotions during holidays. Holidays do not seem to have an impact on Stores' performance.\n", + "* Product 1 sells a little more during holidays, however, Product 2 and Product 3 sell less on holidays.\n", + "* Product 2 seems to be the cheapest product, and Product 3 is the most expensive product.\n", + "* Most stores have some kind of seasonality and they make the highest sales around July.\n", + "* Product 1 sells a little more in February than the other months, Product 2 sells the most around April and July, and Product 3 sells the most around July.\n", + "* In general, prodct 2 sells the most at Store 10, but in July, Product 3 has the highest sales in this store.\n", + "* Each product has its regular price and promotional price. There isn't significant gap between regular price and promotional price on Product 1 and Product 2, however, Product 3's promotional price can be slashed to 50% of its original price. Although every store makes this kind of price cut for product 3, Store 10 is the one made the highest sales during the price cut. \n", + "* It is nothing unusual to sell more during promotion than the normal days. Store 10's made Product 3 the best selling product around July." + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# store types\n", + "sales_1 = df[df.Store == 1]['weekly_sales']\n", + "sales_2 = df[df.Store == 2]['weekly_sales']\n", + "sales_3 = df[df.Store == 3]['weekly_sales']\n", + "sales_4 = df[df.Store == 4]['weekly_sales']\n", + "sales_5 = df[df.Store == 5]['weekly_sales']\n", + "sales_6 = df[df.Store == 6]['weekly_sales']\n", + "sales_7 = df[df.Store == 7]['weekly_sales']\n", + "sales_8 = df[df.Store == 8]['weekly_sales']\n", + "sales_10 = df[df.Store == 10]['weekly_sales']\n", + "\n", + "f, (ax1, ax2, ax3, ax4, ax5, ax6, ax7, ax8, ax9) = plt.subplots(9, figsize = (20, 15))\n", + "\n", + "# store types\n", + "sales_1.plot(color = c, ax = ax1)\n", + "sales_2.plot(color = c, ax = ax2)\n", + "sales_3.plot(color = c, ax = ax3)\n", + "sales_4.plot(color = c, ax = ax4)\n", + "sales_5.plot(color = c, ax = ax5)\n", + "sales_6.plot(color = c, ax = ax6)\n", + "sales_7.plot(color = c, ax = ax7)\n", + "sales_8.plot(color = c, ax = ax8)\n", + "sales_10.plot(color = c, ax = ax9);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Time series" + ] + }, + { + "cell_type": "code", + "execution_count": 105, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": "https://plot.ly" + }, + "data": [ + { + "hoverlabel": { + "namelength": 0 + }, + "hovertemplate": "Date=%{x}
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"white", + "linecolor": "white", + "ticks": "" + } + }, + "title": { + "x": 0.05 + }, + "xaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "zerolinecolor": "white", + "zerolinewidth": 2 + }, + "yaxis": { + "automargin": true, + "gridcolor": "white", + "linecolor": "white", + "ticks": "", + "zerolinecolor": "white", + "zerolinewidth": 2 + } + } + }, + "title": { + "text": "Time Series of weekly sales" + }, + "xaxis": { + "anchor": "y", + "domain": [ + 0, + 0.98 + ], + "title": { + "text": "Date" + } + }, + "yaxis": { + "anchor": "x", + "domain": [ + 0, + 1 + ], + "title": { + "text": "weekly_sales" + } + } + } + }, + "text/html": [ + "
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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "store_10_pro_3 = df[(df.Store == 10) & (df.Product == 3)].loc[:, ['Base Price', 'Price', 'Weekly_Units_Sold', 'weekly_sales']]\n", + "store_10_pro_3.reset_index(level=0, inplace=True)\n", + "fig = px.line(store_10_pro_3, x='Date', y='weekly_sales')\n", + "fig.update_layout(title_text='Time Series of weekly sales')\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 106, + "metadata": {}, + "outputs": [], + "source": [ + "store_10_pro_3 = store_10_pro_3[['Date', 'weekly_sales']].rename(columns = {'Date': 'ds',\n", + " 'weekly_sales': 'y'})" + ] + }, + { + "cell_type": "code", + "execution_count": 107, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n", + "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n" + ] + }, + { + "data": { + "text/html": [ + "
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1872013-09-01
1882013-09-08
1892013-09-15
1902013-09-22
1912013-09-29
1922013-10-06
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dsyhatyhat_loweryhat_upper
1862013-08-257160.4536694742.9377109559.615673
1872013-09-015542.4347393249.7627127887.321785
1882013-09-083702.1683771355.9025665824.555193
1892013-09-152427.279755189.5521424693.158976
1902013-09-222386.9724287.9734714673.053027
1912013-09-293020.451351759.2522365227.695107
1922013-10-063157.655085756.0794995603.923897
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" + ], + "text/plain": [ + " ds yhat yhat_lower yhat_upper\n", + "186 2013-08-25 7160.453669 4742.937710 9559.615673\n", + "187 2013-09-01 5542.434739 3249.762712 7887.321785\n", + "188 2013-09-08 3702.168377 1355.902566 5824.555193\n", + "189 2013-09-15 2427.279755 189.552142 4693.158976\n", + "190 2013-09-22 2386.972428 7.973471 4673.053027\n", + "191 2013-09-29 3020.451351 759.252236 5227.695107\n", + "192 2013-10-06 3157.655085 756.079499 5603.923897" + ] + }, + "execution_count": 108, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "forecast = model.predict(future_dates)\n", + "\n", + "# preditions for last week\n", + "forecast[['ds', 'yhat', 'yhat_lower', 'yhat_upper']].tail(7)" + ] + }, + { + "cell_type": "code", + "execution_count": 109, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "model.plot_components(forecast);" + ] + }, + { + "cell_type": "code", + "execution_count": 111, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The RMSE is 1190.0962582193933\n" + ] + } + ], + "source": [ + "metric_df = forecast.set_index('ds')[['yhat']].join(store_10_pro_3.set_index('ds').y).reset_index()\n", + "metric_df.dropna(inplace=True)\n", + "error = mean_squared_error(metric_df.y, metric_df.yhat)\n", + "print('The RMSE is {}'. format(sqrt(error)))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Add seasonality effect." + ] + }, + { + "cell_type": "code", + "execution_count": 112, + "metadata": {}, + "outputs": [], + "source": [ + "def is_school_holiday_season(ds): \n", + " date = pd.to_datetime(ds)\n", + " starts = datetime.date(date.year, 7, 1)\n", + " ends = datetime.date(date.year, 9, 9)\n", + " return starts < date.to_pydatetime().date() < ends\n", + "\n", + "store_10_pro_3['school_holiday_season'] = store_10_pro_3['ds'].apply(is_school_holiday_season)\n", + "store_10_pro_3['not_school_holiday_season'] = ~store_10_pro_3['ds'].apply(is_school_holiday_season)\n", + "model = Prophet(interval_width=0.95)" + ] + }, + { + "cell_type": "code", + "execution_count": 94, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "INFO:fbprophet:Disabling weekly seasonality. Run prophet with weekly_seasonality=True to override this.\n", + "INFO:fbprophet:Disabling daily seasonality. Run prophet with daily_seasonality=True to override this.\n" + ] + }, + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 94, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.add_seasonality(name='school_holiday_season', period=365, fourier_order=3, condition_name='school_holiday_season')\n", + "model.add_seasonality(name='not_school_holiday_season', period=365, fourier_order=3, condition_name='not_school_holiday_season')\n", + "model.fit(store_10_pro_3)" + ] + }, + { + "cell_type": "code", + "execution_count": 95, + "metadata": {}, + "outputs": [], + "source": [ + "forecast = model.make_future_dataframe(periods=50, freq='W')\n", + "forecast['school_holiday_season'] = forecast['ds'].apply(is_school_holiday_season)\n", + "forecast['not_school_holiday_season'] = ~forecast['ds'].apply(is_school_holiday_season)" + ] + }, + { + "cell_type": "code", + "execution_count": 96, + "metadata": {}, + "outputs": [], + "source": [ + "forecast = model.predict(forecast)" + ] + }, + { + "cell_type": "code", + "execution_count": 97, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10, 5))\n", + "model.plot(forecast, xlabel = 'Date', ylabel = 'Weekly sales')\n", + "plt.title('Weekly sales forecast');" + ] + }, + { + "cell_type": "code", + "execution_count": 98, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The RMSE is 1127.4109974735834\n" + ] + } + ], + "source": [ + "metric_df = forecast.set_index('ds')[['yhat']].join(store_10_pro_3.set_index('ds').y).reset_index()\n", + "metric_df.dropna(inplace=True)\n", + "error = mean_squared_error(metric_df.y, metric_df.yhat)\n", + "print('The RMSE is {}'. format(sqrt(error)))" + ] + }, + { + "cell_type": "code", + "execution_count": 99, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ], + "text/plain": [ + " balance tier aag_yr1 cardholder email_subscriber \\\n", + "499920 2887080 Silver 0.0 True True \n", + "499921 3049968 Platinum 80386.0 True True \n", + "499922 3219710 Platinum 69052.0 True True \n", + "499923 4211165 Regular 3872.0 True True \n", + "499924 6202340 Gold 55561.0 True True \n", + "\n", + " enrollment_date nonflt_use awd_use most_recent_flt \\\n", + "499920 2002-08-26T04:00:00.000Z 0 0 2016-12-22 00:00:00 \n", + "499921 1983-11-15T05:00:00.000Z 722 490000 2019-05-08 00:00:00 \n", + "499922 1993-08-17T04:00:00.000Z 0 0 2019-05-10 00:00:00 \n", + "499923 1993-03-31T05:00:00.000Z 0 505000 2018-03-27 00:00:00 \n", + "499924 1984-09-12T04:00:00.000Z 0 0 2019-05-06 00:00:00 \n", + "\n", + " most_recent_awd flt_segs_12mo flt_segs_6mo flt_segs_3mo \\\n", + "499920 2018-02-13 00:00:00 0 0 0 \n", + "499921 2019-04-23 00:00:00 57 24 10 \n", + "499922 2015-08-31 00:00:00 34 18 5 \n", + "499923 2019-03-22 00:00:00 0 0 0 \n", + "499924 2009-08-29 00:00:00 68 29 17 \n", + "\n", + " nonflt_earn_12mo nonflt_earn_6mo nonflt_earn_3mo \\\n", + "499920 492283 297294 95599 \n", + "499921 381511 220862 64070 \n", + "499922 149463 99716 24701 \n", + "499923 166809 48760 24057 \n", + "499924 243250 116941 80472 \n", + "\n", + " lifetime_aag_base_miles affinity_spend_12mo affinity_spend_6mo \\\n", + "499920 47937 4892.80 2965.09 \n", + "499921 1005237 2746.04 1511.58 \n", + "499922 727692 1455.41 964.44 \n", + "499923 32034 1666.55 486.28 \n", + "499924 1226412 1856.72 938.01 \n", + "\n", + " affinity_spend_3mo flt_base_12mo flt_base_6mo flt_base_3mo \\\n", + "499920 948.14 0 0 0 \n", + "499921 521.65 47434 20390 8433 \n", + "499922 245.51 47561 19040 8527 \n", + "499923 239.69 0 0 0 \n", + "499924 657.84 38534 14369 9499 \n", + "\n", + " flt_promo_12mo flt_promo_6mo flt_promo_3mo ptnr_miles_earned_12mo \\\n", + "499920 0 0 0 492283 \n", + "499921 80069 34230 13196 331510 \n", + "499922 102463 38536 17357 187735 \n", + "499923 0 0 0 166809 \n", + "499924 69588 30800 18761 235749 \n", + "\n", + " ptnr_miles_earned_6mo ptnr_miles_earned_3mo \\\n", + "499920 297294 95599 \n", + "499921 170861 64069 \n", + "499922 97344 24701 \n", + "499923 48760 24057 \n", + "499924 114440 80472 \n", + "\n", + " ptnr_miles_redeemed_12mo ptnr_miles_redeemed_6mo \\\n", + "499920 0 0 \n", + "499921 390000 340000 \n", + "499922 0 0 \n", + "499923 0 0 \n", + "499924 0 0 \n", + "\n", + " ptnr_miles_redeemed_3mo partner_offer_opt_in estatement_opt_in \\\n", + "499920 0 False True \n", + "499921 200000 True True \n", + "499922 0 True True \n", + "499923 0 True True \n", + "499924 0 True True \n", + "\n", + " target ID \n", + "499920 0 349162 \n", + "499921 0 560363 \n", + "499922 0 531021 \n", + "499923 0 575985 \n", + "499924 0 64434 " + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train.tail(5)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "\n", + "RangeIndex: 499925 entries, 0 to 499924\n", + "Data columns (total 36 columns):\n", + "balance 499925 non-null int64\n", + "tier 499925 non-null object\n", + "aag_yr1 499918 non-null float64\n", + "cardholder 499925 non-null bool\n", + "email_subscriber 499925 non-null bool\n", + "enrollment_date 499925 non-null object\n", + "nonflt_use 499925 non-null int64\n", + "awd_use 499925 non-null int64\n", + "most_recent_flt 355490 non-null object\n", + "most_recent_awd 149463 non-null object\n", + "flt_segs_12mo 499925 non-null int64\n", + "flt_segs_6mo 499925 non-null int64\n", + "flt_segs_3mo 499925 non-null int64\n", + "nonflt_earn_12mo 499925 non-null int64\n", + "nonflt_earn_6mo 499925 non-null int64\n", + "nonflt_earn_3mo 499925 non-null int64\n", + "lifetime_aag_base_miles 499925 non-null int64\n", + "affinity_spend_12mo 499925 non-null float64\n", + "affinity_spend_6mo 499925 non-null float64\n", + "affinity_spend_3mo 499925 non-null float64\n", + "flt_base_12mo 499925 non-null int64\n", + "flt_base_6mo 499925 non-null int64\n", + "flt_base_3mo 499925 non-null int64\n", + "flt_promo_12mo 499925 non-null int64\n", + "flt_promo_6mo 499925 non-null int64\n", + "flt_promo_3mo 499925 non-null int64\n", + "ptnr_miles_earned_12mo 499925 non-null int64\n", + "ptnr_miles_earned_6mo 499925 non-null int64\n", + "ptnr_miles_earned_3mo 499925 non-null int64\n", + "ptnr_miles_redeemed_12mo 499925 non-null int64\n", + "ptnr_miles_redeemed_6mo 499925 non-null int64\n", + "ptnr_miles_redeemed_3mo 499925 non-null int64\n", + "partner_offer_opt_in 499925 non-null bool\n", + "estatement_opt_in 499925 non-null bool\n", + "target 499925 non-null int64\n", + "ID 499925 non-null int64\n", + "dtypes: bool(4), float64(4), int64(24), object(4)\n", + "memory usage: 124.0+ MB\n" + ] + } + ], + "source": [ + "df_train.info()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Data Preprocessing & preparation" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "# Drop the column if there is only one unique value\n", + "for col in df_train:\n", + " if df_train[col].nunique()==1:\n", + " df_train.drop(col,inplace=True,axis=1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Bases on the assumption that missing \"most recent_flt\" and \"most_recent_aws\" are the dates that have not come yet. So, fill missing \"most_recent_flt\" and \"most_recent_awd\" with today's date.\n", + "\n", + "Fill the missing \"aag_yr1\" with zero. There are only a handful of them." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "df_train['most_recent_flt'].fillna('2019-10-16', inplace=True)\n", + "df_train['most_recent_awd'].fillna('2019-10-16', inplace=True)\n", + "df_train['aag_yr1'].fillna(0, inplace=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Covert three date columns to date time data type, and keep date only, then calculate number of days between dates before eventaully drop these date columns." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + ">> First enrollment day in training data 1913-01-11 00:00:00\n", + ">> Last enrollment day in training data 2019-04-30 00:00:00\n", + "\n", + ">> First most recent flight date in training data 2004-02-24 00:00:00\n", + ">> Last most recent flight date in training data 2019-10-16 00:00:00\n", + "\n", + ">> First most recent award date in training data 2004-12-08 00:00:00\n", + ">> Last most recent award date in training data 2019-10-16 00:00:00\n" + ] + } + ], + "source": [ + "for i in ['enrollment_date', 'most_recent_flt', 'most_recent_awd']:\n", + " df_train[i] = pd.to_datetime(df_train[i])\n", + "df_train['enrollment_date'] = df_train['enrollment_date'].dt.date\n", + "df_train['most_recent_flt'] = df_train['most_recent_flt'].dt.date\n", + "df_train['most_recent_awd'] = df_train['most_recent_awd'].dt.date\n", + "\n", + "for i in ['enrollment_date', 'most_recent_flt', 'most_recent_awd']:\n", + " df_train[i] = pd.to_datetime(df_train[i])\n", + " \n", + "df_train['days_flt_enrollment'] = (df_train['most_recent_flt'] - df_train['enrollment_date']).dt.days\n", + "df_train['days_awd_flt'] = (df_train['most_recent_awd'] - df_train['most_recent_flt']).dt.days\n", + "\n", + "print(f\">> First enrollment day in training data {df_train.enrollment_date.min()}\")\n", + "print(f\">> Last enrollment day in training data {df_train.enrollment_date.max()}\")\n", + "print()\n", + "print(f\">> First most recent flight date in training data {df_train.most_recent_flt.min()}\")\n", + "print(f\">> Last most recent flight date in training data {df_train.most_recent_flt.max()}\")\n", + "print()\n", + "print(f\">> First most recent award date in training data {df_train.most_recent_awd.min()}\")\n", + "print(f\">> Last most recent award date in training data {df_train.most_recent_awd.max()}\")\n", + "\n", + "df_train.drop(['enrollment_date', 'most_recent_flt', 'most_recent_awd'], axis=1, inplace=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Explore target feature\n", + "\n", + "Our target are imbalanced, and the ratio of non-purchase to purchase instances is 99.85: 0.15. Before we go ahead to balance the classes, Let's do some more exploration." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 499175\n", + "1 750\n", + "Name: target, dtype: int64" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train['target'].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "sns.countplot(x = 'target', data=df_train)\n", + "plt.show();" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Percentage of members that did not purchase is 99.8499774966245\n", + "Percentage members that did purchase is 0.15002250337550632\n" + ] + } + ], + "source": [ + "count_no_pur = len(df_train[df_train['target']==0])\n", + "count_pur = len(df_train[df_train['target']==1])\n", + "pct_of_no_pur = count_no_pur/(count_no_pur+count_pur)\n", + "print(\"Percentage of members that did not purchase is\", pct_of_no_pur*100)\n", + "pct_of_pur = count_pur/(count_no_pur+count_pur)\n", + "print(\"Percentage members that did purchase is\", pct_of_pur*100)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We also add to our assumptions based on the analysis so far.\n", + "\n", + "* Members who are loyal are more likely to be influenced by marketing campaigns.\n", + "* Members who are email subscribers and/or card holders are more likely to be influenced by marketing campaigns.\n", + "* Members who have a lot of balance but just a little bit short for a desired vacation are more likely to be influenced by marketing campaigns.\n", + "* Members who are active, incented to collect and redeem points are more likely to be influenced by marketing campaigns." + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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balanceaag_yr1cardholderemail_subscribernonflt_useawd_useflt_segs_12moflt_segs_6moflt_segs_3mononflt_earn_12mononflt_earn_6mononflt_earn_3molifetime_aag_base_milesaffinity_spend_12moaffinity_spend_6moaffinity_spend_3moflt_base_12moflt_base_6moflt_base_3moflt_promo_12moflt_promo_6moflt_promo_3moptnr_miles_earned_12moptnr_miles_earned_6moptnr_miles_earned_3moptnr_miles_redeemed_12moptnr_miles_redeemed_6moptnr_miles_redeemed_3mopartner_offer_opt_inestatement_opt_indays_flt_enrollmentdays_awd_flt
target
029349.1558073115.1217570.2474560.688308144.0201318481.0637552.4721071.2318650.6138357479.493323704.2566191801.57215821647.38241352.08892326.01235912.7260722976.8922441501.010019740.9216971158.590372591.210595290.8937757413.1227333648.3688851810.3845261539.782365866.079956470.4966430.4981080.5657721733.210041123.405615
156068.0600007044.3520000.5333330.865333503.80400063957.3333335.6000002.7680001.33200067277.0560038520.10533325039.13733350610.089333150.90192080.02257341.4317476660.2693333381.5106671673.1506674060.7533332128.1400001165.50533327965.39600013418.4160007403.16266732044.40000021836.53333312727.4666670.6720000.7266672778.08133370.760000
\n", + "
" + ], + "text/plain": [ + " balance aag_yr1 cardholder email_subscriber nonflt_use \\\n", + "target \n", + "0 29349.155807 3115.121757 0.247456 0.688308 144.020131 \n", + "1 56068.060000 7044.352000 0.533333 0.865333 503.804000 \n", + "\n", + " awd_use flt_segs_12mo flt_segs_6mo flt_segs_3mo \\\n", + "target \n", + "0 8481.063755 2.472107 1.231865 0.613835 \n", + "1 63957.333333 5.600000 2.768000 1.332000 \n", + "\n", + " nonflt_earn_12mo nonflt_earn_6mo nonflt_earn_3mo \\\n", + "target \n", + "0 7479.49332 3704.256619 1801.572158 \n", + "1 67277.05600 38520.105333 25039.137333 \n", + "\n", + " lifetime_aag_base_miles affinity_spend_12mo affinity_spend_6mo \\\n", + "target \n", + "0 21647.382413 52.088923 26.012359 \n", + "1 50610.089333 150.901920 80.022573 \n", + "\n", + " affinity_spend_3mo flt_base_12mo flt_base_6mo flt_base_3mo \\\n", + "target \n", + "0 12.726072 2976.892244 1501.010019 740.921697 \n", + "1 41.431747 6660.269333 3381.510667 1673.150667 \n", + "\n", + " flt_promo_12mo flt_promo_6mo flt_promo_3mo ptnr_miles_earned_12mo \\\n", + "target \n", + "0 1158.590372 591.210595 290.893775 7413.122733 \n", + "1 4060.753333 2128.140000 1165.505333 27965.396000 \n", + "\n", + " ptnr_miles_earned_6mo ptnr_miles_earned_3mo \\\n", + "target \n", + "0 3648.368885 1810.384526 \n", + "1 13418.416000 7403.162667 \n", + "\n", + " ptnr_miles_redeemed_12mo ptnr_miles_redeemed_6mo \\\n", + "target \n", + "0 1539.782365 866.079956 \n", + "1 32044.400000 21836.533333 \n", + "\n", + " ptnr_miles_redeemed_3mo partner_offer_opt_in estatement_opt_in \\\n", + "target \n", + "0 470.496643 0.498108 0.565772 \n", + "1 12727.466667 0.672000 0.726667 \n", + "\n", + " days_flt_enrollment days_awd_flt \n", + "target \n", + "0 1733.210041 123.405615 \n", + "1 2778.081333 70.760000 " + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train.drop('ID', axis=1).groupby('target').mean()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Observations:\n", + "\n", + "The average balance of members who purchased the miles is way higher than that of the members' who didn't. In fact, most of the numeric features average values are higher for the members who bought miles. Its obvious that members who bought miles after marketing campaign are the ones with energy." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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tiertarget
0Gold0.006155
3Silver0.005222
1Platinum0.004484
2Regular0.001367
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" + ], + "text/plain": [ + " tier target\n", + "0 Gold 0.006155\n", + "3 Silver 0.005222\n", + "1 Platinum 0.004484\n", + "2 Regular 0.001367" + ] + }, + "execution_count": 13, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train[['tier', 'target']].groupby(['tier'], as_index=False).mean().sort_values(by='target', ascending=False)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Gold tier had a little bit higher purchase rate than Silver tier, Silver tier had a little bit higher purchase rate than Platinum tier. The tier that had the least purchase rate is Regular. This confirms my previous assumption that loyal members are more likely to be influenced by marketing campaign." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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partner_offer_opt_intarget
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" + ], + "text/plain": [ + " partner_offer_opt_in target\n", + "1 True 0.002023\n", + "0 False 0.000981" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train[['partner_offer_opt_in', 'target']].groupby(['partner_offer_opt_in'], as_index=False).mean().sort_values(by='target', ascending=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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estatement_opt_intarget
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" + ], + "text/plain": [ + " estatement_opt_in target\n", + "1 True 0.001926\n", + "0 False 0.000945" + ] + }, + "execution_count": 17, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train[['estatement_opt_in', 'target']].groupby(['estatement_opt_in'], as_index=False).mean().sort_values(by='target', ascending=False)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "It goes without saying that members who are email subscribers, card holders, actively engaged in the programs as well as partners progrmas have a higher purchase rate." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Distribution of numerical feature values" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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countmeanstdmin25%50%75%max
balance499925.029389.24017677897.157236-5627.01671.08501.028551.09001052.00
aag_yr1499925.03121.0164867031.4752810.00.00.03912.0185331.00
nonflt_use499925.0144.5598883144.3836170.00.00.00.0782045.00
awd_use499925.08564.29064455570.8934580.00.00.00.020690000.00
flt_segs_12mo499925.02.4768005.7746820.00.00.03.0202.00
flt_segs_6mo499925.01.2341693.1261190.00.00.02.0122.00
flt_segs_3mo499925.00.6149121.7772250.00.00.00.058.00
nonflt_earn_12mo499925.07569.20312033996.7927700.00.00.0500.010020653.00
nonflt_earn_6mo499925.03756.48822717105.2937690.00.00.01.05223880.00
nonflt_earn_3mo499925.01836.4337359051.8189410.00.00.00.02691455.00
lifetime_aag_base_miles499925.021690.83299161924.4384910.00.04106.016374.02254169.00
affinity_spend_12mo499925.052.237165239.1293090.00.00.00.030698.71
affinity_spend_6mo499925.026.093387119.0530760.00.00.00.013469.12
affinity_spend_3mo499925.012.76913759.4492660.00.00.00.06648.58
flt_base_12mo499925.02982.4181396606.7174010.00.00.03764.0185728.00
flt_base_6mo499925.01503.8311933756.4879130.00.00.01448.0105780.00
flt_base_3mo499925.0742.3202502193.5111740.00.00.00.070987.00
flt_promo_12mo499925.01162.9442707350.6930460.00.00.020.0416666.00
flt_promo_6mo499925.0593.5163353943.6992900.00.00.00.0255472.00
flt_promo_3mo499925.0292.2058892176.7243410.00.00.00.0188444.00
ptnr_miles_earned_12mo499925.07443.95576728175.5662970.00.00.0500.03079766.00
ptnr_miles_earned_6mo499925.03663.02615414323.3599640.00.00.00.01350000.00
ptnr_miles_earned_3mo499925.01818.7749527719.2874910.00.00.00.0717139.00
ptnr_miles_redeemed_12mo499925.01585.54615615374.8414950.00.00.00.01132500.00
ptnr_miles_redeemed_6mo499925.0897.54035510840.2962260.00.00.00.01020000.00
ptnr_miles_redeemed_3mo499925.0488.8848577744.9581360.00.00.00.01020000.00
target499925.00.0015000.0387040.00.00.00.01.00
ID499925.0299908.391547173179.0861981.0149948.0299857.0449931.0599910.00
days_flt_enrollment499925.01734.7775832511.035596-4754.0294.0808.01876.037483.00
days_awd_flt499925.0123.326635777.551796-5399.00.026.0402.05713.00
\n", + "
" + ], + "text/plain": [ + " count mean std min \\\n", + "balance 499925.0 29389.240176 77897.157236 -5627.0 \n", + "aag_yr1 499925.0 3121.016486 7031.475281 0.0 \n", + "nonflt_use 499925.0 144.559888 3144.383617 0.0 \n", + "awd_use 499925.0 8564.290644 55570.893458 0.0 \n", + "flt_segs_12mo 499925.0 2.476800 5.774682 0.0 \n", + "flt_segs_6mo 499925.0 1.234169 3.126119 0.0 \n", + "flt_segs_3mo 499925.0 0.614912 1.777225 0.0 \n", + "nonflt_earn_12mo 499925.0 7569.203120 33996.792770 0.0 \n", + "nonflt_earn_6mo 499925.0 3756.488227 17105.293769 0.0 \n", + "nonflt_earn_3mo 499925.0 1836.433735 9051.818941 0.0 \n", + "lifetime_aag_base_miles 499925.0 21690.832991 61924.438491 0.0 \n", + "affinity_spend_12mo 499925.0 52.237165 239.129309 0.0 \n", + "affinity_spend_6mo 499925.0 26.093387 119.053076 0.0 \n", + "affinity_spend_3mo 499925.0 12.769137 59.449266 0.0 \n", + "flt_base_12mo 499925.0 2982.418139 6606.717401 0.0 \n", + "flt_base_6mo 499925.0 1503.831193 3756.487913 0.0 \n", + "flt_base_3mo 499925.0 742.320250 2193.511174 0.0 \n", + "flt_promo_12mo 499925.0 1162.944270 7350.693046 0.0 \n", + "flt_promo_6mo 499925.0 593.516335 3943.699290 0.0 \n", + "flt_promo_3mo 499925.0 292.205889 2176.724341 0.0 \n", + "ptnr_miles_earned_12mo 499925.0 7443.955767 28175.566297 0.0 \n", + "ptnr_miles_earned_6mo 499925.0 3663.026154 14323.359964 0.0 \n", + "ptnr_miles_earned_3mo 499925.0 1818.774952 7719.287491 0.0 \n", + "ptnr_miles_redeemed_12mo 499925.0 1585.546156 15374.841495 0.0 \n", + "ptnr_miles_redeemed_6mo 499925.0 897.540355 10840.296226 0.0 \n", + "ptnr_miles_redeemed_3mo 499925.0 488.884857 7744.958136 0.0 \n", + "target 499925.0 0.001500 0.038704 0.0 \n", + "ID 499925.0 299908.391547 173179.086198 1.0 \n", + "days_flt_enrollment 499925.0 1734.777583 2511.035596 -4754.0 \n", + "days_awd_flt 499925.0 123.326635 777.551796 -5399.0 \n", + "\n", + " 25% 50% 75% max \n", + "balance 1671.0 8501.0 28551.0 9001052.00 \n", + "aag_yr1 0.0 0.0 3912.0 185331.00 \n", + "nonflt_use 0.0 0.0 0.0 782045.00 \n", + "awd_use 0.0 0.0 0.0 20690000.00 \n", + "flt_segs_12mo 0.0 0.0 3.0 202.00 \n", + "flt_segs_6mo 0.0 0.0 2.0 122.00 \n", + "flt_segs_3mo 0.0 0.0 0.0 58.00 \n", + "nonflt_earn_12mo 0.0 0.0 500.0 10020653.00 \n", + "nonflt_earn_6mo 0.0 0.0 1.0 5223880.00 \n", + "nonflt_earn_3mo 0.0 0.0 0.0 2691455.00 \n", + "lifetime_aag_base_miles 0.0 4106.0 16374.0 2254169.00 \n", + "affinity_spend_12mo 0.0 0.0 0.0 30698.71 \n", + "affinity_spend_6mo 0.0 0.0 0.0 13469.12 \n", + "affinity_spend_3mo 0.0 0.0 0.0 6648.58 \n", + "flt_base_12mo 0.0 0.0 3764.0 185728.00 \n", + "flt_base_6mo 0.0 0.0 1448.0 105780.00 \n", + "flt_base_3mo 0.0 0.0 0.0 70987.00 \n", + "flt_promo_12mo 0.0 0.0 20.0 416666.00 \n", + "flt_promo_6mo 0.0 0.0 0.0 255472.00 \n", + "flt_promo_3mo 0.0 0.0 0.0 188444.00 \n", + "ptnr_miles_earned_12mo 0.0 0.0 500.0 3079766.00 \n", + "ptnr_miles_earned_6mo 0.0 0.0 0.0 1350000.00 \n", + "ptnr_miles_earned_3mo 0.0 0.0 0.0 717139.00 \n", + "ptnr_miles_redeemed_12mo 0.0 0.0 0.0 1132500.00 \n", + "ptnr_miles_redeemed_6mo 0.0 0.0 0.0 1020000.00 \n", + "ptnr_miles_redeemed_3mo 0.0 0.0 0.0 1020000.00 \n", + "target 0.0 0.0 0.0 1.00 \n", + "ID 149948.0 299857.0 449931.0 599910.00 \n", + "days_flt_enrollment 294.0 808.0 1876.0 37483.00 \n", + "days_awd_flt 0.0 26.0 402.0 5713.00 " + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train.describe().T" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Multicollinearity\n", + "\n", + "Correlation between independent numeric features inside each segment." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "def corrfunc(x,y, ax=None, **kws):\n", + " \"\"\"Plot the correlation coefficient in the top left hand corner of a plot.\"\"\"\n", + " r, _ = pearsonr(x, y)\n", + " ax = ax or plt.gca()\n", + " # Unicode for lowercase rho (ρ)\n", + " rho = '\\u03C1'\n", + " ax.annotate(f'{rho} = {r:.2f}', xy=(.1, .9), xycoords=ax.transAxes)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "g = sns.pairplot(df_train[['flt_segs_12mo', 'flt_segs_6mo', 'flt_segs_3mo']])\n", + "g.map_lower(corrfunc)\n", + "plt.show();" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "g = sns.pairplot(df_train[['nonflt_earn_12mo', 'nonflt_earn_6mo', 'nonflt_earn_3mo']])\n", + "g.map_lower(corrfunc)\n", + "plt.show();" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "g = sns.pairplot(df_train[['affinity_spend_12mo', 'affinity_spend_6mo', 'affinity_spend_3mo']])\n", + "g.map_lower(corrfunc)\n", + "plt.show();" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "g = sns.pairplot(df_train[['flt_base_12mo', 'flt_base_6mo', 'flt_base_3mo']])\n", + "g.map_lower(corrfunc)\n", + "plt.show();" + ] + }, + { + "cell_type": "code", + "execution_count": 47, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "g = sns.pairplot(df_train[['flt_promo_12mo', 'flt_promo_6mo', 'flt_promo_3mo']])\n", + "g.map_lower(corrfunc)\n", + "plt.show();" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "g = sns.pairplot(df_train[['ptnr_miles_earned_12mo', 'ptnr_miles_earned_6mo', 'ptnr_miles_earned_3mo']])\n", + "g.map_lower(corrfunc)\n", + "plt.show();" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "g = sns.pairplot(df_train[['ptnr_miles_redeemed_12mo', 'ptnr_miles_redeemed_6mo', 'ptnr_miles_redeemed_3mo']])\n", + "g.map_lower(corrfunc)\n", + "plt.show();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The three independent features in each of the above segments are correlated with each other. We will remove and keep one only for each segment before fitting the model." + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [], + "source": [ + "cols_to_drop = ['nonflt_earn_12mo', 'nonflt_earn_6mo', 'ptnr_miles_redeemed_12mo', 'ptnr_miles_redeemed_6mo', 'ptnr_miles_earned_12mo', 'ptnr_miles_earned_6mo', 'flt_base_6mo', 'flt_base_3mo', 'flt_segs_6mo', 'flt_segs_3mo', 'flt_promo_12mo', 'flt_promo_6mo', 'affinity_spend_12mo', 'affinity_spend_6mo', 'ID']\n", + "df_train.drop(cols_to_drop, axis=1, inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "target 1.000000\n", + "nonflt_earn_3mo 0.099359\n", + "ptnr_miles_redeemed_3mo 0.061251\n", + "awd_use 0.038638\n", + "ptnr_miles_earned_3mo 0.028042\n", + "cardholder 0.025625\n", + "aag_yr1 0.021628\n", + "flt_base_12mo 0.021578\n", + "flt_segs_12mo 0.020964\n", + "affinity_spend_3mo 0.018688\n", + "lifetime_aag_base_miles 0.018102\n", + "days_flt_enrollment 0.016105\n", + "flt_promo_3mo 0.015551\n", + "email_subscriber 0.014796\n", + "partner_offer_opt_in 0.013461\n", + "balance 0.013275\n", + "estatement_opt_in 0.012564\n", + "nonflt_use 0.004429\n", + "days_awd_flt -0.002621\n", + "Name: target, dtype: float64" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_train.corr()['target'].sort_values(ascending=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# pd.set_option('precision',2)\n", + "plt.figure(figsize=(10, 8))\n", + "sns.heatmap(df_train.drop(['target'],axis=1).corr(), square=True)\n", + "plt.suptitle(\"Pearson Correlation Heatmap\")\n", + "plt.show();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "There are still some collinearities. I will remove a few more." + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "df_train.drop(['estatement_opt_in', 'flt_base_12mo', 'ptnr_miles_earned_3mo', 'flt_segs_12mo'], axis=1, inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10,4))\n", + "sns.countplot(x=\"tier\", data=df_train, order = df_train['tier'].value_counts().index)\n", + "plt.xlabel('Tier')\n", + "plt.ylabel('Count')\n", + "plt.title('Number of members per tier');" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [], + "source": [ + "just_dummies = pd.get_dummies(df_train['tier'])\n", + "df_train = pd.concat([df_train, just_dummies], axis=1) \n", + "df_train.drop('tier', inplace=True, axis=1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Nomalize the data and train test split" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [], + "source": [ + "X = df_train.drop('target', axis=1)\n", + "y = df_train.target\n", + "scaler = MinMaxScaler()\n", + "\n", + "X_train, X_test, y_train, y_test = train_test_split(X, y, stratify=y, test_size=0.3)\n", + "\n", + "X_train = scaler.fit_transform(X_train)\n", + "X_test= scaler.transform(X_test)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Modelding\n", + "\n", + "A bagging classifier with additional balancing." + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": { + "scrolled": true + }, + "outputs": [ + { + "data": { + "text/plain": [ + "BalancedBaggingClassifier(base_estimator=DecisionTreeClassifier(class_weight=None,\n", + " criterion='gini',\n", + " max_depth=None,\n", + " max_features=None,\n", + " max_leaf_nodes=None,\n", + " min_impurity_decrease=0.0,\n", + " min_impurity_split=None,\n", + " min_samples_leaf=1,\n", + " min_samples_split=2,\n", + " min_weight_fraction_leaf=0.0,\n", + " presort=False,\n", + " random_state=None,\n", + " splitter='best'),\n", + " bootstrap=True, bootstrap_features=False,\n", + " max_features=1.0, max_samples=1.0, n_estimators=10,\n", + " n_jobs=1, oob_score=False, random_state=0, ratio=None,\n", + " replacement=False, sampling_strategy='auto',\n", + " verbose=0, warm_start=False)" + ] + }, + "execution_count": 29, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "bbc = BalancedBaggingClassifier(base_estimator=DecisionTreeClassifier(), \n", + " sampling_strategy='auto',\n", + " replacement=False,\n", + " random_state=0)\n", + "bbc.fit(X_train, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[130365 19388]\n", + " [ 60 165]]\n" + ] + } + ], + "source": [ + "y_pred = bbc.predict(X_test)\n", + "print(confusion_matrix(y_test, y_pred))" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " precision recall f1-score support\n", + "\n", + " 0 1.00 0.87 0.93 149753\n", + " 1 0.01 0.73 0.02 225\n", + "\n", + " accuracy 0.87 149978\n", + " macro avg 0.50 0.80 0.47 149978\n", + "weighted avg 1.00 0.87 0.93 149978\n", + "\n" + ] + } + ], + "source": [ + "print(classification_report(y_test, y_pred))" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "bbc_roc_auc = roc_auc_score(y_test, bbc.predict(X_test))\n", + "fpr, tpr, thresholds = roc_curve(y_test, bbc.predict_proba(X_test)[:,1])\n", + "plt.figure()\n", + "plt.plot(fpr, tpr, label='Balanced Bagging Classifier (area = %0.2f)' % bbc_roc_auc)\n", + "plt.plot([0, 1], [0, 1],'r--')\n", + "plt.xlim([0.0, 1.0])\n", + "plt.ylim([0.0, 1.05])\n", + "plt.xlabel('False Positive Rate')\n", + "plt.ylabel('True Positive Rate')\n", + "plt.title('Receiver operating characteristic')\n", + "plt.legend(loc=\"lower right\")\n", + "plt.savefig('Log_ROC')\n", + "plt.show();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "A balanced random forest classifier" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "BalancedRandomForestClassifier(bootstrap=True, class_weight=None,\n", + " criterion='gini', max_depth=None,\n", + " max_features='auto', max_leaf_nodes=None,\n", + " min_impurity_decrease=0.0, min_samples_leaf=2,\n", + " min_samples_split=2,\n", + " min_weight_fraction_leaf=0.0, n_estimators=100,\n", + " n_jobs=1, oob_score=False, random_state=0,\n", + " replacement=False, sampling_strategy='auto',\n", + " verbose=0, warm_start=False)" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "brf = BalancedRandomForestClassifier(n_estimators=100, random_state=0)\n", + "brf.fit(X_train, y_train)" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[[114101 35652]\n", + " [ 38 187]]\n" + ] + } + ], + "source": [ + "y_pred = brf.predict(X_test)\n", + "print(confusion_matrix(y_test, y_pred))" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " precision recall f1-score support\n", + "\n", + " 0 1.00 0.76 0.86 149753\n", + " 1 0.01 0.83 0.01 225\n", + "\n", + " accuracy 0.76 149978\n", + " macro avg 0.50 0.80 0.44 149978\n", + "weighted avg 1.00 0.76 0.86 149978\n", + "\n" + ] + } + ], + "source": [ + "print(classification_report(y_test, y_pred))" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "brf_roc_auc = roc_auc_score(y_test, brf.predict(X_test))\n", + "fpr, tpr, thresholds = roc_curve(y_test, brf.predict_proba(X_test)[:,1])\n", + "plt.figure()\n", + "plt.plot(fpr, tpr, label='Balanced Random Forest Classifier (area = %0.2f)' % brf_roc_auc)\n", + "plt.plot([0, 1], [0, 1],'r--')\n", + "plt.xlim([0.0, 1.0])\n", + "plt.ylim([0.0, 1.05])\n", + "plt.xlabel('False Positive Rate')\n", + "plt.ylabel('True Positive Rate')\n", + "plt.title('Receiver operating characteristic')\n", + "plt.legend(loc=\"lower right\")\n", + "plt.savefig('Log_ROC')\n", + "plt.show();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "I decided Balanced Random Forest Classifier will be my final model, simply because it has a little higher recall on 1. And I am using this model to predict and assign propensity score for the members in score data set." + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [], + "source": [ + "import pickle\n", + "\n", + "filename = 'propensity_model.sav'\n", + "pickle.dump(brf, open(filename, 'wb'))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Load the score data and sanity check whether there are same member in both training and score data." + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + "Empty DataFrame\n", + "Columns: [balance_x, tier_x, aag_yr1_x, cardholder_x, email_subscriber_x, enrollment_date_x, nonflt_use_x, awd_use_x, most_recent_flt_x, most_recent_awd_x, flt_segs_12mo_x, flt_segs_6mo_x, flt_segs_3mo_x, nonflt_earn_12mo_x, nonflt_earn_6mo_x, nonflt_earn_3mo_x, lifetime_aag_base_miles_x, affinity_spend_12mo_x, affinity_spend_6mo_x, affinity_spend_3mo_x, flt_base_12mo_x, flt_base_6mo_x, flt_base_3mo_x, flt_promo_12mo_x, flt_promo_6mo_x, flt_promo_3mo_x, ptnr_miles_earned_12mo_x, ptnr_miles_earned_6mo_x, ptnr_miles_earned_3mo_x, ptnr_miles_redeemed_12mo_x, ptnr_miles_redeemed_6mo_x, ptnr_miles_redeemed_3mo_x, partner_offer_opt_in_x, estatement_opt_in_x, target, ID, balance_y, tier_y, aag_yr1_y, cardholder_y, email_subscriber_y, enrollment_date_y, nonflt_use_y, awd_use_y, most_recent_flt_y, most_recent_awd_y, flt_segs_12mo_y, flt_segs_6mo_y, flt_segs_3mo_y, nonflt_earn_12mo_y, nonflt_earn_6mo_y, nonflt_earn_3mo_y, lifetime_aag_base_miles_y, affinity_spend_12mo_y, affinity_spend_6mo_y, affinity_spend_3mo_y, flt_base_12mo_y, flt_base_6mo_y, flt_base_3mo_y, flt_promo_12mo_y, flt_promo_6mo_y, flt_promo_3mo_y, ptnr_miles_earned_12mo_y, ptnr_miles_earned_6mo_y, ptnr_miles_earned_3mo_y, ptnr_miles_redeemed_12mo_y, ptnr_miles_redeemed_6mo_y, ptnr_miles_redeemed_3mo_y, partner_offer_opt_in_y, estatement_opt_in_y]\n", + "Index: []" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_score = pd.read_csv('Scoring Data Set.csv')\n", + "df_train = pd.read_csv('Training Data Set.csv')\n", + "merged_df = pd.merge(df_train, df_score, on=['ID'], how='inner')\n", + "merged_df.head()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Good." + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [], + "source": [ + "df_result = df_score.copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + ">> First enrollment day in score data 1935-02-26 00:00:00\n", + ">> Last enrollment day in score data 2019-04-30 00:00:00\n", + "\n", + ">> First most recent flight date in score data 2005-06-08 00:00:00\n", + ">> Last most recent flight date in score data 2019-10-16 00:00:00\n", + "\n", + ">> First most recent award date in score data 2005-11-23 00:00:00\n", + ">> Last most recent award date in score data 2019-10-16 00:00:00\n" + ] + } + ], + "source": [ + "df_score['most_recent_flt'].fillna('2019-10-16', inplace=True)\n", + "df_score['most_recent_awd'].fillna('2019-10-16', inplace=True)\n", + "df_score['aag_yr1'].fillna(0, inplace=True)\n", + "\n", + "for i in ['enrollment_date', 'most_recent_flt', 'most_recent_awd']:\n", + " df_score[i] = pd.to_datetime(df_score[i])\n", + "df_score['enrollment_date'] = df_score['enrollment_date'].dt.date\n", + "df_score['most_recent_flt'] = df_score['most_recent_flt'].dt.date\n", + "df_score['most_recent_awd'] = df_score['most_recent_awd'].dt.date\n", + "\n", + "for i in ['enrollment_date', 'most_recent_flt', 'most_recent_awd']:\n", + " df_score[i] = pd.to_datetime(df_score[i])\n", + " \n", + "df_score['days_flt_enrollment'] = (df_score['most_recent_flt'] - df_score['enrollment_date']).dt.days\n", + "df_score['days_awd_flt'] = (df_score['most_recent_awd'] - df_score['most_recent_flt']).dt.days\n", + "\n", + "print(f\">> First enrollment day in score data {df_score.enrollment_date.min()}\")\n", + "print(f\">> Last enrollment day in score data {df_score.enrollment_date.max()}\")\n", + "print()\n", + "print(f\">> First most recent flight date in score data {df_score.most_recent_flt.min()}\")\n", + "print(f\">> Last most recent flight date in score data {df_score.most_recent_flt.max()}\")\n", + "print()\n", + "print(f\">> First most recent award date in score data {df_score.most_recent_awd.min()}\")\n", + "print(f\">> Last most recent award date in score data {df_score.most_recent_awd.max()}\")\n", + "\n", + "df_score.drop(['enrollment_date', 'most_recent_flt', 'most_recent_awd'], axis=1, inplace=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [], + "source": [ + "cols_to_drop = ['nonflt_earn_12mo', 'nonflt_earn_6mo', 'ptnr_miles_redeemed_12mo', 'ptnr_miles_redeemed_6mo', 'ptnr_miles_earned_12mo', 'ptnr_miles_earned_6mo', 'flt_base_6mo', 'flt_base_3mo', 'flt_segs_6mo', 'flt_segs_3mo', 'flt_promo_12mo', 'flt_promo_6mo', 'affinity_spend_12mo', 'affinity_spend_6mo', 'estatement_opt_in', 'flt_base_12mo', 'ptnr_miles_earned_3mo', 'flt_segs_12mo']\n", + "df_score.drop(cols_to_drop, axis=1, inplace=True)\n", + "\n", + "just_dummies = pd.get_dummies(df_score['tier'])\n", + "\n", + "df_score = pd.concat([df_score, just_dummies], axis=1) \n", + "df_score.drop('tier', inplace=True, axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [], + "source": [ + "df_score = df_score.drop(['ID'], axis=1)\n", + "df_score = scaler.transform(df_score)\n", + "df_result['propensity'] = brf.predict_proba(df_score)[:,1]" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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99985 rows × 36 columns

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IDpropensity
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p_valfeatures
100.0000ptnr_miles_redeemed_3mo
20.0000cardholder
170.0000Silver
60.0000nonflt_earn_3mo
140.0000Gold
110.0000partner_offer_opt_in
30.0000email_subscriber
10.0001aag_yr1
70.0006lifetime_aag_base_miles
90.0014flt_promo_3mo
150.0020Platinum
50.0028awd_use
80.0250affinity_spend_3mo
160.0511Regular
00.1122balance
120.1413days_flt_enrollment
40.4815nonflt_use
130.9584days_awd_flt
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" + ], + "text/plain": [ + " p_val features\n", + "10 0.0000 ptnr_miles_redeemed_3mo\n", + "2 0.0000 cardholder\n", + "17 0.0000 Silver\n", + "6 0.0000 nonflt_earn_3mo\n", + "14 0.0000 Gold\n", + "11 0.0000 partner_offer_opt_in\n", + "3 0.0000 email_subscriber\n", + "1 0.0001 aag_yr1\n", + "7 0.0006 lifetime_aag_base_miles\n", + "9 0.0014 flt_promo_3mo\n", + "15 0.0020 Platinum \n", + "5 0.0028 awd_use\n", + "8 0.0250 affinity_spend_3mo\n", + "16 0.0511 Regular\n", + "0 0.1122 balance\n", + "12 0.1413 days_flt_enrollment\n", + "4 0.4815 nonflt_use\n", + "13 0.9584 days_awd_flt" + ] + }, + "execution_count": 47, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pd.options.display.float_format = '{:.4f}'.format\n", + "fpr= SelectFpr(chi2, alpha=0.001)\n", + "fpr = fpr.fit(X_train,y_train)\n", + "fpr_df=pd.DataFrame({'p_val':fpr.pvalues_,'features':X.columns.tolist()})\n", + "fpr_df.sort_values('p_val',ascending=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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p_valfeatures
10.0001aag_yr1
20.0000cardholder
30.0000email_subscriber
50.0028awd_use
60.0000nonflt_earn_3mo
70.0006lifetime_aag_base_miles
80.0250affinity_spend_3mo
90.0014flt_promo_3mo
100.0000ptnr_miles_redeemed_3mo
110.0000partner_offer_opt_in
140.0000Gold
150.0020Platinum
170.0000Silver
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" + ], + "text/plain": [ + " p_val features\n", + "1 0.0001 aag_yr1\n", + "2 0.0000 cardholder\n", + "3 0.0000 email_subscriber\n", + "5 0.0028 awd_use\n", + "6 0.0000 nonflt_earn_3mo\n", + "7 0.0006 lifetime_aag_base_miles\n", + "8 0.0250 affinity_spend_3mo\n", + "9 0.0014 flt_promo_3mo\n", + "10 0.0000 ptnr_miles_redeemed_3mo\n", + "11 0.0000 partner_offer_opt_in\n", + "14 0.0000 Gold\n", + "15 0.0020 Platinum \n", + "17 0.0000 Silver" + ] + }, + "execution_count": 48, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "fpr_df[fpr_df['p_val']<=0.05]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The end." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.6.7" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Timeseries anomaly detection using LSTM Autoencoder JNJ.ipynb b/Timeseries anomaly detection using LSTM Autoencoder JNJ.ipynb new file mode 100644 index 0000000..a214747 --- /dev/null +++ b/Timeseries anomaly detection using LSTM Autoencoder JNJ.ipynb @@ -0,0 +1,31801 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Tensorflow version: 2.3.0-dev20200605\n" + ] + } + ], + "source": [ + "from tensorflow import keras\n", + "from sklearn.preprocessing import StandardScaler\n", + "\n", + "import plotly.graph_objects as go\n", + "\n", + "np.random.seed(1)\n", + "tf.random.set_seed(1)\n", + "\n", + "from tensorflow.keras.models import Sequential\n", + "from tensorflow.keras.layers import Dense, LSTM, Dropout, RepeatVector, TimeDistributed\n", + "\n", + "print('Tensorflow version: ', tf.__version__)" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "df = pd.read_csv('data/JNJ.csv')" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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DateOpenHighLowCloseAdj CloseVolume
01985-09-042.9375002.9609382.9296882.9531250.1820944188800
11985-09-052.9531252.9921882.9453132.9765630.1835396176000
21985-09-062.9921883.0000002.9765632.9921880.1845026606400
31985-09-092.9921882.9921882.9453132.9453130.1816123150400
41985-09-102.9531252.9609382.8671882.8750000.1772762841600
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"df.dtypes" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "df['Date'] = pd.to_datetime(df['Date'])" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Date datetime64[ns]\n", + "Close float64\n", + "dtype: object" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.dtypes" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(Timestamp('1985-09-04 00:00:00'), Timestamp('2020-09-03 00:00:00'))" + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['Date'].min(), df['Date'].max()" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + " \n", + " " + ] + }, + "metadata": {}, + 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.loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + "\n", + "/opt/tljh/user/lib/python3.6/site-packages/ipykernel_launcher.py:5: SettingWithCopyWarning:\n", + "\n", + "\n", + "A value is trying to be set on a copy of a slice from a DataFrame.\n", + "Try using .loc[row_indexer,col_indexer] = value instead\n", + "\n", + "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n", + "\n" + ] + } + ], + "source": [ + "scaler = StandardScaler()\n", + "scaler = scaler.fit(train[['Close']])\n", + "\n", + "train['Close'] = scaler.transform(train[['Close']])\n", + "test['Close'] = scaler.transform(test[['Close']])" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "TIME_STEPS=30\n", + "\n", + "def create_sequences(X, y, time_steps=TIME_STEPS):\n", + " Xs, ys = [], []\n", + " for i in range(len(X)-time_steps):\n", + " Xs.append(X.iloc[i:(i+time_steps)].values)\n", + " ys.append(y.iloc[i+time_steps])\n", + " \n", + " return np.array(Xs), np.array(ys)\n", + "\n", + "X_train, y_train = create_sequences(train[['Close']], train['Close'])\n", + "X_test, y_test = create_sequences(test[['Close']], test['Close'])" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Training shape: (7029, 30, 1)\n", + "Testing shape: (1734, 30, 1)\n" + ] + } + ], + "source": [ + "print(f'Training shape: {X_train.shape}')\n", + "\n", + "print(f'Testing shape: {X_test.shape}')" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Model: \"sequential\"\n", + "_________________________________________________________________\n", + "Layer (type) Output Shape Param # \n", + "=================================================================\n", + "lstm (LSTM) (None, 128) 66560 \n", + "_________________________________________________________________\n", + "dropout (Dropout) (None, 128) 0 \n", + "_________________________________________________________________\n", + "repeat_vector (RepeatVector) (None, 30, 128) 0 \n", + "_________________________________________________________________\n", + "lstm_1 (LSTM) (None, 30, 128) 131584 \n", + "_________________________________________________________________\n", + "dropout_1 (Dropout) (None, 30, 128) 0 \n", + "_________________________________________________________________\n", + "time_distributed (TimeDistri (None, 30, 1) 129 \n", + "=================================================================\n", + "Total params: 198,273\n", + "Trainable params: 198,273\n", + "Non-trainable params: 0\n", + "_________________________________________________________________\n" + ] + } + ], + "source": [ + "model = Sequential()\n", + "model.add(LSTM(128, input_shape=(X_train.shape[1], X_train.shape[2])))\n", + "model.add(Dropout(rate=0.2))\n", + "model.add(RepeatVector(X_train.shape[1]))\n", + "model.add(LSTM(128, return_sequences=True))\n", + "model.add(Dropout(rate=0.2))\n", + "model.add(TimeDistributed(Dense(X_train.shape[2])))\n", + "model.compile(optimizer='adam', loss='mae')\n", + "model.summary()" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/100\n", + "198/198 [==============================] - 11s 53ms/step - loss: 0.1356 - val_loss: 0.1838\n", + "Epoch 2/100\n", + "198/198 [==============================] - 10s 53ms/step - loss: 0.1009 - val_loss: 0.1244\n", + "Epoch 3/100\n", + "198/198 [==============================] - 10s 51ms/step - loss: 0.0715 - val_loss: 0.0356\n", + "Epoch 4/100\n", + "198/198 [==============================] - 10s 51ms/step - loss: 0.0627 - val_loss: 0.0249\n", + "Epoch 5/100\n", + "198/198 [==============================] - 10s 52ms/step - loss: 0.0649 - val_loss: 0.0385\n", + "Epoch 6/100\n", + "198/198 [==============================] - 10s 51ms/step - loss: 0.0701 - val_loss: 0.0398\n", + "Epoch 7/100\n", + "198/198 [==============================] - 10s 50ms/step - loss: 0.0736 - val_loss: 0.0458\n" + ] + } + ], + "source": [ + "history = model.fit(X_train, y_train, epochs=100, batch_size=32, validation_split=0.1,\n", + " callbacks=[keras.callbacks.EarlyStopping(monitor='val_loss', patience=3, mode='min')], shuffle=False)" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(history.history['loss'], label='Training loss')\n", + "plt.plot(history.history['val_loss'], label='Validation loss')\n", + "plt.legend();" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "55/55 [==============================] - 1s 19ms/step - loss: 0.1920\n" + ] + }, + { + "data": { + "text/plain": [ + "0.19198592007160187" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "model.evaluate(X_test, y_test)" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Reconstruction error threshold: 0.5889649267144524\n" + ] + }, + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "X_train_pred = model.predict(X_train, verbose=0)\n", + "train_mae_loss = np.mean(np.abs(X_train_pred - X_train), axis=1)\n", + "\n", + "plt.hist(train_mae_loss, bins=50)\n", + "plt.xlabel('Train MAE loss')\n", + "plt.ylabel('Number of Samples');\n", + "\n", + "threshold = np.max(train_mae_loss)\n", + "print(f'Reconstruction error threshold: {threshold}')" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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DateCloselossthresholdanomaly
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DateCloselossthresholdanomaly
81022017-10-244.2054760.5934510.588965True
87082020-03-243.2971930.7748110.588965True
87092020-03-253.3060890.7491070.588965True
87102020-03-263.5960440.6784340.588965True
87202020-04-094.1888950.5996840.588965True
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" + ], + "text/plain": [ + " Date Close loss threshold anomaly\n", + "8102 2017-10-24 4.205476 0.593451 0.588965 True\n", + "8708 2020-03-24 3.297193 0.774811 0.588965 True\n", + "8709 2020-03-25 3.306089 0.749107 0.588965 True\n", + "8710 2020-03-26 3.596044 0.678434 0.588965 True\n", + "8720 2020-04-09 4.188895 0.599684 0.588965 True" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "anomalies = test_score_df.loc[test_score_df['anomaly'] == True]\n", + "anomalies.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(22, 5)" + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "anomalies.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.plotly.v1+json": { + "config": { + "plotlyServerURL": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig = go.Figure()\n", + "fig.add_trace(go.Scatter(x=test_score_df['Date'], y=scaler.inverse_transform(test_score_df['Close']), name='Close price'))\n", + "fig.add_trace(go.Scatter(x=anomalies['Date'], y=scaler.inverse_transform(anomalies['Close']), mode='markers', name='Anomaly'))\n", + "fig.update_layout(showlegend=True, title='Detected anomalies')\n", + "fig.show()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.6.7" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/Trip Segmentation by User Search Behaviors.ipynb b/Trip Segmentation by User Search Behaviors.ipynb new file mode 100644 index 0000000..604a8ad --- /dev/null +++ b/Trip Segmentation by User Search Behaviors.ipynb @@ -0,0 +1,1900 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## What is a trip - grouping user  searches/watches into “trips”" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "pd.set_option('display.max_columns', 100)\n", + "pd.set_option('display.float_format', lambda x: '%.5f' % x)\n", + "pd.options.mode.chained_assignment = None\n", + "from kmodes.kmodes import KModes\n", + "from sklearn import preprocessing\n", + "import itertools" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Data Preprocessing" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "search_sample_data is 0 bytes in size and is a directory.\n", + "search_sample_data/watch_sample.csv is 431395288 bytes in size and is a regular file.\n", + "search_sample_data/airports.csv is 661649 bytes in size and is a regular file.\n" + ] + } + ], + "source": [ + "import tarfile\n", + "\n", + "tar = tarfile.open(\"search_sample_data.tar.gz\", \"r:gz\")\n", + "for tarinfo in tar:\n", + " print(tarinfo.name, \"is\", tarinfo.size, \"bytes in size and is \", end=\"\")\n", + " if tarinfo.isreg():\n", + " print(\"a regular file.\")\n", + " elif tarinfo.isdir():\n", + " print(\"a directory.\")\n", + " else:\n", + " print(\"something else.\")\n", + "tar.close()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "tar = tarfile.open(\"search_sample_data.tar.gz\", \"r:gz\")\n", + "tar.extractall()\n", + "tar.close()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "watch_df = pd.read_csv('search_sample_data/watch_sample.csv')\n", + "airport_df = pd.read_csv('search_sample_data/airports.csv')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Merge two dataframes." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "merged_df = pd.merge(watch_df, airport_df[['location_id', 'airport_group', 'country', 'region', 'latitude', 'longitude']], how='left', left_on='origin', right_on='location_id').drop(columns = ['location_id'])\n", + "merged_df = merged_df.rename(columns={'airport_group': 'origin_airport_group', 'country': 'origin_country', 'region': 'origin_region', 'latitude': 'origin_latitude', 'longitude': 'origin_longitude'})\n", + "\n", + "merged_df = pd.merge(merged_df, airport_df[['location_id', 'airport_group', 'country', 'region', 'latitude', 'longitude']], how='left', left_on='destination', right_on='location_id').drop(columns = ['location_id'])\n", + "merged_df = merged_df.rename(columns={'airport_group': 'dest_airport_group', 'country': 'dest_country', 'region': 'dest_region', 'latitude': 'dest_latitude', 'longitude': 'dest_longitude'})" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We are going to segment these searches by trips, so I removed the duplicate trips." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "duplicate trip id: 51735\n" + ] + } + ], + "source": [ + "print('duplicate trip id: {}'.format(merged_df['trip_id'].duplicated().sum()))" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "merged_df.drop_duplicates(subset ='trip_id', keep = 'last', inplace = True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "I believe it makes sense to start with personalizing, or making recommendations to users who add \"watch\" during their search. Because: \n", + "\n", + "* The more we know about the user the better we can personalize the message to fit their interests.\n", + "* When an user add \"watch\", this indicates he (or she) is interested in this trip and would like to receive notifications on the update of the trip price.\n", + "* There are over 31% of these searches that user added \"watch\", I will use these searches for the segmentation prototype." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0.3127309859281089" + ] + }, + "execution_count": 8, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "1 - merged_df['watch_added_dt'].isnull().sum() / merged_df.shape[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "df = merged_df[pd.notnull(merged_df['watch_added_dt'])]" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "United States 0.77194\n", + "Canada 0.06268\n", + "Puerto Rico 0.01669\n", + "Mexico 0.01283\n", + "United Kingdom 0.01187\n", + " ... \n", + "Mongolia 0.00000\n", + "American Samoa 0.00000\n", + "Cote d'Ivoire 0.00000\n", + "Somalia 0.00000\n", + "Libya 0.00000\n", + "Name: origin_country, Length: 170, dtype: float64" + ] + }, + "execution_count": 10, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df['origin_country'].value_counts() / df.shape[0]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Over 77% of these searches were originated from the United States, I believe it makes sense to segment these trips (originated from the US) first. Because: \n", + "* I want to use US public holidays as a feature; \n", + "* Travel behaviors are different between travelers from different countries / regions." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "us_search = df.loc[df['origin_country'] == 'United States']" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "stay 0.16410\n", + "lowest_price 0.00115\n", + "first_price 0.00115\n", + "dtype: float64" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "us_search[['stay', 'lowest_price', 'first_price']].isnull().sum() / us_search.shape[0]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "*About missing values*\n", + "\n", + "16% of the number of stays are missing because it was a one-way trip, so I decided to fill missing stay with median values. 0.1% of searches have no price in it, I believe price is one of the most important elements for trip segmentation. I decided to remove thoes rows with missing prices." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "us_search['stay'].fillna((us_search['stay'].median()), inplace=True)\n", + "us_search = us_search[pd.notnull(us_search['first_price'])]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Add a new feature - booking window." + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "for i in ['departure_date', 'first_searched_dt']:\n", + " us_search[i] = pd.to_datetime(us_search[i])\n", + "us_search['first_searched_dt'] = us_search['first_searched_dt'].dt.date\n", + "us_search['first_searched_dt'] = pd.to_datetime(us_search['first_searched_dt'])\n", + "\n", + "us_search['booking_window'] = (us_search['departure_date'] - us_search['first_searched_dt']).dt.days" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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count26920377325696178
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" + ], + "text/plain": [ + " trips departure dates routes destination countries\n", + "count 269203 773 25696 178" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pd.DataFrame([{'trips': len(us_search['trip_id'].value_counts()), \n", + " 'departure dates': len(us_search['departure_date'].value_counts()),\n", + " 'routes': len(us_search['route'].value_counts()),\n", + " 'destination countries': len(us_search['dest_country'].value_counts())\n", + " }], columns = ['trips', 'departure dates', 'routes', 'destination countries'], index = ['count'])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The data contains 269,203 trips with 25,696 different flight routes and 773 different departure dates to 178 destination countries." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "I would like to create a new feature\n", + "\n", + "* US public holidays" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " Search departure date minimum value 2018-01-01 00:00:00\n", + " Search departure date maximum value 2020-03-01 00:00:00\n" + ] + } + ], + "source": [ + "print(f' Search departure date minimum value {us_search.departure_date.min()}')\n", + "print(f' Search departure date maximum value {us_search.departure_date.max()}')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "The top searched travel date is around memorial day, followed by Christmas, and Wed prior to US thanksgiving is the busiest travel day in the US." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "2018-05-25 1682\n", + "2018-12-21 1656\n", + "2018-12-22 1405\n", + "2018-11-21 1327\n", + "2018-05-24 1322\n", + "2018-08-31 1304\n", + "2018-04-20 1283\n", + "2018-06-01 1246\n", + "2018-05-04 1244\n", + "2018-03-23 1237\n", + "2018-05-11 1204\n", + "2018-03-30 1181\n", + "2018-06-15 1168\n", + "2018-06-22 1150\n", + "2018-06-29 1148\n", + "2018-04-19 1136\n", + "2018-05-17 1130\n", + "2018-04-13 1117\n", + "2018-03-29 1102\n", + "2018-06-08 1098\n", + "Name: departure_date, dtype: int64" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "us_search['departure_date'].value_counts()[:20]" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [], + "source": [ + "us_search.loc[(us_search['departure_date'] >= '2018-05-24') & (us_search['departure_date'] <= '2018-05-26'), 'holiday'] = 'Memorial'\n", + "us_search.loc[(us_search['departure_date'] >= '2019-05-23') & (us_search['departure_date'] <= '2019-05-25'), 'holiday'] = 'Memorial'\n", + "\n", + "us_search.loc[(us_search['departure_date'] >= '2018-07-02') & (us_search['departure_date'] <= '2018-07-04'), 'holiday'] = 'Independence'\n", + "us_search.loc[(us_search['departure_date'] >= '2019-07-02') & (us_search['departure_date'] <= '2019-07-04'), 'holiday'] = 'Independence'\n", + "\n", + "us_search.loc[(us_search['departure_date'] >= '2018-08-30') & (us_search['departure_date'] <= '2018-09-01'), 'holiday'] = 'Labor'\n", + "us_search.loc[(us_search['departure_date'] >= '2019-08-29') & (us_search['departure_date'] <= '2019-08-31'), 'holiday'] = 'Labor'\n", + "\n", + "us_search.loc[(us_search['departure_date'] >= '2018-11-20') & (us_search['departure_date'] <= '2018-11-21'), 'holiday'] = 'Thanksgiving'\n", + "us_search.loc[(us_search['departure_date'] >= '2019-11-26') & (us_search['departure_date'] <= '2019-11-27'), 'holiday'] = 'Thanksgiving'\n", + "\n", + "us_search.loc[(us_search['departure_date'] >= '2018-12-21') & (us_search['departure_date'] <= '2018-12-24'), 'holiday'] = 'Christmas'\n", + "us_search.loc[(us_search['departure_date'] >= '2019-12-20') & (us_search['departure_date'] <= '2019-12-21'), 'holiday'] = 'Christmas'" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "metadata": {}, + "outputs": [], + "source": [ + "us_search['holiday'].fillna('Normal', inplace=True)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "When we segment trips, what are important factors for characterize a \"trip\"? Let's focus on the following features.\n", + "\n", + "* Weekends or weekdays\n", + "* Destinations\n", + "* Flight routes\n", + "* Booking window\n", + "* How long they stay\n", + "* Price\n", + "* Holdiay or not" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## EDA" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "76% of these trips were for weekday departures." + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "0 0.75966\n", + "1 0.24034\n", + "Name: weekend, dtype: float64" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "us_search['weekend'].value_counts() / us_search.shape[0]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "60% of the recommendations were \"wait\"." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "wait 0.60775\n", + "buy 0.39225\n", + "Name: first_rec, dtype: float64" + ] + }, + "execution_count": 24, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "us_search['first_rec'].value_counts() / us_search.shape[0]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "According to current available data, more then 68% of these searches were about traveling within the country, 10% of these searches were about traveling to Europe. And so on." + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "United States 0.68452\n", + "Europe 0.10145\n", + "Antilles 0.05666\n", + "Mexico and Central America 0.05468\n", + "Asia 0.04725\n", + "South America 0.02035\n", + "Canada 0.01592\n", + "Africa and Mideast 0.01219\n", + "Oceania 0.00638\n", + "Russia 0.00061\n", + "Name: dest_region, dtype: float64" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "us_search['dest_region'].value_counts()/us_search.shape[0]" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(20,5))\n", + "sns.countplot(x='dest_region', data=us_search, order=us_search['dest_region'].value_counts().index, palette=\"Blues_d\")\n", + "plt.title('Search destination regions', size=15)\n", + "sns.despine();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Top 20 searched routes.\n", + "\n", + "19 of these top 20 searched routes were within the US. Only one is from NYC to Paris." + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(20,5))\n", + "top_routes = us_search['route'].value_counts()[:20].rename_axis('route').reset_index(name='counts')\n", + "sns.barplot(\"route\", y=\"counts\", data=top_routes, palette=\"Blues_d\")\n", + "plt.xticks(rotation=45, horizontalalignment='right', fontsize='large')\n", + "plt.title('Top 20 searched flight routes', size=12)\n", + "sns.despine();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "An interesting observation is that 12 of these top 20 routes are from NYC to somewhere, mostly to somewhere warm within the country, only one from NYC to Paris" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(10,5))\n", + "holiday_df = us_search['holiday'].value_counts().rename_axis('holiday').reset_index(name='counts')\n", + "sns.barplot(\"holiday\", y=\"counts\", data=holiday_df, palette=\"Blues_d\")\n", + "plt.xticks(fontsize='large')\n", + "plt.title('Holiday departures', size=12)\n", + "sns.despine();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "I had a feeling that the users are not likely to travel during busy holiday travel seasons probably because of the high-season prices." + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "cols = ['booking_window', 'stay', 'first_price', 'lowest_price']\n", + "length = len(cols)\n", + "cs = [(0.30196078431372547, 0.6862745098039216, 0.2901960784313726),\n", + " (0.596078431372549, 0.3058823529411765, 0.6392156862745098),\n", + " (1.0, 0.4980392156862745, 0.0),\"b\"]\n", + "\n", + "sns.set_style(\"darkgrid\")\n", + "plt.figure(figsize = (10,10))\n", + "for i,j,k in itertools.zip_longest(cols,range(length), cs):\n", + " plt.subplot(length/2,length/2,j+1)\n", + " sns.distplot(us_search[i],color = k)\n", + " plt.axvline(us_search[i].mean(),linewidth = 2 ,\n", + " linestyle = \"dashed\",color = \"k\" ,\n", + " label = \"Mean\")\n", + " plt.legend(loc = \"best\")\n", + " plt.title(i,color = \"b\")\n", + " plt.xlabel(\"\");" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.lmplot('booking_window','first_price',data=us_search, hue='first_rec', palette='coolwarm',height=5,aspect=1,fit_reg=False);" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.lmplot('booking_window','first_price',data=us_search, hue='weekend', palette='coolwarm',height=5,aspect=1,fit_reg=False);" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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first_pricelowest_price
count269203.00000269203.00000
mean432.30680380.73623
std340.91134299.67273
min34.0000024.00000
25%220.00000190.00000
50%336.00000296.00000
75%530.00000472.00000
max15141.0000014205.00000
\n", + "
" + ], + "text/plain": [ + " first_price lowest_price\n", + "count 269203.00000 269203.00000\n", + "mean 432.30680 380.73623\n", + "std 340.91134 299.67273\n", + "min 34.00000 24.00000\n", + "25% 220.00000 190.00000\n", + "50% 336.00000 296.00000\n", + "75% 530.00000 472.00000\n", + "max 15141.00000 14205.00000" + ] + }, + "execution_count": 33, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "us_search[['first_price', 'lowest_price']].describe()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "First price and lowest price are pretty close. I will use lowest price from now on." + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "price_range = [0, 100, 300, 500, 1000, 2000, 14205]\n", + "count_price = []\n", + "for i, price in enumerate(price_range):\n", + " if i == 0: continue\n", + " val = us_search[(us_search['lowest_price'] < price) &\n", + " (us_search['lowest_price'] > price_range[i-1])]['lowest_price'].count()\n", + " count_price.append(val)\n", + " \n", + "plt.rc('font', weight='bold')\n", + "f, ax = plt.subplots(figsize=(11, 6))\n", + "colors = ['yellowgreen', 'gold', 'wheat', 'c', 'violet', 'royalblue','firebrick']\n", + "labels = [ '{}<.<{}'.format(price_range[i-1], s) for i,s in enumerate(price_range) if i != 0]\n", + "sizes = count_price\n", + "explode = [0.0 if sizes[i] < 100 else 0.0 for i in range(len(sizes))]\n", + "ax.pie(sizes, explode = explode, labels=labels, colors = colors,\n", + " autopct = lambda x:'{:1.0f}%'.format(x) if x > 1 else '',\n", + " shadow = False, startangle=0)\n", + "ax.axis('equal')\n", + "f.text(0.5, 1.01, \"Distribution of lowest price\", ha='center', fontsize = 12);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "We can see that 73% of these trips are in the price range at 100 to 500 dollars." + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "stay_range = [0, 3, 7, 14, 30, 100, 305]\n", + "count_stay = []\n", + "for i, stay in enumerate(stay_range):\n", + " if i == 0: continue\n", + " val = us_search[(us_search['stay'] < stay) &\n", + " (us_search['stay'] > stay_range[i-1])]['stay'].count()\n", + " count_stay.append(val)\n", + " \n", + "plt.rc('font', weight='bold')\n", + "f, ax = plt.subplots(figsize=(11, 6))\n", + "colors = ['yellowgreen', 'gold', 'wheat', 'c', 'violet', 'royalblue','firebrick']\n", + "labels = [ '{}<.<{}'.format(stay_range[i-1], s) for i,s in enumerate(stay_range) if i != 0]\n", + "sizes = count_stay\n", + "explode = [0.0 if sizes[i] < 100 else 0.0 for i in range(len(sizes))]\n", + "ax.pie(sizes, explode = explode, labels=labels, colors = colors,\n", + " autopct = lambda x:'{:1.0f}%'.format(x) if x > 1 else '',\n", + " shadow = False, startangle=0)\n", + "ax.axis('equal')\n", + "f.text(0.5, 1.01, \"Distribution of stays\", ha='center', fontsize = 12);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "73% of these trips are in the stay range at 0 to 7 days." + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "booking_window_range = [0, 20, 60, 90, 120, 200, 356]\n", + "count_booking_window = []\n", + "for i, booking_window in enumerate(booking_window_range):\n", + " if i == 0: continue\n", + " val = us_search[(us_search['booking_window'] < booking_window) &\n", + " (us_search['booking_window'] > booking_window_range[i-1])]['booking_window'].count()\n", + " count_booking_window.append(val)\n", + " \n", + "plt.rc('font', weight='bold')\n", + "f, ax = plt.subplots(figsize=(11, 6))\n", + "colors = ['yellowgreen', 'gold', 'wheat', 'c', 'violet', 'royalblue','firebrick']\n", + "labels = [ '{}<.<{}'.format(booking_window_range[i-1], s) for i,s in enumerate(booking_window_range) if i != 0]\n", + "sizes = count_booking_window\n", + "explode = [0.0 if sizes[i] < 100 else 0.0 for i in range(len(sizes))]\n", + "ax.pie(sizes, explode = explode, labels=labels, colors = colors,\n", + " autopct = lambda x:'{:1.0f}%'.format(x) if x > 1 else '',\n", + " shadow = False, startangle=0)\n", + "ax.axis('equal')\n", + "f.text(0.5, 1.01, \"Distribution of booking window\", ha='center', fontsize = 12);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "55% of these trips are in the booking window range at 0 to 90 days." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## K-Mode Clustering\n", + "\n", + "Create bins for all the numeric features." + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": {}, + "outputs": [], + "source": [ + "us_search['stay_bin'] = pd.cut(us_search['stay'], [-1, 3, 7, 14, 30, 100, 305], \n", + " labels=['0-3', '3-7', '7-14', '14-30','30-100','100-305'])\n", + "\n", + "us_search['lowest_price_bin'] = pd.cut(us_search['lowest_price'], [0, 100, 300, 500, 1000, 2000, 14205], \n", + " labels=['0-100', '100-300', '300-500', '500-1000','1000-2000','2000-14205'])\n", + "\n", + "us_search['booking_window_bin'] = pd.cut(us_search['booking_window'], [-1, 20, 60, 90, 120, 200, 356], \n", + " labels=['0-20', '20-60', '60-90', '90-120','120-200','200-356'])" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": {}, + "outputs": [], + "source": [ + "us_search_clean_1 = us_search[['weekend', 'dest_region', 'route', 'holiday', 'stay_bin', 'lowest_price_bin', 'booking_window_bin', 'stay', 'lowest_price', 'booking_window']]" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "weekend 0\n", + "dest_region 0\n", + "route 0\n", + "holiday 0\n", + "stay_bin 0\n", + "lowest_price_bin 0\n", + "booking_window_bin 0\n", + "stay 0\n", + "lowest_price 0\n", + "booking_window 0\n", + "dtype: int64" + ] + }, + "execution_count": 39, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "us_search_clean_1.isnull().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "metadata": {}, + "outputs": [], + "source": [ + "us_search_clean_copy = us_search_clean_1.copy()" + ] + }, + { + "cell_type": "code", + "execution_count": 41, + "metadata": {}, + "outputs": [], + "source": [ + "us_search_clean = us_search[['weekend', 'dest_region', 'route', 'holiday', 'stay_bin', 'lowest_price_bin', 'booking_window_bin']]" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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1/100, moves: 0, cost: 815646.0\n", + "Init: initializing centroids\n", + "Init: initializing clusters\n", + "Starting iterations...\n", + "Run 1, iteration: 1/100, moves: 14959, cost: 738494.0\n", + "Run 1, iteration: 2/100, moves: 3035, cost: 738494.0\n", + "Init: initializing centroids\n", + "Init: initializing clusters\n", + "Starting iterations...\n", + "Run 1, iteration: 1/100, moves: 16986, cost: 713914.0\n", + "Run 1, iteration: 2/100, moves: 0, cost: 713914.0\n", + "Init: initializing centroids\n", + "Init: initializing clusters\n", + "Starting iterations...\n", + "Run 1, iteration: 1/100, moves: 15220, cost: 705659.0\n", + "Run 1, iteration: 2/100, moves: 61, cost: 705659.0\n" + ] + } + ], + "source": [ + "cost = []\n", + "for num_clusters in list(range(1,6)):\n", + " kmode = KModes(n_clusters=num_clusters, init = 'Cao', verbose=1)\n", + " kmode.fit_predict(us_search_clean)\n", + " cost.append(kmode.cost_)" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "y = np.array([i for i in range(1,6,1)])\n", + "plt.plot(y,cost);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Choose k=3" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Init: initializing centroids\n", + "Init: initializing clusters\n", + "Starting iterations...\n", + "Run 1, iteration: 1/100, moves: 14959, cost: 738494.0\n", + "Run 1, iteration: 2/100, moves: 3035, cost: 738494.0\n" + ] + } + ], + "source": [ + "km_cao = KModes(n_clusters=3, init = \"Cao\", verbose=1)\n", + "fitClusters_cao = km_cao.fit_predict(us_search_clean)" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [], + "source": [ + "us_search_clean = us_search_clean_copy.reset_index()\n", + "\n", + "segment_df = pd.DataFrame(fitClusters_cao)\n", + "segment_df.columns = ['segment_predicted']\n", + "combined_df = pd.concat([us_search_clean, segment_df], axis = 1).reset_index()\n", + "combined_df = combined_df.drop(['index', 'level_0'], axis = 1)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Segment by destination regions." + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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kpPz2tw/qmvoiIiIiImJCCuoiIiIiIiakoC4iIiIiYkIK6iIiIiJyXdm5cweffRYDQFpaGhs2fExSUqLBVZW/Cg3qEyZMICQkhEaNGvHss88CkJOTwzPPPENISAjNmjXj0UcfZd++fbbXxMXF0b17dwICAujZsyf79++39W3ZsoWwsDACAwOJiIggKSnJ1rdq1SpCQ0MJCgpi4MCBZGdn2/rmzp1L69atCQ4OJioqiry8vIo8bRERERGpQCtWLGX+/LkAHDnyE1OmTGDv3h8Mrqr8VfiqL127dmXZsmW270+fPs3x48cZMGAAp0+fZu7cuURGRrJ161by8vKIjIzExcWFkSNHMn/+fCIjI4mJiSErK4shQ4bQoEEDhg8fzowZM4iKimL58uUcOHCA1157jZCQEEJCQpg5cybR0dFMnTqV2NhY5syZQ9euXalbty4LFizA29ubwYMHV/Spi4iIiPztFeWf+99KLeW3v78yd+7b5XY8M6vQoD5q1CiSk5MvCup16tRh7dq1VKlyfjB/69at7N+/n7Nnz7Jjxw4yMjIYNmwY4eHhZGRkMG/ePHbt2sWhQ4fIz89nwIABdOnShb1797Ju3ToSExNZs2YNAEOGDCEoKIht27axceNGxo8fb+sbPXo07u7urF+/njVr1iioi4iIiJSD82ue//W653L1Kn2OuqOjoy2kHzt2jJ9//pmmTZtSrVo1kpOTAfDy8gLOh3qApKSkq+4rLCwkJSWF5ORknJyccHd3t/WlpaWRn59fGacrIiIiInJNDHvgUXp6OgMGDMDZ2ZkpU6Zcdhur1Vri6yui748cHCy4ud1Qqm3LojKOISIiItentDQLDg5a++PvxGIpfcY0JKinpaXx2GOPkZWVxaJFi2jYsCEAvr6+AKSmptq2A6hbty65ubkl9l14XVpaGl5eXqSlpeHo6Ii3tze+vr4kJCSQmZmJh4eHbRtnZ+cr1lhUZCUnJ/eyfZ6eNcpy+hcp6RgiIiIiVquVoqJio8uQcmS1XpoxS8qWFRrUt23bRkJCAgApKSl8+OGHBAUFERkZydGjR3nqqadITEwkMTGRe+65h9DQUDw8PFi5ciWurq6sXr0aHx8fWrVqhb+/P2+88QYLFy4kMzOT2NhYmjdvjp+fHz169GDZsmXMnDmTkJAQ4uPj6datGy4uLvTs2ZOtW7cyceJEfH19SUlJYeDAgRV52iIiIiIiZWaxlnYuyDWIiIhg165dF7VFR0czcuTIS7b97LPP8PX15bvvvmPcuHH88ssvNGjQgPHjxxMYGAhATEwMU6dOJTU1lWbNmhEdHY2fnx8Ay5cvZ/78+eTk5NC2bVsmTZpkm5c+e/ZsVqxYQX5+PmFhYYwbN46qVatesfaCgqIrjqg3H7b0qt+PP4ub1p/09FNl3o+IiIj8PaWm/kqdOrcYXYaUo8v9TEsaUa/QoH49U1AXERERoymoX15SUiJTp07kyJHDFBQU0LRpAMOGvYKPj6/Rpf2lqwnqht1MKiIiIiLXv+o3OlHN+cozFa7G2fxznD5x5eUe09OPY7VaeeqpASQlJbJ69b+ZPHk8c+YsKLc6zEBBXURERESuWTXnqrSd07bc9vfVoK84/RfrsgcGNrvooUcxMZ/wyy8/l1sNZqH1fkRERETkuuLk5GT7+uDBA5w8eYI77gg2sKKKoaAuIiIiItelX389yogRQ/H2vpmXXhpudDnlTkFdRERERK47v/zyM4MGPYuTkxOzZ/+Lm266yeiSyp2CuoiIiIhcV9LSUomMfI4TJ3J48MGHOHBgH1u2fGp0WeVON5OKiIiIyHXl2LFksrOzAFiwYK6tvWPHTkaVVCEU1EVERETkmp3NP8dXg74q1/39lTvvbMGOHbvL7ZhmpaAuIiIiItfs9ImCv1xOUa6N5qiLiIiIiJiQgrqIiIiIiAkpqIuIiIiYmNVqNboEKSdX+7NUUBcRERExKUdHZ86cOamw/jdgtVo5c+Ykjo7OpX6NbiYVERERMalatTzJzk7n9Okco0uRcuDo6EytWp6l374CaxERERGRMnBwcOSmm7yNLkMMoqkvIiIiIiImpKAuIiIiImJCCuoiIiIiIiakoC4iIiIiYkIK6iIiIiIiJqSgLiIiIiJiQgrqIiIiIiImpKAuIiIiImJCCuoiIiIiIiakoC4iIiIiYkIK6iIiIiIiJqSgLiIiIiJiQgrqIiIiIiImVKFBfcKECYSEhNCoUSOeffZZW/uRI0fo06cPAQEBdOrUiR07dtj64uLi6N69OwEBAfTs2ZP9+/fb+rZs2UJYWBiBgYFERESQlJRk61u1ahWhoaEEBQUxcOBAsrOzbX1z586ldevWBAcHExUVRV5eXkWetoiIiIhImVX4iHrXrl0vaRs6dCg///wzI0eOxMnJicGDB3Pq1Cny8vKIjIzkzJkzjBw5koyMDCIjIykqKiI9PZ0hQ4ZQvXp1hg8fzr59+4iKigLgwIEDvPbaa/j7+zNo0CC2b99OdHQ0ALGxscyZM4c2bdoQERHB2rVrmT9/fkWftoiIiIhImVRoUB81ahSPP/74RW0HDhzg4MGDdOvWjfDwcB5//HFOnz7NJ598whdffEFGRgZ9+/YlPDyc3r17k5yczK5du9i4cSP5+fkMGDCAiIgIwsLC2L17N4mJiaxZswaAIUOG8MwzzxAcHMzGjRvJy8uz9Y0ePZqhQ4fi7e1taxMRERERMatKn6OenJwMgJeXFwB16tSxtZfUl5SUdNV9hYWFpKSkkJycjJOTE+7u7ra+tLQ08vPzK/ZERURERETKwNHoAqxWq2n6/sjBwYKb2w2l2rYsKuMYIiIiInL9qfSg7uvrC0BqaioAaWlptnY3N7fL9tWtW5fc3NwS+y7sMy0tDS8vL9LS0nB0dMTb2xtfX18SEhLIzMzEw8PDto2zs/MV6ywqspKTk3vZPk/PGtd28pdR0jFERERExD6UlC0rNKhv27aNhIQEAFJSUvjwww9p2bIljRo1YtOmTTRs2JCVK1fi6upKp06dcHFxwcPDw9a2evVqfHx8aNWqFf7+/rzxxhssXLiQzMxMYmNjad68OX5+fvTo0YNly5Yxc+ZMQkJCiI+Pp1u3bri4uNCzZ0+2bt3KxIkT8fX1JSUlhYEDB1bkaYuIiIiIlJnD2LFjx1bUzkePHs3q1asByMzMZOvWrTRt2pSIiAji4+NZs2YNrq6uTJo0idtuuw1HR0eCgoL4+uuv2bBhA76+vkydOpU6derg6upKgwYN2Lp1K59++imBgYFMnjyZG2+8kdq1a+Pu7k5MTAzbt2+nXbt2jB07lmrVquHv709xcTGbNm0iPj6erl27MmzYMBwdr/wZpbjYyrlzBZftc3V14e3YH8r8/jx7XzNyczVXXkRERMSeubq6XLbdYi3tpG07U1BQdMWpL82HLS3zMeKm9Sc9/VSZ9yMiIiIi16+Spr7oyaQiIiIiIiakoC4iIiIiYkIK6iIiIiIiJqSgLiIiIiJiQgrqIiIiIiImpKAuIiIiImJCCuoiIiIiIiakoC4iIiIiYkIK6iIiIiIiJqSgLiIiIiJiQgrqIiIiIiImpKAuIiIiImJCCuoiIiIiIiakoC4iIiIiYkIK6iIiIiIiJqSgLiIiIiJiQgrqIiIiIiImpKAuIiIiImJCCuoiIiIiIiakoC4iIiIiYkIK6iIiIiIiJqSgLiIiIiJiQgrqIiIiIiImpKAuIiIiImJCCuoiIiIiIiakoC4iIiIiYkIK6iIiIiIiJqSgLiIiIiJiQoYF9SVLltChQwcCAgLo0KEDy5YtAyAuLo7u3bsTEBBAz5492b9/v+01W7ZsISwsjMDAQCIiIkhKSrL1rVq1itDQUIKCghg4cCDZ2dm2vrlz59K6dWuCg4OJiooiLy+v8k5UREREROQaGBLUjx49SnR0NBaLhZEjR1JYWMiECRNISUkhMjKSM2fOMHLkSDIyMoiMjKSoqIj09HSGDBlC9erVGT58OPv27SMqKgqAAwcO8Nprr+Hv78+gQYPYvn070dHRAMTGxjJnzhzatGlDREQEa9euZf78+UactoiIiIhIqRkS1IuLiwHw8vKiTZs23HTTTTg7O7Nnzx4yMjLo27cv4eHh9O7dm+TkZHbt2sXGjRvJz89nwIABREREEBYWxu7du0lMTGTNmjUADBkyhGeeeYbg4GA2btxIXl6erW/06NEMHToUb29vW5uIiIiIiFkZEtRvvfVWXn75Zb7//nu6dOnCjz/+yPjx40lNTQXOB3iAOnXqAJCUlERycvJV9RUWFpKSkkJycjJOTk64u7vb+tLS0sjPz6+ksxURERERuXqOpdnoscce47333vvLttLKysri/fffp3Hjxrzwwgu89dZbjBs3jieffPKi7axWa4n7qIi+P3JwsODmdkOpti2LyjiGiIiIiFx/rhjU8/LyOHv2LNnZ2Zw4ccIWck+fPk1aWto1H/Tbb78lLS2NPn360LFjRxISEpg9ezb+/v4AtpH1C8eoW7cuubm5Jfb5+vra2ry8vEhLS8PR0RFvb298fX1JSEggMzMTDw8P2zbOzs5XrLGoyEpOTu5l+zw9a1zzuf9ZSccQEREREftQUra8YlBftWoV7733HsePH6dXr162oF69enX69et3zcVcCNbr16/H09OTDRs2AFC/fn08PDxYuXIlrq6urF69Gh8fH1q1aoW/vz9vvPEGCxcuJDMzk9jYWJo3b46fnx89evRg2bJlzJw5k5CQEOLj4+nWrRsuLi707NmTrVu3MnHiRHx9fUlJSWHgwIHXXLuIiIiISGWwWEsxF2TZsmVERESU64Hfffddli1bRnp6OrVr1+bJJ58kPDyc7777jnHjxvHLL7/QoEEDxo8fT2BgIAAxMTFMnTqV1NRUmjVrRnR0NH5+fgAsX76c+fPnk5OTQ9u2bZk0aZJtXvrs2bNZsWIF+fn5hIWFMW7cOKpWrXrF+goKiq44ot582NIyvwdx0/qTnn6qzPsRERERketXSSPqpQrqAN9//z3Hjh2jqKjI1tajR4/yqc6EFNRFREREpDJc09SXC4YNG0ZSUhK33347Dg4OAFgslr91UBcRERERMVKpgvq+ffvYtGkTFoulousRERERERFKuY56w4YNSU9Pr+haRERERETkf0o1op6dnU23bt0ICgrCycnJ1j5//vwKK0xERERExJ6VKqgPGjSoousQEREREZE/KFVQb9WqVUXXISIiIiIif1CqoB4cHGy7kbSgoIDCwkKqVavG999/X6HFiYiIiIjYq1IF9fj4eNvXVquVzz77jD179lRYUSIiIiIi9q5Uq778kcVioWPHjuzYsaMi6hEREREREUo5oh4TE2P7uri4mH379uHi4lJhRYmIiIiI2LtSBfXPP//c9rWDgwM+Pj7MmzevwooSEREREbF3pQrq0dHRFV2HiIiIiIj8QanmqKempvLCCy/Qpk0b2rRpw6BBg0hNTa3o2kRERERE7FapgvrIkSPp0KEDX375JV9++SX33HMPI0eOrOjaRERERETsVqmCelZWFg899BCOjo44OjrSq1cvsrKyKro2ERERERG7Vaqg7ubmxrp16ygqKqKoqIh169bh5uZW0bWJiIiIiNitUgX1SZMmsXnzZtq2bctdd93Fp59+yuTJkyu6NhERERERu1WqVV/efPNNpkyZwo033ghATk4OU6ZM0WowIiIiIiIVpFQj6ocOHbKFdDg/FebHH3+ssKJEREREROxdqYJ6cXExJ06csH2fk5NDUVFRhRUlIiIiImLvSjX15cknn+TRRx+lc+fOAHzyySc899xzFVqYiIiIiIg9K1VQ79GjBwEBAXzzzTcAzJ07lwYNGlRoYSIiIiIi9qxUQR2gQYMGCuciIiIiIpWkVHPURURERESkcimoi4iIiIiYkIK6iIiIiIgJKaiLiIiIiJiQgrqIiIiIiAkZFtRPnjzJ8OHDadGiBcHBwYSHhwMQFxdH9+7dCQgIoGfPnuzfv9/2mi1bthAWFkZgYCAREREkJSXZ+latWkVoaChBQUEMHDiQ7OxsW9/cuXNp3bo1wcHBREVFkZeXV3knKiIiIiJyDQwL6q+88gobNmygd+/evPLKK3sn4h4AACAASURBVPj5+ZGXl0dkZCRnzpxh5MiRZGRkEBkZSVFREenp6QwZMoTq1aszfPhw9u3bR1RUFAAHDhzgtddew9/fn0GDBrF9+3aio6MBiI2NZc6cObRp04aIiAjWrl3L/PnzjTptEREREZFSMSSoJyUlERsbS7du3Rg6dCi9evUiOjqaL774goyMDPr27Ut4eDi9e/cmOTmZXbt2sXHjRvLz8xkwYAARERGEhYWxe/duEhMTWbNmDQBDhgzhmWeeITg4mI0bN5KXl2frGz16NEOHDsXb29vWJiIiIiJiVqV+4FF5Onz4MAB79+4lODiYKlWq0L9/f2666SYAvLy8AKhTpw5wPtgnJydfVV9hYSEpKSkkJyfj5OSEu7u7rW/Pnj3k5+fj7OxcGacrIiIiInLVDAnq+fn5AJw9e5aZM2eyfPlyFi5cyP/93/9dtJ3Vai1xHxXR90cODhbc3G4o1bZlURnHEBEREZHrjyFB3dfXF4AWLVpw3333kZWVxTfffGML0ampqQCkpaUBULduXXJzc0vsu7C/tLQ0vLy8SEtLw9HREW9vb3x9fUlISCAzMxMPDw/bNn81ml5UZCUnJ/eyfZ6eNcpy+hcp6RgiIiIiYh9KypaGzFFv0qQJt912G19//TUffPABa9aswcHBgfbt2+Ph4cHKlStZsWIFq1evxsfHh1atWtG1a1ecnJxYuHAhy5YtIzY2lubNm+Pn50ePHj0AmDlzJu+88w7x8fF07doVFxcXevbsCcDEiROZMWMGKSkptjYREREREbNyGDt27NjKPqjFYqFly5bExcXx0Ucf4ezszKuvvkpISAhBQUF8/fXXbNiwAV9fX6ZOnUqdOnVwdXWlQYMGbN26lU8//ZTAwEAmT57MjTfeSO3atXF3dycmJobt27fTrl07xo4dS7Vq1fD396e4uJhNmzbZAvywYcNwdLzyxYTiYivnzhVcts/V1YW3Y38o8/vw7H3NyM3NL/N+REREROT65erqctl2i7W0k7btTEFB0RWnvjQftrTMx4ib1p/09FNl3o+IiIiIXL9MNfVFRERERESuTEFdRERERMSEFNRFRERERExIQV1ERERExIQU1EVERERETEhBXURERETEhBTURURERERMSEFdRERERMSEFNRFRERERExIQV1ERERExIQU1EVERERETEhBXURERETEhBTURURERERMSEFdRERERMSEFNRFRERERExIQV1ERERExIQU1EVERERETEhBXURERETEhBTURURERERMSEFdRERERMSEFNRFRERERExIQV1ERERExIQU1EVERERETEhBXURERETEhBTURURERERMSEFdRERERMSEFNRFRERERExIQV1ERERExIQMDep5eXl06tSJRo0aMW7cOACOHDlCnz59CAgIoFOnTuzYscO2fVxcHN27dycgIICePXuyf/9+W9+WLVsICwsjMDCQiIgIkpKSbH2rVq0iNDSUoKAgBg4cSHZ2duWd5BVYC/Pw9KxRpv/cb3Qy+jREREREpAJYrFar1aiDz5gxg6VLl3L27FnCw8MZM2YMDz74ICkpKQwePJiVK1eSkpLCtm3bcHZ2pkOHDri4uPDUU08xf/58nJ2diYmJISsriw4dOtCgQQN69erFjBkzaNKkCcuXL+fAgQP07NmTkJAQQkJCmDlzJvfffz9Tp069Ym0FBUXk5ORets/TswbNhy0t8/nHTetP4rjAMu3Db8xe0tNPlbkWERERETGGp2eNy7YbNqJ+8OBBlixZwqBBg2xtBw4c4ODBg3Tr1o3w8HAef/xxTp8+zSeffMIXX3xBRkYGffv2JTw8nN69e5OcnMyuXbvYuHEj+fn5DBgwgIiICMLCwti9ezeJiYmsWbMGgCFDhvDMM88QHBzMxo0bycvLM+rURURERET+kiFBvbi4mFGjRhEeHk5AQICtPTk5GQAvLy8A6tSpY2svqS8pKemq+woLC0lJSam4ExQRERERKSNHIw760UcfcezYMSZMmEBCQgIAp06dorCw8KLtrjQrpyL6/sjBwYKb2w2l2tZo10udIiIiIlJ6hgT11NRUsrKyePDBB21t69ev5/jx47Z+gLS0NAB8fX1xc3O7bF/dunXJzc0tsc/X19fW5uXlRVpaGo6Ojnh7e1+xxqIi6xXnqJtJSXWKiIiIiPmVlC0NCepdunShYcOGABw+fJg5c+bQrl07XnrpJV555RU2bdpEw4YNWblyJa6urnTq1AkXFxc8PDxsbatXr8bHx4dWrVrh7+/PG2+8wcKFC8nMzCQ2NpbmzZvj5+dHjx49WLZsGTNnziQkJIT4+Hi6deuGi4uLEacuIiIiIlIqhsxRb9CgAZ07d6Zz5860bNkSAD8/PwICApg+fTr169cnOjqagoICZs2aRc2aNXFxcWH27Nm4uroyadIkPDw8mD17Ng4ODtSuXZsZM2Zw8uRJpkyZQpMmTZg8eTIAAQEBjBkzhsOHD/Pmm28SGhrKyJEjjThtEREREZFSM3R5RjPT8owiIiIiUhlMtzyjiIiIiIiUTEFdRERERMSEFNRFRERERExIQV1ERERExIQU1EVERERETEhBXURERETEhBTURURERERMSEFdRERERMSEFNRFRERERExIQV1ERERExIQU1EVERERETEhBXURERETEhBTURURERERMSEFdRERERMSEFNRFRERERExIQV1ERERExIQU1EVERERETEhBXURERETEhBTURURERERMSEFdRERERMSEFNRFRERERExIQV1ERERExIQU1EVERERETEhBXURERETEhBTURURERERMSEFdRERERMSEFNRFRERERExIQV1ERERExIQMCepHjx4lIiKCf/zjHwQHB/PEE0+QmJgIwJYtWwgLCyMwMJCIiAiSkpJsr1u1ahWhoaEEBQUxcOBAsrOzbX1z586ldevWBAcHExUVRV5eHgCFhYW8/vrrNG/enJYtWzJlyhSKi4sr94RFRERERK6SIUE9LS0Nq9XKoEGDeOihh9i5cyevvvoq6enpDBkyhOrVqzN8+HD27dtHVFQUAAcOHOC1117D39+fQYMGsX37dqKjowGIjY1lzpw5tGnThoiICNauXcv8+fMBeP/991mxYgU9evSgU6dOLF68mDVr1hhx2iIiIiIipeZoxEGDg4N5//33bd9v2LCBw4cPs3HjRvLz8xkwYABdunRh7969rFu3jsTERFu4HjJkCEFBQWzbto2NGzcyfvx4W9/o0aNxd3dn/fr1rFmzhsGDB7NmzRpcXV155ZVXKCws5OOPP2bNmjX07t3biFOXClT9RieqOVct837O5p/j9ImCcqhIRERE5NoZEtSdnZ1tX+/du5ecnBw6depEcnIyAF5eXgDUqVMHgKSkpMv2FRYWkpKSQnJyMk5OTri7u9v69uzZQ35+PsnJyXh6euLg4ICDgwNubm4XTaeRv49qzlVpO6dtmffz1aCvOI2CuoiIiBjLkKB+wZEjRxg4cCA+Pj6MGjWKt99++6J+q9Va4muvta+0HBwsuLndUOb9VIbrpc7rid5TERERMZphQf3w4cM89thjuLi48N5771G7dm18fX0BSE1NBc7PZQeoW7eurS8tLQ0vLy/S0tJwdHTE29sbX19fEhISyMzMxMPDw7aNs7Mzvr6+JCUlUVRURGFhITk5OQQFBf1lfUVFVnJyci/b5+lZozzegnJTUp32pjx/LnpPRUREpLKUlGEMuZk0JSWF/v37k52dTZ8+ffjvf//Lxo0b6dq1K05OTixcuJBly5YRGxtL8+bN8fPzo0ePHgDMnDmTd955h/j4eLp27YqLiws9e/YEYOLEicyYMYOUlBRbW8+ePcnNzWXSpElMmDCBgoICW5+IiIiIiFkZMqKemJhIZmYmANOnT7e1Hzp0iBkzZjB16lSmTJlCs2bNbCu7BAQEMGbMGObPn8/u3bsJDQ1l5MiRANx33308//zzrFixgvz8fB588EGee+45APr168fRo0f5+OOPsVgsPP744zz00EOVfMYiIiIiIlfHYi2PCd1/QwUFRVec+tJ82NIyHyNuWn8SxwWWaR9+Y/aSnn6qzLX8HXh61ii3m0n1noqIiEhlMdXUFxERERERuTIFdRERERERE1JQFxERERExIQV1ERERERETUlAXERERETEhBXURERERERNSUBcRERERMSEFdRERERERE1JQFxERERExIQV1ERERERETUlAXERERETEhBXURERERERNSUBcRERERMSFHowsQ+buoXrMq1VycyrSPs3kFnD55rpwqEhERkeuZgrpIOanm4kTzYUvLtI+4af05zfUf1PWhRUREpOwU1EWk3OlDi4iISNlpjrqIiIiIiAlpRF1ExE5Uv9GJas5Vy7yfs/nnOH2ioBwqEhGRK1FQFxGxE9Wcq9J2Ttsy7+erQV9xGgV1EZGKpqkvIiIiIiImpKAuIiIiImJCmvoiZaJl+EREREQqhoK6lImW4RMRERGpGArqIiIVpDyuOIGuOomI2CsFdRGRClIeV5xAV51EROyVbiYVERERETEhjaiL/A3pwTa/03shZqMpUSJSWgrq17m8wjw8PWuUeT8KIX8verDN7/RemIPZwqmRH+A0JUpESstugnpcXBxjx47ll19+oWHDhkyYMIGmTZsaXVaZuTi6KIT8jVjL6YPX34Hei78Xs4VTfYCTy9EVODEbuwjqeXl5REZG4uLiwsiRI5k/fz6RkZHExMTg4OBgdHkiNhZHFxLHBZZ5P35j9pZDNcbSeyHy92e2Ky36ACdmYxdB/YsvviAjI4Nhw4YRHh5ORkYG8+bNY9euXbRp08bo8kRERK5aeV11Kso/R5ZBo79mu9JiJLN9aNHVBXOwi6CenJwMgJeXFwB16tQBICkpSUHdBDTFQeTK9Hfkd3ovfldeV528Xtmte51MwGwfWnR14XdGfmixWK1Wa5mPbHLvvvsukydP5o033qB79+6sWrWK1157jfHjx/PII48YXZ6IiIiIyCXsYh11X19fAFJTUwFIS0sDoG7duobVJCIiIiJyJXYx9SU0NBQPDw9WrlyJq6srq1evxsfHh1atWhldmoiIiIjIZdnFiLqLiwuzZ8/G1dWVSZMm4eHhwezZs7Xii4iIiIiYll3MURcRERERud7YxYi6iIiIiMj1RkFdRERERMSEFNRFRERERExIQd1Ejhw5wsGDBwFYvXo18+bNIysry+CqRMwlPj6ef//73yxdutT2n4jInzVu3JhNmzbZvt++fTudOnUysCKRq2cXyzNeL/7v//6PVq1a0bp1a0aNGoXFYmHPnj28/fbbRpdmqJMnT1K1alWcnZ2NLsVwR48eJSMjgxYtWhhdiiHmzp3LW2+9dUl7//79DajGHPLz88nPz7d9X716dQOrMcbx48eZO3cuCQkJ5OXlAWCxWFizZo3BlRknPz+fY8eO2d4PgNtvv93AiirPb7/9xrFjx7BarRw5coTvvvsOgC+++IKkpCSDqzNWfHz8RX9PwL5/f14PtOqLiQQHBzN69GgSEhL45ZdfaNy4McuWLSMuLs7o0gyRlJTE4MGDOXjwIAsXLmTevHm0bNmSwYMHG11aperXrx8333wz/fv355FHHsFqtRIeHs6oUaOMLq3S3X333TRq1Igvv/ySAQMGsG3bNu666y6GDRtmdGmVbvfu3bz66qskJiba2iwWCwcOHDCwKmMMGDCAHTt2YLVacXBwoLCwkJo1a7Jr1y6jSzPEli1bGDFiBLm5uRe1//jjjwZVVLlK+kBvtVrx9/dn48aNBlRlvJLeF3v5c/FHR44cYdKkSRw6dMg20GGxWPj2228NruxSmvpiIg4ODuzbt49du3bRqlUr/Pz8KC4uNrosw4wdO5bjx49jtVqxWCy0aNHiosuY9iIhIYHmzZuzdetWGjZsSFhYmN3+Q5OZmUn79u0BaNasGX379uXTTz81tiiDTJo0ibNnz2K1WmnSpAmOjo60adPG6LIMER8fz4ABAwB4++236dOnD3379jW4KuPMnDmTOnXqAOc/3NaoUYOuXbsaXFXlCQwM5J///CdWq5WQkBD69u1LeHg4zz//PHPnzjW6PMN8+OGHtGvXDjj/4fa2227jySefNLgqY4wZM4Y9e/aQkZHBDTfcwMmTJ/Hy8jK6rMtSUDeRkJAQVqxYwaFDh2jfvj0//fQT9erVM7osw8THx9OvXz/b935+fqSmphpYkTHy8vIoLCxk3759dOzYkQ4dOnDmzBmjyzJErVq1qFKlCjVr1mTChAnMmTOHkydPGl2WIX7++Wf69++PxWLh5ZdfZsiQIXY7PaygoABfX1+sVis//vgjrq6udn3vQlJSEg8//DAAERERDB482K5+d959992MGTOG6Ohoxo0bx+jRoxk1ahQvvvgi9evXN7o8w2ig43cHDhzg6aefxmKxEB0dzcCBAwkMDDS6rMvSHHUTmTp1Kg888AC+vr74+/tz7733cv/99xtdlmFq1arFTz/9BEBWVhYbN26kdu3aBldV+W677TYmTJgAwJNPPkl8fLxttMzePPbYY9SoUYMXXniB6OhoqlSpYpfTXuD8FTg3NzeqVKnC2rVrOX36NF9//bXRZRnCx8eH7OxsGjVqxBtvvAHArbfeanBVxqlatSqurq44OjqyePFicnNzbQsV2JOEhASSk5N55JFHePTRR8nKymLMmDH07t3b6NIM8eeBjj/f32JvLuSJL774gpycHD755BMmTpxocFWXUlA3kapVq+Lo6MhHH33Eo48+yrFjx2jUqJHRZRnmkUceYebMmcD5G20BXn75ZSNLMsTUqVNZsWIF9erVo3Xr1hw9epTnnnvO6LIM8fTTT9u+fvjhh7Fardxwww0GVmScBg0acOzYMe666y42bNgAnL8qZ49mzZqFk5MTd999N//617+wWCx2+3cEoE2bNpw4cYJu3brx8ccfA9CtWzeDq6p8//nPf3jqqafYuHEjBQUF3HLLLfzrX/+y26B+YaDj+eefZ/LkyXY90FGvXj3S0tK44447ePfddwEICgoyuKrL082kJrJkyRImT56MxWJh8eLFLF++nNzcXBYvXmx0aYZZu3Yt27ZtA+Cee+6hR48exhZkkIyMDPbs2UNQUJDtRjl7XN1j+PDh1K1bl0GDBgHw5ptvkpyczNSpUw2uzDi5ubmsX78egO7du+Pq6mpwRZXv2LFjFBUV4efnB8Cvv/6Ko6MjPj4+BldmrOLiYr766isA2rZtS5Uq9jXbNTAwkPHjx7Njxw48PT1p1KgRo0ePZu/evUaXZrgL97fY60BHVlYWVapUIT8/n2XLlgHnF24w4zx1jaibyNKlS+ncubNtzlibNm148803Da7KWHfffTdubm7A+Tl19mjnzp28+OKLnDt3jkWLFjF9+nRuueUWpk+fbnRplS4mJobRo0fbvr/55pttoyH2IiYmhmbNmvHDDz/Y2tzd3QH46quvuO+++4wqzTBPPPEEXbt25aWXXgLOf8DftGkTMTExBldWuS6Mnl/O+vXr7W6g4+abb2bWrFmcOHGCiRMnkpGRYfv3xJ4899xzPPPMM7zzzjuX9FksFv71r38ZUJUx9u/fj5+fHykpKba2zp07A+cHxBTU5YpOnDjB7bffbgvq586ds+tVXzZs2MDo0aNt6726uLgwceJEu7uEO2XKFPz9/dm3bx9w/peKvd4oV6NGDb777jseeughAHbt2mV3VxYGDx7M9OnTGTp0KBaLxdZ+YXUke1xqLS0t7aLRcx8fH9LS0gysyBhRUVEX/Zn4M3sL6sOGDePNN98kKCiIjh07MmPGDLt84NG2bdt44IEHbFen/+hKf17+jnr37n3Z358XmPH3p4K6iQQFBbFy5UoAFi9eTFxcHHfeeafBVRlnypQp1KxZk4ceeoji4mLWrl1LdHS03QX1xMREBg4caAvqN954I6dOnTK4KmPcc889fPDBB+zYsQM4v4rBI488YnBVleuFF16gYcOGvPDCC3b3j2xJ6taty+LFi/Hy8sJqtbJ48WLq1q1rdFmVbvjw4cD5myh37tx50e/OVq1aGVxd5evYsSMdO3a0fR8VFWVgNcb57LPPcHd357PPPjO6FMP16NEDX19fevTocd38/tQcdRM5cuQIzz//PL/++isAt9xyC/PmzcPf39/gyozRqVMnnn76adsyYx988AGLFi2yu+WkHnzwQapVq8YPP/zA008/TUxMDK6urnb51MXTp08zceLEi+5beOWVV+xuVP3PTp8+zenTp+12NaCPP/74otFkq9VqW0XLHt1///089thjF/3ufP/99233MtgLPbH2UqmpqRw7duyiq/UtW7Y0sCJzKC4uNu09HArqJvLbb79Rs2ZN23q39evXx8HBweCqjDNmzBji4+N54oknKC4u5r333qNly5a0bt0awG7m4n7++edERkZSUFAAgJOTE3PnzuXuu+82uDIx0ssvv0ytWrUIDw+nV69enDt3jsGDB9vtaiffffcdn3/+OXD+A5w9h4/WrVtTu3ZtHn/8cdvvzoyMDLtbvlNPrL3Y1KlTL3tPjxmne1S0KVOmcMMNN9iW7szOzmb06NGmXBFIQd1EGjduzIwZM+jSpQsAmzdvZtiwYbYpD/bm9ttvB7holMxisdjlXNyjR49etHqDvT0Iq3v37owYMYIpU6Zc0mexWOxupBDO32z+4osvcurUKVavXo23tzdHjx7lyy+/NLq0SnPhxrDExMTL9jdt2rSSKzKHRYsWMW3aNNvvS4ARI0bwxBNPGFxZ5WrZsiXh4eEsWLCARYsWERMTg5ubm+2mY3vTokUL3NzcaNu2LY6Ov898/uMN+vaiXbt2PPXUUxQXF7No0SLc3d3Jzc015fQgzVE3gYMHD3Lw4EGsViu7du2yXaLbvn27wZUZy97n4P55xQpPT0/g/PzThIQEu7miAPDTTz9x8uRJ2wOwBM6cOUPVqlX59ttv6dq1K/7+/owaNcrosirV9XhjWGV46qmnaNu2rW3kuFWrVraBD3tS0hNr7TWoN2zYkK5duxIREWF0KYbLycnBzc2NHTt28MADD9iW7jQjBXUT2LJlC3PnzsVisbBq1SpWrVoFnB9BDggIMLg64wwaNIiioiKOHj0KnH9AgT1NBYqMjLxs+LDHKwoXnqrYrl07nJ2dcXFxMbgi49WrV4+JEyeSl5fHnDlz+OWXX2wf5uzFhRvDevbsaXQppnPrrbfi4uJiG/g5ePCg3YV1Hx8fcnJy9MTa/6lZsyYzZ87kv//9LzfeeKOt3d4+4MP1tXSngroJtG3blmrVqjFt2jS6d+9O48aNsVgs1KxZkw4dOhhdnmEOHz7MCy+8YLus7efnZ1c319r7FYU/s1qthIaGEhUVxaOPPmp0OYZ77bXXWLRoEfXq1eOee+7hxx9/tN3fYi+io6MpKiqicePG3HHHHaZ9smBl27JlCyNGjCA3N/eidnv6cA+/P7E2NDRUT6zl96v0F55kDOenDtpjUL+elu7UHHUT2bVrFw0aNLA9vMTe9e/fn71793LvvfcCsHXrVoKCgliyZImxhYlhBg8eTM2aNRk/frzRpZjCkSNH2Lx5M5s3b+bIkSN2d6XlgtDQUF566SV69epldCmmcGEJ2yNHjtC+fXu+//572rVrZ5cPSbvwVOfAwECKiors9qnOQIk30drj0p1/ZPZVszSibiL16tVj1qxZWkrqf/bt28fLL79Mv379AHj//feZMWOGwVVVnu7du5fYZ683UB48eJDExEQ+++wzPDw8APt7L44ePcrmzZvZtGkThw8ftk2Fat++PQ8++KDR5RmiQ4cOvPvuu7i7u180/cdebyZNSkpi6NChTJkyhYiICNq1a8emTZuMLqvS7dy5kxdeeIG8vDy7f6oz/B7I8/Pzyc/PN7gaY11Pq2YpqJvIqFGjLruUlL1yc3Nj586dtmUIv/rqK9POIasIunHyUheeMZCVlUVWVpbB1Rijc+fOWCwWPD09CQ8PJzAwkBEjRvDwww/brj7Zm1WrVmGxWBg4cOBF7fZ4dQGgatWquLq64ujoyOLFi8nNzbXd52FPpkyZQoMGDfRU5//ZvXs3r7766kWrJFksFg4cOGBgVcbYuXMnL774Ip9++ikeHh54e3uzfPlyBXW5svj4eAYMGMCCBQt4++23bUtJ2avevXvz5ptv2tZGhvNTH+yFPf7D+lf0npxXpUoV2zMF6tevb3Q5hruenjJYGdq0acOJEyfo2rUr69atA7C7JzqDnur8Z5MmTeLs2bNYrVaaNm3K/7d352FVlWsbwO+1ERQHEhIU0UjFhFRQAtEwRVFMjBQ8paWEWomHHCMHch7TDA1RyVJUPBzRIk8DbBUKnMBAwn1w4BOwjgohJiQiMe71/cHHPiLWpxW8a7vv31/stVTui0vg2e963ue9dOmSwba96NPULBbqCsJRUg0FBQWhY8eOug0wHh4eBtWDevToUTg5OUGj0TS6J0kSRo4cKSCVeMnJyTh16hQmTJiA8+fPo1evXgY1zWLp0qW6vvT4+HgYGxtDkiRkZWXB2dkZ5ubmoiM2u/Xr14uOoChhYWEA6k5bfOGFFwAAgwcPFhlJiCeeeALffvstgLoV1KNHjxr0G9vLly9j5syZCA0NRXBwMLKzs5Geni46lhD6NDWLm0kVZMyYMRg3bhy+/vprXLp0CUDdKKm4uDjByZpfbW0tJkyYgClTpuh+0RgaBweH+86INsTxjPX27NmD9evXQ5IkREZGIjo6GuXl5YiMjBQdrdkVFRXpCnaNRqNrmTt//rzoaM2upKQEy5cvR2pqKsLCwhATEwM3NzdMmjRJdDQhKisrceTIEeTn56O2thZA3Zv7t956S3Cy5sVTnRt65plnEBISguXLl8Pb2xtlZWVITU3F2bNnRUdrdhkZGdi5cyeeyG2VJwAAIABJREFUfPJJzJ8/Hzt27IBKpUJgYKDoaI1wRV1B6kdJDR06VDdK6t6eS0NhZGQESZJQUFAgOoowb731Fnr27ImZM2eKjqIYUVFReP7553HkyBEAdY/4t2zZIjiVGFZWVggICEBAQAAKCwt1RbshWrFiBU6cOIGKigpIkgQbGxvExMQYbKEeFBSElJQU3L0OZ4iF+rBhw/DVV18Z9KnOd7Ozs0N+fj4GDx6sG9Ho7u4uOJUYzzzzDJ555hndayXXWizUFSQyMhKvvPIKHB0dsXnzZuTl5SEhIQE9e/YUHU0Ic3NzhIeH49y5c7CystJdV2of2V+tvkA/f/48XF1dYWNjA6Bu9fCHH34QGU2YW7duwd7eXleoV1RUQKvVCk4lXqdOnTB16lSDOyK+XkpKCl5//XVs27YNQF1BUn9wnCHSaDQYPHgwfH19DeqQuHr3tnM89dRTAIAbN27gxo0bcHV1FRFLuAMHDgAAysvLdZOyfm+62KPsfhvvJUlCYmKigDS/j4W6ghw6dAhDhgzRHdqRlZWFsLAwRe5Cbg7Hjx8HUNerXc8QD2cICQnBpk2bdIV6SkoK3nnnHYNsfXFycsL+/fsB1L2xzcjIgLOzs+BUJJqpqSl+/vlnAHV92SkpKQa9Ed/DwwOdOnWCt7e36ChC+Pv7/+7mYkP82Vnv3j0+V69eNag9PvXunhpWWVkJrVYLU1NTgYl+Gwt1Bdi7dy+ioqIgSRJWr16tO+q4uLjYoMczGvIYLQD45ptvkJiYCFmW8c9//lP3xuXixYto2bKl4HRiLF68GEFBQZBlGSdOnICtrS3effdd0bFIsDFjxmD37t2QJAmBgYGora3F66+/LjqWMFlZWYiLi8OXX36pOyrekM4bePXVVyFJEgoLC3H69Gl4enpCq9UiKSnJYFfTgYZ7fIYPH46EhAR88cUXBrnHJzMzU/dxVVUVQkNDFft0loW6AlRUVOje3ZWVleHXX3+FJElo37493njjDcHpxDHUsVH1Ll68iEOHDkGSJKSnpzd4nGuojyt79OiB+Ph4XetPt27dDPLRPjX09ttvo02bNkhOTgZQt6KsxE1hzaX+vIGioiIUFRUJTtP8li1bBgCYMGECgoOD8eqrrwIAoqOjdb3Zhoh7fP7r7k33tbW1qK6uxtdff43FixcLTHV/LNQVIDAwEIGBgfD398dbb72FgQMHio6kCA4ODo2uGdLhDC+//DKGDh2Kl156CfPmzYO7uzskSYKZmRm6du0qOp4QZWVl+Pzzz3Ht2rUGqx+G1g5FDRkbG2PmzJnceP1/eN5Anby8PBw+fBg9evSAVqvF4cOHcfnyZdGxhOEen/8aP358o2lq9W3HSsNCXUH27dsHoO6HS25uLnr27Inu3bsLTiVOjx49dN9IpaWluH79ukEVqFZWVrCyskJ2djZqampw8+ZN3ai1goICdO7cWXDC5jdjxgycOXOmwTVD3LdADZ08eRKhoaG4du1ag3GEGRkZgpOJU1hYiNzcXFRWVgKArt3BkIwfPx579+7VPY2UZdlgN1wD3ONzN19fX93HKpUKNjY2in2KzznqChAcHIyqqiqEh4cjMTERs2fP1s3KXrFiBV5++WXRERXh448/xqVLl3Q9/IZi3759CA0N1f3CBQzrycLd+vfvj5EjRzaaZqHUH7DUPAYPHozi4mJYWVlBpVLprtcfdmNoDhw4gNWrV+vetNQzxE2UiYmJukLdzc3N4N6s3C0vLw9BQUG61ihbW1tEREQY3ILgkSNHcPXqVfTt2xdubm7Izs7Gli1bcOzYMUWeQ8EVdQVIS0uDv78/AGD37t2QZRnjxo3DxYsXsXPnToMt1O+e9lJTU4Nz584hJSVFYCIxwsPD0bJlS7i4uKBFC8P+lp04cSIKCwvRpUsXtGvXTnQcUogWLVrg3XffxeTJk0VHUYRPPvkEffr0gUajgZ+fH1JTUzFkyBDRsZrNL7/8grZt26KsrAwuLi5wcXFpcM9QJwJxjw+wZs0aREdH6xZDAwICEB0djerqavTu3Vt0vPsy7N/6CvHLL7+gY8eOqKiogEajweOPP4733nsPsbGxWLlypeh4wsyePbtRD5khHs5gbW2NCRMm6DZEGTJbW1vs3bsXhw8f1l0z1KcL9F+rVq3CypUrUVJSgrZt2wKo+38xZcoUscEEuX79OqZMmQKNRoNRo0bB0dER0dHRomM1m0GDBiE0NBTBwcGN7hnyz4tNmzbBwsJC932xe/dulJSU4O233xYbrBmp1Wo4OTlh0qRJ+O6777Bnzx7Y2Nhg8eLFin3awkJdASwtLfHZZ58hIyMDNTU1umL05s2bBj2e8e6NYfU9ZM8++6zARGLY2dlh+/btKCoqajBqzRCLkNDQULRu3Ro9e/Y0+KcL9F/R0dHIz8/XHXgEGO73CAC0bdsWLVu2RKtWrfDhhx+ioqIChYWFomM1GxcXF1hYWDRYSSfgH//4B0JCQnSv27Zti/DwcIMq1IuLi7Fo0SL4+Pjg2WefxWeffYZ33nlHsUU6wEJdEaZNm4Y1a9YgPT0dJiYmeO211wDU9dY9/fTTgtM1vwEDBmDdunWYMmUKgoKCsGjRIjz99NOIj4/HkCFDDK7PMi4uDgDw0Ucf6a4ZahFia2sLPz8/Pl2gBjIyMvDcc8/By8uLb+BQN75Vq9Vi0qRJ2Llzp8H9vKgfzMAJag21bNkSeXl5utc5OTkGdyaHLMvYvXs34uLiUFNTA0mSsHfvXnzxxReQJAkRERGiIzbCn2gKMHnyZLi6uuLy5ctwdHSEjY0NqqurMX36dHTr1k10vGZXWlqKqqoqVFdXIy0tDbdu3RIdSah169Y1aAEqKyvDrl27BCYS5/HHH8fmzZuh0Wga9Khz6othe/HFFyFJEnx9fQ26UD9w4ACysrKwZs0a3bVx48Zh7dq1sLW1FZiseW3duvU370mShLfeeqsZ0yjHwIEDsXfvXt00pHPnzmH06NGCUzW/CxcuNGh/Onv2LAD87mm2IhnuTzSF6dWrF3r16qV7bWxsjBEjRghMJNbd3zBK/eZpLn5+fsjLy4NarYZarTboOcDHjh0DAHzxxRe6axzPSIcOHUJFRQViYmJ0K4SGOJ4xMjKyUeFlZ2eH/v37IzIyEhMnThSUrHlt3bpV93vj3sF2hlyov/vuuyguLkZaWhqAuqfXhnay8zfffCM6wkNjoU6K9MknnyA2NhaSJOHDDz9E+/btDe6EvR9//BFqtRrx8fHIzc3V7VIfOnQoxo4dKzqeEFFRUaIjkAKZm5uLjqAIP/30E2xsbBpdt7a2xk8//SQgkRiSJEGWZdja2sLX19cgn0zf67vvvsO2bduQk5OD9u3bw8bGBkFBQejQoYPoaM3qft8fSsc56qQ49vb2v3lPkiSD6VG3t7eHJEmwtLSEl5cX+vbti4ULF2Lbtm3w9PQUHU+4mpoanDhxAmq1Gu+//77oOKQw5eXlaN26tegYzWro0KHo2bMndu7c2eD6G2+8gZycHN0TqUddQUEBYmNjcejQIfz0009wcnLC+PHj4e3tjTZt2oiO1+wOHz6MefPm3ffpQlhYGLy8vAQlowfBFXVSHH18NNVUVCoVXF1dMXDgQK4KAaitrcWpU6egVqvxzTff4Pbt2wDAQp0A1B2JnpSUBLVajRMnTiAzM1N0pGbl5eWFffv26SZaAEBKSgpyc3N1Z3UYgs6dO2PWrFmYNWsWDhw4gLVr10Kj0eCXX37Bm2++KTpes/voo4/QsWNHrFmzBv379wcAZGZmYtmyZdi+fTsLdYVjoa4Av7fxBWg4ptAQ6OOjqaawdOlSXV96fHw8jI2NIUkSsrKy4OzsbFCP++uL84SEBJSWluragPz8/DBhwgTR8UigqqoqJCcnQ61WIzk5GRUVFZBlGT169BAdrdnNmzcP2dnZSE9PR05Oju76gAEDMG/ePIHJmldlZSXUajViY2ORkZEBKysrjBs3Di+++KLoaELk5eUhJCQEgwcP1l0bPHgw3njjDaxfv15gMnoQbH1RgLtbPep76+o/Bgzz2Gf6r6KiIl3BrtFoIMsyjIyMFHnUcVOxt7eHSqWCo6MjRo0ahaeffhoBAQFsAzJwwcHBSE5ORnl5OSRJgoODAy5cuICNGzfihRdeEB1PmNTUVJw/fx6SJKF3794GN6bQxcUFd+7cQdeuXeHn5wd3d3eoVCrdfaWeQNlUBg0ahBEjRmD16tUNri9duhSJiYlITU0VlIweBFfUFSAsLAxA3WaP9PR0BAQEQJZlREVFoV+/foLTkWhWVlYICAhAQEAACgsLdUW7IZIkCZIkGdyx13R/cXFxMDIywpQpU/Dmm2/i119/haenJ0xNTUVHE2rQoEEYNGiQ6BjClJWVAQCuXLmCsLAw3e/Yeoa2+OXh4YHPPvsMly9fhpOTEwBAo9Hg+++/h6+vr+B09P9hoa4Ao0aNAgBs2LABf//73/G3v/0NQN1YqXs3BZFh69SpE6ZOnYqpU6eKjtKsduzYgfj4eHz77bfIzMzUFezJycmwtrY2yIPBqG6u/s2bN7Fnzx6kpqbCxcXF4Me5Elh83mPhwoW4evUqzpw502BkqaurKxYuXCgwGT0Itr4oyODBg2FkZIS//e1v0Gq1+Pzzz6HVanHixAnR0YgUoaqqCsePH4darUZSUpKu5cHQVsiojlarRVpaGuLj45GQkICSkhIAQNeuXeHh4YHFixcLTkikHGlpabh06RIA4KmnnsKAAQMEJ6IHwUJdQb766issWbIElZWVAOqO+123bh3GjBkjOBmR8ty9iXDz5s2i45BgWq0WqampDTYd8w0cEek7FuoKc/PmTd1xtv369cPjjz8uOBERkX6pqalBSkoKhgwZIjoKEdGfovr//wg1p6ysLJw+fRq2trY4efIksrOzRUciItIrLVq0YJFORI8ErqgryJ49e7B+/XpIkoTIyEhER0ejvLwckZGRoqMRERHphYKCgt+937lz52ZKQvTnceqLgkRFReH555/HkSNHANSN2NqyZYvgVERERPpj+PDhvzn9R5IkXLhwoZkTEf1xLNQV5NatW7C3t9cV6hUVFdBqtYJTEYnn4+Pzm/ckScKXX37ZjGlIiQoLC5Gfn9/gZ6arq6vARCTK0KFDIUkSysrKkJmZiX79+kGWZWg0Gt0ccSJ9wUJdQRwdHbF//34AQGRkJDIyMuDs7Cw4FZF4dx+HTnSv999/H7t37250nVNfDNOOHTsAAG+++SaCg4Mxbdo0AMCuXbt4CifpHRbqCrJkyRIEBQVBlmWcOHECtra2CAkJER2LSDhuqqbfc/DgQdjY2MDd3R0tWvDXGtXJyMiAqakprl27BlmWcfbsWWg0GtGxiB4Kf6IpiKmpKWJjY1FYWAgA6NatG49KJ7pHYWEhcnNzdecNSJKE4cOHC05FIjk4OMDLywv+/v6io5CCeHp64quvvkJCQgKAutO+x44dKzgV0cPh1BcFcXBwwKZNmzB69GgAgFqtxvz583Hu3DnByYiU4cCBA1i9ejVqa2sbXGeLg2Fas2YNgLopH6dPn4anpycee+wx3f0lS5aIikYKUFVVhf379yMtLQ2SJMHNzQ0TJkyAiYmJ6GhED4yFugJkZ2cjOzsbixYtwiuvvKLb7HLs2DEkJCSwUCf6PyNGjECHDh2g0Wjg5+eH1NRUDBkyBCtWrBAdjQSwt7f/zXuSJPENHBHpPba+KEBiYiK2bt0KSZIQExODmJgYAHWP6fr06SM4HZFyXL9+HVOmTIFGo8GoUaPg6OiI6Oho0bFIkKioKNERSMGOHDmC0NDQBtOAOJ6R9A0LdQVwd3eHqakpNm7cCB8fHzg4OECSJJiZmbH3lugubdu2RcuWLdGqVSt8+OGHqKio0O3pIMMzYMAAAEBISAheeeUVODo6AgDy8vKQkJCgu0+GacWKFbh9+zaeeOIJbjImvcX/uQrQv39/9O/fH3379oWdnR0sLCxERyJSJB8fH2i1WkyaNAk7d+4EAEydOlVwKhLt0KFDGDJkiK5Qz8rKQlhYGGbMmCE4GYlkZmaGoKAgbjImvcYedQXw8fHBwoULsWHDhkb3eJgLUZ3a2lokJyejW7du6N69Oy5fvgwA6N69u+BkJMrevXsRFRWFgoICmJubw9TUFABQXFwMExMTfPfdd4ITkkhLly5FRkYGpk6dqttkLEkSRo4cKTgZ0YPjiroC5OTkoLS0lIe6EP0OIyMjLF68GAsWLED37t1ZoBMqKipQXFwMWZZRVlaGX3/9FZIkoX379njjjTdExyPBPv30UwDAsmXLANTt++ImY9I3XFEnIr2xdu1aZGdnY9myZbC0tNRdb9++vcBUJJq/vz9mzpwJNzc30VFIQcLDwyFJUqPrM2fOFJCG6I9hoa4wGRkZDXaoA8C4ceMEJiJSDnt7+0a/eDnFgdLT0+973dXVtZmTEBH9tdj6oiDBwcGIj4/Xva5/TMdCnagOCy+6H39///uunLLFwbAVFRVh69atuHTpUoOTjD///HPByYgeHAt1BUlOTkbv3r3h5eXFUVJE97Fhw4YGmwaJAODVV1/VFeq3bt1CcnIynJ2dBaci0ZYsWYKTJ09ClmUYGRmhpqYGZmZmomMRPRRWgwri7OwMV1dXTJ8+XXQUIkXy9PTEpk2bMHr0aACAWq3G/PnzeXqvgavfLFjv66+/xj/+8Q9BaUgpMjMzMX36dOzYsQMff/wxjh49yv0spHdYqCvI7du3ERYWhuTkZN27fkmSEBERITgZkVjZ2dnIzs6GLMtIS0vTPcY+duyY4GSkBGvWrNF9XFNTg7S0NBQVFQlMREpQXV2NLl26QJZlXLx4EW3atEFUVBTmzp0rOhrRA2OhriBnz54FAHz//fe6a/fruyQyNImJidi6dSskSUJMTAxiYmIA1O3j6NOnj+B0JNr9Vs85npFsbGzwyy+/oFevXvjggw8A8NwF0j+c+qIg+fn5971uY2PTzEmIlCUzMxPff/89Nm7cCB8fHzg4OECSJJiZmWH48OEwNzcXHZEESktL032sUqlgY2MDa2trgYlICXJycmBsbIyqqipERERAkiTMmDEDTz31lOhoRA+MhboCFBQUNHitUqnQoUMHbiglukdaWhrs7OxgYWEhOgopzHfffYfjx48DADw8PDghiIgeCSzUFeB+s6FVKhUGDRqEtWvXomPHjoKSESlLRkYGtm7divz8fNTW1gKoaw9LTEwUnIxEOnjwIJYvX476X2eSJGHVqlV46aWXBCcjIvpzWKgrQGBgYINCXZZlFBUV4eLFi/Dy8sKWLVsEpiNSDg8PDxQWFsLExARGRka665mZmQJTkWheXl6wsLDA7NmzAdSdSFlcXIwjR44ITkZE9Oewt0IBduzYcd/rISEhSEpKauY0RMo2d+5czJgxQ3QMUpAbN27g9ddfx7PPPgsAuHr1KtavXy84FRHRn8dCXcE48YWooREjRuDYsWNwcnJqcHBJ7969BaYi0ezs7BAeHo7CwkIAwGeffcYNgwRZlhEXF9foZNJFixYJTkb04Nj6ogD3Wx28ceMGLly4AE9PT2zdulVAKiLlud9+DoBHxRu6M2fOICgoCKWlpQCAxx57DBERETyd1MCtWLECMTExkCSpwf4F/rwgfcIVdQVITk5udE2SJLi5uWHJkiXNH4hIocaNG8cnTdSIi4sLjh49qjuLol+/fjyBkpCYmIgXXngBcXFxWLx4MRITE+Hi4iI6FtFDYaGuAN98802D1yqVCo8//jhMTEwEJSJSJvYd071kWYYkSWjfvj2MjIx0s7Pd3d1FRyPBbt26BRcXF8TFxcHS0hKjRo3C9u3bMWvWLNHRiB4YC3UF4IFGRA+mpKQEy5cvR2pqKsLCwhATEwM3NzdMmjRJdDQSICAgAJIkYc+ePfj000+xbNky3b1Zs2YhKChIYDoSzdLSErW1tejQoQOWLFmC6upqtG3bVnQsooeiEh2AiOhBrVixAidOnEBZWRkkSYKNjQ1iYmJExyJBcnJy4OHhAQC6/wdBQUFwdXXFp59+KjAZKcGcOXPQtWtXhISEoGXLlmjXrh3effdd0bGIHgoLdSLSGykpKXj99dd1r+3s7HDt2jWBiUik27dvo3379rh9+zYuXrwIa2trzJo1C76+vrh586boeCTY2LFjMWTIEHh7e+PUqVM4efIkxowZIzoW0UNhoU5EesPU1BQ///wzAECr1SIlJYWbBg2YjY0NIiMjMX/+fGi1Wjz33HMAgIKCAv6/IPj7++O9997TvV63bh38/f0FJiJ6eCzUiUhvjBkzRtfiEBgYiPj4eK6QGbA5c+bghx9+QHJyMszNzTFt2jQAQHx8PPr16yc4HYn273//u8E8/V69euHf//63wERED49z1IlIb1RXV2PHjh26kaYeHh4IDAyEsbGx2GAkTElJCa5evYoePXqgTZs2qKmpQW5uLjp06IAOHTqIjkcCDR8+HE899RQ2b94MWZYxd+5c5Obm4ttvvxUdjeiBsVAnIsWrrq5GZWVlo4kNZWVlaNmyJQt1ImokNDQUn3zyCVSquuYBWZYxffp0zJs3T3AyogfHQp2IFG/OnDm4fv16owkvr7zyCiwtLbFlyxZByYhIqeqfwCUlJUGSJAwbNgzTp0/nG3vSKyzUiUjxnn32Wfz9739vtBFs37592LZtG06fPi0oGRERUdPhgUdEpHhlZWWora1tdL22thbl5eUCEhGRUjk7O2PDhg1YuHBho3uSJCEjI0NAKqI/hoU6ESlejx49sHPnTjg7O8PR0REAkJWVhV27dsHOzk5wOiJSkvbt26NFixYc0UmPBLa+EJHixcfH4+2334YkSWjXrh2AusNugLoNY97e3iLjEZHCaLVaXLp0CRYWFrCyshIdh+gP4xx1IlI8b29vrF27Fh07dkRpaSlKS0vRqVMnrF27lkU6ETWiUqng7++P48ePi45C9KdwRZ2I9EpxcTEAwMLCQnASIlKylStX4saNG9iwYQPatGkjOg7RH8JCnYiIiB45/fv3R0VFBQDA1NQUADeTkv7hZlIiIiJ65Jibm4uOQPSncUWdiIiIHhmpqano1asXKioqYG5urltNJ9JH3ExKREREj4xp06YhNTUVnp6eSE5OFh2H6E/hijoRKZ6Dg8Nv3pMkCRcuXGjGNESkZP3790e3bt1w4cIFuLq6okuXLrp7kiRh3bp1AtMRPRwW6kSkeC+88AIkSUJ1dTV+/PFHdOrUCQBQWFgIW1tbHDlyRHBCIlKK+fPn46uvvoIkSbi3xJEkCRcvXhSUjOjhsVAnIr2xYMECdO7cGXPnzgUAbN68GdeuXUNoaKjgZESkFLIsIzc3Fz4+Ppg3bx7c3d0b3O/Tp4+gZEQPj1NfiEhvJCQk4MUXX0RtbS1kWUZJSQkPNCGiBiRJQs+ePZGdnd3g+qVLl6BWq1mok17hijoR6Y3p06fj+PHjMDIyAlB3TPiQIUOwY8cOwcmISIny8vKgVquhVqtx+fJlAGDrC+kVFupEpDdu376N8PBwpKenAwDc3NwQFBQEMzMzwcmISCl+/PFHqNVqxMfHIzc3F7IsQ5IkDB06FGPHjsXo0aNFRyR6YCzUiYiI6JFhb28PSZJgaWkJLy8v9O3bFwsXLsS2bdvg6ekpOh7RQ2GPOhHpjYyMDGzduhX5+fmora0FUNePmpiYKDgZESmJSqWCq6srBg4ciG7duomOQ/SHcUWdiPSGh4cHCgsLYWJioutTB4DMzEyBqYhISaKjo6FWq/H9999DlmUYGxujuroagYGBCAgIgLm5ueiIRA+MhToR6Q0PDw9MnDgRM2bMEB2FiBSuqKhIt5FUo9FAlmUYGRnh/PnzoqMRPTAW6kSkN9asWYPz589j9uzZDTaQ9u7dW2AqIlK6wsJCXdF+8OBB0XGIHhgLdSLSG/WbxO7FcWtERPQo4mZSItIb48aNu2+hTkRE9CjiijoRERERkQJxRZ2I9EZ5eTn27duHS5cuobKyEkDdeMbw8HDByYiIiP56LNSJSG8sWbIE8fHxkCQJ9Q8D2QpDRESPKpXoAEREDyolJQWTJ08GAGzevBmjRo3C3LlzBaciIiJqGizUiUhvlJeXo1evXpBlGRUVFejbty8iIyNFxyIiImoSbH0hIr3RqVMn3LlzB0888QQWL14MWZZhbW0tOhYREVGT4NQXItIbqampaN26NSoqKhAaGgpJkjBv3jwMHDhQdDQiIqK/HAt1IiIiIiIFYo86EREREZECsVAnIiIiIlIgFupERERERArEqS9EpDeqq6vx0Ucf4fjx4wCAoUOHIjAwEMbGxoKTERER/fVYqBOR3ti4cSOioqKgUtU9DDx37hxu376NkJAQwcmIiIj+emx9ISK9oVar4efnh7Nnz+Ls2bPw9fVFfHy86FhERERNgoU6EemNyspKdOvWDSYmJjAxMcGTTz6JyspK0bGIiIiaBFtfiEhvuLi44MMPP0RSUhIkSYJGo4GHh4foWERERE2CBx4Rkd4oLCxEcHAwMjIyAACurq7YuHEjOnXqJDgZERHRX4+FOhHpnfLycgBA69atBSchIiJqOuxRJyK9sWDBAoSHh6N169Zo3bo1tmzZggULFoiORURE1CRYqBOR3jh69Cg6d+6se925c2ckJCQITERERNR0WKgTkd5o164d0tPTda/T0tLQtm1bgYmIiIiaDqe+EJHeGDZsGA4ePIiTJ08CAG7evImXX35ZcCoiIqKmwUKdiPTGggULUF1djeTkZACAr68v5s+fLzYUERFRE+HUFyIiIiIiBeKKOhEpno+PDxYuXIgNGzY0uidJEr788ksBqYiIiJoWC3UiUrycnByUlpYiJydHdBQiIqJmw9YXIiIiIiIF4nhGItIbERERuHttoaKiAqtWrRKYiIiIqOlwRZ2I9Ia9vT369u20vpFDAAAHIUlEQVSL9evXo6SkBIsWLUJBQQEuXLggOhoREdFfjivqRKQ3Nm3ahJ9++gm+vr547bXXYGRkhN27d4uORURE1CRYqBOR3nBzc0OfPn1QVVUFrVaLZ555Bn369BEdi4iIqEmw9YWI9MaAAQNQXV2NOXPm4Pr169i7dy86duyIpKQk0dGIiIj+chzPSER6o3v37njvvffQrVs3AICXlxdCQkIEpyIiImoaXFEnIr2h1WqhUqlQWlqKVq1awcTEBJWVlWjZsqXoaERERH859qgTkd4oKCiAn58fBg4ciDNnzmDy5Mn46KOPRMciIiJqEizUiUhvLF++HEVFRZBlGZIkwcXFBfHx8aJjERERNQkW6kSkNzIzMzF58mTd6yeeeAKFhYUCExERETUdFupEpDfMzc2Rk5MDACguLkZcXBysrKwEpyIiImoaLNSJSG+8/PLLiIuLgyzLeOedd5CSkoIJEyaIjkVERNQkOPWFiPTKoUOHkJycDAAYNmwYxo0bJzYQERFRE2GhTkRERESkQDzwiIgUz8HB4TfvSZKECxcuNGMaIiKi5sFCnYgUr34co5WVFczMzETHISIiahYs1IlI8fz8/HD48GGUlJTAxcUFfn5+cHd3Fx2LiIioSbFHnYj0Qnl5OdRqNWJjY5GZmQlra2usWLECQ4YMER2NiIioSXA8IxHphdatW6Nr167o0qULjI2NUVJSgjt37oiORURE1GS4ok5EihcREYFDhw7h6tWrcHJywvjx4zF69Gi0bdtWdDQiIqImw0KdiBTP3t4ekiSha9eu6N69e4N7kiQhIiJCUDIiIqKmw82kRKQXZFnGlStXcOXKlQbXJUkSlIiIiKhpcUWdiBQvPz//d+/b2Ng0UxIiIqLmw0KdiIiIiEiBOPWFiIiIiEiBWKgTERERESkQC3UiIiIiIgVioU5EZCDCw8Oxa9euh/o7Fy9exLFjx5oo0X8tXrwYubm5Tf55iIj0CQt1IiL6TQ9bqNfU1Pyhz7N27VrY2dn9ob9LRPSo4tQXIqJHWEREBP71r3/BwsIC1tbW6N27N0aOHImVK1eipKQErVq1wurVq9GjRw+o1Wps27YNKpUK7dq1w+7du+Hl5YWKigp07NgRgYGB8Pb2bvQ5wsPDceXKFVy9ehWdO3fGxo0b8cEHHyAtLQ1VVVWYNGkSJk6cCK1Wi1WrVuH06dOwtrZGixYtMH78eDz//PPw9/fHggUL0LdvX3z99dfYsWMHZFnG0KFDMX/+fABA//798dprryEpKQmtWrXC9u3b0aFDh+b+khIRNRseeERE9Ig6d+4c4uPj8a9//Qu1tbXw9fVF7969sXTpUqxcuRJPPvkkNBoNVq5ciaioKGzfvh27du1Cx44dUVpaChMTE8yePRvnzp3DsmXLfvdz5eXl4Z///CdatWqFAwcOoF27doiNjUVVVRUmTpwId3d3nD9/Hvn5+YiPj8fNmzfh7e2N8ePHN/h3rl+/jg8++ACff/45zMzMMG3aNCQmJmLEiBEoLy+Hk5MT5s2bh/fffx8HDx5EUFBQU34JiYiEYqFORPSIOnPmDEaMGAFTU1MAwPDhw1FZWYnMzEzMmTNH9+eqqqoA1K1YL1q0CKNHj8bIkSMf6nMNHz4crVq1AgCcOnUK//M//4MjR44AAG7fvo3//Oc/yMjIwPPPPw+VSgVLS0u4ubk1+neysrIwYMAAWFhYAAB8fHyQnp6OESNGwNjYGMOGDQMA9OnTB6dOnXrIrwgRkX5hoU5EZEC0Wi3MzMzwxRdfNLq3atUqaDQaJCcnY/z48YiNjX3gf7f+zQAAyLKMJUuW4LnnnmvwZ/7splRjY2NIkgQAUKlUqK2t/VP/HhGR0nEzKRHRI8rV1RWJiYmoqKhAWVkZkpKSYGpqii5dukCtVgOoK6qzs7MBAFeuXIGTkxPmzJkDc3NzFBYWok2bNrhz585Dfd7Bgwdj//79qK6uBgD88MMPKC8vh7OzM44ePQqtVouff/4ZaWlpjf6uo6Mj0tPTUVxcjNraWsTFxcHV1fVPfiWIiPQTV9SJiB5RvXv3hre3N8aOHQsLCwv07dsXALBx40asWLECERERqKmpgbe3N+zt7fH+++/jP//5D2RZxsCBA2Fvbw9ra2t8/PHHGDt27G9uJr3XSy+9hPz8fPj5+UGWZZibm2P79u0YNWoUUlNT4e3tDWtrazz99NNo165dg79rZWWF4OBgBAQE6DaTjhgxokm+PkRESsepL0RE1Gzu3LmDNm3aoKSkBC+99BL2798PS0tL0bGIiBSJK+pERNRsZsyYgdLSUlRXVyMoKIhFOhHR7+CKOhERPZDY2FhERUU1uObs7Izly5cLSkRE9GhjoU5EREREpECc+kJEREREpEAs1ImIiIiIFIiFOhERERGRArFQJyIiIiJSIBbqREREREQK9L+b10F/f8DyowAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.subplots(figsize = (12,5))\n", + "sns.countplot(x=combined_df['dest_region'],order=combined_df['dest_region'].value_counts().index,hue=combined_df['segment_predicted'])\n", + "plt.xticks(rotation=90)\n", + "plt.show();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Segment by flight routes." + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.subplots(figsize = (20,5))\n", + "sns.countplot(x=combined_df['route'],order=combined_df['route'].value_counts()[:30].index,hue=combined_df['segment_predicted'])\n", + "plt.xticks(rotation=45, horizontalalignment='right', fontsize='large')\n", + "plt.show();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Segment by US public holidays" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.subplots(figsize = (12,5))\n", + "sns.countplot(x=combined_df['holiday'],order=combined_df['holiday'].value_counts().index,hue=combined_df['segment_predicted'])\n", + "plt.show();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Segment by weekends vs. weekdays" + ] + }, + { + "cell_type": "code", + "execution_count": 51, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.subplots(figsize = (12,5))\n", + "sns.countplot(x=combined_df['weekend'],order=combined_df['weekend'].value_counts().index,hue=combined_df['segment_predicted'])\n", + "plt.show();" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.subplots(figsize = (12,5))\n", + "sns.countplot(x=combined_df['lowest_price_bin'],order=combined_df['lowest_price_bin'].value_counts().index,hue=combined_df['segment_predicted'])\n", + "plt.show();" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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9+lLboM63EwAAANCgLFw4T4MG9dcdd9ymiROftnU5VmOTq74AAADg+uDe0lH2TlefVmypitKLKjh99Wup//GP/bVu3do669eICOoAAAC4ZvZOTZU+1b/Ottfx+f2Sag7qTz89QVlZP1/3QZ2pLwAAAIABEdQBAAAAAyKoAwAAAAZEUAcAAECDsmvXTn388TZJl+5Ov2nTf5SRkW7jquoeQR0AAAANyurVb2vZsiWSpKNHf9ScOdO1f/+3Nq6q7nHVFwAAAFyzitKL/71SS91t72qWLHmtzvozMoI6AAAArtmla55f/brnqD2mvgAAAAAGRFAHAAAADIigDgAAABgQQR0AAAAwIII6AAAAYEBc9QUAAAANRkZGuubOnaGjR4+orKxM3bv7acKEZ9W+vY+tS6tzBHUAAABcM7eWjnJxalpn27tQelHnTld/ucfc3FMymUx65JGxyshI17p1/9bs2dO0ePGrdVaDURDUAQAAcM1cnJqq9+Ledba9L6K/0Lkarsvu73/LZTc82rbtIx0/fqzO+jcS5qgDAACgwXB0dDT/fOhQms6cOa0ePQJtWJH1ENQBAADQ4Pz00wk988x4eXvfoKefnmjrcqyCoA4AAIAG5fjxY4qOflSOjo5atOifatOmja1LsgqCOgAAABqMnJxsxcQ8ptOnizR48FClpR3Q9u1bbV2WVfBlUgAAADQYJ09mqrCwQJL06qtLzMvvuWeArUqyGoI6AAAArtmF0ov6IvqLOt1eTW699Tbt3Lm3zvozMoI6AAAArtm502U1Xk4R14456gAAAIABEdQBAAAAAyKoAwAAGJjJZLJ1CagD17IfCeoAAAAG5eDgpPPnzxDWGziTyaTz58/IwcGpVo/jy6QAAAAG1bp1WxUW5urcuSJbl4LfyMHBSa1bt63dY6xUi6ZPn64tW7YoPz9fd911l1599VVJ0tGjR/Xcc8/pwIEDat++vSZPnqw77rhDkpSSkqKEhAQdP35cnTt31vTp09W9e3dJ0vbt2zVnzhxlZ2erR48emjlzpjp06CBJWrt2rZYuXaqioiL17t1bM2fOVOvWrSVJS5Ys0apVq1RSUqIBAwbohRdekLOzs7WGDQAAUGfs7R3Upo23rcuAjVh16svAgQOvWDZ+/HgdO3ZM8fHxcnR01FNPPaWzZ8+qpKREMTExOn/+vOLj45WXl6eYmBhVVFQoNzdXsbGxcnNz08SJE3XgwAHFxcVJktLS0jRlyhT5+voqOjpaycnJmjVrliQpKSlJixcvVnBwsKKiorR+/XotW7bMmkMGAAAA6oTVgvqkSZP00EMPXbYsLS1Nhw4dUlhYmCIjI/XQQw/p3Llz+uijj/TZZ58pLy9PDz74oCIjIzVs2DBlZmZqz5492rx5s0pLSzV27FhFRUUpNDRUe/fuVXp6uhITEyVJsbGxGjNmjAIDA7V582aVlJSY2yZPnqzx48fL29vbvAwAAAAwsnr9MmlmZqYkydPTU5Lk5eVlXl5dW0ZGRq3bysvLlZWVpczMTDk6Osrd3d3clpOTo9LSUusOFAAAAPiNbPpl0pq+wVzfbf/L3t5OrVo1s3h9W2kINQIAAKD26jWo+/j4SJKys7MlSTk5OeblrVq1qrKtQ4cOKi4urrbtl23m5OTI09NTOTk5cnBwkLe3t3x8fHT48GHl5+fLw8PDvI6T09UvjVNRYVJRUbFF42rbtrlF61mDpTUCAADAeGrKkVYL6p9++qkOHz4sScrKytJ7772nnj17qmvXrtqyZYs6d+6sNWvWyNXVVQMGDJCzs7M8PDzMy9atW6f27durV69e8vX11Ysvvqjly5crPz9fSUlJCgoKUseOHRUeHq6VK1dqwYIFCgkJUWpqqsLCwuTs7KyIiAjt2LFDM2bMkI+Pj7KysjRu3DhrDRkAAACoM/YJCQkJ1tjw5MmTtW7dOklSfn6+duzYoe7duysqKkqpqalKTEyUq6urZs6cqS5dusjBwUEBAQHavXu3Nm3aJB8fH82dO1deXl5ydXVVp06dtGPHDm3dulX+/v6aPXu2WrZsqXbt2snd3V3btm1TcnKy+vTpo4SEBLm4uMjX11eVlZXasmWLUlNTNXDgQE2YMEEODlf//aSy0qSLF8ssGqurq7NeS/r2Nz1f1+LR/reouJj59gAAAA2Vq2v1lw23M3GrqyqVlVXUaupL0IS3rVzRlVLmjVJu7tl67xcAAAB1o6apL/V61RcAAAAAliGoAwAAAAZEUAcAAAAMiKAOAAAAGBBBHQAAADAggjoAAABgQAR1AAAAwIAI6gAAAIABEdQBAAAAAyKoAwAAAAZEUAcAAAAMiKAOAAAAGBBBHQAAADAggjoAAABgQAR1AAAAwIAI6gAAAIABEdQBAAAAAyKoAwAAAAZEUAcAAAAMiKAOAAAAGBBBHQAAADAggjoAAABgQAR1AAAAwIAI6gAAAIABEdQBAAAAAyKoAwAAAAZEUAcAAAAMiKAOAAAAGBBBHQAAADAggjoAAABgQAR1AAAAwIBsFtRXrFihu+++W35+frr77ru1cuVKSVJKSooGDRokPz8/RURE6ODBg+bHbN++XaGhofL391dUVJQyMjLMbWvXrlXfvn0VEBCgcePGqbCw0Ny2ZMkS3X777QoMDFRcXJxKSkrqb6AAAADANbBJUD9x4oRmzZolOzs7xcfHq7y8XNOnT1dWVpZiYmJ0/vx5xcfHKy8vTzExMaqoqFBubq5iY2Pl5uamiRMn6sCBA4qLi5MkpaWlacqUKfL19VV0dLSSk5M1a9YsSVJSUpIWL16s4OBgRUVFaf369Vq2bJkthg0AAABYzCZBvbKyUpLk6emp4OBgtWnTRk5OTtq3b5/y8vL04IMPKjIyUsOGDVNmZqb27NmjzZs3q7S0VGPHjlVUVJRCQ0O1d+9epaenKzExUZIUGxurMWPGKDAwUJs3b1ZJSYm5bfLkyRo/fry8vb3NywAAAACjsklQ//3vf6+///3v+uabb3Tffffp+++/17Rp05SdnS3pUoCXJC8vL0lSRkaGMjMza9VWXl6urKwsZWZmytHRUe7u7ua2nJwclZaW1tNoAQAAgNpzsEWnBQUFWrVqlW6++WY98cQTeuWVVzR16lQ9/PDDl61nMpmq3YY12n7N3t5OrVo1s2hdW2oINQIAAKD2bBLUv/rqK+Xk5GjEiBG65557dPjwYS1atEi+vr6SZD6znpOTI0nq0KGDiouLq23z8fExL/P09FROTo4cHBzk7e0tHx8fHT58WPn5+fLw8DCv4+TkVGONFRUmFRUVWzSetm2b1/IZqDuW1ggAAADjqSlH2iSo/xKsN27cqLZt22rTpk2SpBtvvFEeHh5as2aNXF1dtW7dOrVv3169evWSr6+vXnzxRS1fvlz5+flKSkpSUFCQOnbsqPDwcK1cuVILFixQSEiIUlNTFRYWJmdnZ0VERGjHjh2aMWOGfHx8lJWVpXHjxtli2AAAAIDF7BMSEhLqu1NPT0+5ubkpNTVVH374oZo2baqnn35ad999twICArR7925t2rRJPj4+mjt3rry8vOTq6qpOnTppx44d2rp1q/z9/TV79my1bNlS7dq1k7u7u7Zt26bk5GT16dNHCQkJcnFxka+vryorK7VlyxalpqZq4MCBmjBhghwcav4dpbLSpIsXyywaj6urs15L+rYunppaebT/LSouZq49AABAQ+Xq6lxtm53J0knbjUxZWUWtpr4ETXjbyhVdKWXeKOXmnq33fgEAAFA3apr6wp1JAQAAAAMiqAMAAAAGRFAHAAAADIigDgAAABgQQR0AAAAwIII6AAAAYEAWBfXRo0dbtAwAAABA3ajxrj8lJSW6cOGCCgsLdfr0af1yyfVz584pJyenXgoEAAAAGqMag/ratWv11ltv6dSpUxoyZIg5qLu5uWnkyJH1UiAAAADQGNUY1EePHq3Ro0dr5cqVioqKqq+aAAAAgEavxqD+i6ioKH3zzTc6efKkKioqzMvDw8OtVhgAAADQmFkU1CdMmKCMjAzddNNNsre3lyTZ2dkR1AEAAAArsSioHzhwQFu2bJGdnZ216wEAAAAgCy/P2LlzZ+Xm5lq7FgAAAAD/ZdEZ9cLCQoWFhSkgIECOjo7m5cuWLbNaYQAAAEBjZlFQj46OtnYdAAAAAH7FoqDeq1cva9cBAAAA4FcsCuqBgYHmL5KWlZWpvLxcLi4u+uabb6xaHAAAANBYWRTUU1NTzT+bTCZ9/PHH2rdvn9WKAgAAABo7i6768mt2dna65557tHPnTmvUAwAAAEAWnlHftm2b+efKykodOHBAzs7OVisKAAAAaOwsCuqffPKJ+Wd7e3u1b99eS5cutVpRAAAAQGNnUVCfNWuWtesAAAAA8CsWzVHPzs7WE088oeDgYAUHBys6OlrZ2dnWrg0AAABotCwK6vHx8br77rv1+eef6/PPP1e/fv0UHx9v7doAAACARsuioF5QUKChQ4fKwcFBDg4OGjJkiAoKCqxdGwAAANBoWRTUW7VqpQ0bNqiiokIVFRXasGGDWrVqZe3aAAAAgEbLoqA+c+ZMffjhh+rdu7fuuOMObd26VbNnz7Z2bQAAAECjZdFVX15++WXNmTNHLVu2lCQVFRVpzpw5XA0GAAAAsBKLzqj/8MMP5pAuXZoK8/3331utKAAAAKCxsyioV1ZW6vTp0+Z/FxUVqaKiwmpFAQAAAI2dRUH94Ycf1p///GctXLhQCxcu1IgRI/TII4/8po7PnDmjiRMn6rbbblNgYKAiIyMlSSkpKRo0aJD8/PwUERGhgwcPmh+zfft2hYaGyt/fX1FRUcrIyDC3rV27Vn379lVAQIDGjRunwsJCc9uSJUt0++23KzAwUHFxcSopKflNtQMAAADWZlFQDw8P15IlS9SmTRu1adNGS5YsUXh4+G/q+Nlnn9WmTZs0bNgwPfvss+rYsaNKSkoUExOj8+fPKz4+Xnl5eYqJiVFFRYVyc3MVGxsrNzc3TZw4UQcOHFBcXJwkKS0tTVOmTJGvr6+io6OVnJxsnj+flJSkxYsXKzg4WFFRUVq/fr2WLVv2m2oHAAAArM2iL5NKUqdOndSpU6c66TQjI0NJSUkaNGiQxo8fL3t7ew0fPlxJSUnKy8vThAkTFBkZqby8PC1dulR79uzRDz/8oNLSUo0dO1b33Xef9u/frw0bNig9PV2JiYmSpNjYWAUEBOjTTz/V5s2bNW3aNHPb5MmT5e7uro0bNyoxMVFPPfVUnYwFAAAAsAaLg3pdOnLkiCRp//79CgwMVJMmTTRq1Ci1adNGkuTp6SlJ8vLyknQp2GdmZtaqrby8XFlZWcrMzJSjo6Pc3d3Nbfv27VNpaamcnJzqY7gAAABArdkkqJeWlkqSLly4oAULFuidd97R8uXL9Y9//OOy9UwmU7XbsEbbr9nb26lVq2YWrWtLDaFGAAAA1J5NgrqPj48k6bbbblP//v1VUFCgL7/80hyis7OzJUk5OTmSpA4dOqi4uLjatl+2l5OTI09PT+Xk5MjBwUHe3t7y8fHR4cOHlZ+fLw8PD/M6VzubXlFhUlFRsUXjadu2eW2GX6csrREAAADGU1OOtOjLpHWtW7du6tKli3bv3q13331XiYmJsre311133SUPDw+tWbNGq1ev1rp169S+fXv16tVLAwcOlKOjo5YvX66VK1cqKSlJQUFB6tixo/mLrQsWLNC//vUvpaamauDAgXJ2dlZERIQkacaMGZo/f76ysrLMywAAAACjsk9ISEio707t7OzUs2dPpaSk6P3335eTk5Oee+45hYSEKCAgQLt379amTZvk4+OjuXPnysvLS66ururUqZN27NihrVu3yt/fX7Nnz1bLli3Vrl07ubu7a9u2bUpOTlafPn2UkJAgFxcX+fr6qrKyUlu2bDEH+AkTJsjBoeY/JlRWmnTxYplF43F1ddZrSd/WxVNTK4/2v0XFxaX13i8AAADqhqurc7VtdiZLJ203MmVlFbWa+hI04W0rV3SllHmjlJt7tt77BQAAQN0w3NQXAAAAADUjqAMAAAAGRFAHAAAADIigDgAAABgQQR0AAAAwIII6AAAAYEAEdQAAAMCACOoAAACAARHUAakSgK0AABdFSURBVAAAAAMiqAMAAAAGRFAHAAAADIigDgAAABgQQR0AAAAwIII6AAAAYEAEdQAAAMCACOoAAACAARHUAQAAAAMiqAMAAAAGRFAHAAAADIigDgAAABgQQR0AAAAwIII6AAAAYEAEdQAAAMCACOoAAACAARHUAQAAAAMiqAMAAAAGRFAHAAAADIigDgAAABgQQR0AAAAwIAdbFwA0Ru4tHWXv1LTe+60ovaiC02X13i8AAKg9gjpgA/ZOTZU+1b/e++34/H5JBHUAABoCm059KSkp0YABA9S1a1dNnTpVknT06FGNGDFCfn5+GjBggHbu3GlePyUlRYMGDZKfn58iIiJ08OBBc9v27dsVGhoqf39/RUVFKSMjw9y2du1a9e3bVwEBARo3bpwKCwvrb5AAAADANbBpUH/llVeUk5Nz2bLx48fr2LFjio+Pl6Ojo5566imdPXtWJSUliomJ0fnz5xUfH6+8vDzFxMSooqJCubm5io2NlZubmyZOnKgDBw4oLi5OkpSWlqYpU6bI19dX0dHRSk5O1qxZs2wxXAAAAMBiNgvqhw4d0ooVKxQdHW1elpaWpkOHDiksLEyRkZF66KGHdO7cOX300Uf67LPPlJeXpwcffFCRkZEaNmyYMjMztWfPHm3evFmlpaUaO3asoqKiFBoaqr179yo9PV2JiYmSpNjYWI0ZM0aBgYHavHmzSkpKbDV0AAAA4KpsMke9srJSkyZNUmRkpPz8/MzLMzMzJUmenp6SJC8vL/Pyc+fOVdmWkZFR7eOqaysvL1dWVpb+3//7f9XWaG9vp1atmv32wVpZQ6gRxsJrBgCAhsEmQf3999/XyZMnNX36dB0+fFiSdPbsWZWXl1+2nslkqnYb1mj7tYoKk4qKii1at23b5hatZw2W1ghj4TUDAACkmjOBTYJ6dna2CgoKNHjwYPOyjRs36tSpU+Z2Seb56z4+PmrVqlWVbR06dFBxcXG1bT4+PuZlnp6eysnJkYODg7y9va06RgAAAOC3sElQv++++9S5c2dJ0pEjR7R48WL16dNHTz/9tJ599llt2bJFnTt31po1a+Tq6qoBAwbI2dlZHh4e5mXr1q1T+/bt1atXL/n6+urFF1/U8uXLlZ+fr6SkJAUFBaljx44KDw/XypUrtWDBAoWEhCg1NVVhYWFydna2xdABAAAAi9jky6SdOnXSvffeq3vvvVc9e/aUJHXs2FF+fn566aWXdOONN2rWrFkqKyvTwoUL1aJFCzk7O2vRokVydXXVzJkz5eHhoUWLFsne3l7t2rXT/PnzdebMGc2ZM0fdunXT7NmzJUl+fn56/vnndeTIEb388svq27ev4uPjbTFsAAAAwGJ2JksnbTcyZWUVtZqjHjThbStXdKWUeaOUm3u23vvFb9e2bXOb3fCI1wwAAMZR0xx1m15HHQAAAEDVCOoAAACAARHUAQAAAAMiqAMAAAAGRFAHAAAADIigDgAAABgQQR0AAAAwIII6AAAAYEAEdQAAAMCACOoAAACAARHUAQAAAAMiqAMAAAAGRFAHAAAADIigDgAAABgQQR0AAAAwIII6AAAAYEAEdQAAAMCACOoAAACAARHUAQAAAAMiqAMAAAAGRFAHAAAADMjB1gUAtuTWoqlcnB1tXQYAAMAVCOpo1FycHRU04e167zdl3qh67xMAADQsTH0BAAAADIgz6gDQQLi1dJSLU9N67fNC6UWdO11Wr30CAC4hqANAA+Hi1FS9F/eu1z6/iP5C50RQBwBbYOoLAAAAYEAEdQAAAMCACOoAAACAARHUAQAAAAOySVA/ceKEoqKi9Ic//EGBgYH661//qvT0dEnS9u3bFRoaKn9/f0VFRSkjI8P8uLVr16pv374KCAjQuHHjVFhYaG5bsmSJbr/9dgUGBiouLk4lJSWSpPLycr3wwgsKCgpSz549NWfOHFVWVtbvgAEAAIBasklQz8nJkclkUnR0tIYOHapdu3bpueeeU25urmJjY+Xm5qaJEyfqwIEDiouLkySlpaVpypQp8vX1VXR0tJKTkzVr1ixJUlJSkhYvXqzg4GBFRUVp/fr1WrZsmSRp1apVWr16tcLDwzVgwAC98cYbSkxMtMWwAQAAAIvZJKgHBgZq1apVGjlypCZNmqRWrVrpyJEj2rx5s0pLSzV27FhFRUUpNDRUe/fuVXp6ujlcx8bGasyYMQoMDNTmzZtVUlJibps8ebLGjx8vb29v87LExES5urrq2Wef1eTJk+Xo6EhQBwAAgOHZJKg7OTmZf96/f7+KiorUs2dPZWZmSpI8PT0lSV5eXpKkjIyMKtvKy8uVlZWlzMxMOTo6yt3d3dyWk5Oj0tJSZWZmqm3btrK3t5ezs7NatWp12XQaAAAAwIhsesOjo0ePaty4cWrfvr0mTZqk11577bJ2k8lU7WOvtc1S9vZ2atWq2W/ejrU1hBphLLxmUFu8ZgDANmwW1I8cOaLRo0fL2dlZb731ltq1aycfHx9JUnZ2tqRLc9klqUOHDua2nJwceXp6KicnRw4ODvL29paPj48OHz6s/Px8eXh4mNdxcnKSj4+PMjIyVFFRofLychUVFSkgIOCq9VVUmFRUVGzRWNq2bX4tT0GdsLRGVM2W+85WeM00XLZ6vfKaAQDrqenYbpOpL1lZWRo1apQKCws1YsQIfffdd9q8ebMGDhwoR0dHLV++XCtXrlRSUpKCgoLUsWNHhYeHS5IWLFigf/3rX0pNTdXAgQPl7OysiIgISdKMGTM0f/58ZWVlmZdFRESouLhYM2fO1PTp01VWVmZuAwAAAIzKJmfU09PTlZ+fL0l66aWXzMt/+OEHzZ8/X3PnztWcOXN0yy23mK/s4ufnp+eff17Lli3T3r171bdvX8XHx0uS+vfvr8cff1yrV69WaWmpBg8erMcee0ySNHLkSJ04cUL/+c9/ZGdnp4ceekhDhw6t5xEDAAAAtWNnqosJ3dehsrKKWk19CZrwtpUrulLKvFHKzT1b7/1eT2y579Kn+td7vx2f389rpgFr27a5ei/uXa99fhH9Ba8ZALAiw019AQAAAFAzgjoAAABgQAR1AAAAwIAI6gAAAIABEdQBAAAAAyKoAwAAAAZEUAcAAAAMyCY3PAKAuuDWoqlcnB3rvd8LJWU6d+ZivfcLAGhcCOoAGiwXZ0eb3bDqnAjqAADrYuoLAAAAYEAEdQAAAMCACOoAAACAARHUAQAAAAMiqAMAAAAGRFAHAAAADIigDgAAABgQQR0AAAAwIII6AAAAYEAEdQAAAMCAHGxdABoWt5aOcnFqWu/9Xii9qHOny+q9XwAAAFshqKNWXJyaqvfi3vXe7xfRX+icCOoAAKDxIKgDAGBl/DUSwLUgqAMAYGX8NRLAteDLpAAAAIABcUYdAGATbi2aysXZsV77vFBSpnNnLtZrnwBwrQjqAACbcHF2VNCEt+u1z5R5o3ROBHUADQNTXwAAAAADIqgDAAAABsTUlwbMVF6itm2b27oMAAAAWAFBvQGzc3BW+lT/eu2z4/P767U/AACAxoqpLwAAAIABNYoz6ikpKUpISNDx48fVuXNnTZ8+Xd27d7d1WQAAoAHgzrKwles+qJeUlCgmJkbOzs6Kj4/XsmXLFBMTo23btsne3t7W5QFogPh+CBo7W1wDX7LddfC5syxs5boP6p999pny8vI0YcIERUZGKi8vT0uXLtWePXsUHBxs6/IANEC2+H6IxHdEYBy2uAa+xHXw0fhc90E9MzNTkuTp6SlJ8vLykiRlZGQQ1NHolNjoTDB/voVR8NcQoHH9RaShT1uyM5lMpjqox7DefPNNzZ49Wy+++KIGDRqktWvXasqUKZo2bZr+9Kc/2bo8AAAAoErX/VVffHx8JEnZ2dmSpJycHElShw4dbFYTAAAAcDXX/dSXvn37ysPDQ2vWrJGrq6vWrVun9u3bq1evXrYuDQAAAKjWdX9G3dnZWYsWLZKrq6tmzpwpDw8PLVq0iCu+AAAAwNCu+znqAAAAQEN03Z9RBwAAABoigjoAAABgQAT169Tw4cMVGBioW265RUOGDNHXX399xTqJiYnq2rXrFf/9cu152E5KSooGDRokPz8/RURE6ODBg1WuZ8l+hnXV5n00ffp0hYSEqGvXrnr00UevaDeZTIqKiqq2Hb9dTfvA0uf/tddeU+/eveXn56c777xTixcvNrfl5OTob3/7m/z9/dWvXz9t2LDBamNpLKo7zm3fvl2hoaHy9/dXVFSUMjIyqt1GTEyMevbsqa5du2rq1KmXtdV0vK1NH7ikuvfY0aNHNWLECPn5+WnAgAHauXOnuc3Szzyp5s+96vZXZmbmFcfoGTNmWGH0dY+gfp0KDAzUpEmT9Pjjj+vQoUOaNGnSFev07NlT8+fP1/z58zV37lw5OjqqTZs25ptDwTZKSkoUExOj8+fPKz4+Xnl5eYqJiVFFRcUV61qyn2FdtX0fDRw4sNptvfvuu9q/n7uPWlt1+8DS59/d3V3jxo1TQkKC3NzctGTJEn3zzTeSpISEBH355ZcaP368brjhBsXFxemnn36q0/obm6qOc7m5uYqNjZWbm5smTpyoAwcOKC4urtptODo66p577rlieU3H29r2gf9T1Xts/PjxOnbsmOLj4+Xo6KinnnpKZ8+erdVnnlT9554l+2vEiBHm43VERETdD9wKCOrXqfj4ePXr10/BwcFycnKSnZ3dFet06NBBYWFhCgsLk7Ozs8rKyjR06FA5Otb/3crwfz777DPl5eXpwQcfVGRkpIYNG6bMzEzt2bPninUt2c+wrtq8jyZNmqSHHnqoyu2cOnVK8+bN09NPP23lihu36vZBbZ7/YcOGKTw8XCEhIeZ7dTRp0kRFRUX65JNPFBISor/+9a968sknVVlZqfXr19f1MBqVqo5zmzdvVmlpqcaOHauoqCiFhoZq7969Sk9Pr3IbL730ksLDw69YXtPxtrZ94JKq3mNpaWk6dOiQwsLCFBkZqYceekjnzp3TRx99VKvPPKn6zz1L9pefn5/uvvtuhYWFqVu3blZ7DuoSQf06dfbsWQUHB2v48OFydHTU9OnTdf78eRUUFKigoEAXLly4bP1///vfatKkCXdrNYBfpkz8ckbWy8tLknTkyJEr9l9V+xm28+v3UU3vt6pMmzZNISEhVZ71g/VV9/yXlZWZ9+Pp06fNyydOnKh+/frp008/1cMPP6wePXro5MmTMplMV7x3mS7x21R1nKvuOJmRkaGzZ8+a91lpaWmN265pOzW1oXaqey4zMzNrfJ6rOo5W97lnyf6aPHmyevToobCwMO3bt896A65DBPXrVLNmzfTGG29o0qRJKikp0csvv6xp06YpODhYwcHBWr58uXnd9PR07d69W3369DGfHYJx/HIF1ddee+2K/VfVfoZt/O/7qLr3W1V2796t5ORkjRo1Sj///LMk6cKFC+Y7KcO6anr+v/nmG/N+/PWfymNiYvTyyy+re/fuWrt2rY4cOXLFdrn6cd2w5Dj36+f68ccfN++zDz74oFZ91bTP2J91x9LnuarjqKWfe7/eTrNmzRQdHa1XXnlFzzzzjE6cOKF//OMfdTQa67ru70zaWDk4OKh3797q3bu3tm7dqq+++kqrVq3SAw88IOnSn+t/sXbtWplMJv3lL3+xVbn4lV9+WcrOzpYkc1h77LHHdOONN0r6v/1X1X4uKCiQu7u7DSpv3P73ffS3v/2tyvdbVbKyslRSUqLIyEjzsq+++krPPPOMVqxYYbWacUlNz/+iRYv05ptvSrp0A71f3HTTTbrpppt07tw5Pfvss0pOTtbQoUNlZ2d3xXv3avsfNavqONe3b19JVx4nO3TooGeeeUZnzpyRJHXq1KnGbVd3vO3QoYOKi4urbUPtVPc8+/j4qFWrVlW2dejQQbfeeusVx9HqPvdq2pfu7u568sknzfV88MEHOnjwoEpKSi57XxsRQf069Pnnn+vDDz9UYGCgsrOzlZqaqjZt2ui22267Yg5zaWmp1q9frxtuuEF33nmnjSrGr/Xt21ceHh5as2aNXF1dtW7dOrVv314jRoy47I661e3n1q1b27D6xqmq91GnTp2uCAmffvqpDh8+LOlSOHzvvffUs2dP/eEPf9CiRYskSQUFBXrhhRfUvXv3yz5YUDeq2ge/+93vqn3+W7ZsqZCQkMu2MXbsWIWEhKhZs2bmEN+pUye1atVKd911l3bu3Kk333xT27dvV5MmTaqcGw3LVHece+CBB7Rw4UItX75c+fn5SkpKUlBQkDp27FjldrZs2WL+ovCRI0f03nvv6c4776z2eNurVy/5+vrqxRdftLgPXFLdca5r167asmWLOnfubH6+BwwYIGdn52r3gb29/WXH0Zo+9wYOHFjt/vrli+IBAQHKzMzU999/r5tuusnwIV2SZMJ159tvvzWFhYWZ/P39TUFBQaaRI0eavv322yrX/eCDD0xdunQxvfLKK/VcJWqyZ88e0/3332/q3r27afDgwabvvvvuinVqs59hXZa+j0aOHGnq0qXLZf+9//77l62TkZFh6tKli2ns2LHWLLnRuto+sOT5f/TRR009e/Y0+fn5mfr372968803zW3Z2dmmhx9+2OTn52e68847TevXr7fmcK57NR3ntm7davrjH/9o6t69u+nBBx80/fTTT9Vup1+/flfs9y+//NJkMtV8vK1NH7ikuvfY4cOHTX/6059M3bt3N/Xv39+UnJxsfowln3km09U/96rbX1999ZVp+PDhph49ephuu+0205gxY0zHjx+36vNQV+xMJiZdAQAAAEbDl0kBAAAAAyKoAwAAAAZEUAcAAAAMiKAOAAAAGBBBHQAAADAggjoAAABgQAR1AIDZihUrdOHChTrdZmBgYJXLFy1apF27dtVpXwBwPeE66gAAs7vvvlvr1q2Tu7t7nW0zMDBQqampdbY9AGgsOKMOAI1UcXGxxo4dqwceeED333+/lixZolOnTmn06NGKioqSJE2ZMkVDhgxRWFiYXn75ZUnS7t279fjjj5u388UXX+iJJ56osa+ZM2cqLCxMo0ePVkFBgSQpLi5OH330kaRLvyC8/PLLioiI0KBBg3T06FFrDBkAGhSCOgA0Up9//rnatWunjRs36oMPPtDo0aPVrl07vfXWW1q5cqUkKTY2VomJidq4caO+/vprHTp0SLfffruOHTtmDtyJiYkaOnRotf0UFxfLz89PmzdvVs+ePbVkyZIq12vdurXWr1+vESNG6I033qj7AQNAA0NQB4BGqkuXLtq1a5fmzZunvXv3qnnz5les8+GHHyoiIkLh4eH68ccfdfToUdnZ2Wnw4MHauHGjzpw5o9TUVPXt27fafpo0aaKBAwdKkgYPHqyUlJQq1+vfv78kyc/PTydPnqyDEQJAw+Zg6wIAALZx4403KjExUcnJyVq4cKFuv/32y9ozMjL0xhtvaN26dWrZsqXi4uJUUlIiSRoyZIjGjRsnJycn3XvvvXJwsPzjxM7Orsrljo6Oki4F+4qKimscFQBcPzijDgCNVE5OjlxcXDR48GA98sgjSktLk6urq86fPy9JOn/+vFxcXNS8eXPl5eXps88+Mz/W09NT7dq10z//+c8ap71IUmVlpbZu3SpJ2rRpk4KCgqw3KAC4jnBGHQAaqcOHD2vu3Llq0qSJHBwclJCQoH379ulvf/ub2rVrp5UrV6pbt26677775OXlpVtvvfWyxw8aNEgFBQXy9fWtsZ9mzZrpu+++0z//+U+5u7tr4cKF1hwWAFw3uDwjAOCaTJ06VTfffLOGDx9u61IA4LpEUAcA1NqQIUPk4uKiN998U05OTrYuBwCuSwR1AECdGD58uEpLSy9bNnfuXHXt2tVGFQFAw0ZQBwAAAAyIq74AAAAABkRQBwAAAAyIoA4AAAAYEEEdAAAAMCCCOgAAAGBA/x+WJIFNaw03EQAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.subplots(figsize = (12,5))\n", + "sns.countplot(x=combined_df['stay_bin'],order=combined_df['stay_bin'].value_counts().index,hue=combined_df['segment_predicted'])\n", + "plt.show();" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.subplots(figsize = (12,5))\n", + "sns.countplot(x=combined_df['booking_window_bin'],order=combined_df['booking_window_bin'].value_counts().index,hue=combined_df['segment_predicted'])\n", + "plt.show();" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.distplot(combined_df.loc[combined_df['segment_predicted'] == 0]['lowest_price'] , color=\"blue\", label=\"Segment 0\")\n", + "sns.distplot(combined_df.loc[combined_df['segment_predicted'] == 1]['lowest_price'] , color=\"orange\", label=\"Segment 1\")\n", + "sns.distplot(combined_df.loc[combined_df['segment_predicted'] == 2]['lowest_price'] , color=\"green\", label=\"Segment 2\")\n", + "plt.xlim(0, 3000)\n", + "plt.legend();" + ] + }, + { + "cell_type": "code", + "execution_count": 72, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "count 178519.00000\n", + "mean 310.67400\n", + "std 259.33362\n", + "min 24.00000\n", + "25% 163.00000\n", + "50% 246.00000\n", + "75% 366.00000\n", + "max 12035.00000\n", + "Name: lowest_price, dtype: float64 count 48101.00000\n", + "mean 319.78953\n", + "std 152.21355\n", + "min 57.00000\n", + "25% 218.00000\n", + "50% 314.00000\n", + "75% 387.00000\n", + "max 5263.00000\n", + "Name: lowest_price, dtype: float64 count 42583.00000\n", + "mean 743.29963\n", + "std 321.53337\n", + "min 74.00000\n", + "25% 539.00000\n", + "50% 675.00000\n", + "75% 876.00000\n", + "max 14205.00000\n", + "Name: lowest_price, dtype: float64\n" + ] + } + ], + "source": [ + "print(combined_df.loc[combined_df['segment_predicted'] == 0]['lowest_price'].describe(), combined_df.loc[combined_df['segment_predicted'] == 1]['lowest_price'].describe(), combined_df.loc[combined_df['segment_predicted'] == 2]['lowest_price'].describe())" + ] + }, + { + "cell_type": "code", + "execution_count": 76, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.distplot(combined_df.loc[combined_df['segment_predicted'] == 0]['stay'] , color=\"blue\", label=\"Segment 0\")\n", + "sns.distplot(combined_df.loc[combined_df['segment_predicted'] == 1]['stay'] , color=\"orange\", label=\"Segment 1\")\n", + "sns.distplot(combined_df.loc[combined_df['segment_predicted'] == 2]['stay'] , color=\"green\", label=\"Segment 2\")\n", + "plt.xlim(0, 50)\n", + "plt.legend();" + ] + }, + { + "cell_type": "code", + "execution_count": 77, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "count 178519.00000\n", + "mean 6.17189\n", + "std 7.68286\n", + "min 0.00000\n", + "25% 4.00000\n", + "50% 5.00000\n", + "75% 6.00000\n", + "max 303.00000\n", + "Name: stay, dtype: float64 count 48101.00000\n", + "mean 3.21436\n", + "std 3.49705\n", + "min 0.00000\n", + "25% 2.00000\n", + "50% 3.00000\n", + "75% 3.00000\n", + "max 156.00000\n", + "Name: stay, dtype: float64 count 42583.00000\n", + "mean 13.55750\n", + "std 13.93021\n", + "min 0.00000\n", + "25% 8.00000\n", + "50% 10.00000\n", + "75% 14.00000\n", + "max 305.00000\n", + "Name: stay, dtype: float64\n" + ] + } + ], + "source": [ + "print(combined_df.loc[combined_df['segment_predicted'] == 0]['stay'].describe(), combined_df.loc[combined_df['segment_predicted'] == 1]['stay'].describe(), combined_df.loc[combined_df['segment_predicted'] == 2]['stay'].describe())" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "sns.distplot(combined_df.loc[combined_df['segment_predicted'] == 0]['booking_window'] , color=\"blue\", label=\"Segment 0\")\n", + "sns.distplot(combined_df.loc[combined_df['segment_predicted'] == 1]['booking_window'] , color=\"orange\", label=\"Segment 1\")\n", + "sns.distplot(combined_df.loc[combined_df['segment_predicted'] == 2]['booking_window'] , color=\"green\", label=\"Segment 2\")\n", + "plt.legend();" + ] + }, + { + "cell_type": "code", + "execution_count": 78, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "count 178519.00000\n", + "mean 86.54932\n", + "std 69.41991\n", + "min 0.00000\n", + "25% 36.00000\n", + "50% 64.00000\n", + "75% 117.00000\n", + "max 356.00000\n", + "Name: booking_window, dtype: float64 count 48101.00000\n", + "mean 96.34519\n", + "std 66.21101\n", + "min 0.00000\n", + "25% 44.00000\n", + "50% 87.00000\n", + "75% 137.00000\n", + "max 344.00000\n", + "Name: booking_window, dtype: float64 count 42583.00000\n", + "mean 144.64108\n", + "std 73.59190\n", + "min 0.00000\n", + "25% 90.00000\n", + "50% 139.00000\n", + "75% 189.00000\n", + "max 351.00000\n", + "Name: booking_window, dtype: float64\n" + ] + } + ], + "source": [ + "print(combined_df.loc[combined_df['segment_predicted'] == 0]['booking_window'].describe(), combined_df.loc[combined_df['segment_predicted'] == 1]['booking_window'].describe(), combined_df.loc[combined_df['segment_predicted'] == 2]['booking_window'].describe())" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Interpret the results\n", + "\n", + "Segment 0: \n", + "* The largest segment which contains 178,519 trips.\n", + "* They are mostly domestic routes within the United States, plus some routes from the US to Mexico or Antilles. \n", + "* Most of these routes are likely to be from NYC or Chicago to somewhere warm, such as California, Florida or Nevada. \n", + "* These trips are likely to depart on weekdays. \n", + "* The average price is 310 dollars, and the average stay is about 6 days, and user’s average booking window is less than 3 months. \n", + "\n", + "So, the trips in Segment 0 sound like week-long vacations from the East to the sunny destinations. \n", + "\n", + "Segment 1: \n", + "* This segment contains 48,101 trips.\n", + "* Trips in this segment are largely domestic trips as well. \n", + "* These trips are likely to depart on the weekends, that including Memorial weekend and Labor day weekend; They are weekend Getaways for about 3 days. \n", + "* Because it is a weekend Getaway, they are likely to flight short distance within the US. \n", + "* The average price is 319 dollars.\n", + "\n", + "So, the trips in Segment 1 are mostly quick weekend Getaways with relative short flight. They can be cheap, romantic or last minute, or just recharge from the hustle and bustle of the city life. \n", + "\n", + "Segment 2: \n", + "* This segment contains 42,583 trips.\n", + "* Trips in this segment are likely to be international trips such as traveling from the US to Europe, Asia or domestic trips but traveling far away such as to Hawaii. \n", + "* For this type of trips, the users tend to search departure on weekdays. \n", + "* The average price is 743 dollars, and the average stay is around 14 days. \n", + "* Users tend to plan earlier for long distance trips with average booking window at about 4–5 months. \n", + "\n", + "### How do we use this information?\n", + "\n", + "Business will be able to provide an optimal experience for its users based on their intent by using above knowledge to create more effective content or recommendations. \n", + "For example, once a user searches and watches a trip in Segment 1, the company would know this user is likely to look for a weekend Getaways, the company then can give travel advice on weekend Getaways or recommend other similar weekend Getaways destinations that currently have promotion on flights or hotels." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "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": "3.6.7" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/data/AAPL.csv b/data/AAPL.csv new file mode 100644 index 0000000..aec6fd1 --- /dev/null +++ b/data/AAPL.csv @@ -0,0 +1,2639 @@ +Date,Open,High,Low,Close,Adj Close,Volume +2010-06-30,9.168214,9.213214,8.928928,8.983214,7.749377,739452000 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+2020-12-16,127.410004,128.369995,126.559998,127.809998,127.809998,98208600 +2020-12-17,128.899994,129.580002,128.039993,128.699997,128.699997,94359800 +2020-12-18,128.960007,129.100006,126.120003,126.660004,126.660004,192541500 \ No newline at end of file diff --git a/data/BankChurners.csv b/data/BankChurners.csv new file mode 100644 index 0000000..d0d09aa --- /dev/null +++ b/data/BankChurners.csv @@ -0,0 +1,10128 @@ +CLIENTNUM,Attrition_Flag,Customer_Age,Gender,Dependent_count,Education_Level,Marital_Status,Income_Category,Card_Category,Months_on_book,Total_Relationship_Count,Months_Inactive_12_mon,Contacts_Count_12_mon,Credit_Limit,Total_Revolving_Bal,Avg_Open_To_Buy,Total_Amt_Chng_Q4_Q1,Total_Trans_Amt,Total_Trans_Ct,Total_Ct_Chng_Q4_Q1,Avg_Utilization_Ratio +768805383,Existing Customer,45,M,3,High School,Married,$60K - $80K,Blue,39,5,1,3,12691,777,11914,1.335,1144,42,1.625,0.061 +818770008,Existing Customer,49,F,5,Graduate,Single,Less than $40K,Blue,44,6,1,2,8256,864,7392,1.541,1291,33,3.714,0.105 +713982108,Existing Customer,51,M,3,Graduate,Married,$80K - $120K,Blue,36,4,1,0,3418,0,3418,2.594,1887,20,2.333,0 +769911858,Existing Customer,40,F,4,High School,Unknown,Less than $40K,Blue,34,3,4,1,3313,2517,796,1.405,1171,20,2.333,0.76 +709106358,Existing Customer,40,M,3,Uneducated,Married,$60K - $80K,Blue,21,5,1,0,4716,0,4716,2.175,816,28,2.5,0 +713061558,Existing Customer,44,M,2,Graduate,Married,$40K - $60K,Blue,36,3,1,2,4010,1247,2763,1.376,1088,24,0.846,0.311 +810347208,Existing Customer,51,M,4,Unknown,Married,$120K +,Gold,46,6,1,3,34516,2264,32252,1.975,1330,31,0.722,0.066 +818906208,Existing Customer,32,M,0,High School,Unknown,$60K - $80K,Silver,27,2,2,2,29081,1396,27685,2.204,1538,36,0.714,0.048 +710930508,Existing Customer,37,M,3,Uneducated,Single,$60K - $80K,Blue,36,5,2,0,22352,2517,19835,3.355,1350,24,1.182,0.113 +719661558,Existing Customer,48,M,2,Graduate,Single,$80K - $120K,Blue,36,6,3,3,11656,1677,9979,1.524,1441,32,0.882,0.144 +708790833,Existing Customer,42,M,5,Uneducated,Unknown,$120K +,Blue,31,5,3,2,6748,1467,5281,0.831,1201,42,0.68,0.217 +710821833,Existing Customer,65,M,1,Unknown,Married,$40K - $60K,Blue,54,6,2,3,9095,1587,7508,1.433,1314,26,1.364,0.174 +710599683,Existing Customer,56,M,1,College,Single,$80K - $120K,Blue,36,3,6,0,11751,0,11751,3.397,1539,17,3.25,0 +816082233,Existing Customer,35,M,3,Graduate,Unknown,$60K - $80K,Blue,30,5,1,3,8547,1666,6881,1.163,1311,33,2,0.195 +712396908,Existing Customer,57,F,2,Graduate,Married,Less than $40K,Blue,48,5,2,2,2436,680,1756,1.19,1570,29,0.611,0.279 +714885258,Existing Customer,44,M,4,Unknown,Unknown,$80K - $120K,Blue,37,5,1,2,4234,972,3262,1.707,1348,27,1.7,0.23 +709967358,Existing Customer,48,M,4,Post-Graduate,Single,$80K - $120K,Blue,36,6,2,3,30367,2362,28005,1.708,1671,27,0.929,0.078 +753327333,Existing Customer,41,M,3,Unknown,Married,$80K - $120K,Blue,34,4,4,1,13535,1291,12244,0.653,1028,21,1.625,0.095 +806160108,Existing Customer,61,M,1,High School,Married,$40K - $60K,Blue,56,2,2,3,3193,2517,676,1.831,1336,30,1.143,0.788 +709327383,Existing Customer,45,F,2,Graduate,Married,Unknown,Blue,37,6,1,2,14470,1157,13313,0.966,1207,21,0.909,0.08 +806165208,Existing Customer,47,M,1,Doctorate,Divorced,$60K - $80K,Blue,42,5,2,0,20979,1800,19179,0.906,1178,27,0.929,0.086 +708508758,Attrited Customer,62,F,0,Graduate,Married,Less than $40K,Blue,49,2,3,3,1438.3,0,1438.3,1.047,692,16,0.6,0 +784725333,Existing Customer,41,M,3,High School,Married,$40K - $60K,Blue,33,4,2,1,4470,680,3790,1.608,931,18,1.571,0.152 +811604133,Existing Customer,47,F,4,Unknown,Single,Less than $40K,Blue,36,3,3,2,2492,1560,932,0.573,1126,23,0.353,0.626 +789124683,Existing Customer,54,M,2,Unknown,Married,$80K - $120K,Blue,42,4,2,3,12217,0,12217,1.075,1110,21,0.75,0 +771071958,Existing Customer,41,F,3,Graduate,Single,Less than $40K,Blue,28,6,1,2,7768,1669,6099,0.797,1051,22,0.833,0.215 +720466383,Existing Customer,59,M,1,High School,Unknown,$40K - $60K,Blue,46,4,1,2,14784,1374,13410,0.921,1197,23,1.3,0.093 +804424383,Existing Customer,63,M,1,Unknown,Married,$60K - $80K,Blue,56,3,3,2,10215,1010,9205,0.843,1904,40,1,0.099 +718813833,Existing Customer,44,F,3,Uneducated,Single,Unknown,Blue,34,5,2,2,10100,0,10100,0.525,1052,18,1.571,0 +806624208,Existing Customer,47,M,4,High School,Married,$40K - $60K,Blue,42,6,0,0,4785,1362,3423,0.739,1045,38,0.9,0.285 +778348233,Existing Customer,53,M,3,Unknown,Married,$80K - $120K,Blue,33,3,2,3,2753,1811,942,0.977,1038,25,2.571,0.658 +712991808,Existing Customer,53,M,2,Uneducated,Married,$60K - $80K,Blue,48,2,5,1,2451,1690,761,1.323,1596,26,1.6,0.69 +709029408,Existing Customer,41,M,4,Graduate,Married,$60K - $80K,Blue,36,4,1,2,8923,2517,6406,1.726,1589,24,1.667,0.282 +788658483,Existing Customer,53,F,2,College,Married,Less than $40K,Blue,38,5,2,3,2650,1490,1160,1.75,1411,28,1,0.562 +787937058,Existing Customer,58,M,0,Graduate,Married,$80K - $120K,Blue,49,6,2,2,12555,1696,10859,0.519,1291,24,0.714,0.135 +715318008,Existing Customer,55,F,1,College,Single,Less than $40K,Blue,36,4,2,1,3520,1914,1606,0.51,1407,43,0.483,0.544 +713962233,Existing Customer,55,F,3,Graduate,Married,Less than $40K,Blue,36,6,2,3,3035,2298,737,1.724,1877,37,1.176,0.757 +785432733,Existing Customer,42,F,4,High School,Married,Less than $40K,Gold,36,2,3,3,15433,0,15433,0.865,966,22,1.2,0 +715190283,Existing Customer,57,F,1,Graduate,Unknown,$40K - $60K,Blue,49,3,3,2,3672,886,2786,1.32,1464,28,0.556,0.241 +708300483,Attrited Customer,66,F,0,Doctorate,Married,Unknown,Blue,56,5,4,3,7882,605,7277,1.052,704,16,0.143,0.077 +827111283,Existing Customer,45,M,3,Graduate,Single,$80K - $120K,Blue,41,2,2,2,32426,578,31848,1.042,1109,28,0.474,0.018 +758551608,Existing Customer,51,M,2,Unknown,Married,$40K - $60K,Blue,44,4,1,0,6205,2204,4001,0.803,1347,28,0.556,0.355 +773146383,Existing Customer,50,F,1,College,Single,$40K - $60K,Silver,43,3,2,3,17304,2517,14787,1.449,1756,33,1.2,0.145 +778493808,Existing Customer,49,M,3,High School,Married,$60K - $80K,Blue,37,5,2,1,3906,0,3906,1.214,1756,32,1,0 +720572508,Existing Customer,38,F,4,Graduate,Single,Unknown,Blue,28,2,3,3,9830,2055,7775,0.977,1042,23,0.917,0.209 +712661433,Existing Customer,49,M,4,Uneducated,Single,$80K - $120K,Blue,30,3,2,3,34516,0,34516,1.621,1444,28,1.333,0 +789172683,Existing Customer,56,M,2,Doctorate,Married,$60K - $80K,Blue,45,6,2,0,2283,1430,853,2.316,1741,27,0.588,0.626 +738406533,Existing Customer,59,M,1,Doctorate,Married,$40K - $60K,Blue,52,3,2,2,2548,2020,528,2.357,1719,27,1.7,0.793 +799723908,Existing Customer,46,M,3,High School,Married,$80K - $120K,Blue,40,4,3,3,19458,1435,18023,0.787,1217,27,0.8,0.074 +771490833,Existing Customer,52,M,1,College,Single,$80K - $120K,Blue,40,5,1,1,4745,1227,3518,0.624,1140,40,0.6,0.259 +720756708,Existing Customer,52,F,3,Unknown,Married,Less than $40K,Blue,41,6,3,2,2622,1549,1073,1.321,1878,30,1.143,0.591 +779471883,Attrited Customer,54,F,1,Graduate,Married,Less than $40K,Blue,40,2,3,1,1438.3,808,630.3,0.997,705,19,0.9,0.562 +711525033,Existing Customer,66,F,0,High School,Married,Less than $40K,Blue,54,3,4,2,3171,2179,992,1.224,1946,38,1.923,0.687 +712813458,Existing Customer,49,M,2,Unknown,Married,$120K +,Blue,36,4,2,0,19763,2517,17246,0.664,1414,35,0.25,0.127 +714374133,Attrited Customer,56,M,2,Graduate,Married,$120K +,Blue,36,1,3,3,15769,0,15769,1.041,602,15,0.364,0 +717891558,Existing Customer,49,F,4,Graduate,Unknown,Less than $40K,Blue,36,6,4,2,3298,2200,1098,0.678,1052,32,0.6,0.667 +716632758,Existing Customer,49,F,3,Graduate,Single,Less than $40K,Blue,36,2,2,0,2802,2363,439,0.75,1295,40,0.6,0.843 +768563658,Existing Customer,56,M,2,Uneducated,Married,$40K - $60K,Blue,50,4,2,3,4458,1880,2578,1.107,1424,29,1.417,0.422 +711427458,Existing Customer,44,F,5,Graduate,Married,Unknown,Blue,35,4,1,2,6273,978,5295,2.275,1359,25,1.083,0.156 +714091983,Existing Customer,42,M,2,High School,Single,$60K - $80K,Blue,34,4,4,3,3336,1753,1583,0.69,1168,27,1.25,0.525 +787584108,Existing Customer,55,M,3,Unknown,Married,$80K - $120K,Blue,47,4,2,3,3436,2016,1420,0.901,1097,33,0.833,0.587 +712030833,Attrited Customer,48,M,2,Graduate,Married,$60K - $80K,Silver,35,2,4,4,34516,0,34516,0.763,691,15,0.5,0 +711481533,Existing Customer,39,M,1,High School,Divorced,$60K - $80K,Blue,33,5,3,3,5926,1251,4675,0.944,1316,28,1.154,0.211 +710082708,Existing Customer,44,M,4,Post-Graduate,Single,$120K +,Blue,32,2,4,2,23957,2102,21855,0.997,1276,26,0.733,0.088 +708155733,Existing Customer,53,M,2,High School,Single,$120K +,Blue,44,4,2,2,14734,1634,13100,0.989,1289,23,0.917,0.111 +788979258,Existing Customer,51,M,4,Uneducated,Single,$80K - $120K,Silver,38,4,1,4,34516,1515,33001,0.592,1293,32,0.6,0.044 +807986133,Existing Customer,57,M,2,College,Married,$60K - $80K,Blue,52,5,3,3,6584,1817,4767,0.62,1353,35,0.667,0.276 +788730933,Existing Customer,44,F,2,Uneducated,Single,Less than $40K,Blue,20,6,3,3,2084,1468,616,1.004,1132,28,0.556,0.704 +711314058,Existing Customer,49,M,2,Graduate,Married,$60K - $80K,Blue,32,2,2,2,1687,1107,580,1.715,1670,17,2.4,0.656 +717975333,Existing Customer,50,M,2,Doctorate,Married,$80K - $120K,Blue,38,6,2,2,25300,1330,23970,1.072,837,15,2,0.053 +715971108,Existing Customer,51,M,4,Graduate,Single,$120K +,Blue,42,3,2,3,34516,1763,32753,1.266,1550,41,1.05,0.051 +720096558,Existing Customer,55,F,2,Graduate,Married,Less than $40K,Blue,42,5,3,3,2216,1034,1182,0.758,1540,36,0.286,0.467 +719580033,Existing Customer,54,M,1,Graduate,Unknown,$60K - $80K,Blue,43,4,2,3,2910,2030,880,0.769,1256,21,0.4,0.698 +820582308,Existing Customer,42,M,5,Uneducated,Married,$80K - $120K,Blue,37,6,2,2,22913,1528,21385,0.414,1394,35,0.522,0.067 +789973308,Existing Customer,44,M,1,College,Single,$60K - $80K,Blue,35,3,3,3,24312,1932,22380,1.312,1341,24,1.182,0.079 +712876233,Existing Customer,53,M,2,Graduate,Single,$80K - $120K,Blue,36,5,3,2,5272,1515,3757,0.857,1289,33,0.435,0.287 +804595158,Existing Customer,44,F,4,Graduate,Single,Less than $40K,Blue,36,6,4,2,7000,2517,4483,0.475,1112,23,1.875,0.36 +714826758,Existing Customer,37,F,3,Uneducated,Single,Less than $40K,Blue,29,4,4,2,7038,1801,5237,0.751,2339,57,0.966,0.256 +779058108,Existing Customer,49,M,3,Graduate,Divorced,$60K - $80K,Blue,30,6,1,2,2536,1823,713,0.703,1468,23,0.353,0.719 +710790258,Existing Customer,47,M,2,Graduate,Married,$80K - $120K,Blue,38,6,3,2,28904,1899,27005,0.85,1334,35,0.4,0.066 +715623483,Existing Customer,47,M,3,Graduate,Married,$60K - $80K,Blue,37,4,4,0,8567,1695,6872,1.242,1457,41,1.412,0.198 +715156383,Existing Customer,44,M,1,Unknown,Unknown,$120K +,Blue,36,6,2,2,34516,1533,32983,0.924,1603,29,0.526,0.044 +711013983,Attrited Customer,55,F,4,Unknown,Married,$40K - $60K,Blue,45,2,4,3,2158,0,2158,0.585,615,12,0.714,0 +755420433,Existing Customer,59,F,1,Graduate,Married,Unknown,Blue,52,2,3,3,10133,1417,8716,0.383,1068,20,0.818,0.14 +794543958,Existing Customer,53,M,1,Graduate,Divorced,$80K - $120K,Blue,35,5,4,2,34516,1219,33297,1.129,1590,27,2,0.035 +716396358,Existing Customer,52,M,2,Graduate,Married,$60K - $80K,Blue,47,5,3,0,3085,1910,1175,0.921,1531,35,0.667,0.619 +715398033,Existing Customer,53,M,2,High School,Single,$120K +,Blue,35,4,2,1,19040,2056,16984,0.607,1212,31,0.722,0.108 +711743883,Existing Customer,43,F,3,Uneducated,Single,Less than $40K,Blue,35,5,2,3,4026,0,4026,0.483,1237,32,0.6,0 +719720058,Existing Customer,44,M,3,High School,Single,$60K - $80K,Blue,31,4,3,1,12756,837,11919,1.932,1413,14,1.8,0.066 +778992108,Existing Customer,57,M,2,Unknown,Married,$120K +,Blue,45,5,3,3,5266,0,5266,1.702,1516,29,1.636,0 +717539808,Existing Customer,51,F,2,High School,Single,Less than $40K,Blue,36,3,2,2,9930,0,9930,0.731,1276,21,1.333,0 +714070758,Existing Customer,49,M,4,High School,Single,$80K - $120K,Blue,38,4,3,0,31302,1953,29349,0.875,1564,35,2.182,0.062 +714107958,Existing Customer,45,M,1,Graduate,Single,$40K - $60K,Blue,36,4,4,3,6576,0,6576,0.579,1465,34,0.619,0 +789140283,Existing Customer,53,M,0,Graduate,Single,$80K - $120K,Blue,42,5,4,1,2664,2037,627,0.85,1286,29,0.933,0.765 +715550508,Existing Customer,45,F,3,Unknown,Married,Unknown,Blue,28,5,1,2,2535,2440,95,1.705,1312,20,1.222,0.963 +719712633,Existing Customer,64,M,1,Graduate,Married,Less than $40K,Blue,52,6,4,3,1709,895,814,1.656,1673,32,0.882,0.524 +772629333,Existing Customer,45,M,3,Graduate,Married,$40K - $60K,Blue,35,5,4,2,3454,1200,2254,0.597,1313,30,0.304,0.347 +720336708,Existing Customer,53,M,3,Doctorate,Married,$40K - $60K,Blue,35,5,3,2,3789,1706,2083,1.047,1609,42,0.68,0.45 +802013583,Existing Customer,56,M,3,College,Married,$120K +,Blue,50,3,2,0,9689,2250,7439,0.576,1158,19,0.727,0.232 +711887583,Attrited Customer,47,M,2,Unknown,Married,$80K - $120K,Blue,37,2,3,3,5449,1628,3821,0.696,836,18,0.385,0.299 +714778833,Existing Customer,49,F,3,College,Single,Unknown,Blue,43,4,4,0,23032,1960,21072,0.619,1289,22,1,0.085 +713843283,Existing Customer,41,F,3,Unknown,Married,Unknown,Silver,34,5,3,3,34516,2053,32463,1.034,1487,26,0.733,0.059 +779155158,Existing Customer,53,M,3,Graduate,Married,$120K +,Blue,34,6,2,2,2940,1264,1676,0.562,1259,33,0.5,0.43 +721091583,Existing Customer,44,F,2,Graduate,Single,Less than $40K,Blue,32,3,3,3,3031,1879,1152,0.788,1298,15,1.5,0.62 +713572683,Existing Customer,44,M,3,High School,Unknown,$60K - $80K,Blue,25,3,3,0,1862,0,1862,0.883,1226,34,0.789,0 +716657058,Existing Customer,43,F,4,Post-Graduate,Married,Less than $40K,Blue,33,2,3,3,8358,926,7432,0.762,1566,37,0.542,0.111 +779509983,Existing Customer,53,M,2,Post-Graduate,Single,$120K +,Blue,36,6,1,2,34516,931,33585,0.828,1022,21,1.1,0.027 +717929133,Existing Customer,44,M,1,Uneducated,Married,$60K - $80K,Blue,36,5,2,3,14450,2440,12010,1.283,1235,30,0.667,0.169 +808284783,Existing Customer,62,F,1,Unknown,Married,Less than $40K,Blue,56,6,0,0,1438.3,0,1438.3,0.813,1951,44,1.095,0 +708476808,Existing Customer,54,M,4,Unknown,Divorced,$120K +,Blue,36,6,3,2,33791,1960,31831,0.618,1047,31,0.824,0.058 +710916408,Existing Customer,57,M,4,Graduate,Married,$60K - $80K,Blue,39,4,3,0,8466,1886,6580,0.56,1342,32,0.391,0.223 +708492558,Existing Customer,42,M,3,Unknown,Married,$60K - $80K,Blue,36,5,3,3,15088,865,14223,0.939,1107,21,1.625,0.057 +799825758,Existing Customer,42,M,4,High School,Divorced,$60K - $80K,Blue,36,5,1,2,3263,1674,1589,0.588,1251,35,0.346,0.513 +718619883,Existing Customer,54,F,0,Uneducated,Married,Less than $40K,Blue,36,2,2,2,1494,706,788,1.674,1305,24,3,0.473 +711844758,Existing Customer,48,M,3,Graduate,Single,$80K - $120K,Blue,35,6,1,0,13551,1294,12257,0.791,1388,37,1.056,0.095 +714798783,Existing Customer,49,M,1,Graduate,Single,$80K - $120K,Blue,36,6,2,2,18886,895,17991,1.826,1235,18,1.571,0.047 +826762908,Existing Customer,52,M,3,High School,Unknown,$80K - $120K,Blue,48,3,2,0,11976,1273,10703,1.024,2089,36,1.118,0.106 +771894558,Existing Customer,50,M,3,High School,Single,$80K - $120K,Blue,39,4,1,4,9964,1559,8405,1.873,1626,25,0.786,0.156 +721074183,Existing Customer,49,M,1,Doctorate,Married,$60K - $80K,Blue,36,4,6,3,24159,1196,22963,0.712,1111,24,1,0.05 +715259583,Existing Customer,53,F,2,High School,Married,Less than $40K,Blue,44,3,2,3,5362,1901,3461,0.816,1553,38,1,0.355 +718414008,Existing Customer,50,M,2,Graduate,Single,$120K +,Blue,36,3,2,2,34516,1023,33493,1.004,1064,13,0.625,0.03 +719666283,Existing Customer,55,F,1,Doctorate,Married,Less than $40K,Blue,36,4,1,0,3174,1951,1223,0.766,1243,29,0.611,0.615 +714877233,Existing Customer,53,M,1,High School,Married,$80K - $120K,Blue,47,3,2,2,12262,1836,10426,1.584,1659,38,1.533,0.15 +785387883,Existing Customer,47,F,3,High School,Single,$40K - $60K,Blue,41,4,3,3,3788,1540,2248,0.566,1594,47,0.382,0.407 +771075258,Existing Customer,55,M,2,College,Single,$120K +,Silver,42,2,3,2,34516,1527,32989,0.526,1268,42,0.355,0.044 +711318033,Existing Customer,47,M,3,Graduate,Single,$60K - $80K,Blue,36,4,2,2,2926,0,2926,0.676,1304,24,0.846,0 +783554958,Existing Customer,58,M,4,Graduate,Single,$120K +,Blue,52,6,1,0,32090,0,32090,0.567,1368,30,0.364,0 +720201033,Attrited Customer,53,M,2,Graduate,Married,$80K - $120K,Blue,41,3,3,2,11669,2227,9442,0.622,720,23,0.353,0.191 +718039683,Existing Customer,52,M,2,High School,Single,$40K - $60K,Blue,45,3,1,2,13532,1300,12232,0.846,1521,29,1.417,0.096 +710806083,Existing Customer,50,F,1,Uneducated,Unknown,Less than $40K,Silver,36,4,2,2,11888,2090,9798,0.7,1137,30,0.765,0.176 +714752208,Existing Customer,42,F,1,Graduate,Married,Less than $40K,Blue,36,5,1,2,2393,1985,408,0.788,978,16,0.778,0.83 +822063408,Existing Customer,43,M,4,Unknown,Married,$40K - $60K,Blue,39,5,1,2,6111,2517,3594,0.632,1221,16,2.2,0.412 +714490308,Existing Customer,57,M,4,Graduate,Married,$80K - $120K,Blue,46,3,2,3,19270,1662,17608,1.186,1565,28,1.545,0.086 +713356833,Existing Customer,52,M,1,Graduate,Married,$80K - $120K,Blue,43,3,1,4,3710,2517,1193,1.541,1578,34,0.7,0.678 +711402333,Existing Customer,47,M,2,Doctorate,Single,Less than $40K,Blue,37,2,1,3,3235,797,2438,0.541,1493,32,1,0.246 +708296883,Existing Customer,44,F,3,Graduate,Single,$40K - $60K,Blue,38,3,1,0,11749,788,10961,0.688,1178,27,0.929,0.067 +719154483,Existing Customer,53,M,2,High School,Divorced,$60K - $80K,Blue,36,5,3,2,7753,2100,5653,0.839,991,26,0.733,0.271 +717721458,Existing Customer,45,M,4,College,Divorced,$60K - $80K,Blue,40,5,1,0,10408,1186,9222,1.689,2560,42,1.211,0.114 +711112683,Existing Customer,63,F,1,College,Married,Unknown,Blue,36,6,2,3,3967,1568,2399,1.236,1657,29,1.231,0.395 +715674483,Existing Customer,39,F,2,Post-Graduate,Single,Less than $40K,Blue,27,4,2,2,6205,2517,3688,0.939,1204,19,0.727,0.406 +789322833,Attrited Customer,48,F,5,High School,Married,Less than $40K,Blue,38,1,3,3,8025,0,8025,0.654,673,18,0.8,0 +789968058,Existing Customer,51,M,1,Unknown,Single,$120K +,Blue,42,6,2,3,9036,2327,6709,0.649,1131,18,0.636,0.258 +709919283,Existing Customer,54,M,4,Graduate,Married,$80K - $120K,Blue,34,2,3,2,14926,2517,12409,1.996,1576,25,1.5,0.169 +718744008,Existing Customer,59,F,1,Graduate,Single,Less than $40K,Blue,36,3,2,3,6335,1128,5207,0.397,1217,20,0.667,0.178 +767712558,Attrited Customer,59,M,1,College,Single,$60K - $80K,Blue,53,2,3,3,14979,0,14979,0.71,530,10,1,0 +712950783,Attrited Customer,48,F,4,Uneducated,Married,Less than $40K,Blue,38,3,2,3,2732,0,2732,0.76,739,16,0.455,0 +716104983,Existing Customer,41,F,2,Graduate,Single,Less than $40K,Blue,32,6,3,2,2250,2117,133,1.162,1617,31,2.875,0.941 +818839983,Existing Customer,55,M,2,Graduate,Married,$120K +,Blue,50,3,2,0,10916,1536,9380,1.317,1592,34,1,0.141 +772288758,Existing Customer,47,F,4,Graduate,Married,Unknown,Blue,36,4,1,3,5349,1228,4121,0.728,1343,30,1.308,0.23 +712350858,Existing Customer,41,M,2,High School,Married,$80K - $120K,Blue,24,4,1,3,9366,1104,8262,0.572,1303,39,0.625,0.118 +711009708,Existing Customer,40,M,3,High School,Single,$80K - $120K,Blue,28,5,1,0,21617,0,21617,1.047,1351,22,0.467,0 +712720158,Existing Customer,68,M,1,Graduate,Married,Unknown,Blue,56,5,2,3,13860,1652,12208,1.255,1910,32,1.909,0.119 +712215258,Existing Customer,50,F,1,Graduate,Single,$40K - $60K,Silver,31,2,2,3,18386,0,18386,0.868,1298,22,0.571,0 +773827008,Existing Customer,47,M,4,Uneducated,Single,$60K - $80K,Blue,41,6,2,2,2405,1540,865,0.469,1087,29,1.231,0.64 +795232683,Existing Customer,53,F,1,College,Married,Less than $40K,Blue,47,4,2,3,2154,930,1224,2.121,1439,26,1.364,0.432 +713786508,Existing Customer,42,F,5,Unknown,Married,$40K - $60K,Blue,36,3,3,3,2038,0,2038,0.786,1238,28,0.75,0 +713539833,Existing Customer,48,F,4,High School,Single,$40K - $60K,Blue,38,6,1,3,8135,0,8135,1.373,1716,29,0.812,0 +712454058,Existing Customer,49,M,1,Doctorate,Married,$120K +,Blue,38,6,1,3,9364,618,8746,0.554,1099,27,0.8,0.066 +718759833,Existing Customer,44,F,2,Uneducated,Married,Unknown,Silver,35,4,3,2,32643,0,32643,1.3,1058,24,2.429,0 +718803333,Existing Customer,43,F,4,Graduate,Divorced,Less than $40K,Blue,34,2,3,1,3195,1954,1241,0.971,1285,29,0.706,0.612 +720253908,Existing Customer,56,M,0,High School,Married,$80K - $120K,Blue,43,5,2,1,2852,1024,1828,1.009,1651,28,1,0.359 +714133158,Existing Customer,59,F,1,College,Single,Unknown,Blue,36,2,3,3,4224,1305,2919,0.852,1152,31,0.824,0.309 +713187033,Existing Customer,46,M,1,Uneducated,Married,$60K - $80K,Blue,36,3,2,2,20459,2071,18388,1.248,1767,38,2.167,0.101 +714791208,Existing Customer,47,F,4,Unknown,Divorced,Less than $40K,Blue,41,6,5,3,3482,2114,1368,0.508,1039,24,0.263,0.607 +772426383,Existing Customer,50,F,4,Uneducated,Married,$40K - $60K,Blue,40,5,2,3,3065,1570,1495,1.077,1130,28,1.333,0.512 +710975883,Existing Customer,51,F,3,Uneducated,Married,Less than $40K,Blue,43,3,1,2,2185,1761,424,0.682,1645,30,0.429,0.806 +714264408,Existing Customer,47,F,3,Uneducated,Married,Less than $40K,Blue,36,4,1,0,1611,746,865,0.993,1413,29,0.706,0.463 +715827858,Existing Customer,58,F,4,Uneducated,Married,Less than $40K,Blue,47,3,3,3,2822,2173,649,1.456,1218,23,2.286,0.77 +713741358,Attrited Customer,46,M,5,Graduate,Single,$80K - $120K,Blue,33,6,3,3,32975,2517,30458,0.658,597,17,0.7,0.076 +709531908,Existing Customer,53,M,3,High School,Married,$60K - $80K,Blue,47,5,2,2,1438.3,0,1438.3,0.776,2184,53,0.828,0 +716493408,Existing Customer,45,F,4,Uneducated,Divorced,Unknown,Blue,36,4,3,3,15875,1719,14156,0.86,1592,37,1.467,0.108 +714141108,Existing Customer,52,F,1,High School,Married,Less than $40K,Blue,45,6,3,3,6703,893,5810,0.567,1388,28,0.75,0.133 +708953883,Attrited Customer,53,M,2,Unknown,Married,$80K - $120K,Blue,36,2,2,1,3212,0,3212,0.713,757,20,0.25,0 +712608783,Existing Customer,50,M,2,High School,Married,$80K - $120K,Silver,45,3,1,3,34516,1260,33256,0.588,1504,34,0.789,0.037 +820353558,Existing Customer,41,F,3,High School,Married,$40K - $60K,Blue,36,4,1,2,9797,1434,8363,0.644,1503,34,0.478,0.146 +714964758,Existing Customer,45,F,5,Graduate,Divorced,$40K - $60K,Blue,36,5,2,2,10400,1777,8623,0.791,1105,28,0.867,0.171 +716264358,Existing Customer,53,M,3,Uneducated,Married,$80K - $120K,Blue,42,2,1,2,26792,1836,24956,1.432,2398,47,0.88,0.069 +717296808,Existing Customer,67,F,1,Graduate,Married,Less than $40K,Blue,56,4,3,2,3006,2517,489,2.053,1661,32,1,0.837 +712977183,Existing Customer,57,F,2,Uneducated,Single,$40K - $60K,Silver,36,6,3,0,19482,1072,18410,0.706,1421,22,1.444,0.055 +710829108,Existing Customer,59,F,1,Uneducated,Married,$40K - $60K,Blue,36,4,2,3,3356,985,2371,0.35,999,28,0.556,0.294 +779562633,Existing Customer,45,M,2,Uneducated,Married,$40K - $60K,Blue,34,3,2,1,5771,2248,3523,1.791,1387,18,0.8,0.39 +715315833,Existing Customer,51,M,3,Graduate,Married,$80K - $120K,Blue,36,6,2,3,11106,2107,8999,0.948,1243,24,1,0.19 +815500983,Existing Customer,59,F,1,Uneducated,Married,Less than $40K,Blue,54,5,3,0,2890,2001,889,1.334,1860,36,1,0.692 +719360583,Existing Customer,53,M,1,Graduate,Married,$60K - $80K,Blue,45,6,2,2,3380,1701,1679,0.747,1502,25,1.273,0.503 +709701558,Existing Customer,47,M,3,Graduate,Married,$60K - $80K,Blue,36,2,1,2,21331,1251,20080,0.949,1460,50,1.083,0.059 +721148358,Existing Customer,49,F,3,Uneducated,Single,Unknown,Blue,38,6,2,1,12860,0,12860,0.646,1348,27,0.286,0 +779862408,Existing Customer,49,M,3,Post-Graduate,Single,$80K - $120K,Blue,33,3,1,0,6278,462,5816,1.161,1087,33,0.941,0.074 +812627208,Existing Customer,60,F,0,College,Single,Less than $40K,Blue,55,5,1,3,1438.3,738,700.3,0.782,1226,33,0.571,0.513 +711033408,Existing Customer,50,F,2,High School,Married,Less than $40K,Blue,36,5,1,2,9355,1626,7729,0.701,1230,28,0.867,0.174 +779956608,Existing Customer,41,F,2,Post-Graduate,Married,Unknown,Blue,31,6,1,3,20758,0,20758,0.688,1555,32,0.684,0 +780376683,Existing Customer,57,M,1,Graduate,Married,$80K - $120K,Blue,47,5,3,1,14612,1976,12636,1.768,1827,24,3,0.135 +717912483,Existing Customer,43,M,4,Graduate,Unknown,$80K - $120K,Blue,27,5,2,0,27259,0,27259,0.731,1376,35,0.591,0 +714454758,Existing Customer,57,F,3,Graduate,Married,Less than $40K,Blue,47,4,2,3,6347,1594,4753,0.896,1771,37,0.762,0.251 +780466533,Existing Customer,54,M,3,Doctorate,Married,$120K +,Blue,41,3,3,0,21592,1676,19916,1.097,1873,52,0.529,0.078 +715735233,Existing Customer,51,F,5,Post-Graduate,Married,Less than $40K,Blue,44,5,1,1,3449,1598,1851,0.971,1679,42,0.556,0.463 +720476733,Existing Customer,47,F,3,High School,Married,Less than $40K,Blue,34,2,1,2,6028,799,5229,0.819,1002,22,0.571,0.133 +715872333,Existing Customer,41,M,0,High School,Unknown,$120K +,Blue,36,3,2,3,18214,1998,16216,0.829,1344,21,1.1,0.11 +712375758,Existing Customer,53,M,3,Uneducated,Married,$80K - $120K,Blue,43,3,3,1,16393,1423,14970,1.642,1461,42,0.75,0.087 +708868233,Attrited Customer,68,M,0,High School,Married,Less than $40K,Blue,52,1,3,2,1438.3,900,538.3,0.743,760,21,0.615,0.626 +718030083,Existing Customer,59,M,1,College,Married,$60K - $80K,Blue,36,4,1,2,7871,1687,6184,1.242,1428,22,1.444,0.214 +720707283,Existing Customer,48,M,4,Unknown,Married,$80K - $120K,Blue,36,5,3,0,5288,866,4422,0.869,1777,42,0.75,0.164 +771698658,Existing Customer,44,M,5,Graduate,Married,$60K - $80K,Blue,32,4,5,3,11376,2006,9370,0.619,1302,27,0.8,0.176 +748326258,Existing Customer,48,M,3,College,Married,$80K - $120K,Blue,41,4,5,3,12302,1632,10670,1.509,1483,41,0.519,0.133 +770817783,Existing Customer,47,M,4,Graduate,Married,$60K - $80K,Silver,33,3,2,1,34516,1679,32837,0.623,1060,27,0.5,0.049 +779353083,Existing Customer,47,M,2,Graduate,Married,$60K - $80K,Silver,32,4,2,2,34516,1468,33048,0.505,1330,32,0.684,0.043 +711441333,Existing Customer,43,F,1,High School,Divorced,Less than $40K,Silver,35,3,2,2,10514,1580,8934,0.504,1229,27,0.8,0.15 +719808558,Attrited Customer,55,F,2,Graduate,Married,Less than $40K,Blue,43,2,4,3,1438.3,0,1438.3,0.707,886,27,0.421,0 +711551958,Attrited Customer,59,M,2,Post-Graduate,Married,$60K - $80K,Blue,46,3,3,3,1438.3,0,1438.3,0.688,844,24,0.5,0 +809164083,Existing Customer,63,M,1,Graduate,Married,$40K - $60K,Blue,56,2,1,2,2619,1779,840,1.259,1450,37,0.947,0.679 +820596183,Existing Customer,58,M,2,College,Married,$120K +,Blue,53,2,3,0,24407,2395,22012,1.071,2311,48,0.714,0.098 +715999608,Existing Customer,53,F,2,High School,Married,Less than $40K,Blue,36,4,1,2,2377,1649,728,0.93,1378,26,1.167,0.694 +710565408,Existing Customer,59,M,0,Unknown,Unknown,$80K - $120K,Silver,40,3,2,3,34516,1359,33157,1.327,1033,26,1.364,0.039 +805543158,Existing Customer,52,M,3,Graduate,Married,$120K +,Blue,47,5,3,3,11086,2207,8879,0.869,1523,40,1.105,0.199 +709752183,Existing Customer,48,M,3,High School,Single,$60K - $80K,Blue,36,4,2,2,11432,2517,8915,0.615,1374,37,0.762,0.22 +716479233,Existing Customer,43,M,4,High School,Married,$40K - $60K,Blue,36,5,3,2,13258,1721,11537,0.908,1080,21,1.333,0.13 +713837058,Existing Customer,48,M,2,College,Single,Less than $40K,Blue,36,3,2,3,2571,1955,616,0.531,1234,24,0.714,0.76 +718876683,Existing Customer,43,F,4,Graduate,Single,Less than $40K,Blue,31,5,2,0,5781,1168,4613,0.638,1600,32,0.455,0.202 +770746908,Existing Customer,44,M,4,Unknown,Married,$60K - $80K,Blue,30,5,1,2,7872,2509,5363,0.971,1155,32,0.882,0.319 +794843883,Existing Customer,41,M,3,High School,Married,$80K - $120K,Blue,35,6,1,2,34516,1202,33314,0.603,1353,33,0.737,0.035 +803043933,Existing Customer,44,F,3,Uneducated,Divorced,Less than $40K,Silver,38,4,1,3,11127,1835,9292,2.368,1546,25,1.273,0.165 +758076408,Existing Customer,50,M,2,Unknown,Single,$40K - $60K,Blue,43,2,1,3,1857,1603,254,0.579,1590,43,1.263,0.863 +714606558,Existing Customer,60,F,1,Uneducated,Married,Less than $40K,Blue,36,5,1,0,1913,1272,641,1.008,1448,22,1,0.665 +778425408,Existing Customer,44,M,4,Graduate,Single,$80K - $120K,Blue,24,5,3,0,3839,2295,1544,0.569,1271,24,0.714,0.598 +714171108,Existing Customer,48,F,3,Graduate,Divorced,$40K - $60K,Blue,39,6,2,3,2115,1141,974,0.616,1223,20,0.538,0.539 +719662458,Existing Customer,44,F,2,Graduate,Divorced,Less than $40K,Blue,27,5,2,2,1438.3,679,759.3,0.859,1117,29,1.071,0.472 +713137233,Existing Customer,41,M,2,High School,Single,$80K - $120K,Blue,28,4,3,0,27756,1789,25967,0.75,994,24,0.846,0.064 +769425858,Existing Customer,45,M,3,College,Single,$60K - $80K,Blue,32,4,1,2,1438.3,0,1438.3,0.81,1468,26,0.625,0 +711297483,Existing Customer,47,F,2,Uneducated,Divorced,Less than $40K,Silver,34,6,4,2,13878,2222,11656,0.853,1658,38,0.357,0.16 +788900883,Existing Customer,51,F,2,Graduate,Married,Less than $40K,Blue,36,3,1,3,3106,1304,1802,0.604,1368,38,0.407,0.42 +758348808,Existing Customer,51,M,2,Graduate,Married,$120K +,Blue,44,4,3,3,34516,1666,32850,0.613,1218,18,0.8,0.048 +772336458,Attrited Customer,60,F,1,Uneducated,Married,$40K - $60K,Blue,50,4,4,3,1438.3,1025,413.3,0.838,702,12,0.714,0.713 +708711483,Existing Customer,57,M,2,Unknown,Married,$80K - $120K,Blue,46,2,3,0,18871,1740,17131,1.727,1516,21,2,0.092 +717906783,Existing Customer,41,M,5,Graduate,Single,$120K +,Blue,29,5,2,2,5207,1748,3459,1.073,1310,26,1,0.336 +719437908,Existing Customer,44,M,3,Post-Graduate,Divorced,$80K - $120K,Blue,36,6,2,2,17965,1644,16321,0.921,1767,50,0.923,0.092 +769433508,Existing Customer,43,M,1,College,Single,$60K - $80K,Blue,37,6,3,3,2733,1819,914,0.767,933,25,0.923,0.666 +790096533,Existing Customer,55,M,2,College,Married,$60K - $80K,Blue,48,4,3,2,8863,1301,7562,1.207,1512,27,1.455,0.147 +720997383,Attrited Customer,52,M,1,Uneducated,Married,$80K - $120K,Blue,36,2,3,3,1857,1833,24,0.723,829,17,0.7,0.987 +787541883,Existing Customer,44,M,3,Graduate,Unknown,$80K - $120K,Blue,33,3,3,3,34516,0,34516,0.483,1120,27,0.35,0 +709930758,Existing Customer,41,M,2,Uneducated,Married,$40K - $60K,Blue,30,5,3,3,11107,1222,9885,0.538,1506,33,0.941,0.11 +789830058,Existing Customer,44,M,4,Unknown,Single,$80K - $120K,Blue,34,4,1,2,21573,1585,19988,0.621,1384,36,2.273,0.073 +710299608,Attrited Customer,53,F,2,Unknown,Married,Less than $40K,Blue,33,2,3,3,2859,2517,342,0.993,817,30,0.667,0.88 +710741208,Existing Customer,39,M,2,High School,Single,$80K - $120K,Blue,36,4,2,2,5269,1475,3794,1.148,2094,25,0.667,0.28 +821797008,Attrited Customer,49,M,5,College,Married,$40K - $60K,Blue,45,2,2,3,1438.3,0,1438.3,0.734,815,21,0.615,0 +708874533,Attrited Customer,45,F,2,College,Married,Less than $40K,Blue,36,1,3,2,3387,0,3387,0.789,510,24,0.6,0 +715341858,Existing Customer,54,M,2,Graduate,Married,$80K - $120K,Blue,46,6,2,3,1982,1289,693,0.939,1377,49,0.69,0.65 +793636308,Existing Customer,49,M,3,Uneducated,Single,$80K - $120K,Blue,43,2,2,2,4645,1650,2995,0.912,1193,33,0.65,0.355 +713779908,Existing Customer,46,F,3,Doctorate,Single,Unknown,Blue,36,6,3,2,2189,1666,523,0.343,1287,36,0.636,0.761 +712125258,Attrited Customer,46,M,4,High School,Married,$120K +,Blue,30,3,3,3,2442,0,2442,0.98,701,19,0.727,0 +709703433,Existing Customer,47,M,3,Graduate,Married,$60K - $80K,Blue,38,4,1,2,21304,1532,19772,1.018,1770,25,0.923,0.072 +721022433,Existing Customer,44,M,2,Doctorate,Single,$60K - $80K,Blue,36,5,1,2,7577,2480,5097,0.435,1409,35,0.167,0.327 +710103558,Existing Customer,50,M,3,Post-Graduate,Single,$120K +,Blue,31,4,1,2,3234,1486,1748,0.868,1354,28,0.647,0.459 +715952883,Existing Customer,73,M,0,High School,Married,$40K - $60K,Blue,36,5,3,2,4469,1125,3344,1.363,1765,34,1.615,0.252 +719731458,Existing Customer,56,M,3,Unknown,Unknown,$40K - $60K,Blue,46,6,3,4,2910,709,2201,0.538,1192,27,0.588,0.244 +772390908,Attrited Customer,59,M,0,High School,Single,$40K - $60K,Blue,48,2,4,3,3616,1054,2562,0.616,687,17,0.545,0.291 +787348608,Existing Customer,70,M,0,High School,Married,Less than $40K,Blue,56,3,2,3,3252,1495,1757,0.581,1227,15,0.875,0.46 +709485033,Existing Customer,55,F,2,High School,Married,Less than $40K,Blue,36,4,3,3,2358,1152,1206,0.969,1737,26,1.6,0.489 +715432608,Existing Customer,43,M,4,Unknown,Single,$60K - $80K,Blue,36,4,1,0,22322,953,21369,0.769,1348,34,1.125,0.043 +799471833,Existing Customer,45,M,1,Uneducated,Single,$120K +,Blue,39,4,2,2,3133,1510,1623,0.609,1435,38,0.462,0.482 +714187533,Existing Customer,45,F,2,Uneducated,Single,$40K - $60K,Blue,35,2,3,0,3540,849,2691,0.456,1321,28,0.75,0.24 +779656908,Existing Customer,40,M,1,Graduate,Married,$40K - $60K,Blue,23,6,3,2,6990,1378,5612,0.73,1479,29,0.611,0.197 +788950158,Existing Customer,36,M,2,College,Unknown,$80K - $120K,Blue,22,2,2,3,34516,1652,32864,0.854,1283,39,1.294,0.048 +778867533,Attrited Customer,59,F,0,Post-Graduate,Married,$40K - $60K,Blue,40,1,4,1,1438.3,0,1438.3,1.038,689,23,0.353,0 +710620383,Existing Customer,43,M,4,Unknown,Married,$60K - $80K,Blue,35,6,3,2,24396,1171,23225,0.655,965,17,1.125,0.048 +778661358,Existing Customer,46,F,1,Unknown,Married,Less than $40K,Blue,36,2,3,2,2474,2143,331,1.53,1541,40,1,0.866 +789483333,Existing Customer,41,M,2,Uneducated,Married,$40K - $60K,Blue,32,5,1,3,5214,795,4419,0.707,1258,23,1.3,0.152 +809855808,Existing Customer,51,F,2,Graduate,Married,Less than $40K,Blue,46,5,2,2,5207,1650,3557,0.708,1339,20,0.538,0.317 +718464258,Existing Customer,51,F,3,Unknown,Unknown,Less than $40K,Blue,25,2,2,2,9512,1082,8430,0.701,1007,22,1.444,0.114 +708528483,Existing Customer,43,F,4,Graduate,Divorced,Unknown,Blue,23,6,3,2,3187,2430,757,0.617,1387,33,1.357,0.762 +771809733,Attrited Customer,64,F,0,High School,Married,$40K - $60K,Blue,53,1,3,3,3353,0,3353,1.021,960,18,0.385,0 +719942883,Existing Customer,54,M,5,Graduate,Married,$60K - $80K,Blue,38,3,3,3,2290,1434,856,0.923,1119,18,3.5,0.626 +807226683,Existing Customer,48,M,3,Unknown,Single,$40K - $60K,Blue,43,6,1,3,5279,1115,4164,0.549,1642,41,0.519,0.211 +717806133,Existing Customer,40,M,2,Uneducated,Divorced,$60K - $80K,Blue,29,5,3,0,23603,0,23603,0.795,1382,31,1.067,0 +720615708,Existing Customer,57,M,0,Uneducated,Married,$40K - $60K,Blue,45,6,2,2,2601,0,2601,0.814,1232,32,0.684,0 +714511758,Existing Customer,45,M,4,Graduate,Single,$80K - $120K,Blue,40,4,3,0,6363,1029,5334,0.838,1542,16,1.286,0.162 +715050408,Existing Customer,41,M,3,High School,Single,$80K - $120K,Blue,36,4,3,3,8029,1576,6453,0.826,1094,32,0.524,0.196 +721132233,Existing Customer,42,F,4,Uneducated,Married,Less than $40K,Blue,31,2,2,2,2410,1769,641,0.759,1217,30,1.143,0.734 +719211558,Attrited Customer,45,M,2,Graduate,Single,$60K - $80K,Blue,36,1,1,2,3401,0,3401,0.898,744,18,1,0 +712069008,Existing Customer,42,F,4,Uneducated,Married,Less than $40K,Blue,23,4,2,0,2260,1007,1253,0.84,1614,33,0.737,0.446 +715996983,Existing Customer,47,M,4,Uneducated,Divorced,$80K - $120K,Blue,30,5,2,2,17682,2481,15201,1.302,1747,31,1.214,0.14 +773466258,Existing Customer,48,F,4,High School,Married,$40K - $60K,Blue,42,3,1,3,4206,1100,3106,0.587,1144,22,1,0.262 +798983508,Existing Customer,43,M,1,Graduate,Single,$80K - $120K,Silver,37,4,3,2,34516,1440,33076,1.117,1575,34,2.4,0.042 +719117433,Existing Customer,41,M,4,High School,Unknown,$80K - $120K,Blue,36,4,3,0,23018,2168,20850,0.859,1463,24,1.667,0.094 +716451183,Existing Customer,54,F,1,Uneducated,Married,$40K - $60K,Blue,44,5,2,3,5556,1711,3845,1.434,1706,21,1.625,0.308 +718621608,Attrited Customer,54,F,2,High School,Married,Unknown,Blue,44,3,3,1,6094,0,6094,1.129,909,14,0.273,0 +715085733,Existing Customer,61,M,0,Graduate,Married,$40K - $60K,Blue,52,3,1,2,2939,1999,940,2.145,2434,33,1.538,0.68 +788977833,Existing Customer,61,M,0,Uneducated,Married,$80K - $120K,Blue,48,2,1,0,5362,1274,4088,1.015,1876,41,0.783,0.238 +720272958,Attrited Customer,48,M,2,High School,Married,$120K +,Blue,36,3,3,3,27126,0,27126,0.953,1000,25,0.786,0 +708421833,Existing Customer,45,F,4,Graduate,Single,Less than $40K,Blue,36,6,3,2,3342,2517,825,0.771,1139,30,0.765,0.753 +709173108,Attrited Customer,54,F,4,Graduate,Married,Unknown,Blue,40,6,2,2,2532,2221,311,0.491,799,21,0.235,0.877 +709879458,Existing Customer,54,F,3,Doctorate,Married,Unknown,Blue,46,2,2,3,1900,1376,524,0.89,1881,45,0.607,0.724 +715120608,Existing Customer,44,M,3,Graduate,Single,$60K - $80K,Blue,37,2,3,2,14546,1703,12843,0.955,1273,27,0.588,0.117 +770632758,Existing Customer,50,F,4,Doctorate,Single,Unknown,Blue,36,2,3,2,2521,1608,913,0.587,1328,33,0.571,0.638 +779078733,Existing Customer,55,M,2,Doctorate,Married,$60K - $80K,Blue,36,3,4,3,16427,1682,14745,0.631,1579,36,1.118,0.102 +771742533,Existing Customer,48,M,2,Graduate,Unknown,$40K - $60K,Blue,36,5,1,2,13068,1718,11350,0.607,937,28,0.556,0.131 +720250158,Existing Customer,45,M,2,College,Single,$60K - $80K,Blue,33,6,3,0,23218,1814,21404,1.178,1749,37,2.083,0.078 +716458983,Existing Customer,60,M,0,High School,Married,$40K - $60K,Blue,36,5,1,3,3281,837,2444,1.859,1424,29,1.417,0.255 +713747733,Existing Customer,55,M,2,High School,Married,$40K - $60K,Blue,47,5,3,2,3096,2217,879,0.799,2011,41,0.783,0.716 +712270158,Existing Customer,62,F,0,High School,Married,$40K - $60K,Blue,52,5,2,3,2052,1250,802,0.728,1208,31,0.632,0.609 +789562383,Existing Customer,38,F,1,High School,Unknown,Less than $40K,Blue,30,2,3,0,1438.3,583,855.3,0.888,1259,24,1,0.405 +754897008,Existing Customer,46,M,3,High School,Single,$40K - $60K,Blue,39,2,3,2,9432,1418,8014,0.612,1319,26,0.368,0.15 +819700533,Existing Customer,50,M,0,High School,Single,$120K +,Silver,45,5,2,3,14938,2303,12635,0.804,949,27,2,0.154 +712890408,Existing Customer,45,M,2,Uneducated,Married,$60K - $80K,Blue,36,5,3,2,2221,1343,878,0.869,1338,30,1.308,0.605 +720248208,Existing Customer,47,M,3,Post-Graduate,Divorced,$60K - $80K,Blue,37,6,3,0,5731,1577,4154,0.657,1554,26,0.444,0.275 +779749908,Existing Customer,48,M,4,College,Married,$60K - $80K,Gold,33,2,2,3,34516,2061,32455,0.722,1350,32,0.455,0.06 +717401883,Existing Customer,35,M,3,Uneducated,Married,$60K - $80K,Blue,22,5,2,2,6985,1130,5855,0.963,1694,44,0.76,0.162 +721509558,Existing Customer,51,M,2,Graduate,Married,$120K +,Blue,42,3,3,0,24221,1707,22514,0.816,1678,40,0.538,0.07 +710572458,Existing Customer,36,F,3,High School,Married,Unknown,Blue,24,4,1,1,15439,0,15439,0.742,2069,43,0.536,0 +714576183,Existing Customer,47,M,4,Graduate,Single,$80K - $120K,Blue,36,6,3,2,21637,2030,19607,0.776,1222,23,0.438,0.094 +721425558,Existing Customer,52,M,2,Graduate,Single,$120K +,Blue,37,2,3,2,14543,0,14543,0.788,1536,37,0.423,0 +711109908,Existing Customer,43,F,4,Uneducated,Married,Less than $40K,Blue,36,2,1,1,9684,2475,7209,0.697,1400,31,2.1,0.256 +715203108,Existing Customer,63,M,2,High School,Married,$40K - $60K,Blue,36,2,2,2,5007,930,4077,0.885,1050,28,1.154,0.186 +710027508,Existing Customer,61,M,0,Graduate,Married,$60K - $80K,Blue,54,3,2,0,1616,1047,569,0.984,1389,33,1.2,0.648 +787464408,Existing Customer,53,M,2,Uneducated,Single,$60K - $80K,Blue,40,5,2,2,19116,0,19116,0.656,1184,29,0.611,0 +783542133,Existing Customer,53,F,3,Graduate,Married,Less than $40K,Blue,47,5,6,2,2759,2223,536,1.32,2093,42,1,0.806 +708330858,Attrited Customer,57,M,3,Graduate,Married,$120K +,Blue,38,2,3,3,8249,1381,6868,0.798,678,11,0.833,0.167 +714426783,Existing Customer,38,F,2,Graduate,Single,Unknown,Blue,31,2,3,2,14041,2154,11887,1.084,1467,29,1.417,0.153 +712701333,Existing Customer,53,M,3,High School,Married,$60K - $80K,Blue,43,5,3,2,5264,2169,3095,0.374,1219,27,0.5,0.412 +709494483,Existing Customer,63,F,0,Unknown,Married,Less than $40K,Blue,54,4,2,1,2420,1912,508,1.256,1730,36,0.565,0.79 +773373108,Existing Customer,49,F,4,High School,Married,Less than $40K,Blue,43,4,2,0,2826,2070,756,0.541,1025,28,0.647,0.732 +715812258,Existing Customer,45,M,2,High School,Married,$80K - $120K,Blue,34,5,5,2,12518,1539,10979,0.645,1165,33,0.833,0.123 +778286433,Existing Customer,67,M,0,Graduate,Married,$40K - $60K,Blue,56,4,2,1,5876,1297,4579,1.012,2133,55,0.719,0.221 +789270033,Existing Customer,48,M,3,Graduate,Single,$80K - $120K,Silver,37,3,2,3,34516,0,34516,0.448,1122,13,0.182,0 +711569433,Existing Customer,51,F,2,Uneducated,Divorced,Less than $40K,Blue,38,4,1,2,9648,1926,7722,0.549,1083,22,1.75,0.2 +720214833,Existing Customer,52,M,2,High School,Single,$80K - $120K,Silver,40,3,3,3,34516,2177,32339,1.32,1234,23,1.875,0.063 +709346133,Existing Customer,55,F,2,Uneducated,Married,Unknown,Blue,35,3,3,0,3025,2376,649,1.252,1277,23,1.875,0.785 +788194458,Existing Customer,34,M,3,High School,Married,$60K - $80K,Blue,26,4,3,3,3265,2517,748,0.952,1843,35,0.944,0.771 +720779733,Existing Customer,56,M,1,Uneducated,Married,$120K +,Blue,36,3,2,2,6041,1355,4686,0.685,1747,49,0.581,0.224 +717424458,Existing Customer,44,F,2,Post-Graduate,Married,Less than $40K,Blue,36,3,3,2,2293,1823,470,0.617,1166,22,1.444,0.795 +708820308,Existing Customer,47,M,3,Post-Graduate,Unknown,$80K - $120K,Blue,36,6,2,2,13399,2505,10894,0.627,1326,31,0.824,0.187 +710558058,Existing Customer,46,F,3,Unknown,Married,Less than $40K,Blue,38,4,3,3,4317,2517,1800,0.944,1619,36,1,0.583 +770590758,Existing Customer,43,F,3,Graduate,Single,$40K - $60K,Blue,29,5,2,0,3378,1069,2309,0.581,1285,16,0.333,0.316 +718490658,Existing Customer,50,F,1,Graduate,Single,Less than $40K,Blue,36,4,1,3,5012,2242,2770,0.816,1142,28,1,0.447 +711985833,Existing Customer,38,F,4,Uneducated,Single,Less than $40K,Blue,30,4,1,0,2569,1605,964,0.574,1190,46,0.643,0.625 +708967608,Existing Customer,53,F,1,Graduate,Single,Less than $40K,Blue,45,3,1,2,3471,1785,1686,1.051,1052,24,0.714,0.514 +718505958,Existing Customer,43,M,5,Graduate,Divorced,$120K +,Silver,31,5,3,3,34516,1699,32817,0.771,1628,38,0.727,0.049 +715024233,Existing Customer,53,M,1,High School,Married,$120K +,Blue,36,6,3,2,3312,1844,1468,0.986,1740,32,0.882,0.557 +779249583,Existing Customer,56,F,1,Graduate,Married,Less than $40K,Blue,38,4,3,3,2578,2462,116,1.707,1378,29,0.812,0.955 +709278258,Attrited Customer,54,M,2,Unknown,Married,$40K - $60K,Blue,44,4,3,2,2902,2517,385,0.821,996,26,0.444,0.867 +778928283,Existing Customer,57,F,3,High School,Married,Less than $40K,Blue,39,3,2,1,2742,2321,421,1.315,1389,32,0.6,0.846 +712299858,Existing Customer,62,M,1,High School,Married,Less than $40K,Blue,53,5,3,3,2077,1571,506,1.031,1365,38,1,0.756 +799224108,Existing Customer,46,F,4,Graduate,Single,Less than $40K,Blue,40,5,1,2,6265,1942,4323,1.027,1715,43,0.87,0.31 +809976033,Existing Customer,49,M,2,Uneducated,Married,$60K - $80K,Blue,44,6,3,0,7819,1560,6259,0.827,1582,25,0.786,0.2 +716203308,Existing Customer,52,M,3,Graduate,Single,$80K - $120K,Blue,42,6,3,3,2731,1692,1039,0.62,1220,22,0.692,0.62 +714871683,Attrited Customer,58,M,1,Uneducated,Married,$40K - $60K,Blue,36,2,4,3,1438.3,537,901.3,0.819,715,13,0.182,0.373 +716139933,Existing Customer,54,M,0,High School,Married,$80K - $120K,Blue,36,3,1,2,16286,1710,14576,1.223,2552,49,1.227,0.105 +716984658,Existing Customer,49,M,1,Graduate,Married,$120K +,Blue,39,3,2,3,34516,0,34516,0.507,1106,31,0.938,0 +713086008,Existing Customer,58,F,3,High School,Married,Less than $40K,Blue,47,6,1,0,2609,2439,170,1.269,1731,34,1.833,0.935 +713773458,Existing Customer,52,M,2,High School,Single,$60K - $80K,Blue,45,5,3,2,7567,1173,6394,0.541,1435,32,0.6,0.155 +719242533,Existing Customer,41,M,5,High School,Married,$60K - $80K,Blue,33,5,3,3,22770,2517,20253,0.994,1882,38,0.652,0.111 +772712658,Existing Customer,62,F,0,Uneducated,Married,Less than $40K,Blue,50,5,1,2,3791,1648,2143,1.227,2058,34,0.789,0.435 +788868858,Existing Customer,54,M,2,Graduate,Married,Less than $40K,Blue,39,4,4,2,2702,2517,185,1.019,1658,32,1.462,0.932 +811898133,Existing Customer,40,F,3,High School,Divorced,Less than $40K,Blue,35,3,1,3,2555,2117,438,1.049,1334,32,0.6,0.829 +788808633,Existing Customer,43,M,3,Graduate,Married,$80K - $120K,Blue,26,5,3,2,2355,1090,1265,0.751,1441,29,0.812,0.463 +779804208,Existing Customer,53,F,2,Graduate,Single,$40K - $60K,Blue,42,6,2,0,5332,0,5332,0.939,1371,39,1.167,0 +781391058,Existing Customer,55,M,1,Uneducated,Single,$40K - $60K,Blue,49,6,3,2,1443,1375,68,0.683,1991,38,0.583,0.953 +790134408,Existing Customer,46,M,4,Graduate,Single,$60K - $80K,Blue,39,6,2,3,10741,755,9986,1.166,1278,22,1.444,0.07 +788853258,Existing Customer,41,M,1,Uneducated,Married,$60K - $80K,Blue,25,3,2,0,7984,1503,6481,0.797,1734,39,1.167,0.188 +711857733,Existing Customer,49,M,3,Uneducated,Single,$60K - $80K,Blue,32,3,2,2,18584,2517,16067,0.703,1330,34,1.125,0.135 +822969858,Existing Customer,61,F,0,Graduate,Married,Unknown,Blue,56,4,1,3,5585,1465,4120,1.503,1787,31,0.722,0.262 +719554758,Existing Customer,46,M,2,Uneducated,Married,$80K - $120K,Blue,38,6,3,2,34516,2165,32351,0.837,1672,32,0.524,0.063 +711643458,Existing Customer,50,F,1,Uneducated,Married,Less than $40K,Blue,43,6,3,4,1438.3,0,1438.3,1.068,1439,41,1.05,0 +788830683,Existing Customer,40,M,2,Graduate,Single,$80K - $120K,Blue,24,5,1,0,2478,2031,447,1.284,1558,31,0.938,0.82 +807030858,Existing Customer,51,M,4,High School,Single,$120K +,Blue,46,6,3,3,34516,2274,32242,0.788,1795,47,0.679,0.066 +793059108,Existing Customer,50,F,2,Graduate,Married,$40K - $60K,Blue,44,6,2,3,2339,1440,899,0.431,893,22,0.375,0.616 +716568708,Existing Customer,47,F,2,Graduate,Married,Less than $40K,Blue,36,6,3,2,2726,0,2726,0.844,1099,27,0.588,0 +828281733,Existing Customer,43,M,4,Unknown,Married,$120K +,Blue,39,3,3,3,14881,848,14033,0.762,1408,23,1.091,0.057 +717229158,Existing Customer,36,F,4,Graduate,Married,$40K - $60K,Blue,36,6,3,3,1628,969,659,0.999,1893,15,2.75,0.595 +715915458,Existing Customer,47,F,2,Graduate,Married,Less than $40K,Blue,34,5,2,2,3156,1644,1512,1.052,1151,31,1.385,0.521 +819129858,Existing Customer,46,F,2,Graduate,Single,Less than $40K,Blue,41,5,3,0,4745,1270,3475,0.93,1519,31,0.938,0.268 +713441958,Existing Customer,46,M,2,High School,Married,$120K +,Blue,36,5,3,2,19727,1785,17942,0.572,1245,25,0.786,0.09 +719091333,Existing Customer,52,M,0,Uneducated,Married,$60K - $80K,Blue,36,3,3,2,22720,793,21927,0.685,1102,27,0.286,0.035 +708666258,Existing Customer,43,M,4,Unknown,Married,$40K - $60K,Blue,36,5,3,0,8129,1799,6330,0.566,1402,33,0.737,0.221 +714914583,Existing Customer,40,F,4,Graduate,Single,Less than $40K,Blue,27,6,2,3,3751,1521,2230,0.974,1060,30,1.308,0.405 +714363858,Existing Customer,54,F,4,High School,Married,Less than $40K,Blue,36,3,5,3,1594,1411,183,0.817,1459,35,1.188,0.885 +721347408,Existing Customer,55,F,1,High School,Single,Less than $40K,Blue,43,4,2,0,2569,1403,1166,0.886,1456,39,0.444,0.546 +809608533,Existing Customer,49,F,4,Post-Graduate,Single,Unknown,Blue,44,6,3,2,18206,1586,16620,0.921,1439,48,1,0.087 +772047183,Existing Customer,45,M,4,High School,Married,$40K - $60K,Blue,34,6,3,3,3104,1766,1338,0.828,1353,24,1.182,0.569 +714217908,Existing Customer,49,M,3,Graduate,Married,$40K - $60K,Blue,41,5,3,2,2406,1560,846,0.751,1173,32,0.391,0.648 +714819183,Existing Customer,63,M,1,Uneducated,Married,$80K - $120K,Blue,36,5,2,3,24571,1955,22616,1.174,1746,28,1,0.08 +716455683,Existing Customer,40,F,3,High School,Single,Less than $40K,Gold,36,3,2,3,15534,726,14808,0.556,1279,28,0.867,0.047 +710865633,Existing Customer,41,F,2,Graduate,Married,Less than $40K,Silver,33,4,2,0,12301,2250,10051,0.484,1307,29,0.261,0.183 +752952108,Existing Customer,37,M,4,Graduate,Married,$80K - $120K,Blue,26,6,2,3,2846,1818,1028,0.711,1473,37,1.176,0.639 +712595433,Existing Customer,58,M,2,Uneducated,Unknown,$120K +,Blue,49,6,2,3,9788,1794,7994,0.778,1805,37,0.762,0.183 +714982383,Existing Customer,55,M,2,High School,Married,$60K - $80K,Blue,36,4,3,3,7231,2381,4850,0.996,1421,23,1.3,0.329 +813814008,Existing Customer,53,F,1,High School,Married,Less than $40K,Blue,48,6,3,2,2324,1576,748,0.728,1272,37,1.312,0.678 +794545983,Existing Customer,57,M,2,Graduate,Married,$80K - $120K,Blue,40,3,2,3,12208,1980,10228,0.616,1409,34,0.619,0.162 +708288108,Attrited Customer,43,M,4,Post-Graduate,Unknown,$80K - $120K,Blue,30,2,5,3,5639,1547,4092,1.087,647,15,0.364,0.274 +715585158,Existing Customer,58,M,1,Graduate,Married,$60K - $80K,Blue,46,3,3,2,10021,1617,8404,0.578,1275,25,0.667,0.161 +810449883,Existing Customer,64,M,0,Unknown,Married,Less than $40K,Blue,56,6,1,0,2215,1915,300,0.794,1270,27,0.588,0.865 +789863208,Existing Customer,54,F,2,Graduate,Married,Less than $40K,Blue,44,3,2,3,2027,1480,547,0.979,1702,37,0.947,0.73 +715022133,Existing Customer,53,M,2,Graduate,Married,$60K - $80K,Blue,47,6,2,2,6363,1162,5201,0.644,1256,26,1,0.183 +712506708,Existing Customer,39,F,3,College,Single,Less than $40K,Blue,25,6,1,2,3920,2008,1912,0.944,3178,53,0.656,0.512 +715699983,Existing Customer,56,M,3,High School,Married,$60K - $80K,Blue,36,5,1,3,9226,1233,7993,1.521,1626,29,1.636,0.134 +818942433,Existing Customer,54,F,4,Unknown,Divorced,Less than $40K,Blue,49,6,1,1,9376,1288,8088,0.597,1562,33,0.5,0.137 +712459233,Existing Customer,59,F,1,Post-Graduate,Married,$40K - $60K,Blue,46,5,3,3,1944,1346,598,1.052,1960,57,0.727,0.692 +716545383,Existing Customer,42,M,3,Uneducated,Single,$40K - $60K,Blue,36,3,1,0,9599,1554,8045,1.087,1154,38,1.235,0.162 +721144383,Existing Customer,42,M,4,Graduate,Married,$60K - $80K,Silver,28,5,1,2,28202,843,27359,0.637,1629,38,0.727,0.03 +821837958,Existing Customer,43,M,3,College,Unknown,$80K - $120K,Blue,39,3,3,1,24850,1662,23188,0.693,1226,25,0.923,0.067 +804359133,Existing Customer,55,M,0,High School,Married,$120K +,Blue,49,5,3,3,3805,2233,1572,1.095,1743,27,0.929,0.587 +713308683,Existing Customer,52,M,1,Uneducated,Single,$80K - $120K,Blue,37,5,2,2,2733,1306,1427,0.791,1139,39,0.444,0.478 +788780958,Existing Customer,46,M,1,Uneducated,Unknown,$40K - $60K,Blue,27,6,3,3,12781,1253,11528,0.638,1073,21,0.4,0.098 +717354558,Attrited Customer,57,M,2,Uneducated,Married,$120K +,Blue,40,3,3,3,3106,1120,1986,1.045,683,17,0.7,0.361 +798473808,Existing Customer,48,M,3,College,Married,$80K - $120K,Blue,42,3,3,0,7477,0,7477,0.511,1159,32,0.684,0 +712372158,Existing Customer,45,M,4,Unknown,Married,$120K +,Blue,33,6,1,3,34516,2086,32430,0.986,1859,47,0.958,0.06 +715192308,Existing Customer,48,M,2,High School,Married,$120K +,Blue,36,6,5,2,29963,2094,27869,0.648,1205,28,0.867,0.07 +708813033,Existing Customer,47,M,1,Graduate,Single,$40K - $60K,Blue,36,5,3,0,6509,2033,4476,0.83,1409,37,0.37,0.312 +714639783,Attrited Customer,42,M,3,College,Married,$60K - $80K,Blue,34,3,3,3,13450,0,13450,0.742,1000,18,0.059,0 +709311633,Existing Customer,41,M,2,Graduate,Unknown,$60K - $80K,Silver,36,6,2,0,27000,0,27000,0.61,1209,39,0.3,0 +709470858,Existing Customer,51,M,4,College,Married,$120K +,Silver,31,5,2,1,34516,1254,33262,0.869,1366,25,0.786,0.036 +717292758,Existing Customer,55,F,2,Graduate,Single,Less than $40K,Blue,47,5,3,2,6347,0,6347,0.466,1161,44,0.375,0 +779241783,Existing Customer,67,M,1,Uneducated,Married,$40K - $60K,Blue,49,4,3,2,3106,1675,1431,0.781,1512,38,0.407,0.539 +715205358,Existing Customer,39,M,1,Graduate,Married,$60K - $80K,Blue,31,4,1,1,2536,913,1623,1.059,1750,35,1.333,0.36 +778871508,Existing Customer,54,M,3,Post-Graduate,Single,$60K - $80K,Blue,35,6,3,0,13048,1954,11094,1.139,1170,24,0.846,0.15 +779462433,Existing Customer,55,F,2,Unknown,Married,Less than $40K,Blue,37,3,3,1,2453,968,1485,1.081,2218,50,0.613,0.395 +710147958,Existing Customer,47,M,3,High School,Married,$40K - $60K,Silver,36,3,2,2,16138,1249,14889,1.01,1198,33,0.833,0.077 +709864833,Existing Customer,49,M,2,Post-Graduate,Married,$60K - $80K,Blue,38,3,2,0,8077,1965,6112,0.637,1329,26,0.444,0.243 +778868958,Attrited Customer,42,F,2,Graduate,Married,Less than $40K,Blue,23,3,3,3,1929,1673,256,0.835,857,36,1.118,0.867 +717276708,Existing Customer,57,M,2,Unknown,Single,$80K - $120K,Blue,36,3,3,2,3127,2517,610,0.589,1470,30,1.143,0.805 +710004933,Existing Customer,44,M,5,Uneducated,Married,$60K - $80K,Blue,36,3,3,2,8645,1454,7191,0.708,1435,25,1.778,0.168 +753606108,Existing Customer,56,M,3,Unknown,Single,$60K - $80K,Blue,49,3,1,3,1438.3,0,1438.3,0.503,1093,22,0.833,0 +710940183,Attrited Customer,49,F,3,Graduate,Married,Less than $40K,Blue,38,6,3,2,2185,0,2185,0.727,715,20,0.818,0 +718927533,Existing Customer,45,M,3,Graduate,Single,$80K - $120K,Blue,32,5,2,2,24487,2517,21970,0.912,1512,42,0.909,0.103 +719337408,Existing Customer,63,M,0,High School,Married,$60K - $80K,Blue,36,6,2,3,2567,0,2567,1.636,2399,43,0.955,0 +772308408,Existing Customer,44,M,3,Graduate,Single,$80K - $120K,Blue,33,6,3,3,4131,785,3346,0.543,906,22,1.2,0.19 +712981383,Existing Customer,44,F,4,College,Married,Less than $40K,Silver,37,3,2,2,10790,1930,8860,0.75,1052,16,1.286,0.179 +790099758,Existing Customer,40,M,3,High School,Married,$40K - $60K,Blue,33,4,3,3,6884,1001,5883,0.786,975,11,0.833,0.145 +709547658,Attrited Customer,39,M,2,Uneducated,Single,$60K - $80K,Blue,36,5,3,3,13961,1299,12662,0.842,783,20,0.667,0.093 +778770783,Existing Customer,42,M,4,High School,Married,$80K - $120K,Blue,30,6,1,0,29801,1916,27885,0.781,990,21,0.909,0.064 +713134458,Existing Customer,54,M,3,High School,Married,$120K +,Blue,43,4,1,1,13219,0,13219,0.576,1097,24,0.5,0 +712159083,Attrited Customer,58,F,4,Unknown,Married,Less than $40K,Blue,46,2,3,3,2536,0,2536,0.917,901,35,0.522,0 +713639958,Existing Customer,46,F,4,Graduate,Divorced,Less than $40K,Blue,36,5,3,1,9478,820,8658,0.64,1327,41,0.864,0.087 +771180033,Existing Customer,47,F,4,Unknown,Divorced,$40K - $60K,Blue,34,6,1,2,3502,1851,1651,2.023,1814,31,0.722,0.529 +717916758,Existing Customer,67,F,0,Unknown,Married,Unknown,Blue,56,4,3,3,10509,2388,8121,0.777,1365,34,1.429,0.227 +711089733,Existing Customer,50,F,2,College,Divorced,Less than $40K,Blue,36,3,3,0,1491,0,1491,0.876,1058,34,0.889,0 +716988633,Existing Customer,55,M,0,High School,Divorced,$60K - $80K,Blue,46,6,1,2,9734,0,9734,0.785,1476,38,0.9,0 +779031033,Existing Customer,46,F,2,Graduate,Married,$40K - $60K,Blue,22,6,1,3,2305,1627,678,0.747,1230,36,0.565,0.706 +716302383,Existing Customer,47,F,4,Uneducated,Married,$40K - $60K,Blue,36,3,1,3,14241,2081,12160,0.909,1581,44,0.833,0.146 +718281408,Existing Customer,36,F,2,Unknown,Married,$40K - $60K,Blue,25,3,1,2,4789,1257,3532,1.134,1534,29,0.933,0.262 +721333233,Existing Customer,40,M,4,Doctorate,Divorced,$60K - $80K,Blue,34,4,2,3,23138,1727,21411,0.693,1612,39,1.438,0.075 +794496033,Existing Customer,57,M,2,Unknown,Single,$80K - $120K,Blue,38,6,1,3,23008,2280,20728,0.674,1302,36,0.636,0.099 +710519433,Existing Customer,48,M,1,Unknown,Divorced,$80K - $120K,Blue,36,3,1,0,3131,2517,614,0.602,1439,40,0.481,0.804 +814995933,Existing Customer,58,F,3,Graduate,Married,Less than $40K,Blue,53,5,3,2,5798,1794,4004,0.564,1724,45,0.452,0.309 +721469433,Existing Customer,48,M,3,Graduate,Single,$40K - $60K,Blue,36,5,2,3,6880,1390,5490,1.205,1784,35,0.944,0.202 +788386908,Existing Customer,48,M,3,Graduate,Unknown,$80K - $120K,Platinum,41,3,2,2,34516,1531,32985,0.862,1156,29,1.071,0.044 +717198633,Existing Customer,53,F,2,College,Married,$40K - $60K,Blue,34,6,2,1,2075,1469,606,1.322,2556,49,1.13,0.708 +767695083,Existing Customer,50,M,2,Graduate,Married,$80K - $120K,Blue,44,3,3,0,4589,0,4589,0.845,1590,37,0.37,0 +711791583,Attrited Customer,52,F,1,Graduate,Single,Less than $40K,Blue,40,1,2,2,2317,0,2317,1.005,884,19,0.727,0 +712315683,Attrited Customer,53,F,2,Uneducated,Single,Less than $40K,Blue,45,1,1,1,1981,1518,463,1.019,973,25,0.923,0.766 +710038008,Existing Customer,56,F,1,Graduate,Single,$40K - $60K,Blue,47,3,2,1,6038,0,6038,0.741,1447,30,0.875,0 +789129033,Existing Customer,44,M,5,Unknown,Single,$80K - $120K,Blue,32,5,3,2,14910,877,14033,0.772,1150,26,0.625,0.059 +718349058,Existing Customer,49,M,3,High School,Married,$80K - $120K,Blue,39,3,3,2,29659,1143,28516,0.512,1193,21,0.615,0.039 +789842283,Attrited Customer,54,M,2,Graduate,Married,$60K - $80K,Blue,42,3,3,2,4320,0,4320,0.967,706,21,0.5,0 +714513033,Existing Customer,39,F,1,Unknown,Single,$40K - $60K,Blue,36,6,1,3,11213,0,11213,0.563,1257,23,0.643,0 +714717483,Existing Customer,39,F,3,Uneducated,Divorced,Unknown,Blue,29,5,1,2,26181,0,26181,0.913,1303,35,0.75,0 +714900408,Existing Customer,41,F,4,High School,Single,Less than $40K,Blue,31,3,1,0,5773,0,5773,0.67,1306,39,0.5,0 +719418933,Attrited Customer,53,M,2,Uneducated,Married,$80K - $120K,Blue,36,1,3,3,4503,0,4503,0.659,748,20,0.429,0 +720115683,Existing Customer,47,M,3,Uneducated,Married,$80K - $120K,Blue,36,6,2,2,29770,1565,28205,0.674,1774,42,2,0.053 +779504058,Existing Customer,46,F,2,Post-Graduate,Married,Less than $40K,Blue,28,5,1,1,5014,1910,3104,0.863,1209,25,1.5,0.381 +795979833,Existing Customer,53,F,1,High School,Married,Less than $40K,Blue,47,6,1,2,3445,1074,2371,0.67,1074,31,0.632,0.312 +717392358,Existing Customer,60,M,1,Graduate,Married,$80K - $120K,Blue,50,6,2,2,23412,1078,22334,0.79,1786,50,0.786,0.046 +718640508,Existing Customer,59,F,0,Graduate,Single,Less than $40K,Blue,46,4,1,2,3044,1611,1433,0.74,1456,36,0.714,0.529 +803366358,Existing Customer,38,M,1,Unknown,Single,$60K - $80K,Blue,29,5,2,1,14596,2192,12404,0.898,1300,25,1.083,0.15 +709230708,Existing Customer,56,M,4,Uneducated,Single,Less than $40K,Blue,36,3,2,2,3864,1654,2210,0.491,1470,42,0.235,0.428 +781794708,Attrited Customer,35,M,3,Post-Graduate,Unknown,$80K - $120K,Blue,29,2,1,3,17030,1911,15119,0.528,715,25,0.562,0.112 +801383808,Existing Customer,50,M,3,Graduate,Single,$60K - $80K,Blue,44,4,2,3,23090,839,22251,1.326,1198,24,1,0.036 +710677608,Existing Customer,53,M,2,Post-Graduate,Unknown,$80K - $120K,Blue,36,4,2,0,29205,1208,27997,0.957,1556,43,1.048,0.041 +708217758,Existing Customer,63,M,2,Graduate,Married,$60K - $80K,Blue,49,5,2,3,14035,2061,11974,2.271,1606,30,1.5,0.147 +714272658,Attrited Customer,43,F,2,Uneducated,Single,Less than $40K,Blue,24,2,3,2,2962,2517,445,1.046,929,31,0.409,0.85 +717469158,Existing Customer,46,M,2,Unknown,Married,$80K - $120K,Blue,30,6,3,0,18578,1385,17193,0.565,1606,54,0.421,0.075 +711864783,Existing Customer,61,M,1,Uneducated,Single,$60K - $80K,Blue,46,5,3,2,2201,1138,1063,0.675,1199,32,0.6,0.517 +719407983,Existing Customer,37,F,0,Post-Graduate,Married,Less than $40K,Blue,25,4,3,2,2061,1483,578,1.362,2400,60,0.622,0.72 +710665533,Existing Customer,42,F,5,Doctorate,Married,Unknown,Blue,23,4,2,2,24602,1660,22942,0.588,1337,44,0.76,0.067 +716804283,Existing Customer,41,M,2,Uneducated,Divorced,$120K +,Blue,29,3,2,2,15911,896,15015,0.954,1270,33,0.833,0.056 +767294658,Attrited Customer,56,M,2,College,Single,$120K +,Blue,50,2,2,3,16867,0,16867,0.885,654,14,0.4,0 +709122483,Existing Customer,56,M,3,Graduate,Married,$60K - $80K,Blue,37,3,3,0,2783,1526,1257,0.942,1909,54,0.688,0.548 +708241233,Attrited Customer,52,F,3,Post-Graduate,Single,Less than $40K,Blue,47,3,3,2,2972,0,2972,1.035,922,25,0.562,0 +717860358,Existing Customer,40,F,3,High School,Single,$40K - $60K,Blue,36,5,3,2,5124,2235,2889,0.542,1158,42,0.355,0.436 +789337233,Existing Customer,63,M,1,Graduate,Married,$40K - $60K,Blue,53,6,6,2,2880,2362,518,0.89,1323,26,0.444,0.82 +720902133,Existing Customer,58,M,1,High School,Single,$40K - $60K,Blue,46,4,1,0,5579,0,5579,0.481,1025,35,0.667,0 +721043058,Existing Customer,58,M,4,Unknown,Married,$60K - $80K,Blue,44,5,1,3,12010,2149,9861,0.801,1700,35,1.5,0.179 +711870333,Existing Customer,46,M,2,Uneducated,Divorced,$80K - $120K,Blue,36,6,3,3,34516,1597,32919,0.858,1628,51,1.217,0.046 +708398283,Existing Customer,37,F,1,Graduate,Married,$40K - $60K,Blue,29,5,2,2,4394,885,3509,1.04,1377,32,0.684,0.201 +715878183,Existing Customer,46,M,4,Graduate,Single,$80K - $120K,Blue,35,4,3,3,18325,723,17602,0.815,1517,33,0.65,0.039 +719451483,Existing Customer,46,F,4,Post-Graduate,Married,Less than $40K,Blue,37,5,3,2,3773,1972,1801,0.783,1528,25,1.083,0.523 +709110633,Existing Customer,41,M,1,Graduate,Single,$80K - $120K,Blue,29,5,1,3,21684,1748,19936,0.715,1329,24,0.6,0.081 +721059033,Existing Customer,48,F,3,High School,Divorced,$40K - $60K,Blue,40,4,1,2,1919,774,1145,0.965,1505,33,0.737,0.403 +779912283,Existing Customer,49,F,3,Graduate,Single,$40K - $60K,Blue,33,5,3,2,9995,1713,8282,0.96,1172,38,0.462,0.171 +717701733,Existing Customer,44,M,2,Graduate,Married,$80K - $120K,Blue,35,3,2,2,11910,2098,9812,1.16,1646,39,1.294,0.176 +709913733,Existing Customer,39,F,3,College,Married,Less than $40K,Blue,36,4,2,0,2279,1529,750,1.26,1693,32,1.286,0.671 +718768158,Existing Customer,57,M,1,College,Single,$40K - $60K,Blue,48,3,1,2,3539,0,3539,0.781,1336,23,0.211,0 +721375308,Existing Customer,48,M,3,High School,Married,$80K - $120K,Blue,36,5,1,3,30579,1351,29228,0.759,1289,19,0.727,0.044 +711374283,Existing Customer,47,M,3,High School,Single,$80K - $120K,Blue,42,4,1,0,24480,1923,22557,0.505,1416,32,0.778,0.079 +822893133,Existing Customer,56,F,1,Uneducated,Divorced,Unknown,Blue,52,6,1,2,17561,0,17561,0.94,1608,33,1.2,0 +778465533,Existing Customer,54,F,0,College,Married,Less than $40K,Blue,40,3,1,2,1638,0,1638,0.75,1885,51,0.545,0 +712138983,Existing Customer,54,M,1,Graduate,Married,$60K - $80K,Blue,36,3,3,2,2947,2216,731,0.76,1744,53,0.606,0.752 +716920908,Existing Customer,52,M,4,High School,Married,$80K - $120K,Blue,42,6,1,0,5738,1112,4626,1.519,1922,48,0.655,0.194 +708095133,Existing Customer,43,M,4,Unknown,Unknown,$120K +,Blue,34,5,2,2,33304,1833,31471,0.428,1448,29,0.381,0.055 +711195558,Existing Customer,59,M,1,College,Single,$40K - $60K,Blue,48,6,3,3,7251,1603,5648,0.591,1300,36,0.8,0.221 +772735758,Existing Customer,44,M,1,Unknown,Married,Unknown,Blue,34,6,2,0,2885,1895,990,0.387,1366,31,0.632,0.657 +712024908,Existing Customer,56,F,1,College,Married,Less than $40K,Blue,36,6,2,3,2641,1257,1384,0.891,1439,39,1.053,0.476 +778239933,Existing Customer,45,F,4,Graduate,Married,Unknown,Blue,35,6,3,0,2801,2043,758,0.583,1241,46,0.643,0.729 +714893733,Existing Customer,55,M,1,High School,Married,$80K - $120K,Blue,45,3,3,3,16794,809,15985,1.566,1917,33,0.941,0.048 +754886958,Existing Customer,48,F,3,College,Divorced,$40K - $60K,Blue,41,4,1,3,9336,1672,7664,0.696,1391,39,0.625,0.179 +710104908,Existing Customer,56,F,5,College,Single,Less than $40K,Blue,43,4,1,0,2763,2517,246,0.938,1246,31,0.824,0.911 +710558883,Existing Customer,41,M,3,Uneducated,Married,$60K - $80K,Blue,36,5,3,2,17391,1044,16347,1.08,1248,27,0.688,0.06 +713827383,Existing Customer,65,F,1,High School,Married,Less than $40K,Blue,36,3,2,0,3198,2493,705,0.665,1936,44,1.316,0.78 +720267033,Existing Customer,34,M,4,Post-Graduate,Single,$80K - $120K,Blue,26,3,3,2,5100,1786,3314,1.06,2375,63,0.575,0.35 +712049208,Existing Customer,56,M,3,Post-Graduate,Married,$60K - $80K,Blue,39,3,1,2,3955,2517,1438,0.484,1238,25,1.083,0.636 +708688608,Existing Customer,62,F,1,High School,Married,Less than $40K,Blue,48,5,3,1,3140,1985,1155,1.346,1626,41,0.864,0.632 +716223708,Attrited Customer,45,F,3,Uneducated,Single,Unknown,Blue,36,3,3,3,4028,710,3318,0.731,791,22,0.833,0.176 +713217858,Existing Customer,38,F,2,Uneducated,Single,Less than $40K,Blue,32,5,3,3,2264,0,2264,0.479,1204,28,0.333,0 +819352983,Existing Customer,49,M,3,Unknown,Unknown,$120K +,Blue,44,5,2,2,21620,2008,19612,0.691,1300,33,0.5,0.093 +711019308,Existing Customer,58,M,2,High School,Single,$60K - $80K,Blue,45,3,2,0,6385,1535,4850,1.138,1612,47,0.88,0.24 +768600558,Existing Customer,41,F,4,Graduate,Single,$40K - $60K,Blue,31,4,2,3,2375,1658,717,0.638,1071,28,1,0.698 +710202783,Existing Customer,33,M,2,Graduate,Married,$60K - $80K,Blue,13,3,3,3,1963,1721,242,0.68,1378,37,0.762,0.877 +712899333,Existing Customer,47,F,4,College,Single,Less than $40K,Blue,37,6,2,2,4256,1084,3172,0.63,1100,29,0.381,0.255 +767036433,Existing Customer,56,F,1,Graduate,Married,Less than $40K,Blue,49,5,1,0,5097,1152,3945,0.94,2052,45,0.607,0.226 +793473033,Existing Customer,51,M,1,Graduate,Single,$60K - $80K,Blue,45,3,2,3,3228,2517,711,0.949,1349,33,1.357,0.78 +721232058,Existing Customer,49,M,1,Graduate,Unknown,$40K - $60K,Silver,41,6,1,3,20231,977,19254,0.893,1215,36,0.714,0.048 +719443683,Attrited Customer,50,M,1,Unknown,Single,$120K +,Blue,39,3,2,3,27512,2137,25375,1.048,1149,25,0.562,0.078 +715449333,Existing Customer,55,F,3,Unknown,Married,$40K - $60K,Blue,47,5,2,0,1929,1540,389,1.142,2354,50,0.786,0.798 +717998058,Existing Customer,26,M,0,Graduate,Single,Less than $40K,Blue,13,6,3,2,2585,2019,566,0.525,2644,40,0.481,0.781 +779610033,Attrited Customer,58,M,1,College,Married,$80K - $120K,Blue,47,3,3,3,12151,1799,10352,1.022,918,14,0.556,0.148 +827332983,Existing Customer,46,M,3,High School,Single,$80K - $120K,Gold,42,3,2,2,34516,2113,32403,0.618,1362,31,1.214,0.061 +721183983,Existing Customer,48,M,4,High School,Married,$120K +,Blue,31,6,3,1,34516,1013,33503,0.575,1222,37,0.85,0.029 +718426533,Existing Customer,42,M,4,Uneducated,Divorced,$60K - $80K,Blue,32,4,1,2,5504,0,5504,0.62,1364,32,0.684,0 +710698233,Existing Customer,37,M,4,Graduate,Married,$80K - $120K,Blue,28,4,1,2,10021,1203,8818,0.93,1463,40,1,0.12 +780253533,Existing Customer,63,F,0,Unknown,Married,Less than $40K,Blue,49,5,3,0,3558,2318,1240,1.265,1631,31,0.824,0.651 +793581933,Existing Customer,50,M,3,High School,Single,$40K - $60K,Silver,44,4,3,4,19853,1513,18340,0.802,1878,55,0.41,0.076 +719229708,Existing Customer,41,F,1,High School,Single,$40K - $60K,Blue,31,6,3,2,4969,838,4131,0.591,1489,32,0.455,0.169 +715158483,Existing Customer,48,F,3,Graduate,Divorced,Less than $40K,Blue,40,3,2,3,3117,1603,1514,1.167,1437,37,0.609,0.514 +809296308,Existing Customer,46,M,2,College,Single,$80K - $120K,Blue,41,4,2,0,21526,2332,19194,0.755,1313,37,0.609,0.108 +778176108,Existing Customer,61,M,0,High School,Single,$60K - $80K,Blue,51,4,2,2,5504,1412,4092,0.722,1290,38,0.462,0.257 +796532958,Existing Customer,59,F,0,Unknown,Married,Less than $40K,Blue,53,4,3,2,5512,1124,4388,1.391,1975,49,1.579,0.204 +709345008,Attrited Customer,53,F,2,Doctorate,Married,Unknown,Blue,39,1,2,3,1438.3,0,1438.3,0.644,807,22,0.692,0 +717049533,Existing Customer,39,F,3,Doctorate,Unknown,$40K - $60K,Blue,28,5,3,0,7262,1466,5796,0.512,1438,28,0.556,0.202 +719366358,Existing Customer,51,M,3,High School,Married,$120K +,Blue,40,6,3,2,7319,1692,5627,0.701,1233,29,0.611,0.231 +721417233,Attrited Customer,45,M,2,Graduate,Married,$60K - $80K,Blue,25,3,5,3,1438.3,0,1438.3,0.676,709,27,0.421,0 +711622683,Existing Customer,48,M,4,Unknown,Single,$60K - $80K,Blue,30,4,3,3,7712,1387,6325,0.861,1597,39,0.56,0.18 +714578283,Existing Customer,47,M,1,Graduate,Married,$60K - $80K,Blue,37,6,3,0,2053,0,2053,0.865,1283,28,1.154,0 +769574883,Existing Customer,41,M,2,High School,Married,$40K - $60K,Blue,32,3,1,3,12804,2517,10287,0.892,1101,37,0.276,0.197 +717643608,Existing Customer,48,M,4,College,Married,$80K - $120K,Blue,36,3,3,2,26443,1601,24842,0.493,1593,36,0.333,0.061 +709198158,Existing Customer,50,F,4,Graduate,Single,Less than $40K,Blue,36,6,2,0,3125,1928,1197,0.412,1631,46,0.533,0.617 +712419708,Existing Customer,56,F,2,Post-Graduate,Married,Less than $40K,Blue,48,6,1,2,4930,2259,2671,1.134,2194,53,0.606,0.458 +709103358,Existing Customer,39,F,2,College,Single,Less than $40K,Blue,36,6,3,3,9476,0,9476,0.605,1128,27,0.929,0 +716966808,Existing Customer,47,M,1,Graduate,Married,$80K - $120K,Blue,37,6,3,3,11722,1667,10055,0.566,1497,35,0.25,0.142 +772264383,Existing Customer,44,M,2,Graduate,Single,$120K +,Blue,33,4,1,3,13301,0,13301,1.058,1385,50,0.515,0 +721057758,Existing Customer,61,F,1,Unknown,Married,Unknown,Blue,47,4,2,3,1438.3,0,1438.3,1.337,1449,27,1.455,0 +769137108,Attrited Customer,43,F,2,Post-Graduate,Married,Less than $40K,Blue,37,3,3,1,1438.3,0,1438.3,1.004,974,28,0.273,0 +717640083,Attrited Customer,59,M,1,High School,Married,$60K - $80K,Blue,36,3,2,3,6705,0,6705,0.749,731,18,0.5,0 +716445783,Existing Customer,42,F,2,Uneducated,Married,Unknown,Blue,31,4,2,0,22718,0,22718,0.791,1191,37,1.176,0 +708579633,Existing Customer,40,M,4,Unknown,Divorced,$40K - $60K,Gold,28,4,2,2,23981,1788,22193,0.631,1421,34,0.308,0.075 +718715583,Existing Customer,65,M,2,Unknown,Married,Less than $40K,Blue,56,4,2,4,2318,1010,1308,0.81,1256,35,0.591,0.436 +778686408,Existing Customer,48,M,1,College,Married,$60K - $80K,Blue,29,4,3,2,19324,1040,18284,0.904,1744,50,0.852,0.054 +715015683,Existing Customer,44,M,2,Graduate,Single,$40K - $60K,Blue,34,5,3,1,5331,1993,3338,0.777,1766,39,0.625,0.374 +805254708,Existing Customer,36,F,4,Unknown,Married,Unknown,Blue,31,5,2,0,15700,1276,14424,1.389,2229,48,0.778,0.081 +710462433,Existing Customer,45,M,4,Graduate,Single,$60K - $80K,Blue,30,6,2,2,17625,894,16731,1.285,1773,39,1.053,0.051 +721342383,Existing Customer,39,M,2,Graduate,Married,$80K - $120K,Blue,34,6,3,2,17438,0,17438,1.078,1860,37,0.85,0 +720179883,Existing Customer,40,M,4,College,Unknown,$80K - $120K,Blue,25,3,3,1,1962,0,1962,0.684,1179,27,0.688,0 +794977533,Attrited Customer,62,M,0,High School,Married,$60K - $80K,Blue,56,3,3,2,8077,0,8077,0.749,906,16,0.333,0 +779445108,Existing Customer,26,M,0,Graduate,Single,$40K - $60K,Blue,13,6,1,2,3290,1616,1674,0.466,2781,54,0.35,0.491 +718193958,Existing Customer,60,M,0,Uneducated,Single,Less than $40K,Blue,53,5,3,2,2402,1728,674,0.652,1650,53,0.606,0.719 +710955633,Existing Customer,54,F,3,Doctorate,Single,Less than $40K,Blue,42,6,1,0,9256,1999,7257,0.812,1446,37,0.762,0.216 +716149383,Existing Customer,62,M,0,Graduate,Married,$60K - $80K,Blue,36,6,3,3,3674,895,2779,0.658,1703,48,0.371,0.244 +752604633,Attrited Customer,57,M,2,College,Married,$40K - $60K,Blue,50,2,5,3,6462,0,6462,0.856,761,17,0.214,0 +713889933,Existing Customer,59,M,0,Graduate,Single,$40K - $60K,Blue,48,4,2,2,1638,0,1638,0.533,1536,44,0.63,0 +709446783,Existing Customer,46,M,4,Graduate,Single,$60K - $80K,Blue,38,3,3,2,4335,2480,1855,0.543,1373,36,1.118,0.572 +789115833,Existing Customer,44,M,4,High School,Single,$60K - $80K,Blue,32,5,3,2,3233,1034,2199,0.759,1256,29,0.706,0.32 +711242058,Attrited Customer,48,M,4,Unknown,Single,$80K - $120K,Blue,36,1,3,1,11862,2517,9345,0.766,643,16,0.231,0.212 +787623858,Existing Customer,43,M,2,Uneducated,Divorced,$120K +,Silver,24,4,2,0,34516,1938,32578,0.426,1215,45,0.406,0.056 +709040508,Existing Customer,57,M,4,Uneducated,Married,$120K +,Blue,38,6,6,2,19802,1961,17841,1.125,2244,58,0.706,0.099 +708864708,Existing Customer,46,M,3,College,Unknown,$80K - $120K,Blue,36,4,2,2,24869,1729,23140,0.408,1409,36,0.5,0.07 +717758583,Existing Customer,40,M,3,High School,Unknown,$60K - $80K,Blue,36,4,2,1,3624,1975,1649,0.708,1469,23,1.091,0.545 +715416633,Existing Customer,54,M,1,Unknown,Married,$80K - $120K,Blue,36,4,1,2,6175,960,5215,0.709,1847,59,0.405,0.155 +717956283,Existing Customer,57,F,1,Graduate,Single,$40K - $60K,Blue,48,5,1,0,10953,1945,9008,0.886,1277,29,0.526,0.178 +721379433,Existing Customer,44,M,4,Graduate,Married,$60K - $80K,Blue,28,6,2,3,11338,0,11338,0.695,1227,24,0.5,0 +712027683,Existing Customer,47,F,2,Doctorate,Married,Less than $40K,Blue,35,3,2,2,5544,1184,4360,0.85,1336,38,0.652,0.214 +716027208,Existing Customer,47,M,4,Doctorate,Married,$60K - $80K,Blue,36,4,1,1,19665,706,18959,1.317,1110,58,0.349,0.036 +720475233,Existing Customer,50,F,2,High School,Married,Less than $40K,Blue,43,6,2,3,2927,1412,1515,0.763,1474,26,0.857,0.482 +712275108,Existing Customer,53,F,3,College,Married,$40K - $60K,Blue,33,4,3,3,5146,1618,3528,1.073,1955,44,0.76,0.314 +718121658,Attrited Customer,56,M,1,College,Married,$60K - $80K,Blue,44,5,3,3,1704,0,1704,0.701,660,17,0.308,0 +711593808,Attrited Customer,55,M,1,High School,Married,$60K - $80K,Blue,46,2,2,3,1438.3,0,1438.3,1.037,888,18,1.25,0 +716222808,Existing Customer,53,F,4,High School,Married,Less than $40K,Blue,36,6,1,3,2974,1170,1804,1.297,1785,45,1.143,0.393 +718731183,Attrited Customer,61,M,1,Unknown,Married,$40K - $60K,Blue,49,1,2,2,5472,788,4684,0.526,705,14,0.273,0.144 +788779008,Existing Customer,57,M,2,High School,Married,$60K - $80K,Blue,38,3,1,2,2736,1822,914,0.593,1211,25,0.923,0.666 +710404533,Existing Customer,50,M,2,Graduate,Married,$80K - $120K,Blue,37,6,2,1,1438.3,862,576.3,0.65,1391,40,0.212,0.599 +711173058,Existing Customer,56,F,2,Unknown,Married,Unknown,Blue,45,4,3,0,5406,1782,3624,0.976,1407,29,0.812,0.33 +715383108,Existing Customer,52,M,2,Graduate,Single,$120K +,Blue,44,5,1,1,34516,2174,32342,0.426,1616,50,0.515,0.063 +711697158,Existing Customer,60,M,0,Graduate,Married,Less than $40K,Blue,36,6,2,2,1976,1311,665,0.995,1498,43,0.536,0.663 +709186983,Existing Customer,49,M,4,Uneducated,Married,$80K - $120K,Blue,40,3,1,1,8714,2252,6462,0.831,1536,38,0.652,0.258 +808964433,Existing Customer,46,F,4,Doctorate,Divorced,Less than $40K,Blue,41,4,1,1,8693,1378,7315,0.799,1594,45,0.452,0.159 +711948333,Existing Customer,42,M,1,Uneducated,Married,$80K - $120K,Blue,36,6,1,2,9247,710,8537,0.735,1190,30,0.5,0.077 +710541858,Existing Customer,45,M,3,High School,Married,Less than $40K,Blue,33,6,5,0,7717,1430,6287,0.822,1248,37,0.85,0.185 +713865333,Attrited Customer,45,F,4,Uneducated,Married,Less than $40K,Blue,38,3,4,3,4908,0,4908,0.993,827,21,0.75,0 +797707008,Attrited Customer,44,F,3,Doctorate,Married,Less than $40K,Blue,38,6,1,3,7222,0,7222,0.685,920,18,0.5,0 +713490483,Existing Customer,61,M,0,Uneducated,Single,$80K - $120K,Blue,48,6,2,2,21740,0,21740,0.676,1755,54,0.543,0 +720370533,Attrited Customer,55,M,3,Uneducated,Married,$60K - $80K,Blue,44,3,2,2,2323,0,2323,0.737,804,15,0.5,0 +779743908,Existing Customer,44,M,4,Unknown,Divorced,$60K - $80K,Blue,29,4,2,2,7788,0,7788,0.296,1196,30,0.429,0 +718675158,Attrited Customer,55,F,1,Unknown,Married,Less than $40K,Blue,36,4,1,3,1438.3,361,1077.3,0.963,850,22,0.692,0.251 +710784333,Existing Customer,57,M,2,Unknown,Married,$120K +,Blue,36,3,2,2,23700,1314,22386,1.487,1644,28,0.647,0.055 +816596583,Existing Customer,45,M,2,Doctorate,Married,$80K - $120K,Blue,40,6,3,1,11710,693,11017,0.914,1749,50,0.429,0.059 +717517758,Existing Customer,57,F,0,High School,Married,$40K - $60K,Blue,45,3,2,2,2278,845,1433,1.328,2307,45,0.8,0.371 +712880283,Existing Customer,31,M,0,Uneducated,Married,$40K - $60K,Blue,22,3,3,0,4048,1113,2935,0.717,1757,45,0.607,0.275 +753226158,Existing Customer,34,F,2,Graduate,Married,Less than $40K,Blue,24,6,2,2,3663,1853,1810,0.963,1826,35,1.059,0.506 +720605808,Attrited Customer,53,F,1,Graduate,Single,Less than $40K,Blue,36,2,2,3,1438.3,0,1438.3,0.672,799,17,0.214,0 +758317233,Existing Customer,35,F,1,College,Single,Unknown,Blue,28,4,5,2,3518,1575,1943,0.625,2121,60,0.579,0.448 +711028308,Existing Customer,44,F,4,Graduate,Married,Less than $40K,Blue,36,4,1,0,1717,0,1717,0.619,1468,29,0.381,0 +814852533,Existing Customer,50,M,1,Graduate,Married,$80K - $120K,Blue,45,3,2,2,16813,1185,15628,0.552,1482,46,0.643,0.07 +711526533,Existing Customer,33,M,3,Post-Graduate,Married,$80K - $120K,Blue,25,4,2,3,16434,2104,14330,0.955,1726,37,0.85,0.128 +804403908,Existing Customer,50,M,3,Graduate,Single,$60K - $80K,Blue,45,4,2,3,21872,1118,20754,0.658,1806,31,0.409,0.051 +716999883,Existing Customer,51,M,4,High School,Married,$80K - $120K,Blue,41,5,2,0,15897,1437,14460,0.584,1405,43,0.387,0.09 +716452083,Existing Customer,56,F,4,Unknown,Married,Less than $40K,Blue,46,5,3,2,4271,1150,3121,1.064,2052,50,0.724,0.269 +787599258,Existing Customer,55,F,3,Graduate,Single,Less than $40K,Blue,29,6,1,2,7361,1309,6052,0.504,1175,34,0.7,0.178 +714495258,Existing Customer,26,M,0,College,Single,Less than $40K,Blue,36,4,1,3,1438.3,479,959.3,0.553,1786,37,0.37,0.333 +717713283,Existing Customer,42,F,3,Graduate,Married,Less than $40K,Blue,33,6,3,3,8628,1077,7551,0.872,1675,58,0.415,0.125 +789317883,Existing Customer,54,M,2,College,Married,$80K - $120K,Blue,44,4,3,3,18750,1705,17045,0.807,1200,36,0.895,0.091 +714500883,Existing Customer,44,F,3,Graduate,Married,Unknown,Blue,36,4,2,3,21242,819,20423,0.499,1283,37,0.542,0.039 +789467508,Existing Customer,65,F,0,Graduate,Married,$40K - $60K,Blue,56,5,3,0,2961,1570,1391,0.908,1937,57,0.781,0.53 +710317758,Existing Customer,38,F,3,High School,Married,Unknown,Blue,29,4,2,2,11327,1528,9799,1.142,2033,38,0.727,0.135 +711231558,Existing Customer,58,M,3,High School,Married,$60K - $80K,Blue,40,6,1,3,8308,2517,5791,1.455,1915,37,1.056,0.303 +716829483,Existing Customer,39,F,3,Post-Graduate,Married,$40K - $60K,Blue,28,4,2,2,3249,2217,1032,1.06,1988,36,0.895,0.682 +779713608,Existing Customer,52,M,2,High School,Married,$120K +,Blue,36,5,1,2,2981,1358,1623,1.242,1648,30,1.5,0.456 +711628458,Existing Customer,45,F,3,Graduate,Married,Less than $40K,Blue,31,4,1,0,8829,901,7928,0.825,1902,45,0.667,0.102 +718943508,Existing Customer,42,M,3,Unknown,Single,$80K - $120K,Blue,33,3,3,2,3714,2170,1544,0.524,1454,35,0.522,0.584 +770724558,Attrited Customer,42,M,2,College,Married,$60K - $80K,Blue,28,6,1,3,7340,0,7340,0.65,838,24,0.412,0 +783561558,Existing Customer,57,M,4,Post-Graduate,Married,$120K +,Blue,51,4,2,3,16952,0,16952,0.709,1918,61,0.649,0 +719309958,Attrited Customer,55,M,3,Doctorate,Single,$80K - $120K,Blue,35,4,1,3,20865,0,20865,0.881,837,25,0.667,0 +788785083,Existing Customer,44,F,3,College,Unknown,Less than $40K,Blue,25,6,3,2,3083,1040,2043,0.729,4311,78,0.56,0.337 +780481308,Existing Customer,37,F,3,Graduate,Married,Unknown,Blue,24,3,2,2,10584,1550,9034,0.692,1567,33,0.32,0.146 +711757383,Existing Customer,50,F,3,Unknown,Married,Less than $40K,Blue,42,4,1,2,2240,0,2240,0.668,1905,39,0.345,0 +787550808,Existing Customer,51,M,2,Graduate,Married,$40K - $60K,Blue,40,5,1,2,12240,1566,10674,0.539,1422,26,0.529,0.128 +779863533,Existing Customer,37,M,1,Graduate,Married,$80K - $120K,Blue,21,6,2,0,5120,0,5120,0.867,1680,32,0.778,0 +714529233,Existing Customer,36,F,2,Graduate,Married,Less than $40K,Blue,24,3,1,3,3124,1593,1531,0.869,1652,41,0.367,0.51 +708177333,Existing Customer,51,F,2,High School,Married,Less than $40K,Silver,36,5,3,0,11261,2485,8776,0.736,1158,26,0.857,0.221 +812019933,Existing Customer,65,M,1,Uneducated,Married,$40K - $60K,Blue,56,3,3,2,2468,2021,447,0.906,1797,46,0.586,0.819 +708557358,Existing Customer,43,M,2,College,Married,$60K - $80K,Blue,28,4,2,3,22157,1355,20802,0.69,1911,55,0.571,0.061 +713580633,Existing Customer,46,M,3,Graduate,Married,$40K - $60K,Blue,32,6,2,3,11477,0,11477,0.767,1260,27,0.688,0 +711466533,Existing Customer,43,F,2,Graduate,Married,Less than $40K,Blue,33,5,2,2,3933,852,3081,0.433,1489,45,0.324,0.217 +802276683,Existing Customer,56,M,3,Graduate,Married,$80K - $120K,Blue,50,3,3,3,8022,1372,6650,0.896,1794,31,1.385,0.171 +780913308,Existing Customer,43,M,3,Unknown,Single,$60K - $80K,Blue,34,6,2,0,13771,2517,11254,0.501,1510,42,0.75,0.183 +808897683,Attrited Customer,53,M,1,Graduate,Single,$80K - $120K,Blue,48,3,3,3,30271,1406,28865,1.336,3231,47,0.306,0.046 +719428308,Existing Customer,50,M,2,High School,Unknown,$60K - $80K,Blue,41,6,2,2,3244,1762,1482,0.661,1274,32,1,0.543 +713010483,Existing Customer,43,F,3,Graduate,Married,$40K - $60K,Blue,36,6,1,3,2936,2379,557,0.694,1572,57,0.676,0.81 +717006333,Existing Customer,54,M,3,High School,Married,$80K - $120K,Blue,36,6,1,2,1438.3,1133,305.3,0.759,1935,41,0.708,0.788 +787621158,Existing Customer,33,M,2,Unknown,Married,$60K - $80K,Blue,25,6,3,3,6242,491,5751,1.054,2187,59,0.405,0.079 +716924058,Existing Customer,58,F,2,Uneducated,Married,$40K - $60K,Blue,49,3,1,3,6175,1166,5009,0.803,1417,25,0.25,0.189 +720916683,Existing Customer,41,M,3,Graduate,Single,$80K - $120K,Blue,26,4,3,2,11806,1811,9995,0.754,1465,31,0.476,0.153 +720923658,Existing Customer,48,M,3,Post-Graduate,Single,$60K - $80K,Blue,39,5,2,2,4734,954,3780,0.6,1570,45,0.452,0.202 +712710708,Existing Customer,55,M,2,High School,Single,$40K - $60K,Blue,36,5,2,0,6244,2517,3727,0.607,1445,40,0.29,0.403 +718939083,Attrited Customer,54,F,2,Graduate,Married,Less than $40K,Blue,45,3,1,3,1438.3,306,1132.3,1.035,694,15,0.364,0.213 +779519058,Existing Customer,51,F,3,Post-Graduate,Divorced,Unknown,Platinum,34,3,1,2,34516,1578,32938,0.725,1929,40,0.481,0.046 +719085933,Existing Customer,35,M,3,Graduate,Single,$80K - $120K,Blue,24,4,1,2,23561,864,22697,1.373,2447,64,1,0.037 +715124958,Existing Customer,50,M,3,Uneducated,Single,$80K - $120K,Blue,36,5,2,3,24742,1676,23066,0.566,1306,31,0.55,0.068 +712979133,Attrited Customer,55,M,4,High School,Married,$80K - $120K,Blue,41,2,2,2,27560,900,26660,1.031,646,10,0.25,0.033 +712006308,Existing Customer,45,F,0,College,Divorced,Less than $40K,Blue,35,6,1,3,5923,1686,4237,0.702,1236,35,0.591,0.285 +710801133,Existing Customer,34,M,2,Uneducated,Married,$60K - $80K,Blue,36,6,1,2,8581,2326,6255,1.226,2513,63,0.615,0.271 +712490283,Existing Customer,55,F,4,Graduate,Married,$40K - $60K,Blue,41,4,3,3,3156,2517,639,1.516,2091,48,0.778,0.798 +720071583,Attrited Customer,48,F,2,Unknown,Married,Less than $40K,Blue,36,5,1,3,7151,800,6351,0.986,854,22,0.375,0.112 +717958833,Existing Customer,46,M,4,Graduate,Married,$60K - $80K,Blue,35,5,1,2,1535,700,835,2.282,1848,25,1.083,0.456 +812420358,Attrited Customer,61,F,0,Graduate,Married,Less than $40K,Blue,56,3,3,3,2122,554,1568,0.857,949,17,0.133,0.261 +712370208,Existing Customer,48,M,1,Uneducated,Unknown,$60K - $80K,Blue,35,3,2,2,17131,1213,15918,0.604,1371,37,0.423,0.071 +715940358,Existing Customer,51,F,1,Graduate,Married,Less than $40K,Blue,42,6,2,2,5822,2387,3435,0.76,1804,49,0.75,0.41 +715041333,Existing Customer,39,M,3,Doctorate,Married,$60K - $80K,Blue,29,3,1,3,3537,2517,1020,1.021,1605,43,0.344,0.712 +712797258,Existing Customer,43,M,3,Graduate,Married,$120K +,Blue,33,3,1,3,34516,2129,32387,0.587,1463,38,0.583,0.062 +769170558,Existing Customer,53,M,3,Graduate,Single,$60K - $80K,Blue,47,6,4,3,16320,0,16320,0.757,1279,41,0.708,0 +715884858,Existing Customer,38,M,2,High School,Married,$80K - $120K,Blue,36,5,3,3,2407,843,1564,1.008,1470,28,0.4,0.35 +796343058,Existing Customer,49,F,2,High School,Single,Less than $40K,Blue,43,4,1,2,3538,0,3538,0.481,1265,38,0.462,0 +783910008,Existing Customer,37,F,0,Unknown,Married,Less than $40K,Blue,31,5,2,2,2684,1381,1303,0.794,2002,60,0.429,0.515 +718888308,Existing Customer,53,M,3,Graduate,Single,$80K - $120K,Blue,36,4,3,2,34516,2517,31999,0.741,1475,33,0.833,0.073 +785114808,Existing Customer,46,M,2,Post-Graduate,Single,$40K - $60K,Silver,40,4,2,2,15459,0,15459,0.789,1419,30,0.667,0 +709852908,Existing Customer,44,F,3,Uneducated,Single,Less than $40K,Blue,36,5,3,3,4307,0,4307,0.745,1628,37,0.542,0 +823528833,Existing Customer,50,F,1,Unknown,Single,Less than $40K,Blue,46,4,2,3,2081,1235,846,1.485,1337,29,1.071,0.593 +719679858,Existing Customer,58,F,2,Uneducated,Married,$40K - $60K,Blue,47,3,2,2,2848,1468,1380,0.517,1135,27,0.421,0.515 +827108583,Existing Customer,55,M,3,High School,Single,$120K +,Blue,51,3,1,3,34516,1266,33250,0.846,1161,26,0.368,0.037 +787833333,Existing Customer,44,M,3,College,Unknown,$80K - $120K,Blue,35,6,1,2,6361,1292,5069,1.027,1571,38,0.52,0.203 +719781183,Existing Customer,57,M,4,High School,Married,$80K - $120K,Blue,38,4,1,3,15428,1553,13875,0.747,1916,40,0.538,0.101 +710429358,Existing Customer,57,M,1,High School,Married,$40K - $60K,Blue,48,5,1,3,2544,1927,617,0.939,1346,30,0.364,0.757 +798792408,Attrited Customer,48,M,3,High School,Married,$80K - $120K,Blue,42,1,1,3,9959,0,9959,0.688,805,24,0.143,0 +710280558,Existing Customer,51,M,1,Graduate,Single,$60K - $80K,Blue,39,3,3,2,8796,2517,6279,0.492,1195,18,0.8,0.286 +809825358,Existing Customer,53,F,3,Uneducated,Married,Less than $40K,Blue,48,6,1,3,3428,1566,1862,0.557,1155,34,0.545,0.457 +714451833,Existing Customer,45,F,1,Doctorate,Single,Less than $40K,Blue,36,6,2,2,1438.3,0,1438.3,0.597,1431,34,0.545,0 +713943783,Existing Customer,41,M,4,Post-Graduate,Married,$60K - $80K,Blue,32,5,3,2,18001,906,17095,0.62,1194,25,0.471,0.05 +710706558,Existing Customer,51,F,4,Graduate,Single,Less than $40K,Blue,42,3,1,3,2680,1753,927,0.32,1154,33,0.571,0.654 +713620308,Existing Customer,46,F,2,High School,Married,Less than $40K,Blue,35,6,4,3,4675,1734,2941,0.413,1232,34,0.545,0.371 +813453408,Existing Customer,40,F,5,College,Married,Less than $40K,Blue,35,3,1,3,2448,1693,755,0.502,1269,30,0.875,0.692 +818248383,Existing Customer,33,M,2,Doctorate,Married,$60K - $80K,Blue,28,3,3,3,4049,0,4049,0.898,1742,35,1.5,0 +780106908,Existing Customer,53,M,1,High School,Single,$80K - $120K,Blue,38,6,2,2,8154,996,7158,0.594,1379,26,1,0.122 +708938508,Existing Customer,63,M,1,High School,Married,$40K - $60K,Blue,36,5,3,2,4559,1571,2988,1.441,1870,35,0.842,0.345 +709671708,Existing Customer,61,M,0,Uneducated,Single,$80K - $120K,Blue,36,4,2,1,19354,984,18370,0.956,1207,32,0.684,0.051 +711204483,Attrited Customer,56,M,4,High School,Married,$60K - $80K,Blue,46,3,3,3,2340,1930,410,0.987,781,15,0.364,0.825 +801728658,Existing Customer,53,M,2,Graduate,Single,$60K - $80K,Blue,47,6,3,0,13848,1389,12459,1.178,1773,38,0.407,0.1 +713945883,Attrited Customer,62,F,2,Graduate,Married,Less than $40K,Blue,52,4,2,2,2490,513,1977,0.678,864,20,0.333,0.206 +779558733,Existing Customer,50,F,4,Unknown,Married,Unknown,Silver,36,6,1,2,32156,1791,30365,0.906,1559,39,1.167,0.056 +788370258,Existing Customer,37,M,4,Graduate,Married,$60K - $80K,Blue,30,5,3,2,2578,2517,61,0.896,1830,64,0.524,0.976 +714927333,Existing Customer,62,F,0,Graduate,Married,Unknown,Blue,52,6,3,2,9050,1538,7512,0.77,1542,43,0.654,0.17 +710383158,Existing Customer,49,M,3,Uneducated,Single,$80K - $120K,Silver,41,4,1,2,34516,0,34516,0.499,1506,47,0.516,0 +798007308,Existing Customer,57,F,3,High School,Married,Unknown,Blue,51,6,1,0,8362,0,8362,0.528,1175,41,0.464,0 +711768858,Existing Customer,55,M,2,High School,Married,$80K - $120K,Blue,36,3,2,3,6514,2258,4256,0.785,1383,20,1.857,0.347 +714888633,Existing Customer,50,M,1,Graduate,Married,$80K - $120K,Blue,42,3,3,4,4051,1183,2868,0.794,1837,57,0.629,0.292 +712650333,Existing Customer,48,M,3,College,Married,$60K - $80K,Blue,37,3,3,2,11959,1665,10294,0.675,1191,40,0.481,0.139 +719945433,Existing Customer,60,F,1,Uneducated,Divorced,$40K - $60K,Blue,48,3,2,2,2070,0,2070,0.708,1793,53,0.963,0 +720310458,Existing Customer,46,M,1,Unknown,Single,$120K +,Blue,32,5,2,1,11840,1295,10545,0.84,1560,49,0.4,0.109 +718344033,Existing Customer,47,M,2,College,Married,$120K +,Blue,35,4,3,2,3636,1010,2626,0.596,1564,59,0.686,0.278 +715442958,Existing Customer,54,M,2,Uneducated,Married,$60K - $80K,Blue,36,3,3,3,11067,2517,8550,1.048,1843,38,1.235,0.227 +780326883,Existing Customer,53,M,2,Doctorate,Married,$60K - $80K,Blue,40,3,3,3,11262,1435,9827,0.735,2165,61,0.649,0.127 +711157833,Existing Customer,56,F,3,Graduate,Single,$40K - $60K,Blue,36,4,1,0,5108,1656,3452,0.711,1631,41,0.323,0.324 +719704308,Existing Customer,56,F,4,High School,Married,$40K - $60K,Blue,36,5,1,1,2072,1543,529,0.486,1265,32,0.391,0.745 +708772308,Existing Customer,41,M,3,Uneducated,Married,$80K - $120K,Blue,24,4,3,3,4119,1656,2463,0.561,1455,35,0.667,0.402 +817663908,Existing Customer,60,F,1,Graduate,Married,$40K - $60K,Blue,42,5,3,3,5903,1335,4568,0.914,1137,27,0.929,0.226 +780054258,Existing Customer,40,M,5,Graduate,Unknown,$40K - $60K,Blue,25,6,2,3,7860,541,7319,0.764,1367,35,0.75,0.069 +709990983,Existing Customer,49,F,3,Post-Graduate,Married,$40K - $60K,Blue,36,6,2,2,5918,842,5076,0.56,1292,26,0.733,0.142 +818045958,Existing Customer,46,M,4,Graduate,Single,$40K - $60K,Blue,41,5,3,2,6741,1745,4996,0.559,1682,46,0.438,0.259 +716380683,Existing Customer,36,F,3,High School,Married,Less than $40K,Blue,36,6,1,2,3880,1542,2338,1.015,1598,39,0.5,0.397 +787480158,Existing Customer,57,F,2,Unknown,Married,Less than $40K,Blue,45,4,2,0,2494,1639,855,0.858,1555,39,0.625,0.657 +778461408,Existing Customer,38,M,1,High School,Married,$80K - $120K,Blue,23,4,3,2,22149,987,21162,1.633,2409,36,0.8,0.045 +713861733,Existing Customer,50,M,3,Graduate,Divorced,$80K - $120K,Blue,36,4,3,1,34516,1542,32974,0.869,1770,65,0.585,0.045 +789291633,Existing Customer,62,M,0,Graduate,Married,$60K - $80K,Blue,51,3,2,0,5450,967,4483,0.701,1526,45,0.8,0.177 +789513858,Attrited Customer,43,M,3,Unknown,Married,$40K - $60K,Blue,35,2,2,3,1438.3,0,1438.3,0.694,891,28,0.4,0 +778357458,Existing Customer,44,F,5,Unknown,Single,Less than $40K,Blue,24,4,3,3,2003,1224,779,0.646,1756,42,0.355,0.611 +718325883,Existing Customer,39,M,2,Uneducated,Single,$40K - $60K,Blue,32,6,3,2,7723,1902,5821,1.181,1241,22,1,0.246 +720344658,Existing Customer,38,M,2,College,Married,$80K - $120K,Blue,23,4,1,1,18226,1847,16379,0.845,1681,43,0.87,0.101 +809292483,Existing Customer,44,F,4,College,Married,Less than $40K,Blue,39,4,2,2,8128,1846,6282,0.857,1224,32,0.778,0.227 +779791008,Existing Customer,43,M,3,High School,Married,$80K - $120K,Blue,32,6,2,3,5851,1660,4191,0.786,1572,38,0.52,0.284 +779557533,Existing Customer,54,M,1,Post-Graduate,Single,$80K - $120K,Blue,40,6,3,3,10260,942,9318,1.042,1566,50,0.562,0.092 +795904233,Existing Customer,38,F,3,Unknown,Single,Unknown,Blue,32,5,1,0,26945,727,26218,0.687,1579,40,0.6,0.027 +710573808,Existing Customer,55,M,2,Unknown,Single,$60K - $80K,Blue,36,6,3,3,2243,1418,825,0.39,1334,31,0.409,0.632 +717418158,Existing Customer,42,M,5,Unknown,Unknown,$120K +,Blue,36,4,1,2,34516,1839,32677,0.69,1230,34,0.889,0.053 +771963708,Attrited Customer,56,M,3,Unknown,Married,$60K - $80K,Blue,45,5,3,2,12248,0,12248,0.894,767,25,0.562,0 +712433508,Attrited Customer,59,F,1,Unknown,Married,Unknown,Blue,50,3,2,3,1438.3,0,1438.3,0.57,724,16,0.231,0 +779320983,Existing Customer,46,M,4,Uneducated,Single,$80K - $120K,Blue,28,4,3,2,19843,1178,18665,0.909,1638,49,0.633,0.059 +718093233,Existing Customer,55,F,2,Post-Graduate,Married,Less than $40K,Blue,45,3,3,3,2163,0,2163,0.816,1349,47,0.88,0 +719459358,Existing Customer,52,M,1,Doctorate,Married,$120K +,Blue,41,4,2,2,33864,989,32875,1.219,1751,48,0.92,0.029 +717728808,Existing Customer,39,F,2,Graduate,Married,Less than $40K,Blue,26,3,1,2,4531,1214,3317,0.813,1414,40,0.333,0.268 +788701608,Existing Customer,42,F,4,Graduate,Single,Less than $40K,Blue,26,5,2,3,2950,1705,1245,0.605,1260,32,0.6,0.578 +778506633,Attrited Customer,43,F,4,College,Married,Less than $40K,Blue,23,6,2,3,7706,392,7314,0.764,965,27,0.421,0.051 +719989008,Existing Customer,47,F,1,High School,Unknown,Unknown,Blue,36,5,1,0,25657,2216,23441,0.856,1121,25,0.667,0.086 +791839233,Existing Customer,42,F,4,Unknown,Divorced,Unknown,Blue,36,5,3,2,17536,1525,16011,0.859,1411,28,0.474,0.087 +716918508,Existing Customer,39,M,1,College,Single,$40K - $60K,Blue,24,4,3,3,3770,1197,2573,0.621,1602,49,0.441,0.318 +717321783,Existing Customer,50,M,1,Uneducated,Single,$60K - $80K,Blue,45,5,2,2,10344,1274,9070,0.445,1617,47,0.424,0.123 +799000008,Existing Customer,57,M,2,Post-Graduate,Divorced,$120K +,Blue,51,4,1,1,26437,1472,24965,0.742,1244,36,0.5,0.056 +721517208,Existing Customer,41,M,4,Unknown,Married,Less than $40K,Blue,30,4,6,1,2450,1967,483,0.589,1263,29,0.611,0.803 +719068683,Existing Customer,52,F,1,High School,Married,$40K - $60K,Blue,36,5,1,2,3136,1864,1272,0.693,1036,25,0.25,0.594 +709120008,Existing Customer,43,M,2,High School,Single,$60K - $80K,Blue,36,4,3,2,6976,0,6976,0.519,1217,39,1.438,0 +709117533,Existing Customer,42,M,3,High School,Single,$80K - $120K,Blue,36,4,3,1,21134,1508,19626,0.505,1556,35,0.842,0.071 +816594183,Existing Customer,58,F,2,Uneducated,Married,$40K - $60K,Blue,53,6,2,3,2019,1380,639,1.158,2005,62,0.59,0.684 +789485433,Existing Customer,42,M,4,College,Married,$80K - $120K,Blue,34,3,2,3,34516,668,33848,0.678,1698,67,0.763,0.019 +712881483,Existing Customer,55,M,1,Post-Graduate,Married,$80K - $120K,Blue,45,5,3,3,9959,1890,8069,1.043,2041,45,0.875,0.19 +712689333,Existing Customer,38,M,2,Unknown,Single,$80K - $120K,Blue,28,4,3,2,20241,1203,19038,0.66,1102,31,0.632,0.059 +771492408,Existing Customer,40,F,2,Graduate,Married,Less than $40K,Blue,28,3,1,2,2421,1747,674,0.691,1346,30,1.308,0.722 +711668283,Existing Customer,48,M,4,Uneducated,Married,$80K - $120K,Blue,37,5,6,3,30948,2404,28544,0.609,1511,35,0.207,0.078 +772684833,Existing Customer,32,F,1,Unknown,Married,Less than $40K,Blue,22,3,3,2,2642,2035,607,1.119,1761,42,0.909,0.77 +712960308,Existing Customer,33,F,2,High School,Single,Less than $40K,Blue,36,4,1,1,8070,2350,5720,1.03,2117,61,0.649,0.291 +713530833,Attrited Customer,58,M,2,Graduate,Married,$40K - $60K,Blue,48,2,3,3,4085,2238,1847,0.568,596,15,0.5,0.548 +756065433,Existing Customer,26,M,0,Unknown,Single,$40K - $60K,Blue,19,5,2,2,2187,1597,590,0.777,2560,46,0.314,0.73 +710997183,Existing Customer,46,M,0,Unknown,Married,$60K - $80K,Gold,36,3,3,2,34516,1092,33424,0.737,1409,39,0.345,0.032 +711146358,Existing Customer,39,F,1,Graduate,Married,Unknown,Blue,29,4,3,2,3358,1758,1600,0.723,1759,33,0.737,0.524 +716144058,Existing Customer,36,F,1,College,Single,$40K - $60K,Blue,25,6,3,3,1888,0,1888,0.928,1886,66,0.65,0 +778699908,Attrited Customer,43,M,2,Uneducated,Married,$60K - $80K,Blue,24,2,3,3,14447,0,14447,0.856,915,29,2.222,0 +713571258,Existing Customer,45,M,2,Unknown,Single,$60K - $80K,Silver,26,6,3,2,32349,1630,30719,0.646,1343,41,0.519,0.05 +711676908,Existing Customer,51,F,3,College,Married,Unknown,Blue,36,3,2,3,12605,1449,11156,0.703,1870,56,0.647,0.115 +719315508,Existing Customer,62,F,0,Unknown,Married,$40K - $60K,Blue,36,4,2,2,2964,2400,564,1.296,1557,25,1.778,0.81 +778623858,Existing Customer,58,M,0,Uneducated,Married,$80K - $120K,Blue,38,6,3,3,3785,1935,1850,1.558,1824,49,1.45,0.511 +714665733,Existing Customer,42,M,4,Graduate,Single,$60K - $80K,Blue,36,5,1,0,2727,834,1893,0.568,1294,26,0.444,0.306 +816089433,Existing Customer,49,M,4,Doctorate,Married,$60K - $80K,Blue,44,3,1,1,3343,1581,1762,1.146,1545,31,0.824,0.473 +716991933,Attrited Customer,53,F,3,Uneducated,Single,Less than $40K,Blue,35,6,3,1,9786,0,9786,0.701,820,25,0.562,0 +714534108,Existing Customer,45,F,2,High School,Married,$40K - $60K,Blue,36,4,1,3,6407,1884,4523,0.678,1675,47,0.469,0.294 +787456608,Existing Customer,29,M,2,High School,Married,$80K - $120K,Blue,15,6,2,2,4158,1635,2523,0.778,1678,37,0.542,0.393 +717090183,Existing Customer,60,M,1,Doctorate,Married,$120K +,Blue,50,6,1,2,21697,2144,19553,0.654,2117,48,0.655,0.099 +772782708,Existing Customer,50,M,3,Post-Graduate,Single,$80K - $120K,Blue,40,5,2,2,31383,1688,29695,0.765,1721,56,0.75,0.054 +710722908,Existing Customer,53,M,3,Doctorate,Single,$120K +,Blue,36,3,1,0,30883,1694,29189,0.86,1267,23,0.533,0.055 +795155433,Existing Customer,45,M,3,Unknown,Married,$80K - $120K,Blue,38,6,3,1,12918,1345,11573,1.061,1562,33,1.2,0.104 +715271733,Existing Customer,50,F,2,Uneducated,Single,Less than $40K,Blue,37,3,3,0,8520,814,7706,0.504,1193,35,0.346,0.096 +771706308,Existing Customer,46,M,2,Doctorate,Single,$80K - $120K,Blue,34,4,3,2,14310,694,13616,0.558,1254,34,0.478,0.048 +713989233,Existing Customer,61,M,0,Post-Graduate,Married,Unknown,Blue,53,6,2,3,14434,1927,12507,2.675,1731,32,3.571,0.134 +780198258,Existing Customer,46,M,4,College,Single,$120K +,Blue,36,5,2,1,7793,1705,6088,0.597,1099,39,0.696,0.219 +802002858,Attrited Customer,62,F,1,High School,Married,Unknown,Blue,56,2,1,2,8990,0,8990,0.935,747,19,0.583,0 +716290233,Existing Customer,43,F,3,Graduate,Married,$40K - $60K,Blue,33,6,2,3,4343,0,4343,0.563,1352,35,0.944,0 +828298908,Existing Customer,54,M,4,Graduate,Married,$120K +,Blue,50,4,2,0,2872,2035,837,0.613,1770,47,0.741,0.709 +788946783,Existing Customer,50,M,2,Unknown,Single,$120K +,Blue,36,5,1,3,9697,0,9697,0.759,1812,50,0.923,0 +720697908,Existing Customer,35,M,2,High School,Married,$40K - $60K,Blue,21,3,3,1,2967,1843,1124,0.681,1673,58,0.526,0.621 +780598383,Existing Customer,35,M,3,Doctorate,Single,$40K - $60K,Blue,23,4,3,2,2148,1545,603,0.682,2167,65,0.512,0.719 +715345833,Existing Customer,36,F,1,High School,Single,Less than $40K,Blue,36,6,3,1,6116,2517,3599,0.691,2369,56,0.75,0.412 +710831133,Existing Customer,42,M,3,Unknown,Married,$80K - $120K,Blue,36,5,2,2,18085,1487,16598,0.792,1582,47,1.043,0.082 +766706358,Existing Customer,39,F,2,Unknown,Married,Less than $40K,Blue,32,6,3,0,2524,1395,1129,1.048,1800,33,0.5,0.553 +816533733,Existing Customer,50,M,1,Unknown,Married,$80K - $120K,Blue,45,5,2,2,33951,0,33951,0.822,1567,44,0.467,0 +712373208,Attrited Customer,43,M,3,Doctorate,Single,$60K - $80K,Blue,35,3,3,2,3312,0,3312,0.698,647,19,0.462,0 +721433283,Existing Customer,39,F,1,High School,Single,$40K - $60K,Blue,20,3,2,2,9956,1117,8839,0.515,1447,39,0.696,0.112 +720680058,Existing Customer,47,M,2,Post-Graduate,Married,Less than $40K,Blue,36,6,1,3,3888,1663,2225,0.664,1145,37,0.423,0.428 +716909283,Existing Customer,60,M,1,Post-Graduate,Single,$80K - $120K,Blue,48,3,1,3,30655,0,30655,0.475,3280,78,0.625,0 +754654383,Existing Customer,30,M,2,High School,Married,Less than $40K,Blue,23,4,2,0,2997,1393,1604,1.12,1577,35,0.522,0.465 +719226333,Existing Customer,44,M,4,Unknown,Single,$60K - $80K,Blue,24,5,3,2,11042,2211,8831,0.897,1140,25,0.786,0.2 +779759058,Existing Customer,52,M,0,Graduate,Single,$120K +,Blue,41,6,3,2,3386,1794,1592,0.671,1736,40,1.105,0.53 +718206783,Existing Customer,45,F,4,Unknown,Single,Less than $40K,Gold,36,6,1,3,15987,1648,14339,0.732,1436,36,1.25,0.103 +715783758,Existing Customer,40,M,4,Graduate,Divorced,$120K +,Blue,30,5,3,3,25188,1295,23893,0.557,1513,38,0.583,0.051 +771190083,Existing Customer,36,F,3,Post-Graduate,Single,Less than $40K,Blue,23,6,2,1,2410,1705,705,0.798,2505,69,0.568,0.707 +713135883,Existing Customer,65,F,0,High School,Married,Unknown,Blue,53,4,3,0,4315,717,3598,0.808,1723,51,0.5,0.166 +778799583,Existing Customer,35,F,0,Unknown,Married,Less than $40K,Blue,24,6,1,1,2592,2227,365,0.633,1695,48,0.548,0.859 +808796208,Existing Customer,54,F,2,Unknown,Divorced,$40K - $60K,Blue,49,5,3,2,5476,2517,2959,0.967,1532,44,0.692,0.46 +708313608,Existing Customer,53,M,3,Unknown,Married,$80K - $120K,Blue,43,5,3,0,2464,2116,348,0.744,2110,43,1.048,0.859 +779330208,Existing Customer,62,F,1,College,Married,Less than $40K,Blue,44,3,2,3,2378,1610,768,0.448,1807,45,0.607,0.677 +794498733,Existing Customer,40,M,2,Unknown,Single,$120K +,Blue,21,6,4,3,20056,1602,18454,0.466,1687,46,0.533,0.08 +807964908,Existing Customer,41,M,4,High School,Married,$60K - $80K,Blue,36,4,2,2,8013,2025,5988,0.789,1481,45,0.452,0.253 +823845783,Existing Customer,53,M,2,Unknown,Married,$120K +,Blue,49,6,2,3,3386,1984,1402,0.573,1318,37,0.194,0.586 +711748983,Existing Customer,30,M,1,High School,Married,$60K - $80K,Blue,17,3,3,2,7906,1631,6275,0.889,1946,45,0.552,0.206 +718064283,Existing Customer,46,M,3,Uneducated,Divorced,$60K - $80K,Blue,34,4,3,0,11501,713,10788,0.84,1481,41,0.519,0.062 +710492733,Existing Customer,29,M,0,Post-Graduate,Single,$40K - $60K,Blue,19,4,1,2,13632,1482,12150,0.893,2168,42,2.5,0.109 +779016408,Existing Customer,37,F,3,Uneducated,Married,Less than $40K,Blue,27,6,1,3,2229,1791,438,1.139,1583,32,0.6,0.803 +717787533,Existing Customer,51,F,1,High School,Married,Less than $40K,Blue,40,4,1,1,5158,2190,2968,0.426,1229,34,0.478,0.425 +714851058,Existing Customer,31,M,0,Graduate,Married,$40K - $60K,Blue,21,3,3,0,2158,1729,429,1.1,1718,42,0.448,0.801 +823535133,Existing Customer,45,M,2,Uneducated,Unknown,$80K - $120K,Blue,41,6,2,2,23271,1262,22009,0.718,1402,34,0.889,0.054 +708455883,Attrited Customer,57,M,1,Graduate,Single,$80K - $120K,Blue,36,2,3,2,10244,861,9383,0.78,1127,29,0.381,0.084 +780095808,Existing Customer,43,M,3,Unknown,Divorced,$60K - $80K,Blue,30,3,2,1,2588,1669,919,0.788,1053,31,0.55,0.645 +709207458,Existing Customer,44,M,3,Graduate,Married,$40K - $60K,Blue,27,4,2,3,10747,1603,9144,0.471,1340,25,0.923,0.149 +763895958,Attrited Customer,53,M,2,High School,Married,$120K +,Blue,46,4,3,1,7474,0,7474,0.858,732,21,0.615,0 +715942683,Existing Customer,32,F,3,Graduate,Single,Less than $40K,Blue,36,3,1,3,3555,0,3555,0.813,2346,71,0.651,0 +721301733,Existing Customer,53,M,1,Graduate,Married,$80K - $120K,Blue,38,6,3,2,22140,733,21407,0.987,1580,45,0.667,0.033 +711927108,Attrited Customer,54,M,3,High School,Married,$80K - $120K,Blue,36,2,3,4,9457,350,9107,1.024,1196,28,0.333,0.037 +718083483,Existing Customer,42,M,3,Uneducated,Unknown,Less than $40K,Blue,35,4,5,0,6218,2134,4084,1.25,2086,50,0.786,0.343 +717548358,Existing Customer,38,F,1,College,Married,Less than $40K,Blue,25,3,3,1,2580,2265,315,0.824,1665,57,0.629,0.878 +816829608,Existing Customer,44,M,2,Unknown,Married,$80K - $120K,Blue,39,6,2,2,1438.3,0,1438.3,0.871,1495,39,0.393,0 +713936583,Existing Customer,54,M,2,Graduate,Married,$60K - $80K,Blue,43,6,3,1,6224,1892,4332,0.983,2187,58,0.657,0.304 +709682658,Existing Customer,37,F,4,High School,Single,$40K - $60K,Blue,36,5,3,1,3093,2517,576,0.855,1371,23,0.917,0.814 +793889508,Existing Customer,48,F,2,Graduate,Married,$40K - $60K,Blue,42,4,3,3,4076,0,4076,0.808,1235,37,0.682,0 +714648933,Existing Customer,55,F,3,Graduate,Married,Unknown,Blue,36,3,2,0,4861,1123,3738,0.938,1556,40,0.538,0.231 +711556533,Existing Customer,43,F,1,Graduate,Unknown,Unknown,Blue,36,6,3,3,9851,0,9851,1.034,1212,24,0.6,0 +717420333,Existing Customer,37,M,1,High School,Single,$60K - $80K,Blue,26,4,3,2,7349,2517,4832,0.877,2701,60,0.714,0.342 +768921933,Existing Customer,34,M,2,High School,Married,$60K - $80K,Blue,28,3,3,3,2853,2420,433,0.858,1750,47,0.808,0.848 +714311583,Existing Customer,46,F,4,Graduate,Single,Unknown,Blue,36,4,3,2,17023,1084,15939,0.928,1610,43,0.387,0.064 +717707133,Existing Customer,32,M,1,Unknown,Single,$40K - $60K,Blue,24,6,2,3,10060,2322,7738,0.894,2184,63,1.032,0.231 +716043258,Existing Customer,53,M,3,Unknown,Married,$40K - $60K,Blue,41,6,1,2,1595,870,725,0.694,1745,41,0.577,0.545 +716343408,Existing Customer,46,M,3,Graduate,Divorced,$80K - $120K,Blue,38,3,2,1,8475,1385,7090,0.611,1381,40,0.481,0.163 +718909158,Existing Customer,38,M,1,College,Married,Less than $40K,Blue,25,6,3,3,5559,658,4901,0.627,1793,37,0.947,0.118 +719471433,Existing Customer,31,F,0,Graduate,Married,Less than $40K,Blue,22,3,3,2,2917,2127,790,1.074,1831,36,1,0.729 +712763808,Existing Customer,38,M,2,Unknown,Single,$60K - $80K,Blue,36,3,3,3,6692,2037,4655,0.401,1468,36,0.241,0.304 +711147483,Attrited Customer,46,F,3,Graduate,Single,Less than $40K,Blue,28,2,2,3,8551,1067,7484,0.931,1097,32,0.778,0.125 +719788833,Existing Customer,47,M,3,High School,Married,$60K - $80K,Blue,36,6,2,3,10569,0,10569,0.838,1682,44,1,0 +715168983,Existing Customer,47,F,3,Graduate,Married,Less than $40K,Blue,36,5,2,2,7051,0,7051,0.527,1451,37,0.194,0 +714306258,Existing Customer,56,M,1,College,Married,$60K - $80K,Blue,46,3,2,1,10117,2242,7875,0.662,1509,44,0.467,0.222 +713828208,Existing Customer,47,M,2,Uneducated,Unknown,$60K - $80K,Blue,36,6,2,1,8311,0,8311,0.584,1895,57,0.425,0 +710574558,Existing Customer,47,M,4,Graduate,Single,$80K - $120K,Blue,41,5,3,2,26442,1642,24800,0.651,1403,40,0.429,0.062 +710947683,Existing Customer,64,F,0,Graduate,Married,Less than $40K,Blue,51,6,3,1,4920,1142,3778,0.507,1420,31,0.348,0.232 +711113958,Existing Customer,37,F,3,Unknown,Married,Less than $40K,Blue,25,6,2,1,1438.3,674,764.3,2.18,1717,31,0.722,0.469 +718923858,Existing Customer,42,M,1,College,Married,$60K - $80K,Silver,29,5,2,2,26750,1204,25546,0.428,1131,29,0.318,0.045 +752666508,Existing Customer,41,M,4,College,Married,$80K - $120K,Silver,34,4,3,3,34516,1347,33169,0.801,1005,22,1,0.039 +712672083,Existing Customer,65,F,0,High School,Married,Less than $40K,Blue,36,3,3,2,1438.3,747,691.3,0.491,948,24,0.714,0.519 +719863758,Existing Customer,49,F,3,Post-Graduate,Married,$40K - $60K,Blue,41,6,2,2,1869,758,1111,0.91,1549,34,0.478,0.406 +720990183,Attrited Customer,54,M,5,High School,Married,$60K - $80K,Blue,36,5,2,3,14539,0,14539,0.907,965,26,0.529,0 +720718908,Existing Customer,46,M,3,Uneducated,Single,$120K +,Blue,36,5,1,3,26977,1961,25016,0.641,1958,41,1.05,0.073 +721250358,Existing Customer,50,M,2,Unknown,Married,$40K - $60K,Blue,36,3,1,3,5426,1478,3948,0.664,1266,22,0.571,0.272 +779773533,Existing Customer,50,F,3,Unknown,Married,Less than $40K,Blue,34,6,1,3,7623,2517,5106,1.007,1367,29,1.071,0.33 +708249708,Existing Customer,48,F,1,Doctorate,Married,Less than $40K,Blue,39,3,3,3,4844,1576,3268,0.809,1489,48,0.6,0.325 +713967783,Existing Customer,62,F,0,Unknown,Married,Unknown,Blue,52,6,1,1,2683,1707,976,1.254,1582,33,0.941,0.636 +779506158,Existing Customer,39,F,1,College,Married,Less than $40K,Blue,22,3,1,2,3214,2257,957,1.279,2516,42,0.75,0.702 +759823158,Existing Customer,46,M,1,Unknown,Married,$60K - $80K,Blue,39,4,3,3,5374,2324,3050,0.423,1557,49,0.4,0.432 +716608608,Attrited Customer,41,M,2,Uneducated,Married,$80K - $120K,Blue,33,5,3,3,8004,1452,6552,0.929,1084,32,0.524,0.181 +789528183,Existing Customer,39,F,2,Graduate,Married,Unknown,Blue,31,4,2,3,1438.3,997,441.3,1.867,2583,47,0.958,0.693 +708895158,Existing Customer,46,M,2,Unknown,Married,$80K - $120K,Blue,34,3,3,3,2925,2365,560,0.691,1371,30,0.579,0.809 +824805858,Existing Customer,39,F,2,Uneducated,Single,Less than $40K,Blue,35,5,3,3,9235,1479,7756,0.843,1537,49,0.581,0.16 +720840108,Existing Customer,44,M,0,Uneducated,Married,Less than $40K,Blue,24,5,3,0,8837,2103,6734,0.559,3753,60,0.875,0.238 +787595658,Existing Customer,57,F,3,Unknown,Single,Less than $40K,Blue,29,6,1,1,8801,1421,7380,0.568,1104,31,0.292,0.161 +720244983,Existing Customer,40,M,3,Unknown,Single,$40K - $60K,Blue,28,4,1,1,3563,1707,1856,0.506,1482,42,0.312,0.479 +713220258,Existing Customer,65,F,0,High School,Married,Unknown,Blue,36,4,3,2,8138,2104,6034,0.837,1299,29,0.812,0.259 +813469458,Existing Customer,26,F,1,Graduate,Single,$40K - $60K,Blue,20,6,3,3,1438.3,673,765.3,0.595,2167,48,0.412,0.468 +788939358,Existing Customer,47,M,2,High School,Unknown,$60K - $80K,Blue,33,4,2,2,2458,1399,1059,0.739,1563,40,1.222,0.569 +718870158,Existing Customer,47,M,4,High School,Married,$60K - $80K,Blue,34,5,2,3,4592,1635,2957,0.952,1772,52,0.486,0.356 +788673708,Attrited Customer,57,F,2,High School,Married,$40K - $60K,Blue,45,2,1,3,1438.3,0,1438.3,1.036,1254,35,0.842,0 +711809283,Existing Customer,31,M,1,Unknown,Married,Less than $40K,Blue,36,3,3,3,1868,1515,353,1.359,2229,35,0.667,0.811 +816513108,Existing Customer,54,M,4,Graduate,Married,$60K - $80K,Blue,49,3,1,2,5269,1099,4170,1.178,2195,63,0.969,0.209 +718594608,Existing Customer,43,F,2,Post-Graduate,Married,Unknown,Blue,36,3,3,3,20156,1759,18397,0.476,1362,28,0.556,0.087 +823606983,Existing Customer,39,M,2,College,Married,$60K - $80K,Blue,35,4,3,2,7410,2517,4893,1.924,2398,37,1.176,0.34 +717028158,Existing Customer,53,M,3,Graduate,Married,$120K +,Blue,44,3,2,3,12163,2082,10081,1.554,2649,56,0.697,0.171 +788485908,Existing Customer,44,M,3,Unknown,Married,$60K - $80K,Blue,37,3,2,3,6224,0,6224,0.738,1463,34,0.889,0 +714472608,Existing Customer,59,M,0,College,Married,Less than $40K,Blue,49,3,3,3,4250,1095,3155,0.947,1174,27,0.8,0.258 +710793783,Existing Customer,53,F,3,Graduate,Married,Unknown,Blue,40,6,3,1,12059,1978,10081,0.877,1836,36,0.895,0.164 +794340033,Existing Customer,34,F,3,Uneducated,Married,$40K - $60K,Blue,28,5,1,3,2799,1762,1037,0.986,1817,39,0.56,0.63 +716462658,Existing Customer,47,M,4,Doctorate,Single,$80K - $120K,Blue,36,3,1,1,18037,0,18037,0.74,1387,36,0.333,0 +718050033,Existing Customer,54,M,2,College,Married,$120K +,Blue,43,3,2,3,5657,1719,3938,0.606,2028,55,0.667,0.304 +714023808,Existing Customer,42,F,2,Graduate,Married,Unknown,Blue,33,6,1,1,13770,2517,11253,0.788,1582,36,0.385,0.183 +716341833,Existing Customer,53,F,3,College,Married,Less than $40K,Blue,44,6,2,3,4646,1730,2916,0.683,1774,37,0.85,0.372 +719648358,Existing Customer,50,M,2,Graduate,Single,$80K - $120K,Blue,35,3,3,1,2514,1521,993,0.638,1636,36,0.385,0.605 +816600933,Attrited Customer,56,M,0,College,Married,$80K - $120K,Blue,51,3,2,3,14501,0,14501,0.854,1031,25,0.389,0 +714208533,Attrited Customer,43,M,3,High School,Married,$60K - $80K,Blue,36,1,3,3,8663,288,8375,0.639,916,33,0.32,0.033 +713095533,Existing Customer,44,F,4,High School,Divorced,Less than $40K,Blue,36,5,3,3,2333,1485,848,0.692,1198,31,0.722,0.637 +809967783,Existing Customer,34,F,4,Graduate,Divorced,$40K - $60K,Blue,26,5,5,3,3038,1539,1499,0.707,2189,54,0.688,0.507 +715848408,Existing Customer,61,M,1,Graduate,Unknown,$80K - $120K,Blue,52,6,6,1,8851,0,8851,0.731,1257,36,0.44,0 +714414483,Existing Customer,54,F,0,Unknown,Married,Less than $40K,Blue,44,6,3,1,2945,2206,739,0.983,1503,35,0.842,0.749 +708655983,Existing Customer,49,F,3,High School,Divorced,Unknown,Blue,40,3,3,2,5267,0,5267,0.442,1353,24,0.263,0 +720426708,Attrited Customer,56,M,3,High School,Single,$60K - $80K,Blue,45,2,1,3,8512,0,8512,1.038,811,27,1.25,0 +713743158,Existing Customer,47,M,1,Graduate,Married,$60K - $80K,Blue,36,4,3,2,19063,1714,17349,0.786,1270,21,0.615,0.09 +721279083,Existing Customer,53,M,4,Graduate,Single,$80K - $120K,Blue,33,5,3,3,5376,1177,4199,0.939,1840,53,0.606,0.219 +779149683,Existing Customer,30,F,0,Graduate,Divorced,Unknown,Blue,13,5,1,2,7772,1890,5882,0.754,2585,75,0.829,0.243 +714970458,Existing Customer,39,F,2,High School,Married,$40K - $60K,Blue,29,6,1,1,9173,2047,7126,1.419,1807,33,0.737,0.223 +719070108,Existing Customer,44,M,2,Graduate,Married,$80K - $120K,Silver,35,4,1,3,34516,1726,32790,0.867,1729,52,0.677,0.05 +715490733,Existing Customer,54,F,3,Uneducated,Single,Unknown,Blue,36,5,1,2,11975,1542,10433,0.77,1211,35,0.4,0.129 +714989583,Existing Customer,46,M,2,Graduate,Married,$60K - $80K,Blue,36,3,2,3,15405,1691,13714,0.814,1763,44,0.189,0.11 +820355433,Existing Customer,43,M,3,Unknown,Single,$40K - $60K,Blue,38,6,1,1,2615,0,2615,0.589,1395,34,0.259,0 +715901508,Existing Customer,35,M,1,High School,Married,$80K - $120K,Blue,25,6,1,2,23991,2307,21684,0.912,1843,43,0.72,0.096 +710370483,Existing Customer,39,F,4,College,Married,Less than $40K,Blue,31,4,3,3,1888,1292,596,0.772,1517,33,1.357,0.684 +778573233,Existing Customer,61,F,1,Graduate,Married,Less than $40K,Blue,54,3,2,2,3102,2091,1011,0.704,1977,50,1,0.674 +708833133,Existing Customer,40,F,3,Graduate,Divorced,Less than $40K,Blue,29,5,2,2,3170,2517,653,1.301,2027,49,0.815,0.794 +719885883,Existing Customer,53,M,3,College,Single,$120K +,Blue,36,6,2,0,34516,1901,32615,0.914,1497,43,1.15,0.055 +712523283,Existing Customer,55,M,2,Unknown,Married,$120K +,Blue,41,4,3,2,14938,0,14938,0.49,1134,31,0.632,0 +711309033,Existing Customer,41,M,2,Unknown,Single,$60K - $80K,Blue,24,6,2,2,17298,2310,14988,0.844,3663,65,0.806,0.134 +708134283,Existing Customer,35,M,2,Uneducated,Married,Less than $40K,Blue,36,4,3,3,3131,629,2502,0.749,1483,31,0.632,0.201 +720147633,Existing Customer,61,M,1,Unknown,Single,$40K - $60K,Blue,47,3,2,2,11915,1631,10284,0.748,1956,63,0.537,0.137 +708983658,Attrited Customer,51,M,2,Uneducated,Single,$120K +,Blue,39,3,3,1,16868,0,16868,0.938,940,25,0.471,0 +766285608,Existing Customer,42,M,3,High School,Single,$40K - $60K,Blue,35,4,3,3,3266,1900,1366,1.568,2183,56,0.75,0.582 +779715108,Existing Customer,46,M,2,Unknown,Divorced,$80K - $120K,Blue,30,3,3,3,2770,1286,1484,1.068,2920,74,0.721,0.464 +798035358,Existing Customer,46,F,4,High School,Single,Less than $40K,Blue,40,3,2,2,3556,2172,1384,0.402,1221,41,0.708,0.611 +719391783,Existing Customer,46,M,4,Uneducated,Married,$40K - $60K,Blue,35,3,2,2,9149,1566,7583,0.971,1790,60,0.765,0.171 +809342208,Existing Customer,26,M,0,Graduate,Single,Unknown,Blue,19,4,1,2,1438.3,0,1438.3,0.472,2005,47,0.469,0 +780713058,Existing Customer,46,M,3,High School,Married,$60K - $80K,Blue,35,4,3,3,14701,1635,13066,0.618,3490,69,0.533,0.111 +779338683,Existing Customer,62,M,1,Graduate,Married,$60K - $80K,Blue,44,5,2,2,14825,962,13863,0.76,1904,49,0.531,0.065 +783387783,Existing Customer,55,M,2,Uneducated,Divorced,$60K - $80K,Blue,49,4,5,3,10127,1873,8254,0.573,1647,53,0.472,0.185 +787800108,Existing Customer,55,M,2,College,Married,$80K - $120K,Blue,45,5,1,2,2929,2431,498,1.632,1903,39,0.625,0.83 +721397808,Existing Customer,32,M,0,High School,Married,$40K - $60K,Blue,24,5,2,0,3735,1176,2559,1.184,1564,41,0.708,0.315 +778698408,Existing Customer,37,F,4,Uneducated,Married,Less than $40K,Blue,18,5,1,2,2930,2024,906,0.903,1686,34,0.7,0.691 +709545333,Existing Customer,33,F,4,High School,Single,Unknown,Blue,29,6,2,3,12716,1496,11220,1.032,2412,64,0.6,0.118 +716032233,Existing Customer,42,M,2,College,Married,$80K - $120K,Blue,32,5,2,2,22120,1805,20315,0.65,3981,65,0.667,0.082 +717835908,Existing Customer,33,M,2,Post-Graduate,Married,$80K - $120K,Blue,22,3,3,3,1438.3,681,757.3,1.542,2730,48,0.778,0.473 +719466558,Existing Customer,60,F,0,High School,Single,Unknown,Blue,36,3,2,2,4546,0,4546,0.66,1361,34,0.308,0 +778663458,Attrited Customer,65,M,1,High School,Married,Less than $40K,Blue,47,3,2,1,1759,0,1759,1.058,821,18,0.5,0 +716024808,Attrited Customer,57,M,1,Graduate,Married,$80K - $120K,Blue,36,3,3,3,4829,2418,2411,0.601,938,21,0.4,0.501 +713008308,Existing Customer,59,F,0,Unknown,Married,Less than $40K,Blue,47,5,3,2,7692,1678,6014,1.423,1861,42,0.5,0.218 +794831733,Existing Customer,45,F,5,Graduate,Married,Less than $40K,Blue,39,4,3,2,2156,1208,948,0.569,1345,28,0.647,0.56 +713854608,Existing Customer,62,M,1,Uneducated,Married,$60K - $80K,Blue,36,6,3,3,9521,1669,7852,1.308,2444,63,0.4,0.175 +715993608,Existing Customer,51,M,2,College,Single,$120K +,Blue,41,6,3,2,26714,2517,24197,0.758,1686,50,0.724,0.094 +789368658,Existing Customer,57,M,2,Graduate,Married,$80K - $120K,Blue,47,6,2,3,2092,1387,705,0.731,1468,30,0.304,0.663 +802817358,Existing Customer,38,F,3,High School,Married,Unknown,Blue,32,4,2,1,11594,2072,9522,0.983,2320,51,0.594,0.179 +708098133,Existing Customer,32,F,0,Graduate,Married,Less than $40K,Blue,19,6,1,0,2834,1418,1416,1.458,1598,39,0.773,0.5 +801499908,Existing Customer,43,F,4,Graduate,Married,Less than $40K,Blue,37,4,3,2,4724,2056,2668,0.423,1232,31,0.55,0.435 +824770683,Existing Customer,51,F,0,Unknown,Divorced,Less than $40K,Blue,47,6,4,3,3049,1151,1898,0.533,4027,76,0.52,0.378 +718310733,Existing Customer,50,M,2,Unknown,Divorced,$80K - $120K,Blue,36,4,3,1,20614,0,20614,0.926,1922,48,0.6,0 +708162558,Existing Customer,64,F,0,Uneducated,Married,Unknown,Blue,54,6,1,2,3250,1992,1258,0.715,1355,36,0.565,0.613 +721129383,Existing Customer,53,F,1,Doctorate,Married,Less than $40K,Blue,36,3,1,2,3128,2517,611,0.696,2361,42,0.826,0.805 +721249158,Attrited Customer,42,M,2,Uneducated,Single,$60K - $80K,Blue,30,2,2,3,6414,0,6414,0.718,708,14,0.4,0 +721049658,Existing Customer,53,M,3,Graduate,Single,$80K - $120K,Blue,34,6,3,0,2506,0,2506,0.598,1687,62,0.59,0 +806392908,Existing Customer,52,F,4,High School,Single,Unknown,Blue,47,6,2,3,7469,2338,5131,0.441,1212,33,0.32,0.313 +714886533,Existing Customer,60,F,2,High School,Married,Less than $40K,Blue,36,4,3,2,3460,2517,943,1.144,1752,34,1.125,0.727 +772375533,Existing Customer,30,M,1,Graduate,Married,$80K - $120K,Blue,19,5,3,2,9959,2377,7582,1.1,1560,39,0.696,0.239 +826775058,Existing Customer,43,F,3,Uneducated,Married,Less than $40K,Blue,39,4,1,2,4175,2517,1658,0.551,1520,36,0.44,0.603 +711878733,Existing Customer,60,M,1,Uneducated,Married,$60K - $80K,Blue,48,3,1,3,10264,2073,8191,0.62,1685,45,0.364,0.202 +714550383,Existing Customer,46,M,2,High School,Single,$40K - $60K,Blue,36,4,3,3,4129,0,4129,0.96,1678,40,1,0 +712636308,Existing Customer,65,F,2,High School,Married,$40K - $60K,Blue,45,6,2,2,2658,1514,1144,1.193,1627,26,1,0.57 +772139433,Existing Customer,44,F,2,College,Single,$40K - $60K,Blue,33,4,2,3,4589,1240,3349,0.856,1637,61,0.906,0.27 +709058808,Existing Customer,56,F,2,College,Married,Less than $40K,Blue,36,6,1,2,2781,1035,1746,0.816,1707,42,1.211,0.372 +813240408,Existing Customer,45,F,4,High School,Married,Unknown,Blue,39,4,3,2,24880,836,24044,0.701,1208,25,1.083,0.034 +767753958,Existing Customer,37,M,3,Graduate,Unknown,$40K - $60K,Blue,31,6,1,2,8504,1956,6548,0.963,1881,51,0.417,0.23 +710111733,Existing Customer,48,M,2,High School,Married,$80K - $120K,Blue,39,5,1,3,8091,1996,6095,0.646,1360,28,0.647,0.247 +761544333,Existing Customer,37,F,4,College,Married,$40K - $60K,Blue,30,4,4,3,3417,2517,900,0.992,1641,32,0.882,0.737 +788814783,Existing Customer,39,M,1,Uneducated,Single,$60K - $80K,Blue,22,4,3,3,9204,845,8359,0.673,1820,58,0.611,0.092 +715034358,Existing Customer,41,M,2,Graduate,Married,$120K +,Blue,32,5,2,3,14302,2097,12205,0.407,1505,35,0.591,0.147 +709624533,Existing Customer,55,F,2,High School,Married,Less than $40K,Blue,45,5,2,0,3187,2517,670,1.144,1627,38,0.652,0.79 +709942383,Existing Customer,34,M,1,Graduate,Married,$80K - $120K,Blue,36,5,3,2,6313,782,5531,0.931,1703,34,0.889,0.124 +803957508,Existing Customer,52,M,2,Unknown,Single,$80K - $120K,Blue,47,6,1,3,15904,1024,14880,0.369,1433,33,0.5,0.064 +713378133,Existing Customer,54,F,0,Post-Graduate,Single,Less than $40K,Silver,39,6,2,3,11696,2288,9408,0.973,2445,60,0.765,0.196 +709217358,Existing Customer,40,M,3,Post-Graduate,Married,$80K - $120K,Blue,36,5,3,2,20371,1832,18539,0.907,1665,45,0.8,0.09 +720998358,Existing Customer,52,M,0,High School,Married,$120K +,Silver,41,3,3,1,34516,1043,33473,0.562,1489,38,0.357,0.03 +721051908,Existing Customer,45,M,3,Graduate,Single,$60K - $80K,Blue,33,3,1,3,7552,0,7552,0.463,1393,32,0.455,0 +715232058,Existing Customer,61,M,0,Post-Graduate,Married,$40K - $60K,Blue,53,5,1,2,5561,1434,4127,1.423,1820,42,0.826,0.258 +806250783,Existing Customer,57,F,2,High School,Married,Less than $40K,Blue,52,6,3,2,1441,0,1441,1.364,2742,58,0.758,0 +817245183,Existing Customer,51,M,2,Unknown,Unknown,$120K +,Blue,33,6,2,2,19715,1014,18701,1.437,1979,40,0.667,0.051 +713670333,Existing Customer,60,M,1,Unknown,Single,Less than $40K,Blue,52,5,3,2,2486,1464,1022,0.731,1378,27,0.421,0.589 +826477083,Existing Customer,48,F,2,College,Married,Less than $40K,Blue,44,5,1,3,4570,2439,2131,0.693,1520,34,0.7,0.534 +788728608,Existing Customer,34,M,0,High School,Married,$40K - $60K,Blue,13,3,3,2,3870,1394,2476,0.827,1588,36,0.714,0.36 +717190533,Existing Customer,49,M,4,High School,Married,$60K - $80K,Blue,36,6,3,2,12938,661,12277,0.725,1282,32,0.778,0.051 +716580033,Existing Customer,53,M,3,High School,Married,$120K +,Blue,36,3,1,3,21178,1796,19382,1.182,1872,59,1.107,0.085 +711644508,Existing Customer,34,M,2,Uneducated,Single,$80K - $120K,Blue,36,3,2,0,12182,1136,11046,0.753,2295,63,0.5,0.093 +714334383,Existing Customer,54,M,2,Graduate,Married,$60K - $80K,Blue,42,6,2,0,3583,0,3583,1.088,1065,28,1.545,0 +720611058,Existing Customer,40,M,3,Graduate,Single,$120K +,Blue,27,4,2,3,17018,0,17018,0.69,1550,47,0.621,0 +712420833,Existing Customer,49,F,5,College,Single,Unknown,Blue,41,6,3,2,16031,2245,13786,0.635,1527,57,0.462,0.14 +713845083,Attrited Customer,41,F,4,High School,Single,Less than $40K,Blue,36,6,2,3,4203,2517,1686,0.771,1489,43,0.536,0.599 +713756508,Existing Customer,46,M,3,Graduate,Divorced,Less than $40K,Blue,36,5,1,3,4213,997,3216,0.668,1264,30,0.667,0.237 +735565158,Existing Customer,46,M,4,Graduate,Married,$60K - $80K,Blue,33,6,2,2,21548,1180,20368,0.52,1582,38,0.652,0.055 +714131058,Existing Customer,30,M,0,Graduate,Unknown,$60K - $80K,Blue,36,3,5,3,18513,2517,15996,0.524,1567,33,0.941,0.136 +717180633,Existing Customer,59,M,1,Post-Graduate,Married,$40K - $60K,Blue,36,4,2,2,2483,1372,1111,1.642,1704,35,0.458,0.553 +717295683,Existing Customer,50,M,0,Doctorate,Single,$80K - $120K,Blue,38,5,2,2,3460,1881,1579,0.622,1546,35,1.059,0.544 +713128833,Existing Customer,49,M,2,Unknown,Unknown,$60K - $80K,Blue,36,5,3,2,6511,1790,4721,0.397,1478,38,0.267,0.275 +813499458,Attrited Customer,45,M,5,High School,Unknown,$60K - $80K,Blue,40,3,3,1,1438.3,0,1438.3,1.23,2132,31,0.107,0 +710070183,Existing Customer,53,F,1,High School,Single,Less than $40K,Blue,36,3,2,2,2615,1772,843,0.611,1419,38,0.357,0.678 +789605658,Existing Customer,42,F,1,Doctorate,Married,$40K - $60K,Blue,35,4,3,2,2985,2355,630,0.602,1065,27,0.588,0.789 +710045058,Existing Customer,46,M,5,High School,Married,$40K - $60K,Silver,28,5,1,3,18797,2158,16639,0.446,1364,40,0.538,0.115 +710164683,Existing Customer,33,M,1,Graduate,Married,$60K - $80K,Blue,22,3,1,3,2859,2517,342,1.254,2247,36,0.636,0.88 +710802258,Existing Customer,46,F,2,Graduate,Married,Less than $40K,Blue,38,4,3,0,2888,2245,643,0.772,1111,26,0.368,0.777 +721036233,Existing Customer,61,M,0,High School,Married,$60K - $80K,Blue,36,4,3,3,9172,1567,7605,1.451,1836,42,0.75,0.171 +710036508,Existing Customer,42,M,5,Uneducated,Married,$40K - $60K,Blue,34,5,3,2,14281,1519,12762,0.256,1164,35,0.522,0.106 +717776808,Existing Customer,47,F,4,Graduate,Single,Less than $40K,Blue,39,3,2,3,7353,1450,5903,0.739,2005,54,0.459,0.197 +714906033,Existing Customer,47,F,2,Graduate,Single,Less than $40K,Blue,36,6,2,2,5145,0,5145,0.693,1588,35,0.944,0 +714273708,Existing Customer,53,F,4,Graduate,Married,$40K - $60K,Blue,36,3,2,3,4753,2472,2281,1.274,2242,49,0.815,0.52 +721117533,Existing Customer,46,F,3,Graduate,Single,Less than $40K,Blue,26,3,3,3,2171,1418,753,0.505,1415,45,0.406,0.653 +715374558,Existing Customer,26,M,0,College,Divorced,Less than $40K,Blue,36,5,2,3,4150,456,3694,1.126,2483,74,0.542,0.11 +824807658,Existing Customer,45,M,3,Graduate,Married,$60K - $80K,Blue,41,6,3,3,9106,2477,6629,0.515,1239,33,0.737,0.272 +714940608,Existing Customer,36,M,2,High School,Divorced,$40K - $60K,Blue,36,3,3,2,2686,1733,953,0.706,2057,53,0.71,0.645 +824782008,Existing Customer,42,M,3,High School,Unknown,$60K - $80K,Blue,38,5,1,2,10239,510,9729,0.344,1228,26,0.529,0.05 +717561108,Existing Customer,52,M,1,Graduate,Married,$80K - $120K,Blue,36,4,3,2,34516,549,33967,0.78,1629,32,0.778,0.016 +717127083,Existing Customer,37,M,3,Graduate,Married,$120K +,Blue,25,3,3,0,15017,1733,13284,0.635,2076,58,0.487,0.115 +772460508,Existing Customer,53,M,1,Uneducated,Married,$40K - $60K,Blue,43,3,1,2,4426,1530,2896,0.518,1231,34,0.214,0.346 +720484908,Existing Customer,65,F,1,Post-Graduate,Married,$40K - $60K,Blue,52,5,3,3,2155,0,2155,1.423,1655,27,1.25,0 +771237933,Existing Customer,47,M,1,Uneducated,Unknown,$80K - $120K,Blue,34,4,1,3,20620,1085,19535,1.276,1477,23,0.533,0.053 +794664183,Existing Customer,38,M,0,Uneducated,Married,$60K - $80K,Blue,19,3,1,3,3238,2146,1092,0.673,1501,45,0.667,0.663 +797488158,Existing Customer,52,M,2,High School,Married,$60K - $80K,Blue,46,5,3,0,14316,1081,13235,0.67,1313,36,0.636,0.076 +708543258,Existing Customer,36,M,3,High School,Married,$80K - $120K,Blue,36,5,3,2,2607,1880,727,1.464,2045,39,0.95,0.721 +778706508,Existing Customer,43,M,4,College,Married,$60K - $80K,Blue,24,3,5,4,6231,0,6231,1.054,1448,30,0.875,0 +712240083,Attrited Customer,38,F,3,Unknown,Single,Less than $40K,Blue,30,6,2,2,3730,2517,1213,0.853,858,22,0.467,0.675 +713650683,Existing Customer,65,F,0,Graduate,Married,Less than $40K,Blue,56,4,1,4,3094,2266,828,0.724,1591,37,0.321,0.732 +772532208,Attrited Customer,51,F,2,Doctorate,Married,Less than $40K,Blue,41,2,2,3,6630,916,5714,0.927,842,24,0.5,0.138 +778929783,Attrited Customer,40,M,3,Graduate,Divorced,$80K - $120K,Blue,22,2,2,3,1925,0,1925,0.672,781,28,0.75,0 +714244383,Existing Customer,39,M,3,College,Unknown,$80K - $120K,Blue,36,4,2,3,33406,1692,31714,1.242,1529,30,0.875,0.051 +718797558,Existing Customer,39,F,1,Graduate,Married,Unknown,Blue,30,3,2,3,2917,1357,1560,1.593,2422,46,0.438,0.465 +712821333,Existing Customer,60,M,0,Uneducated,Married,$60K - $80K,Blue,47,3,3,3,9452,2517,6935,0.73,1825,50,0.613,0.266 +721120008,Existing Customer,43,F,2,Uneducated,Single,$40K - $60K,Blue,29,6,3,2,2162,1377,785,0.6,1555,29,0.706,0.637 +709633533,Existing Customer,31,M,2,Uneducated,Married,Less than $40K,Blue,18,3,2,4,1438.3,0,1438.3,1.561,2789,50,1.083,0 +710789058,Existing Customer,55,M,1,Graduate,Single,$120K +,Blue,42,4,2,3,34516,1478,33038,0.967,1308,41,0.414,0.043 +716174433,Existing Customer,65,F,1,College,Married,Less than $40K,Blue,54,3,3,3,2888,1134,1754,1.479,2489,54,0.742,0.393 +789886533,Existing Customer,54,F,1,High School,Married,Less than $40K,Blue,44,3,3,3,3947,1746,2201,0.478,1110,21,0.4,0.442 +715210308,Existing Customer,40,F,1,High School,Married,Unknown,Blue,31,3,3,4,15970,1212,14758,0.542,1260,32,0.524,0.076 +721038408,Existing Customer,38,F,2,High School,Married,Less than $40K,Blue,27,4,1,2,1830,0,1830,0.736,1741,43,0.654,0 +713325108,Existing Customer,36,M,2,Post-Graduate,Married,$60K - $80K,Blue,29,5,3,3,7712,2517,5195,0.676,1845,40,0.739,0.326 +720352533,Existing Customer,43,M,3,High School,Unknown,$60K - $80K,Blue,36,5,3,3,20811,1425,19386,0.382,1483,38,0.52,0.068 +708431433,Existing Customer,41,M,3,Graduate,Married,$120K +,Blue,31,3,3,2,11789,1420,10369,0.659,1463,32,0.684,0.12 +716996583,Existing Customer,50,M,3,High School,Divorced,$120K +,Blue,37,3,1,2,3073,1792,1281,1.099,1734,35,1.188,0.583 +718699683,Existing Customer,48,M,3,College,Married,$80K - $120K,Silver,36,6,2,2,34516,0,34516,0.691,1733,54,0.636,0 +771359958,Existing Customer,39,M,4,Unknown,Single,$120K +,Silver,26,6,2,2,34516,2517,31999,0.887,1689,42,1.1,0.073 +716604633,Existing Customer,55,F,2,Post-Graduate,Married,$40K - $60K,Blue,46,6,2,2,6725,2025,4700,0.604,1865,53,0.767,0.301 +813952233,Existing Customer,44,M,3,Graduate,Unknown,Less than $40K,Blue,39,5,2,4,2978,2134,844,0.579,1413,46,0.394,0.717 +713053383,Attrited Customer,42,M,3,Graduate,Married,$80K - $120K,Blue,36,1,1,3,34516,781,33735,0.803,853,12,0.091,0.023 +709979583,Existing Customer,54,M,3,Graduate,Married,$120K +,Blue,46,3,1,3,34516,854,33662,0.928,1999,54,0.8,0.025 +709380333,Existing Customer,57,M,1,Uneducated,Married,$120K +,Blue,36,6,2,3,24545,1735,22810,0.664,1671,45,0.5,0.071 +778574283,Existing Customer,53,F,1,Uneducated,Married,$40K - $60K,Blue,46,5,2,3,1438.3,0,1438.3,0.743,2118,64,0.455,0 +789875883,Existing Customer,41,F,4,Uneducated,Single,Less than $40K,Blue,31,5,1,2,2490,627,1863,0.345,1391,45,0.364,0.252 +714661233,Existing Customer,39,M,1,Graduate,Single,$120K +,Blue,24,6,2,4,10074,2517,7557,0.77,1729,52,0.926,0.25 +813915933,Existing Customer,45,M,2,Graduate,Divorced,$40K - $60K,Blue,40,3,3,2,2259,954,1305,0.695,1393,35,0.842,0.422 +708358683,Existing Customer,46,M,2,Graduate,Married,$80K - $120K,Silver,35,6,3,2,34516,1236,33280,0.549,1665,40,0.667,0.036 +824761458,Existing Customer,54,M,2,High School,Married,$80K - $120K,Blue,50,4,2,3,9519,1936,7583,0.929,2489,62,1,0.203 +715362183,Existing Customer,40,F,4,Graduate,Married,Unknown,Blue,36,3,1,2,3706,1043,2663,0.384,1688,38,0.583,0.281 +721194858,Existing Customer,48,M,4,Graduate,Unknown,$80K - $120K,Blue,40,6,2,2,4438,2472,1966,0.69,1725,60,0.622,0.557 +803595858,Attrited Customer,56,F,3,High School,Married,$40K - $60K,Blue,51,5,2,1,1438.3,0,1438.3,0.597,594,14,0.556,0 +716198358,Existing Customer,33,F,4,Post-Graduate,Married,$40K - $60K,Blue,36,4,2,3,2372,1887,485,0.8,1852,55,0.618,0.796 +714173808,Existing Customer,44,F,4,Graduate,Single,Less than $40K,Blue,34,5,1,2,4214,1249,2965,0.542,1389,34,0.478,0.296 +709465758,Existing Customer,62,F,1,Post-Graduate,Married,Less than $40K,Blue,53,3,1,3,1438.3,0,1438.3,0.699,902,31,0.409,0 +714081558,Existing Customer,33,F,0,Graduate,Married,Unknown,Blue,36,4,2,4,2613,1599,1014,0.749,1387,31,0.722,0.612 +717364458,Existing Customer,36,F,3,High School,Married,Less than $40K,Blue,26,6,1,4,4331,1445,2886,1.07,2053,33,1.75,0.334 +778755858,Existing Customer,46,M,3,Graduate,Unknown,$80K - $120K,Blue,27,5,1,3,3665,1725,1940,0.495,1881,55,0.618,0.471 +710754933,Attrited Customer,61,F,0,Graduate,Married,Less than $40K,Blue,49,6,2,3,1438.3,0,1438.3,0.94,840,20,0.818,0 +720007383,Attrited Customer,41,F,2,Unknown,Single,Unknown,Blue,28,2,1,3,4411,2517,1894,0.988,803,15,0.875,0.571 +810220833,Existing Customer,42,M,4,Graduate,Unknown,$40K - $60K,Silver,37,3,6,2,15871,2086,13785,0.745,1562,43,0.955,0.131 +718362783,Attrited Customer,35,M,2,Graduate,Married,$80K - $120K,Blue,27,3,2,3,12643,0,12643,0.393,787,21,0.167,0 +708267858,Existing Customer,65,F,0,High School,Married,$40K - $60K,Blue,36,5,2,3,6088,2145,3943,1.371,2098,52,0.733,0.352 +708856983,Attrited Customer,36,M,3,Post-Graduate,Married,$120K +,Blue,27,2,1,2,13873,0,13873,0.233,694,18,0.286,0 +715588908,Existing Customer,42,F,4,Graduate,Single,Less than $40K,Blue,32,3,2,3,6158,0,6158,1.411,3132,66,0.784,0 +772674933,Existing Customer,51,M,1,Uneducated,Married,$80K - $120K,Blue,41,5,3,3,5638,808,4830,0.781,2036,50,0.613,0.143 +720148983,Existing Customer,54,F,1,Uneducated,Married,Less than $40K,Blue,40,5,2,4,2178,1144,1034,1.585,1724,47,1.043,0.525 +720650208,Existing Customer,40,F,3,College,Unknown,$40K - $60K,Blue,22,3,3,3,12588,2005,10583,0.996,1561,26,1,0.159 +769732233,Existing Customer,40,M,5,Graduate,Married,$80K - $120K,Blue,34,6,2,4,11942,1651,10291,0.598,1085,29,0.208,0.138 +713030958,Existing Customer,57,F,2,College,Married,Less than $40K,Blue,44,6,3,2,3914,0,3914,0.524,1964,54,0.8,0 +711320508,Existing Customer,57,M,4,Graduate,Married,$80K - $120K,Blue,49,4,2,4,3038,1410,1628,0.644,1762,34,0.7,0.464 +795795408,Existing Customer,53,M,2,Uneducated,Married,$40K - $60K,Blue,47,3,1,3,5579,1423,4156,0.503,1514,47,1.136,0.255 +717904383,Existing Customer,40,M,2,Graduate,Married,$80K - $120K,Blue,31,5,1,2,18693,2052,16641,0.5,1516,44,0.63,0.11 +714115533,Existing Customer,28,M,0,Graduate,Married,Less than $40K,Blue,18,5,1,3,2943,1789,1154,1.271,2591,55,0.897,0.608 +712475733,Existing Customer,38,F,3,High School,Married,Less than $40K,Blue,28,4,2,3,2435,1888,547,0.922,1847,39,0.696,0.775 +718996758,Existing Customer,37,F,2,Graduate,Married,Less than $40K,Blue,30,5,2,2,2077,1392,685,1.553,1629,36,1.25,0.67 +713049933,Existing Customer,65,F,1,High School,Married,Unknown,Blue,36,5,2,2,5756,0,5756,1.046,2144,44,0.63,0 +709961958,Attrited Customer,58,F,4,High School,Divorced,Unknown,Blue,45,4,1,1,21065,2517,18548,0.84,1060,32,0.333,0.119 +718301508,Existing Customer,41,M,2,High School,Married,$60K - $80K,Blue,30,6,3,2,9428,1765,7663,0.587,1457,43,0.593,0.187 +714831033,Existing Customer,54,M,5,Graduate,Married,$80K - $120K,Blue,47,4,1,3,6065,1728,4337,0.417,1114,27,0.688,0.285 +710653158,Existing Customer,39,F,4,Graduate,Married,Unknown,Blue,21,6,1,4,5024,1613,3411,0.758,1925,40,0.667,0.321 +721265883,Existing Customer,26,M,1,Graduate,Single,Less than $40K,Blue,13,3,3,2,2174,1514,660,0.607,2510,44,0.294,0.696 +715049583,Existing Customer,60,M,1,Unknown,Married,$60K - $80K,Blue,54,5,3,3,3398,2341,1057,0.714,1169,31,0.409,0.689 +715394883,Existing Customer,35,F,2,High School,Married,Unknown,Blue,36,3,2,4,4319,1151,3168,0.594,1852,47,0.424,0.266 +773448558,Existing Customer,46,M,3,Graduate,Divorced,$80K - $120K,Blue,40,6,3,3,3673,2292,1381,0.637,1257,34,0.545,0.624 +717249783,Existing Customer,47,M,4,Unknown,Unknown,$60K - $80K,Blue,39,5,2,2,1815,740,1075,1.124,1931,67,0.718,0.408 +708344358,Existing Customer,53,F,3,High School,Married,Unknown,Blue,45,5,1,3,2495,1354,1141,0.623,1311,31,0.476,0.543 +712003083,Existing Customer,55,M,1,Graduate,Married,$80K - $120K,Blue,36,3,2,4,34516,2102,32414,0.912,1612,33,0.737,0.061 +754282908,Existing Customer,50,F,1,Post-Graduate,Married,Less than $40K,Blue,43,3,1,3,3368,844,2524,0.838,2022,59,0.686,0.251 +717412608,Attrited Customer,38,F,2,High School,Married,$40K - $60K,Blue,28,3,2,2,7225,0,7225,0.419,738,16,0.231,0 +719412258,Existing Customer,39,F,3,Graduate,Single,Less than $40K,Blue,30,5,3,4,5202,815,4387,1.108,1558,48,0.778,0.157 +788675658,Existing Customer,39,F,2,Unknown,Single,Less than $40K,Blue,29,6,2,4,1923,845,1078,0.587,1670,37,0.682,0.439 +717683583,Existing Customer,39,M,3,High School,Single,$60K - $80K,Blue,36,4,2,3,6929,1691,5238,0.534,1388,27,0.929,0.244 +820584408,Existing Customer,49,F,3,Graduate,Single,Less than $40K,Blue,44,3,3,2,4364,1507,2857,1.05,1392,38,1.375,0.345 +719392833,Existing Customer,45,F,3,Graduate,Married,Less than $40K,Blue,38,3,3,2,2400,1613,787,0.629,1311,34,0.417,0.672 +718595583,Existing Customer,55,M,3,Graduate,Married,$80K - $120K,Blue,36,3,2,3,25878,1733,24145,0.438,1777,54,0.862,0.067 +778508883,Existing Customer,44,M,5,Graduate,Married,$120K +,Blue,24,4,1,4,11876,1926,9950,0.51,1367,33,0.737,0.162 +715511658,Existing Customer,49,F,5,Post-Graduate,Unknown,$40K - $60K,Blue,39,3,1,4,4568,0,4568,0.979,1431,27,0.688,0 +711999783,Existing Customer,41,M,3,Uneducated,Married,$80K - $120K,Blue,31,4,2,2,4740,1348,3392,0.472,1406,23,0.533,0.284 +753856008,Existing Customer,49,F,2,Unknown,Unknown,$40K - $60K,Blue,42,6,1,4,4949,1495,3454,0.791,3597,64,0.684,0.302 +789920883,Existing Customer,45,F,3,Graduate,Single,Unknown,Blue,36,3,3,4,11189,2517,8672,2.041,2959,58,1.231,0.225 +788677533,Existing Customer,44,M,4,Unknown,Married,$120K +,Blue,31,4,3,4,34516,1197,33319,0.669,1594,43,1.15,0.035 +716284308,Existing Customer,65,M,2,Graduate,Married,Unknown,Blue,55,3,2,2,6099,2175,3924,0.582,1319,34,0.545,0.357 +712120608,Attrited Customer,35,M,3,College,Married,$80K - $120K,Blue,27,3,2,3,3575,1884,1691,0.384,861,15,1.5,0.527 +715482483,Existing Customer,26,M,0,High School,Single,Unknown,Blue,36,5,2,3,3184,1421,1763,0.712,2253,59,0.439,0.446 +720848733,Existing Customer,38,M,1,High School,Married,$80K - $120K,Blue,24,4,3,2,13363,1230,12133,0.688,1815,33,0.435,0.092 +708480333,Existing Customer,65,M,0,Unknown,Single,$40K - $60K,Blue,36,5,2,3,2163,932,1231,1.127,2229,57,0.839,0.431 +826723308,Existing Customer,58,M,3,College,Married,$120K +,Blue,54,5,1,4,3452,2088,1364,0.768,1008,21,0.4,0.605 +801369258,Existing Customer,47,F,5,Post-Graduate,Married,$40K - $60K,Blue,41,6,2,2,4466,777,3689,1.02,1757,59,0.595,0.174 +709584483,Existing Customer,33,F,3,Graduate,Married,Less than $40K,Blue,25,4,1,4,3030,2517,513,0.785,1805,44,0.467,0.831 +715708308,Existing Customer,54,F,3,Doctorate,Married,$40K - $60K,Blue,39,3,1,3,2112,1594,518,1.204,1338,29,2.222,0.755 +779707308,Existing Customer,35,F,1,Graduate,Married,Less than $40K,Blue,18,5,1,2,7583,1619,5964,1.468,2229,53,1.208,0.214 +711688158,Existing Customer,47,M,5,Graduate,Single,$120K +,Blue,27,5,3,4,11760,2306,9454,0.616,1498,49,0.96,0.196 +711848658,Existing Customer,35,M,3,College,Married,$60K - $80K,Blue,17,3,3,2,2259,1776,483,1.292,1790,31,0.824,0.786 +715855083,Existing Customer,48,M,4,High School,Married,$80K - $120K,Blue,36,6,2,4,19762,507,19255,0.85,2793,67,0.595,0.026 +778971408,Existing Customer,36,M,4,Doctorate,Married,$60K - $80K,Blue,17,5,2,4,2803,1848,955,0.614,1968,64,0.524,0.659 +711648708,Existing Customer,44,M,3,Graduate,Married,$80K - $120K,Blue,36,3,3,2,25666,756,24910,0.69,4088,84,0.867,0.029 +713149683,Existing Customer,44,F,3,College,Single,Less than $40K,Blue,24,5,1,4,9297,1668,7629,0.521,1264,31,0.632,0.179 +771903033,Existing Customer,36,F,1,Graduate,Married,Less than $40K,Blue,25,5,1,2,2999,1247,1752,0.962,2017,40,0.6,0.416 +737925558,Existing Customer,64,M,0,Doctorate,Married,$40K - $60K,Blue,56,3,2,2,4234,1893,2341,0.585,1439,42,0.355,0.447 +803347908,Existing Customer,34,F,1,Graduate,Single,Less than $40K,Gold,28,4,3,2,15987,0,15987,1.494,2327,65,0.806,0 +817285758,Existing Customer,49,M,4,Graduate,Single,$80K - $120K,Blue,33,5,5,3,16435,0,16435,0.676,1721,56,0.514,0 +711480108,Existing Customer,37,M,4,High School,Married,$60K - $80K,Blue,24,3,1,4,5335,2145,3190,0.879,1888,43,0.433,0.402 +709662708,Existing Customer,65,M,1,High School,Married,$40K - $60K,Blue,53,3,3,3,3506,1604,1902,0.574,1953,61,0.649,0.458 +709224858,Existing Customer,53,M,2,Post-Graduate,Married,$80K - $120K,Blue,36,5,1,2,3610,1629,1981,0.821,1652,40,0.481,0.451 +821771508,Existing Customer,32,M,0,High School,Married,$40K - $60K,Blue,28,5,1,2,3172,2055,1117,0.663,1939,36,0.636,0.648 +712216533,Existing Customer,44,M,5,Unknown,Single,$80K - $120K,Blue,34,6,2,3,8206,763,7443,0.87,1715,43,0.72,0.093 +710522433,Existing Customer,65,M,0,Graduate,Married,Less than $40K,Blue,46,3,2,2,2416,1499,917,0.905,2372,53,0.514,0.62 +779046408,Existing Customer,60,M,0,Graduate,Married,$40K - $60K,Blue,41,3,2,4,2458,1880,578,0.759,1238,30,0.579,0.765 +708595158,Existing Customer,27,F,0,Graduate,Single,Less than $40K,Blue,36,6,1,2,1677,1598,79,0.994,2389,43,0.536,0.953 +757266933,Existing Customer,52,M,2,Post-Graduate,Married,$60K - $80K,Blue,45,4,1,4,11819,929,10890,0.773,2431,46,0.484,0.079 +816776283,Existing Customer,42,M,4,High School,Unknown,$80K - $120K,Gold,37,5,1,2,34516,1797,32719,1.314,1534,30,0.875,0.052 +719904333,Existing Customer,29,M,0,Graduate,Married,$40K - $60K,Blue,36,3,3,4,1459,590,869,1.164,2229,52,1.08,0.404 +718264233,Existing Customer,29,M,0,High School,Married,$40K - $60K,Blue,13,4,1,4,1458,671,787,1.583,2449,56,0.931,0.46 +784798683,Existing Customer,38,M,2,High School,Married,$40K - $60K,Blue,32,3,2,2,1438.3,0,1438.3,0.846,1999,39,0.56,0 +710899833,Attrited Customer,36,M,2,Graduate,Married,$40K - $60K,Blue,18,3,1,3,7758,1408,6350,0.365,569,23,0.643,0.181 +780025908,Existing Customer,40,F,2,Post-Graduate,Married,Less than $40K,Silver,30,4,2,2,10836,1932,8904,0.563,1293,31,0.824,0.178 +713610033,Existing Customer,47,M,3,Post-Graduate,Single,$60K - $80K,Blue,36,5,3,3,5062,1996,3066,0.591,1314,40,0.429,0.394 +709364433,Existing Customer,36,F,3,High School,Married,Unknown,Blue,30,6,2,2,3399,2173,1226,0.795,1571,34,1,0.639 +713086908,Existing Customer,26,M,0,High School,Single,$40K - $60K,Blue,36,5,2,2,2212,1670,542,0.777,2520,51,0.545,0.755 +709793133,Existing Customer,43,F,2,Unknown,Single,$40K - $60K,Blue,36,6,1,4,3186,2470,716,0.58,1531,37,0.233,0.775 +710032608,Existing Customer,52,F,1,Graduate,Single,Less than $40K,Blue,32,3,1,3,5927,2320,3607,0.544,1558,46,0.643,0.391 +779351208,Existing Customer,49,M,2,Unknown,Single,$60K - $80K,Blue,34,4,1,4,5176,0,5176,0.838,1902,56,0.931,0 +719776608,Existing Customer,50,M,2,Graduate,Married,$80K - $120K,Blue,37,3,1,3,3126,0,3126,0.824,1388,41,0.464,0 +709220583,Existing Customer,34,M,3,Graduate,Divorced,$80K - $120K,Blue,21,6,4,2,4670,0,4670,0.883,2256,56,0.6,0 +719555733,Existing Customer,53,F,2,Uneducated,Married,Unknown,Blue,36,4,3,3,2162,1592,570,0.547,1736,42,0.615,0.736 +740852733,Existing Customer,49,M,3,High School,Married,$80K - $120K,Blue,42,4,1,2,10155,1805,8350,0.673,1685,49,0.815,0.178 +709528308,Existing Customer,53,M,4,High School,Married,$80K - $120K,Blue,46,4,2,3,15242,1170,14072,0.496,1876,57,0.5,0.077 +715127208,Existing Customer,48,M,3,Doctorate,Divorced,$120K +,Blue,36,4,3,2,34516,2517,31999,0.697,1699,48,0.846,0.073 +817144458,Existing Customer,32,F,2,Graduate,Single,Less than $40K,Blue,17,5,1,2,1438.3,1228,210.3,1.132,2580,67,0.971,0.854 +710628783,Existing Customer,38,M,4,High School,Single,$80K - $120K,Gold,36,6,1,3,34516,1140,33376,0.815,1445,45,0.957,0.033 +772145658,Existing Customer,43,M,4,Uneducated,Single,$80K - $120K,Blue,32,4,1,3,16043,2036,14007,0.7,1394,28,0.75,0.127 +739594758,Attrited Customer,51,F,2,Graduate,Single,Less than $40K,Blue,44,6,3,2,3181,2517,664,0.595,818,16,0.455,0.791 +789198708,Existing Customer,58,M,3,Graduate,Married,$120K +,Blue,47,3,1,2,27088,0,27088,0.581,1135,24,0.846,0 +720953658,Existing Customer,59,F,0,Graduate,Married,Less than $40K,Blue,36,5,3,4,5688,914,4774,1.099,1824,53,1.038,0.161 +771330558,Existing Customer,51,M,4,High School,Married,$60K - $80K,Blue,38,5,2,3,10462,1824,8638,0.736,1267,31,0.55,0.174 +714078558,Attrited Customer,62,F,1,High School,Married,$40K - $60K,Blue,53,2,1,1,5249,0,5249,0.758,1315,31,0.722,0 +712207683,Existing Customer,38,M,0,Unknown,Divorced,Less than $40K,Blue,36,3,3,2,5155,684,4471,0.588,1555,37,0.48,0.133 +788826408,Existing Customer,33,M,1,Uneducated,Married,$120K +,Blue,16,6,1,3,10705,1352,9353,1.171,2434,58,0.812,0.126 +790128033,Existing Customer,54,M,3,High School,Single,$80K - $120K,Blue,47,3,1,2,16494,1348,15146,0.759,1302,36,0.385,0.082 +718082208,Existing Customer,37,F,1,Graduate,Married,$40K - $60K,Blue,30,5,3,4,6469,2351,4118,1.018,1717,50,0.667,0.363 +712037358,Existing Customer,30,M,0,Unknown,Married,$60K - $80K,Blue,23,3,3,2,5146,1773,3373,0.879,1509,45,0.667,0.345 +711711483,Existing Customer,61,M,0,High School,Married,$80K - $120K,Blue,50,4,1,3,2800,2448,352,0.549,1433,40,0.481,0.874 +718861458,Existing Customer,49,M,5,Unknown,Single,$60K - $80K,Blue,36,6,1,2,5159,1532,3627,0.787,1826,37,0.609,0.297 +709426608,Existing Customer,56,M,1,Doctorate,Married,$60K - $80K,Blue,46,5,2,4,5248,1816,3432,0.696,2305,45,0.731,0.346 +811457058,Existing Customer,51,F,3,Post-Graduate,Married,Less than $40K,Blue,46,5,3,2,5881,2005,3876,0.659,1931,56,0.806,0.341 +773073558,Existing Customer,44,F,3,Graduate,Divorced,Less than $40K,Blue,36,6,3,3,1467,896,571,0.692,1731,54,0.5,0.611 +715937133,Existing Customer,64,F,1,Uneducated,Married,$40K - $60K,Blue,52,6,2,2,4999,2299,2700,0.716,1601,48,0.5,0.46 +713480583,Existing Customer,46,F,3,High School,Married,Unknown,Blue,36,5,2,2,4668,0,4668,0.89,1612,47,1.474,0 +716383683,Existing Customer,39,F,2,Post-Graduate,Unknown,Less than $40K,Blue,36,4,3,4,1438.3,0,1438.3,0.7,1338,28,0.867,0 +713693958,Existing Customer,38,F,1,Uneducated,Single,Less than $40K,Blue,27,6,3,4,8638,0,8638,0.489,1295,29,0.381,0 +715443708,Existing Customer,53,M,1,Uneducated,Married,$120K +,Blue,45,5,1,3,9343,1286,8057,0.712,1385,31,0.722,0.138 +770769483,Existing Customer,35,M,2,Post-Graduate,Married,$40K - $60K,Blue,21,3,1,3,2256,775,1481,0.879,1749,33,0.435,0.344 +789326808,Existing Customer,26,M,0,College,Single,$60K - $80K,Blue,15,5,1,2,8267,1720,6547,0.633,1917,37,0.48,0.208 +712105533,Existing Customer,32,M,2,High School,Single,$40K - $60K,Blue,20,6,3,4,2235,1638,597,0.912,2905,56,0.806,0.733 +720674133,Existing Customer,36,M,1,Uneducated,Married,$40K - $60K,Blue,16,5,3,2,3735,2027,1708,0.79,1672,48,0.655,0.543 +779216358,Attrited Customer,48,M,2,College,Married,$80K - $120K,Blue,38,2,2,3,2111,0,2111,0.531,773,17,0.133,0 +717322833,Existing Customer,55,M,2,Unknown,Single,$80K - $120K,Blue,36,5,2,2,10604,1988,8616,0.644,1578,30,0.579,0.187 +710279508,Existing Customer,52,M,2,Graduate,Married,$80K - $120K,Blue,42,5,3,2,21782,1006,20776,0.654,1537,35,0.591,0.046 +712168833,Existing Customer,52,F,1,High School,Married,Less than $40K,Blue,36,6,3,3,2133,1469,664,0.831,1426,37,0.682,0.689 +780581508,Existing Customer,58,F,1,Doctorate,Single,$40K - $60K,Silver,47,5,2,4,16677,1590,15087,0.885,1410,37,0.609,0.095 +711957708,Existing Customer,38,F,2,Graduate,Married,Less than $40K,Blue,36,6,3,4,2717,1591,1126,1.596,2064,33,1.062,0.586 +778782858,Existing Customer,60,M,1,Graduate,Single,Less than $40K,Blue,48,5,3,3,3980,930,3050,0.72,4449,82,0.608,0.234 +712924383,Attrited Customer,55,M,3,Unknown,Single,$60K - $80K,Blue,36,3,2,2,8411,979,7432,1.029,990,22,0.375,0.116 +709366458,Existing Customer,43,F,3,College,Married,Less than $40K,Blue,36,3,2,4,2227,1394,833,1.481,1972,41,0.864,0.626 +796990908,Existing Customer,35,M,3,Post-Graduate,Single,$80K - $120K,Silver,29,5,3,2,34516,1872,32644,1.068,2227,61,1.103,0.054 +715702758,Existing Customer,38,F,4,Graduate,Married,Less than $40K,Blue,36,4,3,3,1860,0,1860,0.992,1731,29,0.611,0 +788974608,Existing Customer,48,M,3,Graduate,Unknown,$60K - $80K,Blue,35,5,1,3,2829,2342,487,0.991,1561,41,1.05,0.828 +714790008,Existing Customer,38,F,1,Unknown,Single,Less than $40K,Blue,36,3,2,3,3764,0,3764,0.583,1572,57,0.357,0 +787438983,Existing Customer,43,M,3,College,Single,$40K - $60K,Blue,23,6,2,2,4559,1664,2895,0.871,1652,37,0.609,0.365 +713834358,Existing Customer,36,F,2,Post-Graduate,Married,Less than $40K,Blue,25,5,3,4,4701,1492,3209,0.805,1679,32,0.455,0.317 +710084883,Existing Customer,34,M,2,College,Married,$80K - $120K,Blue,22,4,2,4,1631,0,1631,1.893,2962,57,1.111,0 +710736558,Existing Customer,39,F,2,Unknown,Married,Unknown,Blue,36,4,3,4,8096,1474,6622,0.789,1794,41,0.783,0.182 +788915283,Existing Customer,43,F,2,College,Single,Less than $40K,Blue,29,5,1,2,2304,1589,715,0.872,1273,36,0.895,0.69 +714916758,Existing Customer,48,F,2,Uneducated,Married,$40K - $60K,Blue,36,3,3,2,5210,0,5210,0.531,1309,45,0.607,0 +789611283,Existing Customer,44,M,4,Graduate,Married,$40K - $60K,Blue,38,5,2,3,5452,2091,3361,0.813,1347,30,0.5,0.384 +773288958,Existing Customer,38,M,1,Graduate,Married,$60K - $80K,Blue,31,6,3,3,7475,1473,6002,0.775,1592,30,0.429,0.197 +811721133,Existing Customer,62,M,1,High School,Married,$40K - $60K,Blue,56,5,3,3,2359,1242,1117,1.043,2021,50,0.613,0.526 +813961233,Existing Customer,30,M,0,Unknown,Single,$80K - $120K,Blue,25,5,2,2,4237,1676,2561,0.786,2465,88,0.725,0.396 +783020958,Existing Customer,39,M,3,Unknown,Married,$80K - $120K,Blue,33,6,6,4,18582,794,17788,0.717,1836,46,0.586,0.043 +715764483,Existing Customer,53,F,3,High School,Unknown,Less than $40K,Blue,37,3,2,4,7202,974,6228,0.517,1397,33,0.5,0.135 +798110358,Existing Customer,64,F,1,High School,Married,$40K - $60K,Blue,56,4,2,4,1438.3,0,1438.3,0.693,1417,35,0.591,0 +715745508,Existing Customer,51,F,4,Graduate,Single,Unknown,Blue,34,3,1,2,11221,1279,9942,1.116,1564,45,1.647,0.114 +714350658,Existing Customer,32,M,1,Graduate,Single,Unknown,Blue,26,6,3,4,18889,1880,17009,0.702,2979,55,0.774,0.1 +826478958,Existing Customer,52,M,1,College,Married,$80K - $120K,Blue,48,4,3,3,2066,1601,465,0.742,1578,41,0.414,0.775 +719127558,Existing Customer,43,M,2,High School,Divorced,$80K - $120K,Blue,31,6,2,4,34516,1075,33441,0.727,3015,65,0.477,0.031 +712454958,Existing Customer,40,M,5,Graduate,Single,$60K - $80K,Blue,27,6,1,2,2742,1416,1326,0.761,1539,38,1.111,0.516 +718561458,Existing Customer,54,M,1,High School,Married,$60K - $80K,Blue,36,4,1,4,20050,1225,18825,0.907,1306,26,0.238,0.061 +822984108,Existing Customer,34,F,4,High School,Single,Less than $40K,Blue,30,4,1,3,3046,2279,767,0.611,2330,69,0.643,0.748 +719469333,Existing Customer,33,F,1,High School,Single,Less than $40K,Blue,25,6,3,4,6193,695,5498,0.632,2456,69,0.725,0.112 +720871383,Existing Customer,36,M,2,Graduate,Married,$80K - $120K,Blue,28,5,3,3,5634,1996,3638,1.589,2366,49,0.69,0.354 +788827308,Existing Customer,65,M,1,Graduate,Married,Less than $40K,Blue,50,6,2,4,4507,1574,2933,0.744,1793,38,0.652,0.349 +710180958,Existing Customer,43,M,3,High School,Single,$40K - $60K,Blue,33,5,2,3,3040,2517,523,0.493,1598,31,0.476,0.828 +778346283,Existing Customer,53,M,0,Graduate,Married,$120K +,Blue,33,4,3,3,21006,1905,19101,0.701,1856,57,0.781,0.091 +787547208,Existing Customer,48,F,3,College,Single,Less than $40K,Blue,38,3,3,4,7326,1710,5616,1.171,1852,62,1,0.233 +714983283,Attrited Customer,39,F,3,High School,Single,Less than $40K,Blue,36,6,1,3,3651,0,3651,0.977,862,19,1.111,0 +789344358,Existing Customer,57,F,1,Unknown,Married,Less than $40K,Blue,47,4,1,3,3416,2468,948,0.598,1536,42,0.556,0.722 +710406633,Attrited Customer,51,F,3,Uneducated,Married,Unknown,Blue,36,3,3,2,3664,0,3664,0.839,1168,31,0.409,0 +767653233,Existing Customer,48,M,3,Graduate,Married,$60K - $80K,Blue,42,6,1,3,6085,930,5155,1.307,3154,59,0.967,0.153 +719461008,Existing Customer,51,M,2,High School,Married,$60K - $80K,Blue,38,5,3,2,22332,1748,20584,0.841,1318,28,0.647,0.078 +789731433,Existing Customer,26,F,0,Unknown,Single,Less than $40K,Blue,13,4,2,4,2063,1390,673,0.877,2602,42,0.556,0.674 +775198608,Existing Customer,38,F,2,Graduate,Married,Less than $40K,Blue,32,5,3,3,4429,0,4429,1.065,1970,40,0.818,0 +717567333,Existing Customer,35,M,3,Graduate,Married,$60K - $80K,Blue,26,6,3,2,3991,1982,2009,0.748,1661,35,0.944,0.497 +772794108,Existing Customer,46,F,3,Doctorate,Single,Less than $40K,Blue,36,5,1,4,2201,651,1550,0.825,3165,65,0.585,0.296 +712072908,Existing Customer,48,M,4,College,Single,$80K - $120K,Blue,36,4,3,2,2852,736,2116,0.386,1382,40,0.29,0.258 +709328733,Existing Customer,49,F,2,Uneducated,Married,Less than $40K,Blue,37,6,3,3,9723,2459,7264,0.444,1258,24,1,0.253 +788107683,Existing Customer,35,M,4,High School,Married,$40K - $60K,Blue,27,6,2,3,5325,1318,4007,1.045,1814,43,0.593,0.248 +713757633,Existing Customer,65,F,0,Unknown,Married,$40K - $60K,Blue,56,3,2,4,7427,1303,6124,0.61,1596,42,0.909,0.175 +713279808,Existing Customer,53,M,2,Unknown,Married,$60K - $80K,Blue,36,6,3,3,5619,1310,4309,1.276,1816,30,1.143,0.233 +712440483,Existing Customer,54,F,2,Uneducated,Married,Less than $40K,Blue,44,3,1,3,5413,1836,3577,0.766,1164,43,0.593,0.339 +715078383,Existing Customer,64,F,0,Graduate,Married,Unknown,Blue,36,3,1,3,7646,1010,6636,0.421,1667,47,0.469,0.132 +709214358,Existing Customer,39,F,3,Graduate,Divorced,Unknown,Blue,30,3,3,2,2420,1422,998,0.731,1362,24,0.714,0.588 +778399008,Existing Customer,50,M,0,High School,Married,$80K - $120K,Blue,30,3,4,2,4252,0,4252,0.478,1598,45,0.324,0 +811534983,Existing Customer,54,F,3,Graduate,Married,Less than $40K,Blue,49,5,2,4,2031,1069,962,0.87,1943,47,0.621,0.526 +719728383,Existing Customer,38,F,4,Graduate,Married,Unknown,Blue,28,4,1,2,6861,1598,5263,2.103,2228,39,0.95,0.233 +718726833,Existing Customer,39,M,1,High School,Married,$80K - $120K,Blue,28,4,2,4,3327,0,3327,1.089,1665,36,0.636,0 +780605508,Existing Customer,53,M,1,Unknown,Married,$40K - $60K,Blue,41,5,1,3,2885,1433,1452,1.017,1170,23,0.769,0.497 +719450508,Existing Customer,53,M,2,High School,Married,$120K +,Blue,41,4,3,3,7272,2037,5235,0.795,2333,56,0.697,0.28 +711213108,Existing Customer,32,M,1,College,Divorced,$80K - $120K,Blue,36,5,3,4,34516,0,34516,0.845,2305,60,0.714,0 +708488208,Existing Customer,57,F,3,Uneducated,Married,Less than $40K,Blue,47,5,3,3,2515,1922,593,1.181,2231,58,0.611,0.764 +717206508,Existing Customer,65,F,0,High School,Married,Less than $40K,Blue,36,3,2,2,2798,1806,992,0.765,1543,35,0.591,0.645 +821836008,Existing Customer,57,M,2,Uneducated,Single,$80K - $120K,Blue,53,5,2,4,34516,2099,32417,0.629,1233,26,0.857,0.061 +807244983,Existing Customer,65,F,0,College,Married,Less than $40K,Blue,56,6,1,2,1438.3,680,758.3,0.512,2283,55,0.571,0.473 +821872758,Existing Customer,65,M,0,High School,Single,Less than $40K,Silver,56,4,2,4,12609,2517,10092,0.833,2121,49,0.531,0.2 +809959683,Existing Customer,55,M,2,College,Married,$80K - $120K,Blue,50,4,2,4,19159,2108,17051,0.69,1813,52,0.576,0.11 +715079208,Existing Customer,54,M,1,College,Married,$80K - $120K,Blue,42,4,1,4,9642,2517,7125,0.614,1401,35,0.458,0.261 +767049258,Existing Customer,44,M,4,High School,Single,$120K +,Blue,37,5,3,3,8396,1672,6724,0.602,1475,35,0.75,0.199 +709579383,Existing Customer,58,M,1,Uneducated,Married,$80K - $120K,Blue,50,5,3,2,6978,1148,5830,1.645,1362,26,1,0.165 +781923483,Existing Customer,53,F,1,College,Married,$40K - $60K,Blue,47,3,3,4,2459,1733,726,1.216,2309,62,0.632,0.705 +718654533,Existing Customer,33,F,1,High School,Single,Less than $40K,Silver,24,5,2,2,12956,0,12956,1.053,2492,56,0.931,0 +716169258,Existing Customer,47,F,5,Graduate,Married,Less than $40K,Blue,39,3,3,4,7128,1560,5568,0.573,1468,44,0.76,0.219 +713908683,Existing Customer,51,M,1,Unknown,Single,$80K - $120K,Blue,41,6,2,2,18749,1314,17435,0.711,1381,33,0.435,0.07 +708212658,Existing Customer,38,F,3,Graduate,Married,Less than $40K,Blue,18,6,3,2,2193,1260,933,0.886,1799,47,0.567,0.575 +756013833,Existing Customer,57,M,3,Doctorate,Married,$80K - $120K,Blue,50,3,2,3,4522,1861,2661,0.957,1806,38,0.727,0.412 +719358333,Existing Customer,36,M,4,Uneducated,Married,$40K - $60K,Blue,28,3,1,4,2157,574,1583,0.825,1663,33,0.32,0.266 +713735508,Existing Customer,35,M,3,Uneducated,Married,$80K - $120K,Blue,25,3,1,2,11927,675,11252,0.574,1986,36,0.636,0.057 +805259733,Existing Customer,55,F,2,Unknown,Married,Unknown,Blue,50,6,1,4,11341,0,11341,0.412,1731,46,0.586,0 +738749733,Existing Customer,57,F,4,Doctorate,Married,Unknown,Blue,47,4,3,3,7345,1814,5531,0.472,1390,30,0.25,0.247 +814833408,Existing Customer,56,M,2,Doctorate,Married,$60K - $80K,Blue,51,3,3,4,6036,1409,4627,0.56,1741,45,0.364,0.233 +719182308,Existing Customer,38,F,2,High School,Single,Less than $40K,Blue,27,6,1,3,2096,1567,529,0.778,1559,49,1.042,0.748 +818497758,Existing Customer,54,F,3,Graduate,Married,Less than $40K,Blue,49,4,1,3,1906,1271,635,0.574,1343,37,0.682,0.667 +719518308,Existing Customer,48,M,2,Unknown,Unknown,$80K - $120K,Blue,35,5,2,4,5039,0,5039,0.757,1390,23,0.769,0 +709991883,Attrited Customer,53,M,1,Graduate,Married,$80K - $120K,Blue,42,2,1,2,6214,1147,5067,0.861,938,35,0.75,0.185 +770901258,Existing Customer,30,F,1,Graduate,Married,Less than $40K,Blue,17,3,1,3,1512,810,702,1.294,2558,44,0.571,0.536 +711499158,Existing Customer,47,M,2,Uneducated,Married,$80K - $120K,Silver,38,4,3,4,34516,733,33783,1.229,3018,60,0.538,0.021 +720445533,Existing Customer,60,F,1,College,Married,Less than $40K,Blue,53,4,3,3,3346,922,2424,0.913,1276,21,0.75,0.276 +809951133,Attrited Customer,54,M,3,College,Single,$120K +,Blue,49,3,2,3,34516,0,34516,1.203,2115,24,0.263,0 +714657108,Existing Customer,37,F,2,Uneducated,Married,Less than $40K,Blue,28,5,2,4,6660,1362,5298,1.36,2660,51,0.759,0.205 +789048858,Existing Customer,32,F,1,Post-Graduate,Married,Less than $40K,Blue,20,5,2,3,2234,1865,369,0.732,2115,59,0.439,0.835 +771816408,Existing Customer,44,F,4,Uneducated,Married,Less than $40K,Blue,33,5,4,2,9671,704,8967,0.699,2955,66,0.941,0.073 +798158808,Existing Customer,53,F,1,College,Single,$40K - $60K,Blue,47,5,3,2,6605,1479,5126,0.739,2017,47,0.679,0.224 +787685658,Existing Customer,43,M,2,High School,Divorced,$80K - $120K,Blue,33,4,3,2,3083,1898,1185,1.042,1448,30,2,0.616 +720141408,Attrited Customer,49,F,2,Graduate,Single,Less than $40K,Blue,31,5,1,2,5456,951,4505,0.737,1096,27,0.588,0.174 +788699808,Existing Customer,38,F,4,Unknown,Single,Unknown,Blue,14,4,1,2,4394,0,4394,0.889,1538,43,0.536,0 +708216108,Existing Customer,56,F,1,College,Married,$40K - $60K,Blue,44,5,1,4,4088,1557,2531,1.248,2250,39,0.857,0.381 +715074258,Existing Customer,26,F,0,Graduate,Single,$40K - $60K,Blue,36,5,3,3,3930,0,3930,0.758,2067,42,0.355,0 +771653583,Existing Customer,58,M,1,High School,Married,$60K - $80K,Blue,46,3,2,4,4188,1147,3041,1.042,1276,25,1.083,0.274 +717374358,Existing Customer,33,M,1,Unknown,Married,$60K - $80K,Blue,22,3,3,0,3637,1998,1639,1.412,2161,56,0.931,0.549 +720836808,Existing Customer,35,M,3,High School,Single,$80K - $120K,Blue,28,4,2,2,11521,1147,10374,1.023,2260,68,1.125,0.1 +818701383,Existing Customer,37,M,3,High School,Married,$60K - $80K,Blue,32,6,2,2,2253,1667,586,0.884,1641,45,0.667,0.74 +717277833,Existing Customer,27,F,1,Graduate,Single,Unknown,Blue,13,6,2,4,2339,2080,259,1.067,2294,45,0.452,0.889 +778137108,Existing Customer,43,M,4,High School,Single,$80K - $120K,Blue,37,6,1,2,30503,2517,27986,0.462,1860,47,0.306,0.083 +720973833,Existing Customer,49,M,2,Graduate,Divorced,$60K - $80K,Blue,36,5,3,2,4596,0,4596,0.93,2872,62,0.722,0 +768490458,Attrited Customer,49,M,2,Uneducated,Married,$80K - $120K,Blue,43,1,3,3,5701,2517,3184,0.716,961,32,0.524,0.442 +751487358,Existing Customer,39,F,3,Graduate,Married,Less than $40K,Blue,32,5,6,3,3221,0,3221,0.678,1765,40,0.6,0 +712742808,Existing Customer,41,F,3,Uneducated,Married,Less than $40K,Blue,29,5,3,3,3022,1142,1880,0.403,1184,21,0.615,0.378 +712820208,Existing Customer,32,F,0,High School,Divorced,Less than $40K,Blue,36,5,2,4,2699,1609,1090,0.893,2141,56,0.806,0.596 +794649858,Existing Customer,58,F,1,Uneducated,Married,Less than $40K,Blue,39,3,3,3,2210,1624,586,0.627,1287,37,0.48,0.735 +755262933,Existing Customer,56,M,2,Post-Graduate,Married,$60K - $80K,Blue,49,5,3,4,1438.3,0,1438.3,0.77,1446,38,0.81,0 +709541433,Existing Customer,37,M,2,Graduate,Married,Less than $40K,Blue,36,3,3,4,2041,1687,354,0.677,1555,45,0.552,0.827 +820622433,Existing Customer,39,M,1,High School,Married,$120K +,Blue,34,4,2,2,3250,1698,1552,0.767,2006,58,0.568,0.522 +712586583,Existing Customer,26,F,0,Graduate,Single,$40K - $60K,Blue,13,6,3,4,1643,1101,542,0.713,2152,50,0.471,0.67 +709816158,Existing Customer,31,F,1,Unknown,Single,Unknown,Silver,36,4,3,2,34516,0,34516,0.791,2183,60,1.069,0 +712196508,Attrited Customer,46,F,3,High School,Single,Unknown,Blue,34,4,3,3,29543,1164,28379,0.717,1015,27,0.35,0.039 +767269908,Existing Customer,36,M,2,College,Married,$120K +,Blue,29,6,3,2,3158,0,3158,1.209,2973,63,0.969,0 +710927733,Existing Customer,39,M,1,Unknown,Married,$80K - $120K,Blue,36,6,2,3,2899,1999,900,0.832,1687,35,0.591,0.69 +711310908,Existing Customer,53,F,4,College,Married,Less than $40K,Blue,36,4,1,3,2972,2160,812,0.956,2552,62,0.676,0.727 +788862333,Existing Customer,38,F,3,Uneducated,Married,Less than $40K,Blue,23,6,2,2,5645,0,5645,1.05,1527,32,0.455,0 +713194608,Existing Customer,37,M,2,Graduate,Married,Less than $40K,Blue,36,6,3,2,2463,1751,712,0.854,2171,58,0.758,0.711 +793550958,Existing Customer,47,F,2,Graduate,Married,Less than $40K,Blue,41,5,3,4,1438.3,0,1438.3,0.8,1501,40,0.739,0 +712607583,Existing Customer,56,M,1,College,Divorced,$80K - $120K,Blue,36,3,3,3,34516,1477,33039,1.234,2395,50,0.724,0.043 +713921058,Existing Customer,55,F,3,High School,Married,Less than $40K,Blue,48,6,2,2,2897,1601,1296,0.878,1337,25,0.471,0.553 +709183683,Existing Customer,31,F,0,Uneducated,Single,Less than $40K,Blue,36,4,2,0,5391,0,5391,1.075,1971,56,0.6,0 +713407458,Existing Customer,62,F,0,Graduate,Single,Unknown,Blue,36,5,2,4,2870,2284,586,0.661,3946,74,0.574,0.796 +715241583,Existing Customer,34,M,3,High School,Married,$120K +,Blue,25,3,2,4,23959,2517,21442,0.926,1870,45,0.667,0.105 +710475408,Existing Customer,33,M,3,High School,Married,$60K - $80K,Blue,25,5,2,2,14918,2028,12890,1.342,2171,35,1.059,0.136 +708971583,Existing Customer,38,F,2,Uneducated,Single,Less than $40K,Blue,29,3,3,2,3590,1924,1666,0.573,1472,37,0.762,0.536 +714547458,Existing Customer,65,M,0,Graduate,Married,$40K - $60K,Blue,56,3,3,2,2297,0,2297,0.511,1941,51,0.417,0 +827631483,Existing Customer,57,M,1,High School,Married,$80K - $120K,Blue,53,3,2,4,25058,1710,23348,0.613,2053,55,0.528,0.068 +711159108,Attrited Customer,58,F,0,High School,Married,Less than $40K,Blue,36,3,2,2,7418,396,7022,0.826,911,26,1,0.053 +789262683,Existing Customer,60,M,1,Unknown,Divorced,$40K - $60K,Blue,49,4,3,2,3012,0,3012,0.538,1315,23,0.278,0 +712940508,Existing Customer,39,M,3,Unknown,Single,$40K - $60K,Blue,24,3,1,4,4562,1721,2841,0.896,1896,50,1.5,0.377 +789733008,Existing Customer,39,F,2,High School,Married,Unknown,Blue,27,6,2,2,10723,1529,9194,1.426,2938,63,0.703,0.143 +714703158,Existing Customer,39,F,2,High School,Married,Less than $40K,Blue,36,6,2,3,1578,760,818,0.709,2017,43,0.955,0.482 +710255208,Existing Customer,60,M,0,Uneducated,Married,Less than $40K,Blue,49,4,2,4,2094,1560,534,0.537,1969,41,0.367,0.745 +779236083,Existing Customer,37,F,3,High School,Married,Less than $40K,Blue,19,5,1,3,4138,0,4138,1.168,2420,50,0.613,0 +713438358,Existing Customer,41,F,4,Graduate,Married,Unknown,Blue,30,3,1,2,5417,1904,3513,0.496,1768,56,0.556,0.351 +715973583,Existing Customer,56,M,3,Uneducated,Married,$120K +,Blue,36,6,3,3,34516,1047,33469,0.61,1378,30,0.429,0.03 +794113758,Existing Customer,60,M,0,High School,Married,$60K - $80K,Blue,54,6,1,2,9592,1968,7624,0.61,1821,55,0.447,0.205 +709452633,Existing Customer,56,F,4,High School,Single,Less than $40K,Blue,36,3,1,3,8881,2145,6736,0.705,2027,49,0.815,0.242 +788210583,Existing Customer,62,M,0,College,Married,$40K - $60K,Blue,54,3,3,4,1438.3,0,1438.3,0.795,1843,49,0.581,0 +717784983,Existing Customer,41,F,2,Uneducated,Married,Less than $40K,Blue,33,3,3,3,3893,1157,2736,1.169,1536,39,0.773,0.297 +786557358,Existing Customer,44,F,1,Unknown,Married,Less than $40K,Blue,38,5,2,4,3242,799,2443,0.459,1424,37,0.028,0.246 +768460908,Existing Customer,59,M,1,Graduate,Single,$40K - $60K,Blue,53,3,3,3,6035,1392,4643,0.361,1551,32,0.6,0.231 +718899708,Existing Customer,55,F,1,College,Married,Unknown,Blue,36,6,3,2,17642,1846,15796,0.72,2148,54,0.862,0.105 +714697533,Existing Customer,26,M,1,High School,Single,$60K - $80K,Blue,15,6,3,3,4327,0,4327,0.624,2344,48,0.297,0 +713206683,Attrited Customer,40,M,4,Graduate,Single,$80K - $120K,Silver,22,3,1,3,34516,0,34516,0.64,1028,26,0.3,0 +708679383,Existing Customer,44,F,2,Unknown,Unknown,Less than $40K,Blue,32,5,1,3,4852,1777,3075,0.667,1775,55,1.037,0.366 +713067033,Existing Customer,37,M,2,Uneducated,Single,Unknown,Blue,28,5,3,3,7147,1424,5723,0.821,2539,50,1.273,0.199 +789314133,Existing Customer,37,M,1,High School,Married,$60K - $80K,Blue,27,6,3,3,10320,1799,8521,0.75,1754,45,0.5,0.174 +713956308,Existing Customer,65,F,0,Graduate,Married,Less than $40K,Blue,49,4,2,2,3297,2297,1000,0.744,1894,56,0.556,0.697 +711595833,Existing Customer,46,M,3,College,Married,$60K - $80K,Blue,36,5,2,2,9981,807,9174,0.655,1456,30,0.667,0.081 +779521533,Existing Customer,53,M,2,High School,Married,$120K +,Blue,36,5,3,3,3329,1092,2237,1.466,1978,33,0.833,0.328 +715225458,Existing Customer,56,F,1,Uneducated,Married,Less than $40K,Blue,36,6,3,4,5991,1993,3998,0.673,1867,53,0.767,0.333 +716487408,Existing Customer,48,M,3,Graduate,Married,$40K - $60K,Blue,30,3,1,3,3235,2517,718,1.091,1637,43,0.87,0.778 +719338383,Existing Customer,34,M,2,High School,Married,$120K +,Blue,21,3,3,3,6259,1063,5196,0.668,1836,50,0.515,0.17 +710523333,Existing Customer,65,M,0,Graduate,Married,Less than $40K,Blue,56,6,3,2,2541,1616,925,0.417,1416,27,0.588,0.636 +787489083,Existing Customer,55,M,4,Post-Graduate,Married,$80K - $120K,Blue,43,6,2,4,21351,2517,18834,0.818,1887,32,0.882,0.118 +720747633,Existing Customer,32,M,1,Unknown,Married,$40K - $60K,Blue,36,3,2,4,8998,1471,7527,0.844,1931,48,0.371,0.163 +779480658,Existing Customer,58,F,4,Graduate,Married,Unknown,Blue,42,3,3,4,10247,1600,8647,0.63,1754,44,0.692,0.156 +711498258,Existing Customer,54,M,3,High School,Married,$120K +,Blue,42,6,3,2,20311,1655,18656,0.431,1266,34,0.308,0.081 +709316433,Existing Customer,52,M,2,High School,Single,$60K - $80K,Silver,33,6,1,4,33182,1997,31185,0.755,1630,43,0.87,0.06 +778734108,Existing Customer,36,M,3,Uneducated,Married,$60K - $80K,Blue,16,4,5,4,1686,1252,434,0.575,1758,42,1.1,0.743 +778388358,Attrited Customer,56,M,3,Graduate,Single,$60K - $80K,Blue,36,2,2,3,4742,855,3887,0.635,870,24,0.5,0.18 +716773533,Existing Customer,33,M,3,Graduate,Married,$60K - $80K,Blue,36,5,1,3,1726,1215,511,1.175,1712,48,0.548,0.704 +822130683,Existing Customer,61,M,0,Graduate,Married,$80K - $120K,Blue,56,4,2,4,8420,1389,7031,0.522,1114,34,0.545,0.165 +717268458,Existing Customer,61,M,0,Graduate,Married,$60K - $80K,Blue,49,4,3,4,3352,1713,1639,0.657,1952,50,0.667,0.511 +827888433,Existing Customer,43,M,4,Uneducated,Single,$40K - $60K,Blue,39,5,2,2,6648,2242,4406,0.79,2089,60,0.579,0.337 +716522583,Existing Customer,48,F,3,College,Divorced,Less than $40K,Blue,36,4,3,3,2335,1845,490,0.537,1362,33,0.269,0.79 +789415983,Existing Customer,36,M,3,Graduate,Married,$60K - $80K,Blue,27,4,3,2,12397,1001,11396,0.756,1888,42,0.448,0.081 +719819958,Existing Customer,34,M,2,Uneducated,Married,$40K - $60K,Blue,26,5,1,4,1438.3,708,730.3,1.212,2243,43,0.483,0.492 +769579608,Existing Customer,53,F,1,Graduate,Single,Less than $40K,Blue,46,3,6,4,2240,1601,639,0.833,3795,70,0.75,0.715 +772353408,Existing Customer,43,F,5,Unknown,Single,$40K - $60K,Blue,33,4,3,4,5330,1161,4169,0.558,1441,43,0.387,0.218 +716615583,Existing Customer,61,F,1,High School,Married,Less than $40K,Blue,51,3,3,3,1795,794,1001,0.953,1834,59,1.107,0.442 +781131483,Existing Customer,55,M,2,High School,Married,$80K - $120K,Blue,47,3,1,4,5741,1894,3847,1.111,2170,51,0.962,0.33 +719101908,Existing Customer,51,F,1,Graduate,Married,Unknown,Blue,39,4,3,3,2002,1248,754,0.502,1585,40,0.905,0.623 +720521808,Existing Customer,38,M,1,Graduate,Single,$80K - $120K,Blue,19,6,3,2,25662,1515,24147,0.556,1484,36,0.636,0.059 +718136283,Existing Customer,52,M,2,Uneducated,Single,$80K - $120K,Blue,36,3,1,4,22103,1515,20588,0.506,1541,29,0.318,0.069 +778855383,Existing Customer,36,F,5,High School,Married,Less than $40K,Blue,17,3,1,3,1438.3,0,1438.3,1.028,1975,40,0.6,0 +779722308,Attrited Customer,45,F,3,High School,Married,$40K - $60K,Blue,30,5,2,2,12355,0,12355,0.912,1044,28,0.273,0 +818926833,Existing Customer,34,F,3,College,Married,$40K - $60K,Blue,29,4,1,2,2000,0,2000,0.782,1944,42,0.75,0 +721217283,Existing Customer,27,M,0,Graduate,Single,$120K +,Blue,17,6,2,2,8713,1354,7359,0.558,2094,36,0.333,0.155 +717167283,Existing Customer,49,F,5,Unknown,Divorced,Less than $40K,Blue,36,4,1,4,9165,0,9165,0.597,1846,56,0.647,0 +713371233,Existing Customer,43,F,1,Graduate,Married,Less than $40K,Silver,31,5,1,2,11583,631,10952,0.714,3320,55,0.774,0.054 +778426608,Existing Customer,52,M,4,Graduate,Married,$80K - $120K,Blue,32,4,3,3,1438.3,702,736.3,0.805,1805,53,0.606,0.488 +713823033,Attrited Customer,31,F,2,Unknown,Married,Unknown,Blue,20,3,1,2,8149,0,8149,0.331,808,30,0.111,0 +787515333,Attrited Customer,40,M,3,Uneducated,Married,$80K - $120K,Blue,29,3,2,3,3616,1151,2465,0.687,820,21,0.75,0.318 +710944608,Existing Customer,39,M,3,Graduate,Unknown,$80K - $120K,Blue,31,6,2,4,8434,2222,6212,0.691,1414,27,0.929,0.263 +718444233,Existing Customer,45,M,3,Graduate,Married,$60K - $80K,Blue,25,3,3,2,9791,1311,8480,0.704,1649,59,0.513,0.134 +771099183,Existing Customer,37,F,2,Graduate,Single,Less than $40K,Blue,24,5,2,3,8444,1945,6499,0.703,2497,74,0.609,0.23 +770241333,Existing Customer,49,F,4,Graduate,Divorced,Less than $40K,Blue,43,3,1,4,2228,1003,1225,1.119,2104,44,0.467,0.45 +710819733,Attrited Customer,56,M,3,Graduate,Married,$120K +,Blue,36,5,1,1,12211,0,12211,0.642,903,29,0.526,0 +772155108,Existing Customer,62,F,0,High School,Married,Less than $40K,Blue,51,6,3,4,1438.3,0,1438.3,0.702,1445,38,0.31,0 +798796233,Existing Customer,37,F,3,High School,Married,$40K - $60K,Blue,31,5,3,3,1586,1038,548,0.973,1724,24,0.714,0.654 +815472108,Existing Customer,42,M,3,High School,Single,$40K - $60K,Blue,37,3,3,3,2247,1045,1202,0.952,1300,31,0.55,0.465 +769145733,Existing Customer,36,M,3,Graduate,Single,$60K - $80K,Blue,30,3,4,3,2789,1584,1205,0.996,2688,60,0.714,0.568 +783364233,Existing Customer,59,M,0,Graduate,Married,$40K - $60K,Blue,53,3,2,3,4241,0,4241,0.607,1798,45,0.731,0 +772236108,Existing Customer,40,F,1,Graduate,Married,Unknown,Blue,29,5,1,3,8398,1892,6506,0.861,1489,29,0.526,0.225 +715640358,Existing Customer,43,M,3,High School,Single,$40K - $60K,Blue,36,6,3,3,4112,768,3344,0.413,1334,40,0.429,0.187 +713529858,Existing Customer,29,M,2,Graduate,Divorced,$40K - $60K,Silver,22,6,2,3,15578,1383,14195,0.794,2492,71,0.614,0.089 +715684308,Existing Customer,42,F,4,Graduate,Married,$40K - $60K,Blue,36,6,2,2,4008,1636,2372,0.637,1395,43,0.955,0.408 +709451508,Existing Customer,63,F,1,High School,Married,Unknown,Blue,50,6,1,3,12766,0,12766,0.668,1191,28,0.647,0 +709204158,Existing Customer,36,F,2,Post-Graduate,Single,Less than $40K,Blue,24,5,2,4,3438,1129,2309,0.605,2331,56,0.436,0.328 +713182458,Existing Customer,53,M,4,High School,Married,$80K - $120K,Blue,43,3,1,2,16692,2446,14246,0.853,1288,29,0.45,0.147 +710624658,Existing Customer,36,F,2,Uneducated,Married,Less than $40K,Blue,36,4,2,2,4066,1639,2427,1.749,3040,56,0.931,0.403 +716355783,Existing Customer,36,M,3,Unknown,Married,$60K - $80K,Blue,30,5,2,3,13080,0,13080,0.685,1999,44,0.571,0 +716793108,Existing Customer,26,M,0,College,Single,Less than $40K,Blue,36,4,1,2,1934,1070,864,0.448,2334,61,0.452,0.553 +716162583,Existing Customer,45,F,0,Unknown,Single,Less than $40K,Blue,36,6,2,3,3230,2517,713,0.615,1931,57,0.425,0.779 +714051033,Existing Customer,55,F,0,Graduate,Married,Less than $40K,Blue,36,6,2,4,3615,1699,1916,0.576,1967,40,0.538,0.47 +715007583,Existing Customer,61,F,0,Unknown,Unknown,Unknown,Blue,36,4,2,2,1801,0,1801,1.234,3193,62,1.48,0 +719139558,Existing Customer,26,M,0,Uneducated,Single,Less than $40K,Blue,36,4,3,4,2665,1567,1098,0.586,2514,64,0.455,0.588 +794632308,Existing Customer,40,M,4,Graduate,Married,$60K - $80K,Silver,25,5,3,2,28822,2517,26305,0.492,1504,35,0.296,0.087 +770662383,Existing Customer,38,M,2,Graduate,Single,$40K - $60K,Blue,24,6,3,2,14632,1158,13474,0.501,1399,36,0.5,0.079 +714787383,Existing Customer,32,F,0,College,Married,Unknown,Blue,36,5,3,3,6715,1314,5401,0.987,1731,41,0.519,0.196 +714700158,Existing Customer,53,M,2,Unknown,Married,$60K - $80K,Blue,46,3,2,3,6658,1761,4897,0.489,1309,40,0.6,0.264 +710581758,Existing Customer,52,F,2,Graduate,Single,$40K - $60K,Blue,44,6,2,3,3360,1219,2141,0.412,1309,30,1,0.363 +720497958,Existing Customer,29,M,1,Graduate,Married,$80K - $120K,Blue,14,5,3,2,14853,0,14853,1.025,1800,41,0.519,0 +720920058,Existing Customer,38,M,2,Graduate,Married,$60K - $80K,Blue,25,3,3,4,4800,1212,3588,1.254,2935,62,0.879,0.252 +710872233,Existing Customer,27,M,0,Unknown,Single,$40K - $60K,Blue,17,5,1,2,4610,0,4610,0.794,2280,49,0.4,0 +709855608,Existing Customer,46,F,4,High School,Married,Less than $40K,Blue,36,3,3,4,1438.3,981,457.3,0.663,1114,33,0.65,0.682 +815484783,Existing Customer,57,M,0,Uneducated,Single,$60K - $80K,Blue,42,6,4,3,8377,1211,7166,0.813,1797,44,1.2,0.145 +771602883,Existing Customer,42,M,3,High School,Single,$80K - $120K,Blue,30,4,5,4,4147,1719,2428,0.875,1776,44,0.571,0.415 +755953308,Existing Customer,62,F,0,Post-Graduate,Married,$40K - $60K,Blue,55,6,1,4,2644,2207,437,0.866,1194,30,0.765,0.835 +758408883,Existing Customer,37,F,1,Graduate,Unknown,$40K - $60K,Blue,30,5,3,4,13355,1631,11724,1.113,1921,37,0.85,0.122 +717940008,Existing Customer,57,F,2,Unknown,Divorced,$40K - $60K,Blue,36,5,2,2,3251,1887,1364,1.007,3228,67,0.763,0.58 +720917808,Existing Customer,35,M,2,High School,Single,$40K - $60K,Blue,36,5,3,4,2100,950,1150,0.764,2623,74,1.114,0.452 +812801958,Existing Customer,55,F,1,Unknown,Married,Less than $40K,Blue,50,5,3,4,3566,1401,2165,0.903,2425,54,0.8,0.393 +714997683,Existing Customer,56,F,4,Graduate,Married,Unknown,Blue,49,5,1,3,14915,1111,13804,0.846,1388,35,0.667,0.074 +709379283,Existing Customer,39,M,2,Graduate,Married,$60K - $80K,Blue,27,3,1,4,13003,0,13003,0.877,1697,40,1.105,0 +711840408,Existing Customer,64,M,0,College,Married,Less than $40K,Blue,55,5,3,4,2492,1424,1068,0.485,1375,30,0.364,0.571 +785328408,Existing Customer,37,F,4,Graduate,Married,Less than $40K,Blue,31,5,2,3,1758,1180,578,0.744,2013,41,0.367,0.671 +719873808,Existing Customer,34,M,1,College,Married,$60K - $80K,Blue,23,3,2,2,5510,1604,3906,0.551,1995,53,0.262,0.291 +715528983,Existing Customer,46,M,5,Uneducated,Divorced,$60K - $80K,Blue,36,3,1,2,17196,1646,15550,0.542,1466,41,1.278,0.096 +720254883,Existing Customer,65,F,0,High School,Married,$40K - $60K,Blue,46,6,1,3,5877,1697,4180,1.058,2494,58,0.706,0.289 +811980858,Existing Customer,36,M,0,Graduate,Married,$60K - $80K,Blue,31,5,1,2,7667,0,7667,0.632,1501,35,0.667,0 +711330408,Existing Customer,35,F,2,College,Married,$40K - $60K,Blue,24,4,1,3,2939,1865,1074,0.932,2077,47,0.679,0.635 +718465458,Existing Customer,49,M,1,Unknown,Single,$80K - $120K,Blue,31,6,1,4,5898,1348,4550,0.64,1002,21,1.333,0.229 +710616183,Existing Customer,46,F,3,Uneducated,Single,Unknown,Blue,33,5,3,4,19995,0,19995,0.65,1879,34,0.7,0 +714580158,Existing Customer,26,M,0,Post-Graduate,Married,$40K - $60K,Blue,36,6,1,4,2773,2080,693,0.695,3567,73,0.622,0.75 +710798883,Existing Customer,52,M,3,Graduate,Single,$60K - $80K,Blue,44,4,2,4,3323,2310,1013,0.749,1599,47,0.808,0.695 +720511608,Existing Customer,38,F,0,Graduate,Married,Unknown,Blue,28,5,3,3,16049,799,15250,0.777,1989,33,0.571,0.05 +708913233,Existing Customer,37,M,1,High School,Married,$40K - $60K,Blue,28,3,4,2,3601,1236,2365,0.726,1802,34,0.478,0.343 +788038383,Existing Customer,33,F,3,Graduate,Married,Less than $40K,Blue,25,3,2,2,2307,1385,922,1.515,2440,48,0.846,0.6 +719905908,Existing Customer,59,M,1,Uneducated,Married,$60K - $80K,Blue,36,4,3,3,3742,1175,2567,0.514,1505,31,0.824,0.314 +807044958,Existing Customer,34,M,3,High School,Married,$40K - $60K,Blue,29,6,3,3,2937,869,2068,1.493,2171,45,0.875,0.296 +719514783,Existing Customer,39,F,3,Post-Graduate,Unknown,Unknown,Blue,26,6,1,4,3209,2517,692,0.431,1292,37,0.762,0.784 +787643658,Existing Customer,59,M,0,Graduate,Married,$60K - $80K,Blue,53,6,1,4,12554,2169,10385,0.529,1422,30,0.579,0.173 +779138883,Existing Customer,50,M,1,Graduate,Married,$60K - $80K,Blue,34,6,3,4,4702,0,4702,0.578,1673,44,0.257,0 +708173433,Existing Customer,26,F,1,Unknown,Single,$40K - $60K,Blue,14,4,2,4,5645,2324,3321,0.655,2482,57,0.727,0.412 +778401033,Existing Customer,32,M,0,High School,Married,$60K - $80K,Blue,13,3,3,4,14308,1889,12419,1.053,1659,39,1.167,0.132 +818375733,Attrited Customer,51,F,2,College,Married,$40K - $60K,Blue,46,3,1,3,4882,695,4187,0.508,1544,44,0.517,0.142 +711048783,Existing Customer,41,M,4,Doctorate,Married,$80K - $120K,Blue,29,3,3,3,33405,0,33405,0.535,1345,34,0.619,0 +721415658,Existing Customer,39,F,1,Graduate,Married,$40K - $60K,Blue,27,3,1,2,2700,2220,480,1.595,2901,59,1.36,0.822 +717961458,Existing Customer,49,F,2,Uneducated,Single,Less than $40K,Blue,37,5,1,4,2934,2381,553,0.762,3396,64,0.778,0.812 +718563483,Existing Customer,30,M,2,Unknown,Divorced,$120K +,Blue,14,3,2,3,1548,0,1548,0.828,2611,64,0.455,0 +717128283,Existing Customer,40,F,3,High School,Unknown,Less than $40K,Blue,36,5,2,2,5525,2409,3116,0.929,2305,33,0.941,0.436 +718068933,Existing Customer,36,F,3,Uneducated,Single,Less than $40K,Blue,36,5,2,4,5750,1521,4229,0.837,2155,61,0.605,0.265 +718623783,Existing Customer,56,M,2,College,Married,$120K +,Blue,36,6,3,2,27157,1547,25610,0.487,1535,38,0.267,0.057 +716565258,Existing Customer,37,M,3,Doctorate,Single,$80K - $120K,Blue,36,5,2,4,12830,0,12830,0.774,2526,54,0.588,0 +712505658,Existing Customer,51,F,4,Unknown,Single,Less than $40K,Blue,41,3,1,3,5530,1999,3531,1.018,1766,45,0.667,0.361 +792565908,Existing Customer,36,F,2,Uneducated,Single,Less than $40K,Blue,30,6,2,3,2684,1474,1210,1.042,2346,51,1.04,0.549 +709267308,Existing Customer,62,M,1,Graduate,Married,$80K - $120K,Blue,49,3,1,2,2437,1400,1037,0.779,1651,32,1,0.574 +710035008,Existing Customer,31,F,0,Uneducated,Single,Less than $40K,Blue,24,3,2,4,3827,1397,2430,0.88,2491,64,1,0.365 +790082508,Existing Customer,42,M,4,High School,Single,$120K +,Blue,35,5,2,2,34516,1658,32858,1.095,2935,65,0.711,0.048 +716866308,Existing Customer,38,M,2,High School,Married,$60K - $80K,Blue,33,6,3,4,5940,1101,4839,0.942,1872,34,1.125,0.185 +709707033,Attrited Customer,45,M,3,Graduate,Single,$60K - $80K,Blue,32,2,3,2,13162,0,13162,0.512,1424,38,0.583,0 +718346658,Existing Customer,50,F,2,Graduate,Married,Less than $40K,Blue,37,3,2,4,1963,1357,606,0.689,1861,51,0.7,0.691 +824157858,Existing Customer,58,M,3,Graduate,Married,$80K - $120K,Blue,54,4,3,3,18713,1022,17691,0.682,1524,42,0.615,0.055 +709735008,Existing Customer,35,M,2,High School,Married,$80K - $120K,Blue,22,3,1,4,3023,1435,1588,0.62,1920,34,0.619,0.475 +814593858,Existing Customer,58,M,3,High School,Single,$120K +,Blue,53,4,1,2,6103,1798,4305,0.705,1468,34,0.619,0.295 +718416858,Existing Customer,42,M,5,Graduate,Married,$60K - $80K,Blue,34,3,3,3,10607,2517,8090,1.197,1903,40,0.538,0.237 +710307933,Existing Customer,32,F,0,College,Single,Less than $40K,Blue,24,3,3,4,2917,2517,400,0.833,2471,60,0.875,0.863 +715870758,Existing Customer,35,M,4,Graduate,Married,$120K +,Blue,30,4,3,4,34516,1018,33498,1.129,2350,55,0.774,0.029 +713819283,Existing Customer,51,M,1,Uneducated,Married,$80K - $120K,Blue,42,6,2,2,25197,2517,22680,0.721,3002,58,0.812,0.1 +710424408,Existing Customer,63,M,2,Graduate,Married,Less than $40K,Blue,36,5,2,4,2743,1815,928,0.567,1210,25,1.273,0.662 +709493283,Existing Customer,42,M,2,Unknown,Single,$120K +,Blue,32,5,2,4,4111,1233,2878,0.478,1289,36,0.5,0.3 +712489158,Existing Customer,36,F,0,Uneducated,Single,Unknown,Blue,18,5,3,2,3667,948,2719,0.641,2781,59,0.844,0.259 +719013108,Existing Customer,42,M,3,Graduate,Divorced,$40K - $60K,Blue,33,4,2,4,3178,1800,1378,0.89,4605,86,0.623,0.566 +721178583,Attrited Customer,37,F,3,Graduate,Unknown,Unknown,Blue,22,2,3,2,5674,0,5674,0.906,1096,29,0.526,0 +717769008,Existing Customer,38,M,2,Graduate,Married,$80K - $120K,Blue,36,5,3,4,11444,1278,10166,1.31,2493,44,0.913,0.112 +709986633,Existing Customer,29,M,1,High School,Married,$40K - $60K,Blue,36,3,1,3,1438.3,0,1438.3,0.742,2144,41,0.577,0 +721062408,Existing Customer,54,M,2,Uneducated,Divorced,$40K - $60K,Blue,34,4,3,4,6387,1597,4790,0.689,1294,26,0.529,0.25 +771349458,Existing Customer,33,M,2,Graduate,Married,$40K - $60K,Blue,20,4,3,3,5657,1792,3865,0.904,1914,46,0.769,0.317 +780557658,Existing Customer,63,F,0,Uneducated,Married,Unknown,Blue,54,5,3,2,11827,0,11827,0.921,1395,37,0.609,0 +771441558,Existing Customer,49,M,2,Post-Graduate,Married,$60K - $80K,Blue,37,5,3,3,2608,1589,1019,0.982,2073,47,0.516,0.609 +756409758,Existing Customer,44,F,2,Graduate,Married,Less than $40K,Blue,37,4,5,4,3203,2076,1127,0.543,1433,38,1,0.648 +720009558,Existing Customer,33,F,2,College,Single,Unknown,Gold,36,3,1,3,34516,1540,32976,1.038,2574,72,0.756,0.045 +778885158,Existing Customer,57,M,3,Uneducated,Married,$80K - $120K,Blue,38,5,3,3,2472,2457,15,0.693,1392,33,0.737,0.994 +715543908,Existing Customer,52,F,3,Uneducated,Married,Less than $40K,Blue,43,4,3,3,2147,1173,974,0.653,1352,37,0.37,0.546 +717591483,Existing Customer,52,F,3,Graduate,Single,Less than $40K,Blue,44,4,1,3,3416,2044,1372,0.994,1924,48,0.92,0.598 +715042608,Existing Customer,39,F,2,Doctorate,Married,Unknown,Blue,36,5,2,4,8058,791,7267,1.787,2742,42,2,0.098 +755959683,Existing Customer,50,F,5,Unknown,Unknown,Unknown,Blue,43,5,1,2,3410,2281,1129,0.518,1296,31,0.348,0.669 +715367058,Existing Customer,43,M,3,College,Unknown,$60K - $80K,Blue,37,5,2,3,19044,0,19044,0.721,1780,44,0.76,0 +714573258,Existing Customer,36,M,2,Post-Graduate,Single,$60K - $80K,Blue,30,4,2,4,1606,798,808,0.59,2229,45,1.045,0.497 +712281183,Existing Customer,55,M,4,Graduate,Married,$120K +,Blue,36,4,2,2,24336,856,23480,0.459,1425,33,0.65,0.035 +717670758,Existing Customer,30,F,1,Graduate,Single,Less than $40K,Blue,20,5,2,3,5030,1327,3703,0.803,2523,71,0.775,0.264 +720666333,Existing Customer,36,M,3,Unknown,Married,$120K +,Blue,24,6,3,2,24577,0,24577,0.75,1897,39,0.393,0 +771556308,Existing Customer,26,F,0,High School,Single,Less than $40K,Blue,13,6,3,4,3517,1195,2322,0.556,2255,48,0.5,0.34 +708931908,Existing Customer,48,M,3,High School,Single,$40K - $60K,Blue,36,3,2,3,7400,636,6764,0.972,1568,51,0.5,0.086 +718894233,Existing Customer,53,F,2,Graduate,Married,$40K - $60K,Blue,36,6,2,4,2956,1391,1565,0.698,2116,63,0.575,0.471 +771544533,Attrited Customer,42,F,5,High School,Married,Unknown,Blue,30,3,1,4,3578,0,3578,0.759,1015,36,0.44,0 +708927108,Attrited Customer,53,M,2,Graduate,Married,$120K +,Blue,36,1,3,2,12778,507,12271,0.967,1133,28,0.4,0.04 +717831783,Existing Customer,58,F,2,Uneducated,Married,Less than $40K,Blue,45,3,3,4,1942,1536,406,0.615,1371,38,0.407,0.791 +709288383,Existing Customer,32,M,2,Graduate,Divorced,$80K - $120K,Blue,26,5,1,3,29961,789,29172,0.833,2337,69,0.605,0.026 +710813733,Existing Customer,48,M,4,Uneducated,Married,$60K - $80K,Silver,35,5,3,4,33791,0,33791,0.712,1546,41,0.577,0 +721084833,Existing Customer,48,M,5,High School,Married,$40K - $60K,Silver,34,5,0,2,17657,2018,15639,0.55,1682,39,0.95,0.114 +711258108,Existing Customer,54,M,1,College,Married,$120K +,Blue,44,4,3,2,2821,2415,406,0.441,1419,36,0.8,0.856 +710149008,Existing Customer,59,M,0,High School,Married,Less than $40K,Blue,47,6,3,4,1479,787,692,0.865,2139,70,0.556,0.532 +711902058,Existing Customer,35,M,2,Graduate,Married,$60K - $80K,Blue,36,3,3,2,1438.3,0,1438.3,1.623,2492,55,0.897,0 +716757033,Existing Customer,37,M,4,Post-Graduate,Married,$40K - $60K,Blue,27,5,1,4,6859,1766,5093,1.186,3045,56,0.697,0.257 +712688433,Existing Customer,36,M,3,High School,Divorced,$120K +,Blue,36,3,2,3,3404,1568,1836,1.055,2406,65,0.857,0.461 +713203908,Existing Customer,26,M,0,Uneducated,Single,$40K - $60K,Blue,15,4,1,3,2158,1695,463,0.766,1833,27,0.588,0.785 +711772008,Attrited Customer,35,F,3,Graduate,Single,Less than $40K,Blue,22,1,2,1,1890,666,1224,0.691,1483,36,0.5,0.352 +708799983,Attrited Customer,40,M,1,Post-Graduate,Married,$60K - $80K,Blue,36,6,3,4,18386,890,17496,0.361,1698,43,0.483,0.048 +778882758,Existing Customer,55,F,2,Unknown,Married,Unknown,Blue,36,5,5,4,3602,2013,1589,0.839,1935,47,1.474,0.559 +709157133,Existing Customer,39,M,1,Unknown,Divorced,$80K - $120K,Blue,34,6,1,3,3766,1049,2717,0.666,1514,51,0.645,0.279 +741344808,Existing Customer,39,F,2,Graduate,Married,Less than $40K,Blue,32,4,2,4,5634,2057,3577,1.399,2905,63,0.969,0.365 +739692933,Existing Customer,46,F,2,Unknown,Single,$40K - $60K,Blue,29,4,2,4,3126,2517,609,1.235,1638,41,0.519,0.805 +766429908,Existing Customer,49,M,2,High School,Unknown,$60K - $80K,Blue,42,6,1,2,3017,786,2231,1.081,1640,37,0.762,0.261 +802087683,Existing Customer,32,M,0,Post-Graduate,Married,$60K - $80K,Blue,26,6,2,3,5478,1491,3987,1.304,2456,55,0.571,0.272 +712491108,Existing Customer,35,M,1,Post-Graduate,Married,$80K - $120K,Blue,20,6,3,4,13046,1177,11869,1.214,2601,52,0.733,0.09 +714767508,Existing Customer,39,M,2,Graduate,Married,$40K - $60K,Blue,31,5,3,2,8687,1146,7541,1.8,2279,33,1.357,0.132 +720376008,Existing Customer,53,F,2,Graduate,Married,Less than $40K,Blue,40,6,2,4,6174,1421,4753,0.669,2043,52,0.793,0.23 +779126658,Existing Customer,26,F,0,Graduate,Single,$40K - $60K,Blue,13,5,1,2,5655,0,5655,0.842,2312,61,0.649,0 +793222008,Existing Customer,32,M,0,High School,Married,$60K - $80K,Blue,26,5,2,3,5397,1784,3613,0.904,2056,49,0.633,0.331 +720812433,Existing Customer,54,M,2,College,Married,$120K +,Blue,46,6,1,2,28465,0,28465,0.696,1693,37,1.056,0 +717623583,Existing Customer,36,F,3,High School,Married,Less than $40K,Blue,27,4,2,4,3444,2441,1003,1.563,2668,51,0.545,0.709 +708878508,Existing Customer,45,F,3,High School,Married,Less than $40K,Blue,37,4,1,3,2104,1267,837,0.677,1732,35,1.059,0.602 +710043408,Existing Customer,49,M,3,Graduate,Married,$80K - $120K,Blue,37,4,1,4,15610,2048,13562,0.657,1916,58,0.526,0.131 +789079758,Existing Customer,44,M,4,Doctorate,Unknown,$120K +,Blue,32,3,2,3,34516,1356,33160,1.169,1531,48,0.655,0.039 +721311333,Existing Customer,32,M,1,High School,Married,Unknown,Blue,22,3,1,4,16912,1590,15322,1.274,2413,41,0.708,0.094 +710749458,Existing Customer,64,F,0,Doctorate,Married,Less than $40K,Blue,53,4,1,3,5462,1864,3598,0.67,1523,35,0.667,0.341 +778275783,Existing Customer,37,F,2,Unknown,Unknown,Less than $40K,Blue,27,5,1,2,2868,1434,1434,0.777,2909,64,0.488,0.5 +799498158,Existing Customer,31,M,1,Post-Graduate,Married,$60K - $80K,Blue,22,5,1,3,2685,1580,1105,0.727,1642,36,0.636,0.588 +716334258,Existing Customer,49,F,3,Uneducated,Divorced,$40K - $60K,Blue,36,5,1,2,5238,1365,3873,1.027,1834,43,1.263,0.261 +716075208,Existing Customer,32,F,3,High School,Married,Less than $40K,Blue,22,4,2,4,4561,2029,2532,0.768,1874,38,0.52,0.445 +780276258,Existing Customer,53,M,2,High School,Married,$120K +,Blue,39,3,2,3,13091,985,12106,0.322,1452,37,0.276,0.075 +789282333,Existing Customer,62,F,0,Graduate,Married,Unknown,Blue,51,3,3,3,10826,1274,9552,0.602,1355,34,0.619,0.118 +811571733,Existing Customer,26,F,0,Unknown,Single,Unknown,Blue,13,4,2,2,2600,1876,724,0.606,2625,45,0.364,0.722 +709429533,Existing Customer,49,F,5,Graduate,Divorced,Unknown,Blue,35,6,3,4,2561,0,2561,1.021,2047,41,0.864,0 +715247508,Existing Customer,30,F,1,Graduate,Married,Less than $40K,Blue,36,3,2,2,7087,1060,6027,0.709,1712,37,0.609,0.15 +718784358,Existing Customer,34,M,4,Uneducated,Single,$120K +,Blue,36,6,3,2,34516,2517,31999,0.975,1969,46,1.3,0.073 +751450008,Existing Customer,41,M,1,Post-Graduate,Single,$40K - $60K,Blue,32,3,2,4,10266,1390,8876,0.593,1720,42,0.556,0.135 +719227233,Existing Customer,27,F,1,Unknown,Single,Less than $40K,Blue,36,3,3,3,1553,723,830,0.666,1954,43,0.344,0.466 +711050058,Existing Customer,33,F,2,Uneducated,Married,$40K - $60K,Blue,23,4,2,4,6732,0,6732,0.856,1644,45,0.731,0 +779040408,Existing Customer,56,M,2,High School,Married,$120K +,Blue,37,3,1,2,12181,1702,10479,0.834,1478,33,0.5,0.14 +714024858,Existing Customer,36,M,3,High School,Married,$80K - $120K,Blue,27,3,1,2,7056,0,7056,0.815,1739,35,0.842,0 +789849108,Existing Customer,35,M,1,Graduate,Single,$60K - $80K,Blue,25,6,1,2,14365,0,14365,0.61,2290,62,0.632,0 +710391258,Existing Customer,27,M,0,Graduate,Married,$40K - $60K,Blue,36,3,2,4,11473,829,10644,0.707,2147,41,0.519,0.072 +718830183,Existing Customer,46,M,1,High School,Single,$60K - $80K,Blue,38,5,2,4,23996,2517,21479,0.488,1339,29,0.381,0.105 +779696883,Existing Customer,48,M,2,Graduate,Divorced,$60K - $80K,Blue,33,4,2,4,2998,1789,1209,0.807,1825,31,0.348,0.597 +719249733,Existing Customer,54,M,1,Unknown,Single,$80K - $120K,Blue,36,6,2,2,30011,1232,28779,0.944,1676,41,0.783,0.041 +737971833,Existing Customer,38,M,1,Graduate,Married,$60K - $80K,Blue,31,6,3,3,2405,1553,852,1.156,2503,40,0.667,0.646 +772468983,Existing Customer,36,M,1,Post-Graduate,Married,$80K - $120K,Blue,26,3,4,2,21927,1291,20636,0.864,1946,37,0.542,0.059 +710990283,Existing Customer,56,M,1,High School,Married,$80K - $120K,Blue,36,4,1,2,3906,1851,2055,0.73,1839,33,0.833,0.474 +808750458,Existing Customer,32,M,1,Doctorate,Single,$60K - $80K,Blue,27,5,3,3,10029,606,9423,0.727,2192,58,0.657,0.06 +719692983,Existing Customer,36,M,2,Doctorate,Married,$60K - $80K,Blue,30,3,3,4,4934,1504,3430,1.52,2747,42,0.448,0.305 +719125158,Existing Customer,35,F,2,High School,Single,Less than $40K,Silver,15,5,2,2,13882,1452,12430,0.771,2685,71,0.511,0.105 +787509408,Existing Customer,26,M,0,College,Single,Unknown,Blue,13,6,3,2,2347,0,2347,0.863,2595,56,0.333,0 +719206308,Existing Customer,32,M,1,High School,Married,$60K - $80K,Blue,24,4,2,2,4116,1223,2893,0.73,1657,38,0.52,0.297 +717141858,Existing Customer,56,F,2,High School,Single,$40K - $60K,Blue,36,4,1,2,13904,625,13279,0.673,3151,67,0.595,0.045 +713172408,Existing Customer,54,M,1,Unknown,Married,$80K - $120K,Blue,43,4,2,4,32558,2016,30542,0.506,1440,37,0.423,0.062 +720314583,Existing Customer,54,M,2,Unknown,Married,$80K - $120K,Blue,44,4,1,2,12902,1860,11042,0.492,1273,33,0.375,0.144 +708347583,Existing Customer,37,F,4,Uneducated,Married,Less than $40K,Blue,36,4,1,4,2509,1144,1365,0.692,1804,38,0.583,0.456 +711006783,Existing Customer,38,F,1,Graduate,Single,Less than $40K,Blue,22,3,3,3,2484,2149,335,0.669,1200,28,0.647,0.865 +718274283,Existing Customer,35,M,3,College,Single,$60K - $80K,Blue,36,5,1,3,2780,0,2780,0.565,2469,67,0.811,0 +803977008,Existing Customer,39,M,2,Unknown,Married,$60K - $80K,Blue,34,6,2,4,5219,1826,3393,1.011,1715,35,1.188,0.35 +715216908,Existing Customer,48,M,4,Doctorate,Single,$80K - $120K,Blue,36,6,3,4,18102,1381,16721,0.513,1486,32,0.143,0.076 +779611008,Existing Customer,29,M,0,Graduate,Married,$40K - $60K,Blue,18,4,3,4,4532,0,4532,0.734,1885,55,0.528,0 +811467708,Existing Customer,33,M,2,Graduate,Married,$80K - $120K,Blue,28,4,2,2,22399,1431,20968,1.019,2390,62,0.722,0.064 +812597508,Existing Customer,39,F,1,High School,Married,$40K - $60K,Blue,34,6,5,3,4489,2498,1991,0.779,2153,58,0.568,0.556 +718651083,Existing Customer,35,F,2,Graduate,Single,Unknown,Blue,25,4,1,4,10329,514,9815,0.708,2461,68,0.838,0.05 +708577308,Existing Customer,43,F,1,Unknown,Divorced,Less than $40K,Blue,36,4,2,3,2637,1272,1365,0.728,1569,39,1.053,0.482 +813990483,Existing Customer,27,F,0,High School,Married,Less than $40K,Blue,22,4,1,2,1864,1384,480,0.904,1662,32,0.391,0.742 +816319008,Existing Customer,52,F,2,Graduate,Single,Unknown,Blue,47,6,3,3,13276,1917,11359,1.075,1901,33,0.833,0.144 +789627258,Existing Customer,31,M,1,Graduate,Single,$40K - $60K,Blue,25,5,3,3,1935,1033,902,0.623,2498,60,1,0.534 +713346558,Existing Customer,45,M,4,Graduate,Divorced,$60K - $80K,Blue,37,5,2,4,6784,891,5893,1.047,1900,28,0.556,0.131 +708744933,Existing Customer,35,M,2,High School,Married,$60K - $80K,Blue,36,4,2,4,19127,1880,17247,0.788,1859,33,0.571,0.098 +708828258,Existing Customer,55,M,2,College,Married,$120K +,Blue,37,5,2,3,32641,1551,31090,0.488,1327,30,0.304,0.048 +713511108,Existing Customer,61,M,1,Uneducated,Married,$40K - $60K,Blue,47,5,3,4,1438.3,847,591.3,0.436,1397,43,0.483,0.589 +710208633,Existing Customer,37,F,1,Graduate,Married,Less than $40K,Blue,31,5,2,2,2417,1929,488,0.886,1773,42,0.556,0.798 +824165658,Existing Customer,38,M,2,Unknown,Married,$80K - $120K,Blue,34,4,1,3,19259,2266,16993,0.92,1388,27,0.929,0.118 +826513233,Existing Customer,54,F,3,Unknown,Married,Less than $40K,Blue,50,6,2,2,3796,2396,1400,0.569,2069,54,0.742,0.631 +788789658,Existing Customer,40,M,5,Unknown,Unknown,$80K - $120K,Blue,22,6,1,4,4042,1744,2298,0.582,1471,37,0.542,0.431 +717837858,Existing Customer,47,M,5,College,Married,$120K +,Blue,34,3,1,2,17603,1063,16540,1.065,2902,64,0.641,0.06 +709382958,Existing Customer,55,F,2,Graduate,Married,$40K - $60K,Blue,46,6,1,4,2894,2077,817,0.574,1017,25,0.562,0.718 +716253858,Existing Customer,37,M,5,Post-Graduate,Married,$80K - $120K,Blue,26,2,1,2,16730,1956,14774,0.675,1740,43,0.536,0.117 +713725683,Existing Customer,36,F,0,College,Single,Less than $40K,Blue,27,6,3,2,3282,1843,1439,0.625,2614,79,0.646,0.562 +710364258,Existing Customer,53,F,2,Uneducated,Married,Unknown,Blue,41,4,2,2,15815,1217,14598,1.266,2135,48,0.846,0.077 +816033783,Existing Customer,26,M,0,High School,Single,$60K - $80K,Blue,21,6,2,3,1672,957,715,0.576,2099,34,0.417,0.572 +715065483,Existing Customer,45,F,3,Graduate,Divorced,Less than $40K,Blue,36,4,3,3,8121,1595,6526,0.743,1914,45,0.5,0.196 +718751133,Existing Customer,36,F,2,Unknown,Married,Less than $40K,Blue,26,4,1,4,3182,2435,747,0.868,1670,30,0.765,0.765 +713983308,Existing Customer,60,M,0,Post-Graduate,Married,$60K - $80K,Blue,49,5,1,4,3182,1928,1254,0.509,1233,35,0.4,0.606 +718418958,Attrited Customer,30,M,1,Post-Graduate,Divorced,Less than $40K,Blue,36,6,2,4,5061,0,5061,0.911,1309,38,0.462,0 +779367858,Existing Customer,39,M,4,High School,Married,$60K - $80K,Blue,28,5,3,3,6224,1898,4326,1.103,3014,58,0.706,0.305 +711285633,Existing Customer,33,F,0,Unknown,Single,Unknown,Blue,36,6,1,3,2735,1769,966,1.465,3306,71,0.972,0.647 +714974658,Existing Customer,48,F,4,College,Married,Less than $40K,Blue,36,6,1,4,2464,1867,597,0.6,1219,35,1.333,0.758 +716374308,Existing Customer,39,M,3,Graduate,Married,$60K - $80K,Blue,33,4,3,2,3477,1875,1602,0.907,1897,50,1.083,0.539 +713416233,Existing Customer,38,M,2,Graduate,Married,$80K - $120K,Blue,24,5,2,2,3242,2076,1166,0.612,1841,46,0.533,0.64 +797643708,Existing Customer,47,M,1,High School,Married,$120K +,Blue,41,3,1,4,27858,1314,26544,0.676,1772,53,0.559,0.047 +808292958,Existing Customer,26,M,0,Graduate,Single,Less than $40K,Blue,20,6,2,3,1438.3,495,943.3,1.062,2546,40,0.333,0.344 +719831958,Existing Customer,49,M,3,College,Single,$120K +,Blue,36,5,2,4,34516,0,34516,0.646,1793,44,0.833,0 +708860358,Existing Customer,38,M,3,High School,Married,$80K - $120K,Blue,22,4,2,3,6361,694,5667,0.844,1499,31,0.938,0.109 +717385983,Existing Customer,30,M,0,Graduate,Married,Less than $40K,Blue,21,6,6,2,2490,0,2490,0.859,1645,30,0.667,0 +719049033,Existing Customer,53,M,3,High School,Married,$120K +,Blue,44,5,6,4,14057,1655,12402,0.676,2073,60,0.333,0.118 +717581658,Existing Customer,49,M,2,Unknown,Single,$60K - $80K,Blue,38,4,1,2,2461,1586,875,1.676,1729,35,0.75,0.644 +714347508,Existing Customer,35,M,2,Uneducated,Single,$60K - $80K,Blue,21,4,3,3,7766,1278,6488,0.806,2423,74,0.609,0.165 +803833608,Existing Customer,40,M,3,Uneducated,Single,$40K - $60K,Silver,33,4,1,3,21308,564,20744,0.448,1322,38,0.652,0.026 +712576908,Existing Customer,30,M,0,High School,Married,$60K - $80K,Blue,36,5,2,4,4516,2252,2264,0.889,1819,24,0.846,0.499 +778511733,Existing Customer,42,F,3,College,Single,$40K - $60K,Blue,30,6,3,2,5424,1812,3612,0.513,1634,44,0.76,0.334 +721464783,Existing Customer,62,F,0,Graduate,Married,Less than $40K,Blue,36,3,2,2,1764,1540,224,0.937,2094,47,0.958,0.873 +821179233,Attrited Customer,50,F,1,Post-Graduate,Single,$40K - $60K,Blue,46,1,3,3,1493,932,561,0.466,1554,43,0.344,0.624 +713126733,Existing Customer,56,M,3,College,Married,$120K +,Blue,43,6,2,2,17539,2517,15022,0.743,1220,30,0.765,0.144 +719688408,Existing Customer,45,M,3,Graduate,Married,$80K - $120K,Silver,36,6,2,3,34516,0,34516,0.534,3530,68,0.659,0 +779811183,Existing Customer,35,F,3,Uneducated,Married,Less than $40K,Blue,25,4,1,2,2149,1118,1031,0.903,1581,30,1,0.52 +771086208,Existing Customer,57,F,2,Graduate,Married,Less than $40K,Blue,44,3,4,4,6256,1530,4726,0.647,1629,43,0.344,0.245 +715217733,Existing Customer,33,F,2,High School,Single,Unknown,Blue,25,5,1,4,11922,792,11130,0.667,2154,61,0.525,0.066 +813752433,Attrited Customer,43,F,3,Graduate,Single,Less than $40K,Blue,38,5,2,4,4075,1986,2089,1.214,2449,27,0.038,0.487 +711876333,Existing Customer,53,M,3,Graduate,Married,$80K - $120K,Blue,36,5,1,4,7290,2151,5139,0.583,1312,29,0.526,0.295 +715256658,Existing Customer,50,M,2,College,Single,$60K - $80K,Blue,36,5,3,2,5965,688,5277,0.673,3382,58,1.071,0.115 +711329658,Existing Customer,30,M,0,High School,Married,$120K +,Blue,13,3,1,4,9007,1965,7042,0.698,1925,42,0.448,0.218 +710227908,Existing Customer,37,F,3,Graduate,Single,Less than $40K,Blue,36,3,2,3,6077,1397,4680,0.834,2837,74,0.609,0.23 +716362008,Existing Customer,37,M,2,Doctorate,Married,$40K - $60K,Blue,29,3,3,2,1808,1009,799,0.796,1744,35,0.944,0.558 +714939708,Existing Customer,45,M,3,Graduate,Single,$80K - $120K,Blue,36,6,1,3,12810,0,12810,1.363,3174,74,1.114,0 +708083283,Attrited Customer,58,M,0,Unknown,Single,$40K - $60K,Blue,45,3,1,3,3421,2517,904,0.992,992,21,0.4,0.736 +719431608,Existing Customer,63,F,0,College,Married,$40K - $60K,Blue,53,6,1,4,3118,1528,1590,0.604,1291,24,0.6,0.49 +769411758,Existing Customer,43,M,1,Graduate,Single,$60K - $80K,Blue,37,4,3,4,20013,922,19091,0.655,1518,39,0.625,0.046 +714248733,Existing Customer,26,F,0,Unknown,Single,Unknown,Blue,13,4,1,2,4395,1240,3155,0.662,2272,46,0.438,0.282 +804481608,Existing Customer,37,F,1,Unknown,Single,Less than $40K,Blue,32,6,3,3,9661,0,9661,0.926,2825,60,0.818,0 +714631833,Existing Customer,53,M,4,Graduate,Married,$60K - $80K,Blue,44,3,2,4,1973,1324,649,0.805,1587,38,0.52,0.671 +769751958,Existing Customer,55,M,3,Unknown,Married,$120K +,Blue,49,3,2,4,9926,2018,7908,0.618,2235,57,0.357,0.203 +717999183,Existing Customer,36,M,3,High School,Married,$60K - $80K,Blue,36,6,3,3,4108,1659,2449,1.202,2275,58,0.871,0.404 +713075283,Existing Customer,51,M,3,High School,Single,$120K +,Blue,36,5,1,4,20741,2504,18237,0.8,1818,51,1.04,0.121 +711561108,Existing Customer,36,M,4,Graduate,Single,$80K - $120K,Blue,24,6,1,2,16335,892,15443,0.673,2733,71,0.919,0.055 +709854483,Existing Customer,35,F,1,High School,Married,Unknown,Blue,17,5,3,3,4588,2517,2071,1.525,2442,62,0.632,0.549 +713630733,Existing Customer,34,F,2,Graduate,Single,Less than $40K,Blue,24,5,3,3,5712,1955,3757,0.969,2617,54,0.8,0.342 +717599283,Existing Customer,57,M,0,Doctorate,Married,$60K - $80K,Blue,36,3,1,2,5335,1206,4129,0.69,1844,49,0.75,0.226 +806407308,Attrited Customer,54,F,3,College,Single,Unknown,Blue,49,6,2,3,13184,0,13184,1.166,2047,33,0.179,0 +712730583,Existing Customer,29,M,0,Uneducated,Married,$60K - $80K,Blue,20,5,2,3,8592,1201,7391,0.778,1842,50,0.852,0.14 +712142733,Existing Customer,37,F,3,Post-Graduate,Married,Less than $40K,Blue,26,5,3,2,1910,1164,746,0.744,2028,39,1.053,0.609 +720153258,Existing Customer,53,F,2,College,Single,Less than $40K,Blue,45,6,3,3,6210,1083,5127,0.621,3095,62,0.59,0.174 +814086333,Existing Customer,36,M,3,College,Married,$40K - $60K,Blue,31,6,2,4,2220,1337,883,0.768,1685,44,0.375,0.602 +715524708,Existing Customer,49,M,5,Unknown,Single,$40K - $60K,Silver,41,4,2,2,20756,1710,19046,0.816,1502,31,0.824,0.082 +713307708,Existing Customer,64,F,0,Unknown,Married,$40K - $60K,Blue,55,6,3,2,2895,2517,378,0.322,1541,37,0.609,0.869 +714069858,Existing Customer,53,M,3,Graduate,Married,$60K - $80K,Blue,36,4,3,2,3539,2517,1022,0.569,1677,45,0.5,0.711 +712789383,Existing Customer,52,M,1,Graduate,Married,$120K +,Blue,44,6,1,4,9274,2097,7177,0.776,2048,59,0.639,0.226 +787983633,Existing Customer,35,F,3,Uneducated,Married,Less than $40K,Blue,26,6,1,3,3187,2517,670,1.214,2072,33,0.833,0.79 +758583708,Attrited Customer,37,F,3,Graduate,Single,Less than $40K,Blue,24,2,1,4,2802,2460,342,1.029,1406,28,0.077,0.878 +717130383,Existing Customer,50,M,0,Uneducated,Married,$60K - $80K,Blue,36,4,3,3,2334,707,1627,0.561,1386,30,0.5,0.303 +720770883,Existing Customer,65,F,0,Graduate,Single,Less than $40K,Blue,56,5,3,3,1438.3,0,1438.3,0.76,2249,61,0.564,0 +716797758,Existing Customer,53,F,2,Unknown,Married,Less than $40K,Blue,44,3,2,4,3519,0,3519,0.548,1670,33,0.65,0 +713835258,Existing Customer,53,M,1,Unknown,Married,$120K +,Blue,48,3,2,3,3088,2083,1005,0.633,1561,40,0.538,0.675 +720677733,Existing Customer,40,M,3,Graduate,Married,$80K - $120K,Silver,36,6,3,0,34516,1002,33514,1.345,2579,68,0.7,0.029 +718587858,Existing Customer,39,M,4,High School,Married,$60K - $80K,Blue,31,3,1,4,11906,2032,9874,0.465,1642,39,0.625,0.171 +710263608,Existing Customer,53,F,3,High School,Married,Unknown,Blue,36,4,2,4,11098,821,10277,0.896,2156,46,0.586,0.074 +715055433,Existing Customer,36,M,3,Uneducated,Married,$60K - $80K,Blue,22,6,3,4,2224,1772,452,0.81,2004,44,0.419,0.797 +715498308,Existing Customer,35,F,2,Graduate,Married,$40K - $60K,Blue,36,4,3,4,3454,1603,1851,1.078,1575,41,0.519,0.464 +708099183,Existing Customer,37,F,2,High School,Single,Less than $40K,Blue,36,4,2,2,5723,1873,3850,0.851,2732,63,0.853,0.327 +716452908,Existing Customer,36,F,1,Unknown,Single,Less than $40K,Blue,36,4,2,3,9239,1421,7818,0.823,2246,44,0.833,0.154 +789959283,Existing Customer,39,M,2,College,Single,$80K - $120K,Blue,24,4,3,2,4061,1775,2286,0.686,1602,40,0.667,0.437 +713536158,Existing Customer,65,M,1,College,Married,Less than $40K,Blue,56,5,3,2,4189,0,4189,0.715,1597,31,0.722,0 +716750358,Existing Customer,45,F,1,Unknown,Married,Less than $40K,Blue,32,4,1,3,6373,1562,4811,0.573,3483,82,0.64,0.245 +815299833,Existing Customer,38,F,2,Graduate,Married,Less than $40K,Blue,33,5,2,3,2228,1717,511,1.625,2334,61,0.848,0.771 +721003008,Attrited Customer,36,F,4,Graduate,Married,Less than $40K,Blue,24,3,2,2,3261,2517,744,0.378,856,18,0.059,0.772 +779883933,Existing Customer,40,F,4,Graduate,Married,Less than $40K,Blue,24,3,3,2,8014,1402,6612,0.873,1596,34,0.789,0.175 +716612958,Existing Customer,35,F,2,College,Married,$40K - $60K,Blue,29,6,1,3,10980,1726,9254,0.856,1830,36,0.636,0.157 +715859058,Existing Customer,54,M,3,Post-Graduate,Married,$120K +,Blue,42,6,3,4,3092,2165,927,0.676,1369,37,0.542,0.7 +772031733,Existing Customer,40,M,4,Graduate,Single,$80K - $120K,Blue,29,5,1,2,14315,690,13625,1.32,2603,56,0.806,0.048 +720668358,Existing Customer,59,M,0,Uneducated,Single,$40K - $60K,Blue,46,3,3,3,1648,997,651,0.776,1776,36,0.565,0.605 +778708533,Attrited Customer,26,F,0,High School,Single,$40K - $60K,Blue,13,2,2,4,1730,1616,114,0.331,869,27,0.286,0.934 +719649408,Existing Customer,46,M,2,High School,Married,$60K - $80K,Blue,35,6,3,3,13768,763,13005,0.712,1390,44,0.76,0.055 +715457658,Existing Customer,29,F,1,Graduate,Married,Unknown,Blue,19,3,3,4,1709,1465,244,0.558,1757,48,0.548,0.857 +711934308,Existing Customer,38,M,3,Graduate,Single,$40K - $60K,Blue,19,5,2,3,1705,0,1705,0.604,3342,62,0.824,0 +781326483,Existing Customer,31,M,0,Graduate,Divorced,$60K - $80K,Blue,25,6,1,2,8673,0,8673,0.876,2457,58,0.933,0 +712557708,Existing Customer,35,M,1,High School,Married,$60K - $80K,Blue,21,5,2,2,6391,2317,4074,0.831,2274,61,1.033,0.363 +789187908,Existing Customer,56,M,2,Uneducated,Married,$80K - $120K,Blue,45,4,2,2,11102,1946,9156,0.625,1448,36,1,0.175 +773297508,Existing Customer,34,M,3,College,Married,$80K - $120K,Blue,28,3,1,3,24765,1999,22766,1.013,1544,36,0.714,0.081 +716529258,Existing Customer,42,M,4,Doctorate,Married,$80K - $120K,Blue,27,5,3,4,31864,0,31864,1.009,1591,35,0.75,0 +708242283,Existing Customer,29,M,1,College,Single,$60K - $80K,Blue,36,5,3,2,5346,0,5346,0.928,3253,80,0.818,0 +789247458,Existing Customer,32,M,0,Graduate,Single,$40K - $60K,Blue,21,6,2,3,2801,1472,1329,1.027,2467,54,0.8,0.526 +717100833,Existing Customer,37,F,2,High School,Married,Less than $40K,Blue,27,6,6,2,3148,0,3148,0.498,1401,31,0.722,0 +716870583,Existing Customer,36,F,3,Unknown,Married,Less than $40K,Blue,36,6,5,3,2786,1628,1158,1.314,2853,55,0.667,0.584 +719999508,Existing Customer,37,M,3,Unknown,Married,$60K - $80K,Blue,24,3,1,2,11894,816,11078,1.561,2438,45,0.607,0.069 +721236408,Existing Customer,38,M,2,Graduate,Married,$80K - $120K,Blue,29,5,3,3,7535,2517,5018,0.813,1655,41,0.577,0.334 +720122808,Attrited Customer,52,M,2,High School,Married,$60K - $80K,Silver,35,4,4,3,33180,511,32669,0.681,797,14,0.273,0.015 +716882658,Existing Customer,62,F,2,Graduate,Married,Less than $40K,Blue,51,6,2,4,2986,1632,1354,0.883,2141,55,0.667,0.547 +713734758,Existing Customer,35,F,2,Graduate,Married,Unknown,Blue,23,4,2,2,6729,2375,4354,0.579,2080,50,0.351,0.353 +709085358,Existing Customer,36,M,1,Graduate,Single,$60K - $80K,Blue,36,3,3,4,2601,1817,784,0.663,2542,67,0.675,0.699 +715785933,Existing Customer,54,M,3,College,Married,$80K - $120K,Blue,45,4,3,0,3380,1655,1725,0.636,1636,58,0.706,0.49 +717159858,Existing Customer,27,M,1,High School,Single,$60K - $80K,Blue,18,5,2,2,2730,1351,1379,0.623,2319,61,0.743,0.495 +713259858,Attrited Customer,26,M,0,High School,Single,$40K - $60K,Blue,15,3,1,3,3324,0,3324,0.537,982,22,0.692,0 +787516908,Existing Customer,56,F,2,Graduate,Married,Less than $40K,Blue,45,4,3,3,2665,1844,821,0.554,1880,58,0.758,0.692 +711145008,Existing Customer,60,F,1,Graduate,Married,$40K - $60K,Blue,47,4,3,2,5015,2053,2962,0.442,1325,29,0.381,0.409 +715013733,Existing Customer,54,M,4,Graduate,Married,$60K - $80K,Blue,36,4,3,3,6905,2303,4602,0.712,1370,25,0.786,0.334 +717098208,Existing Customer,48,M,3,Unknown,Married,$80K - $120K,Blue,41,5,2,2,5848,950,4898,0.726,1961,51,0.545,0.162 +737982408,Existing Customer,33,M,1,College,Single,$80K - $120K,Blue,26,4,3,4,19136,1608,17528,0.728,2501,55,0.528,0.084 +713216883,Existing Customer,64,F,0,Unknown,Married,Less than $40K,Blue,55,4,3,4,3500,1904,1596,1.182,2003,41,0.952,0.544 +709361058,Existing Customer,35,M,2,Graduate,Married,$60K - $80K,Blue,24,5,1,3,7453,0,7453,0.712,1691,47,0.516,0 +710312658,Existing Customer,54,F,2,Unknown,Married,Less than $40K,Blue,43,4,3,3,6266,1819,4447,0.744,1456,27,1.077,0.29 +773383158,Existing Customer,29,F,1,College,Single,Less than $40K,Blue,23,4,3,4,4945,0,4945,1.033,2743,69,0.769,0 +716053083,Attrited Customer,33,M,2,Graduate,Married,$120K +,Blue,21,2,2,4,27992,0,27992,0.433,837,18,1,0 +717667833,Existing Customer,34,M,1,Graduate,Married,$40K - $60K,Blue,36,6,2,3,3735,1285,2450,1.034,1877,33,1.2,0.344 +716998608,Existing Customer,48,M,3,Graduate,Unknown,$60K - $80K,Blue,36,3,3,2,6703,1252,5451,0.625,1843,44,0.63,0.187 +772086408,Existing Customer,38,M,3,High School,Single,$80K - $120K,Blue,27,4,1,4,6162,943,5219,0.484,1527,35,0.207,0.153 +708597558,Existing Customer,42,M,3,High School,Single,$60K - $80K,Blue,36,4,4,3,3337,795,2542,0.524,3951,68,0.619,0.238 +718011783,Existing Customer,55,M,3,Graduate,Married,$40K - $60K,Blue,36,3,3,3,2205,1337,868,0.65,1591,38,0.727,0.606 +714360033,Existing Customer,62,M,1,High School,Married,$40K - $60K,Blue,43,5,1,3,4450,1444,3006,0.465,1326,44,0.419,0.324 +811005858,Existing Customer,33,F,0,Unknown,Married,Less than $40K,Blue,28,4,2,4,1438.3,0,1438.3,0.916,2914,70,0.591,0 +794485158,Existing Customer,38,M,2,Unknown,Married,$80K - $120K,Blue,18,6,1,2,2172,1475,697,1.158,2447,46,1.3,0.679 +708513183,Existing Customer,39,M,1,Uneducated,Married,$40K - $60K,Blue,29,4,2,2,4323,1267,3056,1.102,3078,58,0.611,0.293 +719353158,Existing Customer,56,M,1,College,Married,$80K - $120K,Blue,45,5,1,3,4145,1468,2677,0.579,1238,36,0.5,0.354 +711436083,Existing Customer,36,M,1,Graduate,Married,Less than $40K,Blue,18,6,3,3,2032,1003,1029,1.005,2454,46,0.586,0.494 +780374133,Existing Customer,29,M,1,College,Single,$80K - $120K,Blue,19,5,3,3,7010,2103,4907,1.007,2413,48,1.087,0.3 +739117233,Existing Customer,57,M,3,High School,Married,$120K +,Blue,50,3,3,2,3205,1530,1675,0.673,2126,58,0.657,0.477 +708486033,Existing Customer,55,F,3,Post-Graduate,Married,Unknown,Blue,36,3,2,3,16547,1521,15026,0.555,1782,48,0.333,0.092 +795237183,Existing Customer,51,F,2,Graduate,Married,$40K - $60K,Blue,45,3,2,4,5930,0,5930,1.19,2041,32,0.684,0 +788788758,Existing Customer,57,F,3,College,Single,Unknown,Blue,39,4,1,2,7469,1752,5717,0.923,2050,46,0.917,0.235 +709635858,Existing Customer,56,F,3,Graduate,Married,Less than $40K,Blue,45,6,2,3,2235,0,2235,0.556,1229,27,0.35,0 +789701658,Existing Customer,26,M,0,College,Single,$40K - $60K,Blue,13,5,2,2,2047,1196,851,0.623,2180,33,0.941,0.584 +713484483,Existing Customer,36,F,4,Uneducated,Single,Unknown,Silver,21,3,1,2,34516,907,33609,0.572,2298,55,0.719,0.026 +711954558,Existing Customer,53,F,3,Graduate,Married,$40K - $60K,Blue,44,3,3,4,2636,2357,279,0.654,1333,34,0.545,0.894 +712655583,Existing Customer,41,M,3,Graduate,Married,$40K - $60K,Blue,32,3,3,2,6425,915,5510,0.958,2036,44,0.692,0.142 +779686683,Existing Customer,26,F,0,Post-Graduate,Single,Less than $40K,Blue,13,5,3,2,2902,1668,1234,0.621,2088,34,0.478,0.575 +711226758,Existing Customer,51,F,1,College,Divorced,Less than $40K,Blue,42,3,2,3,4002,1669,2333,0.702,2024,53,1.12,0.417 +713241033,Existing Customer,34,M,0,Graduate,Married,$60K - $80K,Blue,26,4,3,3,5175,977,4198,1.705,2405,49,0.885,0.189 +788754108,Existing Customer,65,F,1,Unknown,Single,$40K - $60K,Blue,48,4,2,4,4599,637,3962,0.622,2608,78,0.592,0.139 +717013383,Existing Customer,52,M,2,High School,Married,$80K - $120K,Blue,43,4,3,4,31258,1518,29740,0.917,2866,53,0.893,0.049 +712634133,Existing Customer,54,F,2,Graduate,Married,Less than $40K,Blue,45,5,2,4,2683,1671,1012,0.784,1406,37,0.423,0.623 +709537683,Attrited Customer,37,M,3,College,Married,$80K - $120K,Blue,30,3,4,3,11638,926,10712,0.262,563,15,0.364,0.08 +778627983,Existing Customer,40,F,3,Graduate,Married,Unknown,Blue,20,3,1,3,1829,1140,689,0.325,1610,49,0.4,0.623 +720241758,Existing Customer,55,M,0,Doctorate,Married,$80K - $120K,Blue,36,3,1,3,8276,1671,6605,0.359,1409,25,0.25,0.202 +720814233,Existing Customer,45,M,4,High School,Unknown,$80K - $120K,Blue,34,4,3,3,23539,1261,22278,0.484,1485,38,0.462,0.054 +785080308,Existing Customer,37,F,2,High School,Married,Less than $40K,Blue,31,5,3,3,2352,0,2352,1.467,2344,48,0.92,0 +713358633,Existing Customer,30,M,1,Graduate,Single,$60K - $80K,Blue,36,6,1,2,11371,1015,10356,1.483,2768,68,0.889,0.089 +720392433,Existing Customer,55,F,1,Unknown,Married,Less than $40K,Blue,36,6,6,2,2857,2517,340,0.871,1869,47,0.567,0.881 +720282558,Existing Customer,36,M,2,Graduate,Single,$80K - $120K,Silver,27,5,2,4,34516,1568,32948,0.878,2873,73,0.659,0.045 +821370858,Existing Customer,39,M,1,Graduate,Married,$40K - $60K,Blue,35,5,3,4,6690,1884,4806,0.791,1734,39,0.625,0.282 +799249833,Existing Customer,34,M,2,Graduate,Single,Less than $40K,Blue,28,5,1,4,4439,844,3595,0.863,2858,71,0.69,0.19 +713016633,Existing Customer,47,M,3,High School,Single,$60K - $80K,Blue,36,4,3,2,5344,1582,3762,0.537,1984,36,1,0.296 +814471983,Existing Customer,42,M,3,High School,Divorced,$80K - $120K,Blue,37,6,3,3,27310,0,27310,0.919,1537,41,1.05,0 +779612808,Existing Customer,61,M,1,Graduate,Married,$40K - $60K,Blue,50,6,2,4,2531,2360,171,0.955,1263,35,0.591,0.932 +716692683,Existing Customer,31,M,1,College,Single,$40K - $60K,Blue,22,4,1,3,9096,0,9096,0.768,2318,54,0.688,0 +790145733,Attrited Customer,40,M,3,College,Single,$80K - $120K,Silver,33,1,3,4,34516,0,34516,0.927,1112,26,0.368,0 +716038533,Existing Customer,42,F,3,Graduate,Unknown,Less than $40K,Blue,32,3,1,2,7169,902,6267,0.834,1438,35,0.591,0.126 +714421233,Existing Customer,54,F,0,Graduate,Married,Less than $40K,Blue,36,5,3,4,5399,1723,3676,0.765,1292,34,0.889,0.319 +709783908,Existing Customer,52,F,3,Unknown,Married,Less than $40K,Blue,47,6,3,2,2280,1170,1110,0.603,1924,50,0.667,0.513 +812788233,Existing Customer,31,F,0,Graduate,Married,Less than $40K,Blue,21,4,1,4,6315,1305,5010,0.542,2205,43,0.265,0.207 +772452783,Existing Customer,43,M,3,Unknown,Married,$40K - $60K,Blue,33,6,1,2,4402,1640,2762,0.719,1774,46,1,0.373 +714002658,Existing Customer,49,M,2,Unknown,Married,$120K +,Blue,34,5,4,2,27732,1623,26109,0.452,1413,31,0.722,0.059 +713464983,Existing Customer,45,F,2,Graduate,Unknown,$40K - $60K,Blue,36,4,3,4,4947,1053,3894,1.195,3479,76,0.81,0.213 +713910108,Existing Customer,38,M,1,Graduate,Married,$80K - $120K,Blue,28,3,2,3,3946,2375,1571,0.921,1646,43,0.536,0.602 +808169358,Existing Customer,57,M,2,Uneducated,Single,$40K - $60K,Blue,52,5,3,4,12291,2289,10002,0.685,1683,50,0.471,0.186 +714013083,Existing Customer,63,F,2,Graduate,Married,$40K - $60K,Blue,53,4,2,4,3067,1874,1193,0.791,1420,32,0.455,0.611 +715381533,Existing Customer,42,F,4,Post-Graduate,Single,Less than $40K,Blue,36,6,2,3,1438.3,674,764.3,1.769,2451,55,1.292,0.469 +717678408,Existing Customer,61,F,1,Doctorate,Married,$40K - $60K,Blue,47,4,2,4,8633,2517,6116,0.681,2066,51,0.457,0.292 +719143308,Existing Customer,37,M,2,Unknown,Single,$40K - $60K,Blue,28,4,4,3,2394,0,2394,1.059,2805,85,0.667,0 +711509658,Attrited Customer,61,M,2,Graduate,Married,$120K +,Blue,49,3,0,4,11374,2517,8857,1.015,1088,26,1.167,0.221 +757481283,Existing Customer,35,M,3,College,Married,$60K - $80K,Blue,28,4,3,4,6921,2159,4762,0.895,1931,35,0.75,0.312 +808681158,Existing Customer,57,M,0,Graduate,Married,$80K - $120K,Blue,52,4,6,4,2564,2379,185,0.358,1343,35,0.296,0.928 +718867683,Existing Customer,64,M,1,Unknown,Married,Less than $40K,Blue,55,4,3,4,2720,1904,816,0.634,1613,43,0.344,0.7 +714618333,Existing Customer,39,F,2,Doctorate,Married,Unknown,Blue,36,3,2,4,9843,2154,7689,0.733,1402,35,0.667,0.219 +794562783,Existing Customer,28,F,0,Unknown,Single,Unknown,Blue,13,5,3,2,21691,661,21030,0.767,2534,51,0.962,0.03 +708208758,Existing Customer,53,M,1,Graduate,Single,$80K - $120K,Blue,45,6,3,2,1826,883,943,0.953,2199,48,1,0.484 +794504658,Existing Customer,39,M,1,Unknown,Married,$60K - $80K,Blue,24,6,3,0,5746,1829,3917,0.649,1562,44,0.913,0.318 +714772758,Existing Customer,35,F,3,Graduate,Married,Less than $40K,Blue,27,6,2,4,2926,1346,1580,0.834,1851,48,0.455,0.46 +713830233,Existing Customer,47,F,5,High School,Married,$40K - $60K,Blue,36,5,3,2,7061,1813,5248,0.744,1831,60,0.5,0.257 +713577483,Existing Customer,47,M,4,Unknown,Married,$80K - $120K,Blue,35,3,3,4,5589,1430,4159,0.632,1570,31,0.722,0.256 +814513008,Existing Customer,38,M,2,Graduate,Married,$80K - $120K,Blue,33,5,3,3,9620,2033,7587,0.667,1735,43,0.387,0.211 +712765158,Existing Customer,26,F,1,High School,Single,Less than $40K,Blue,15,5,3,3,2539,2162,377,0.635,2386,47,0.382,0.852 +714411108,Existing Customer,37,F,3,Graduate,Single,Unknown,Blue,28,4,2,3,3642,610,3032,0.676,2790,68,0.581,0.167 +720231108,Existing Customer,57,M,2,Graduate,Single,Less than $40K,Blue,39,3,4,3,3451,0,3451,0.744,3031,57,0.676,0 +709035708,Existing Customer,38,F,0,Unknown,Married,Less than $40K,Blue,36,4,2,3,1841,1246,595,0.759,1819,35,0.522,0.677 +720662508,Existing Customer,39,M,1,Graduate,Married,$120K +,Blue,25,6,3,2,5764,1529,4235,1.356,1972,38,0.52,0.265 +708623283,Existing Customer,35,M,2,Uneducated,Single,$60K - $80K,Blue,16,6,3,2,18278,0,18278,0.798,2084,61,1.103,0 +813247083,Existing Customer,38,M,2,Graduate,Married,$80K - $120K,Blue,33,4,3,2,16059,618,15441,0.824,1357,26,1,0.038 +780078333,Existing Customer,56,M,2,Unknown,Married,$60K - $80K,Blue,41,3,2,2,5887,659,5228,0.65,1193,26,0.3,0.112 +811915383,Existing Customer,36,M,3,Uneducated,Married,$40K - $60K,Blue,31,6,2,2,3152,1986,1166,1.328,2530,50,0.724,0.63 +719818983,Attrited Customer,39,M,1,College,Divorced,$80K - $120K,Blue,28,1,3,4,12464,0,12464,0.864,1195,35,0.522,0 +716349183,Existing Customer,58,F,1,Uneducated,Married,Unknown,Blue,36,5,2,3,4784,0,4784,0.905,2160,54,0.929,0 +710067183,Existing Customer,28,M,1,High School,Single,Less than $40K,Blue,36,5,2,3,1950,0,1950,0.803,2074,81,0.8,0 +771234558,Existing Customer,65,F,0,Graduate,Single,Less than $40K,Blue,56,6,3,2,7478,0,7478,0.847,2213,62,0.771,0 +820288233,Existing Customer,26,F,0,Uneducated,Single,Less than $40K,Blue,20,4,3,4,1438.3,0,1438.3,0.764,2731,39,0.5,0 +717511533,Existing Customer,28,M,0,Graduate,Single,Less than $40K,Blue,36,4,2,4,1707,1191,516,0.669,2950,87,0.977,0.698 +711642108,Existing Customer,30,F,1,Uneducated,Married,Unknown,Blue,13,5,2,2,4016,917,3099,1.246,2572,35,0.591,0.228 +712495233,Existing Customer,31,F,0,Uneducated,Married,Less than $40K,Blue,19,5,3,2,2370,1699,671,0.889,2411,53,0.656,0.717 +718484283,Existing Customer,57,M,3,Post-Graduate,Married,$60K - $80K,Blue,36,6,1,4,3478,2517,961,0.685,1409,49,0.75,0.724 +717413658,Existing Customer,43,M,4,High School,Married,$40K - $60K,Blue,32,6,2,2,1539,989,550,0.86,1987,47,0.808,0.643 +804668658,Attrited Customer,26,F,0,Uneducated,Single,Less than $40K,Blue,20,3,2,4,1438.3,0,1438.3,0.506,947,20,0.053,0 +715934283,Existing Customer,39,F,2,High School,Single,$40K - $60K,Blue,26,6,3,2,3142,1639,1503,0.986,3046,56,1.154,0.522 +717499083,Existing Customer,35,M,0,Unknown,Single,$60K - $80K,Blue,36,3,1,2,17236,0,17236,0.958,3013,78,0.696,0 +715279683,Existing Customer,52,F,2,Uneducated,Married,$40K - $60K,Blue,36,5,1,4,1438.3,0,1438.3,0.529,1679,39,0.5,0 +718971333,Existing Customer,33,M,1,Graduate,Single,$80K - $120K,Blue,20,5,3,2,13206,925,12281,0.766,2342,51,1.318,0.07 +709219533,Existing Customer,53,M,3,High School,Married,$60K - $80K,Blue,41,3,1,0,2480,1351,1129,0.522,1359,36,0.565,0.545 +709150608,Existing Customer,30,F,0,Unknown,Married,Less than $40K,Blue,19,5,1,4,2898,0,2898,1.154,2632,64,0.778,0 +788259558,Existing Customer,59,M,0,Unknown,Married,Less than $40K,Blue,51,5,3,4,1570,1028,542,0.742,1430,28,1.333,0.655 +802464033,Existing Customer,65,F,0,Graduate,Married,Less than $40K,Blue,56,6,3,3,4460,1262,3198,0.898,1877,41,0.783,0.283 +712757808,Existing Customer,33,F,2,Uneducated,Married,Less than $40K,Blue,22,4,2,4,1544,0,1544,0.677,1731,40,0.739,0 +714457083,Existing Customer,52,F,2,High School,Married,Unknown,Blue,44,6,3,2,3456,2219,1237,0.636,1332,24,0.5,0.642 +713413758,Existing Customer,26,F,1,College,Single,Unknown,Blue,16,4,3,3,2751,1599,1152,0.694,2270,44,0.333,0.581 +708741633,Existing Customer,52,M,4,High School,Married,$60K - $80K,Blue,44,6,3,4,4153,0,4153,0.434,1771,41,0.367,0 +714043833,Existing Customer,37,F,3,Graduate,Single,Less than $40K,Blue,36,5,2,4,3685,1396,2289,0.974,3016,85,0.809,0.379 +789577833,Existing Customer,56,M,2,Graduate,Married,$120K +,Blue,49,4,1,4,8902,1932,6970,0.781,969,29,1.071,0.217 +787570758,Existing Customer,35,M,2,Uneducated,Married,$120K +,Blue,26,3,3,4,2944,1596,1348,0.737,2070,44,0.467,0.542 +720371733,Existing Customer,58,F,0,Graduate,Married,Less than $40K,Blue,47,5,3,2,2232,786,1446,0.435,1395,39,0.345,0.352 +819117183,Existing Customer,34,F,3,Unknown,Married,$40K - $60K,Blue,29,3,2,4,1569,909,660,1.288,2169,48,1.182,0.579 +711776433,Existing Customer,37,M,3,Uneducated,Single,$80K - $120K,Blue,26,4,2,2,23622,1153,22469,0.666,2574,65,0.625,0.049 +709583133,Existing Customer,53,M,3,Uneducated,Married,$40K - $60K,Blue,40,6,3,3,3326,1442,1884,0.711,1627,54,1.077,0.434 +719521983,Existing Customer,38,M,2,Uneducated,Married,$40K - $60K,Blue,31,4,3,3,6116,1698,4418,0.937,1592,32,1,0.278 +718415133,Existing Customer,38,M,1,Uneducated,Married,$80K - $120K,Blue,25,6,1,3,11352,0,11352,1.324,1601,34,1.125,0 +710594358,Existing Customer,28,F,0,Unknown,Single,Less than $40K,Silver,36,4,3,4,14910,873,14037,0.737,2560,72,0.674,0.059 +709730508,Existing Customer,39,F,0,High School,Single,Unknown,Blue,27,6,3,3,17531,0,17531,0.8,4563,61,0.743,0 +720462633,Existing Customer,43,F,3,Uneducated,Single,Less than $40K,Blue,29,3,2,3,4138,643,3495,0.681,1827,49,0.581,0.155 +715005558,Existing Customer,36,M,2,College,Single,$80K - $120K,Blue,36,6,2,2,8374,2147,6227,1.113,2472,65,1.167,0.256 +779993208,Existing Customer,38,F,2,Uneducated,Married,Less than $40K,Blue,28,3,3,3,7049,0,7049,0.988,1475,27,1.7,0 +787543008,Existing Customer,37,M,1,Graduate,Single,$40K - $60K,Blue,27,5,3,4,3851,1695,2156,0.717,2349,61,0.968,0.44 +743265108,Existing Customer,37,M,4,College,Single,$60K - $80K,Blue,30,5,1,4,15936,827,15109,1.085,2477,49,1.042,0.052 +713770383,Existing Customer,29,F,0,Uneducated,Divorced,Less than $40K,Blue,19,5,4,4,2926,0,2926,0.84,2775,74,1.114,0 +712392108,Existing Customer,51,M,3,High School,Married,$60K - $80K,Blue,36,3,2,4,10305,691,9614,0.485,1451,25,0.667,0.067 +720145683,Existing Customer,54,M,1,College,Married,$60K - $80K,Blue,42,3,2,2,2987,2517,470,0.479,1617,35,0.75,0.843 +714832383,Existing Customer,35,M,0,High School,Single,$80K - $120K,Gold,29,6,2,3,34516,1965,32551,1.044,2949,70,1,0.057 +772706283,Existing Customer,38,F,2,College,Married,$40K - $60K,Blue,28,3,3,4,6275,1579,4696,0.996,1585,43,0.72,0.252 +795920358,Existing Customer,33,F,2,High School,Married,Less than $40K,Blue,27,3,2,3,7185,0,7185,1.504,2679,45,0.8,0 +716277558,Existing Customer,45,F,1,Uneducated,Single,Less than $40K,Blue,36,4,3,4,3281,1961,1320,0.744,1779,47,0.808,0.598 +764776833,Existing Customer,61,M,0,Graduate,Married,$40K - $60K,Blue,54,3,3,2,3077,1646,1431,0.456,1523,30,0.579,0.535 +710795883,Existing Customer,33,F,3,Uneducated,Married,Less than $40K,Blue,16,6,1,4,2042,1864,178,1.318,2758,50,0.852,0.913 +710428308,Existing Customer,55,M,4,High School,Single,$60K - $80K,Blue,51,4,1,4,2001,1553,448,0.482,1910,51,0.7,0.776 +721096983,Existing Customer,34,F,2,Graduate,Single,Less than $40K,Blue,36,4,3,4,3625,2517,1108,1.158,2616,46,1.3,0.694 +715760733,Existing Customer,58,M,4,High School,Married,$40K - $60K,Blue,47,6,3,4,7803,1885,5918,0.531,1199,25,0.316,0.242 +718227033,Existing Customer,38,F,4,Graduate,Married,Less than $40K,Blue,30,3,1,2,5951,1702,4249,1.264,2565,53,0.71,0.286 +720610008,Attrited Customer,59,M,1,College,Married,$120K +,Blue,50,1,5,4,15796,812,14984,0.719,1339,23,0.15,0.051 +719517258,Existing Customer,57,M,4,Unknown,Single,$80K - $120K,Blue,36,5,3,4,7558,1364,6194,0.719,3676,67,0.558,0.18 +714111333,Existing Customer,55,M,1,High School,Married,$60K - $80K,Blue,46,6,1,3,5381,0,5381,0.746,1910,38,1,0 +717551358,Existing Customer,63,M,0,Graduate,Married,$60K - $80K,Blue,55,4,1,4,3556,2517,1039,0.983,2279,56,0.6,0.708 +813573333,Existing Customer,60,M,1,High School,Married,Less than $40K,Blue,55,5,1,4,2661,1466,1195,0.631,1354,25,0.316,0.551 +711709683,Existing Customer,53,F,2,Uneducated,Married,Less than $40K,Blue,36,6,1,4,3506,1405,2101,0.766,1999,48,0.655,0.401 +712902483,Existing Customer,35,M,3,High School,Married,$60K - $80K,Blue,24,3,2,2,2066,1699,367,0.624,1895,43,0.536,0.822 +710893533,Existing Customer,53,M,1,Unknown,Married,$120K +,Blue,42,4,1,4,8329,877,7452,0.432,1570,56,0.333,0.105 +719883858,Existing Customer,58,M,2,Graduate,Married,Less than $40K,Blue,48,4,1,0,2774,0,2774,0.721,1258,33,0.435,0 +719628033,Existing Customer,33,F,1,Post-Graduate,Married,Unknown,Blue,36,5,3,3,4134,1130,3004,1.222,2475,52,0.926,0.273 +712043433,Existing Customer,53,M,1,Graduate,Married,$80K - $120K,Blue,36,5,2,2,11329,1180,10149,0.648,1213,33,0.571,0.104 +769095558,Existing Customer,59,M,1,Doctorate,Single,$60K - $80K,Blue,53,3,2,2,9055,1560,7495,0.696,1755,45,0.8,0.172 +816094233,Existing Customer,37,M,1,High School,Married,$120K +,Blue,32,6,2,2,17393,1409,15984,0.608,1692,38,0.652,0.081 +758417508,Existing Customer,50,F,4,High School,Divorced,Less than $40K,Blue,43,6,3,4,5908,0,5908,0.822,3313,72,0.756,0 +721234308,Existing Customer,35,F,2,Uneducated,Married,Less than $40K,Blue,21,6,2,3,5825,1815,4010,1.132,2820,62,0.879,0.312 +717138558,Existing Customer,28,M,0,Post-Graduate,Married,$40K - $60K,Blue,16,5,1,3,3665,0,3665,0.737,1813,31,0.409,0 +798120858,Existing Customer,37,M,3,Uneducated,Married,$80K - $120K,Blue,31,4,2,2,3797,1425,2372,1.505,2555,44,0.833,0.375 +709997958,Existing Customer,39,M,3,Graduate,Married,$40K - $60K,Blue,28,4,3,4,3478,0,3478,0.65,2133,54,0.543,0 +712617408,Existing Customer,31,M,1,Post-Graduate,Single,$40K - $60K,Blue,20,5,3,3,13734,0,13734,0.855,2566,74,0.762,0 +720158208,Existing Customer,37,M,3,Graduate,Married,$60K - $80K,Blue,23,4,3,2,3034,2167,867,0.711,2058,49,0.485,0.714 +716548083,Existing Customer,39,M,4,Graduate,Married,Less than $40K,Blue,32,4,1,4,2973,2360,613,1.257,2593,57,0.781,0.794 +717631008,Existing Customer,38,M,2,Graduate,Married,$80K - $120K,Blue,31,4,1,2,24296,0,24296,0.781,1886,48,0.5,0 +813964383,Existing Customer,35,M,3,Graduate,Single,$40K - $60K,Blue,30,3,1,3,8969,1226,7743,0.84,2568,59,0.735,0.137 +719952408,Existing Customer,30,M,0,Graduate,Married,Less than $40K,Blue,36,3,3,2,2550,1623,927,0.65,1870,51,0.275,0.636 +771028533,Attrited Customer,48,F,3,Post-Graduate,Married,Less than $40K,Silver,35,5,1,3,10357,0,10357,0.506,911,25,0.19,0 +771823308,Existing Customer,33,F,2,Uneducated,Unknown,Less than $40K,Blue,21,5,1,4,1475,986,489,0.896,1896,33,0.833,0.668 +719854008,Existing Customer,47,M,3,Unknown,Single,$40K - $60K,Blue,36,3,6,2,5154,1407,3747,0.666,1694,32,0.778,0.273 +713998233,Existing Customer,37,F,2,High School,Single,Less than $40K,Blue,36,6,2,4,3586,1414,2172,0.745,2780,57,0.727,0.394 +714746358,Existing Customer,38,M,3,Unknown,Married,$60K - $80K,Blue,28,3,1,2,4646,1680,2966,1.238,2234,35,0.667,0.362 +713574708,Existing Customer,39,M,3,College,Single,$40K - $60K,Blue,28,6,2,2,1640,1177,463,0.695,3124,66,0.784,0.718 +714753258,Existing Customer,34,M,2,Unknown,Married,$60K - $80K,Blue,36,5,2,4,2379,1982,397,1.194,2966,50,1.381,0.833 +712004208,Existing Customer,65,M,0,Graduate,Single,Less than $40K,Blue,56,3,3,2,3422,0,3422,0.929,1973,59,0.686,0 +719621958,Existing Customer,43,M,3,Graduate,Unknown,$60K - $80K,Blue,28,3,2,3,4365,0,4365,0.32,1720,40,0.379,0 +819610908,Attrited Customer,38,M,2,Uneducated,Single,$80K - $120K,Blue,33,1,4,4,32938,2089,30849,0.72,1137,26,0.238,0.063 +823948308,Existing Customer,48,M,4,Post-Graduate,Unknown,$40K - $60K,Blue,44,6,2,4,6710,1942,4768,0.777,1727,37,0.85,0.289 +712064358,Existing Customer,38,M,1,Graduate,Married,$60K - $80K,Blue,36,6,3,4,2507,1544,963,0.906,1999,34,0.789,0.616 +816013383,Attrited Customer,65,F,0,Graduate,Divorced,Less than $40K,Blue,56,3,6,3,6184,0,6184,1.016,1712,27,0.286,0 +758765808,Existing Customer,36,F,2,Unknown,Married,Less than $40K,Blue,29,6,3,4,2029,1190,839,0.628,1802,40,0.481,0.586 +780881358,Existing Customer,35,M,3,Graduate,Single,$40K - $60K,Silver,17,6,3,2,16659,0,16659,1.012,2551,74,0.609,0 +709422183,Existing Customer,58,F,1,Graduate,Married,Less than $40K,Blue,46,4,2,2,2203,1394,809,0.57,1788,45,0.364,0.633 +779951058,Existing Customer,54,F,3,High School,Married,Unknown,Blue,38,4,2,4,5122,1642,3480,0.935,1908,39,0.696,0.321 +809941233,Existing Customer,53,M,1,Graduate,Married,$80K - $120K,Blue,48,4,1,3,3074,2390,684,0.421,1377,38,0.583,0.777 +710844408,Existing Customer,38,M,3,Post-Graduate,Married,$60K - $80K,Blue,36,4,3,2,2584,0,2584,0.593,1843,28,0.647,0 +819002508,Existing Customer,31,M,1,Unknown,Single,$40K - $60K,Blue,26,4,1,2,2037,0,2037,0.88,2563,64,0.641,0 +807141183,Existing Customer,34,M,1,Graduate,Married,$120K +,Blue,29,4,3,2,14938,1412,13526,0.677,1930,36,0.636,0.095 +711119358,Existing Customer,38,M,3,Unknown,Married,$60K - $80K,Blue,31,6,1,2,2014,896,1118,1.055,2460,52,0.857,0.445 +808273533,Attrited Customer,39,M,2,High School,Single,$60K - $80K,Blue,34,3,4,3,1818,0,1818,0.651,2054,55,0.774,0 +716297658,Existing Customer,37,M,2,Graduate,Single,$80K - $120K,Blue,36,4,1,4,14926,0,14926,0.635,2405,55,0.667,0 +716532258,Existing Customer,51,F,1,High School,Single,Less than $40K,Blue,43,4,3,2,2827,1308,1519,0.79,3291,55,0.618,0.463 +720540708,Existing Customer,53,F,3,Uneducated,Married,Less than $40K,Blue,42,3,2,4,2773,1507,1266,1.06,1197,25,1.083,0.543 +720904233,Existing Customer,53,M,0,Graduate,Married,$80K - $120K,Blue,41,3,3,2,16033,560,15473,0.963,1158,31,1.067,0.035 +720863133,Existing Customer,65,M,1,Graduate,Married,Less than $40K,Blue,54,5,3,4,3213,2517,696,0.507,1855,39,0.773,0.783 +714957108,Existing Customer,33,F,3,High School,Divorced,Less than $40K,Blue,26,5,1,3,3616,0,3616,0.912,3133,72,1,0 +790102008,Existing Customer,37,M,3,Doctorate,Single,$60K - $80K,Blue,30,6,1,3,5924,1023,4901,0.765,3305,80,0.778,0.173 +781933983,Existing Customer,47,M,4,Graduate,Married,$40K - $60K,Blue,41,5,3,4,14535,0,14535,0.711,2970,76,0.689,0 +712643358,Existing Customer,59,F,0,High School,Married,Less than $40K,Blue,49,6,2,4,2833,1609,1224,0.78,1335,23,1.3,0.568 +716686158,Existing Customer,59,F,0,Post-Graduate,Married,Less than $40K,Blue,49,5,2,3,1479,601,878,0.607,1621,32,0.6,0.406 +806894133,Existing Customer,34,F,3,Post-Graduate,Single,Unknown,Blue,29,3,1,4,1617,1347,270,0.73,2546,55,0.719,0.833 +721344858,Existing Customer,26,M,0,Uneducated,Single,Less than $40K,Blue,13,4,4,4,2237,451,1786,0.837,2192,36,0.44,0.202 +813230208,Existing Customer,45,M,4,College,Single,$120K +,Blue,40,3,3,3,2900,1782,1118,1.351,4686,64,0.561,0.614 +716835033,Existing Customer,54,F,2,Graduate,Married,Unknown,Blue,45,4,3,2,13126,2086,11040,0.659,1836,37,0.762,0.159 +787500333,Existing Customer,52,M,2,Post-Graduate,Single,$80K - $120K,Blue,40,6,1,3,8695,1407,7288,0.634,2030,58,0.706,0.162 +768582033,Existing Customer,47,M,3,High School,Married,$40K - $60K,Blue,41,6,3,4,6692,1897,4795,1.035,3902,76,0.689,0.283 +713992158,Existing Customer,57,F,4,Unknown,Married,Less than $40K,Blue,36,3,1,2,2159,1004,1155,0.603,1353,30,0.111,0.465 +719916408,Existing Customer,34,M,5,Graduate,Married,$60K - $80K,Blue,27,5,2,2,2501,1909,592,0.956,1850,34,1.125,0.763 +789433758,Existing Customer,36,M,0,College,Married,$80K - $120K,Blue,27,3,3,2,6338,2379,3959,0.624,1715,39,0.5,0.375 +785011383,Attrited Customer,36,F,0,Uneducated,Divorced,$40K - $60K,Blue,30,1,3,4,2190,0,2190,0.908,1412,38,0.583,0 +719283633,Existing Customer,57,F,3,Uneducated,Married,$40K - $60K,Blue,49,4,2,3,7578,1628,5950,0.721,1325,29,1.231,0.215 +710816358,Existing Customer,29,M,1,Post-Graduate,Married,Less than $40K,Blue,18,4,3,2,2963,1466,1497,1.378,2523,48,0.846,0.495 +779653458,Existing Customer,37,M,3,Graduate,Married,$80K - $120K,Blue,20,3,3,3,8260,2077,6183,1.167,2323,47,0.621,0.251 +716382708,Attrited Customer,46,F,2,Graduate,Single,Less than $40K,Blue,36,3,4,3,8309,858,7451,0.888,1165,35,0.4,0.103 +710387583,Existing Customer,55,M,0,High School,Married,$80K - $120K,Blue,35,5,1,4,3864,1901,1963,0.289,1018,32,0.391,0.492 +718772133,Existing Customer,56,M,3,Graduate,Married,$80K - $120K,Blue,47,6,3,3,10230,1082,9148,0.658,1484,34,0.545,0.106 +711224733,Attrited Customer,32,M,0,High School,Married,$120K +,Blue,27,3,3,4,22382,0,22382,0.418,695,10,0.25,0 +718360083,Existing Customer,39,M,4,Uneducated,Married,$120K +,Blue,36,6,3,2,25790,1798,23992,0.973,2443,70,0.556,0.07 +716102583,Existing Customer,63,F,1,Graduate,Married,Less than $40K,Blue,53,6,1,3,2675,2517,158,0.957,1959,56,1,0.941 +720673008,Existing Customer,49,F,3,Unknown,Divorced,Less than $40K,Blue,38,3,3,4,1652,812,840,0.548,1771,47,0.516,0.492 +708459633,Existing Customer,38,M,2,High School,Married,$60K - $80K,Blue,26,4,1,3,5815,1698,4117,0.896,1604,42,0.448,0.292 +712868733,Existing Customer,60,M,0,Uneducated,Married,Less than $40K,Blue,52,5,1,2,2595,2189,406,0.276,1562,27,0.174,0.844 +713790708,Existing Customer,38,M,3,Uneducated,Married,$60K - $80K,Blue,36,5,2,3,3421,2308,1113,2.037,2269,39,1.053,0.675 +717648783,Existing Customer,63,M,2,High School,Married,$80K - $120K,Blue,51,4,2,3,6922,1704,5218,0.278,1449,28,0.217,0.246 +714709983,Existing Customer,43,F,2,College,Married,Less than $40K,Blue,36,6,2,4,6979,898,6081,0.565,1665,44,0.375,0.129 +819409608,Existing Customer,39,F,2,Graduate,Married,Less than $40K,Blue,34,4,3,4,2594,0,2594,0.526,1457,43,0.387,0 +717585858,Existing Customer,35,F,4,High School,Single,Unknown,Blue,24,5,2,4,16915,1679,15236,0.834,2795,55,0.833,0.099 +791856033,Attrited Customer,45,M,2,College,Divorced,$80K - $120K,Blue,39,3,4,4,34516,0,34516,1.014,1041,27,0.35,0 +714474483,Existing Customer,35,F,1,Graduate,Married,$40K - $60K,Blue,29,4,2,2,2523,1877,646,1.631,2005,50,1.174,0.744 +716448783,Attrited Customer,48,F,3,Graduate,Married,$40K - $60K,Blue,39,2,4,3,6235,0,6235,0.848,1225,34,0.478,0 +711065133,Existing Customer,26,M,1,High School,Single,$40K - $60K,Blue,13,6,2,4,1473,0,1473,0.813,2099,39,0.857,0 +713769258,Existing Customer,36,M,3,College,Married,$120K +,Blue,26,3,2,3,17116,939,16177,1.575,2547,45,0.731,0.055 +712288158,Existing Customer,37,M,2,College,Married,$80K - $120K,Blue,17,5,3,2,4631,1991,2640,1.669,2864,37,0.947,0.43 +714130233,Existing Customer,39,M,2,Unknown,Married,$60K - $80K,Blue,19,3,3,2,3047,2150,897,0.882,1602,37,1.312,0.706 +789127533,Existing Customer,49,M,4,High School,Divorced,$80K - $120K,Blue,37,5,2,2,32338,1664,30674,0.919,3013,83,0.766,0.051 +717038733,Existing Customer,56,M,3,Uneducated,Married,$60K - $80K,Blue,36,5,3,3,2253,1375,878,0.388,1324,38,0.31,0.61 +804840033,Existing Customer,45,M,2,College,Married,$60K - $80K,Blue,38,4,6,4,16611,0,16611,0.954,1960,48,0.6,0 +709363383,Existing Customer,34,M,2,High School,Single,Unknown,Blue,36,3,4,2,22886,836,22050,0.889,2652,61,0.743,0.037 +789760233,Existing Customer,29,M,0,Unknown,Divorced,$80K - $120K,Blue,14,6,3,3,3544,0,3544,0.718,2435,63,1.032,0 +712058958,Existing Customer,28,M,0,High School,Single,Less than $40K,Blue,19,3,3,4,3480,0,3480,0.731,2744,75,0.829,0 +708295533,Existing Customer,65,F,0,Post-Graduate,Married,Less than $40K,Blue,56,5,3,2,3549,1880,1669,0.624,1215,22,0.571,0.53 +817686633,Existing Customer,26,F,1,College,Single,Less than $40K,Blue,15,5,2,4,1438.3,737,701.3,0.806,2856,39,0.5,0.512 +713738883,Existing Customer,57,F,3,Uneducated,Married,Less than $40K,Blue,36,6,2,3,3136,1422,1714,0.591,1260,34,0.889,0.453 +721310283,Existing Customer,47,M,3,Graduate,Single,$120K +,Blue,36,6,2,4,34516,933,33583,0.946,1804,32,0.6,0.027 +803132733,Existing Customer,54,F,1,Graduate,Married,Less than $40K,Blue,48,4,3,2,6814,1570,5244,0.653,1339,30,0.364,0.23 +779852133,Existing Customer,48,M,2,Unknown,Married,$120K +,Silver,32,3,2,4,34516,2098,32418,0.741,3093,66,0.784,0.061 +716210283,Existing Customer,36,F,1,High School,Married,Unknown,Blue,36,6,3,4,8500,2517,5983,0.445,1618,37,1.312,0.296 +711615933,Existing Customer,43,M,3,Graduate,Married,$80K - $120K,Blue,33,3,3,2,28170,1859,26311,0.568,1013,28,0.75,0.066 +785311158,Existing Customer,54,F,2,Graduate,Single,Less than $40K,Blue,48,6,1,4,6610,928,5682,0.894,3328,69,0.683,0.14 +717267108,Existing Customer,37,M,1,College,Single,$60K - $80K,Blue,26,6,3,2,15755,1410,14345,0.839,2061,61,0.649,0.089 +711636558,Existing Customer,33,M,3,Graduate,Married,$80K - $120K,Blue,36,5,3,4,2711,2073,638,0.711,1567,42,0.75,0.765 +717504258,Existing Customer,38,M,2,College,Married,$40K - $60K,Blue,25,4,1,4,3735,1199,2536,0.886,1573,35,0.75,0.321 +718242333,Existing Customer,36,M,4,Graduate,Single,$80K - $120K,Blue,36,5,3,2,10216,1822,8394,0.778,2568,69,0.683,0.178 +771844458,Existing Customer,40,F,3,Graduate,Married,Unknown,Blue,28,6,1,2,20420,1657,18763,1.038,1804,41,0.864,0.081 +708892833,Attrited Customer,37,M,2,Graduate,Married,$120K +,Blue,30,2,4,4,13662,0,13662,0.153,725,22,0,0 +779465358,Existing Customer,26,F,0,High School,Single,Unknown,Blue,13,4,3,3,3038,1460,1578,0.98,2243,38,0.462,0.481 +720191883,Existing Customer,45,M,3,High School,Single,$60K - $80K,Blue,35,5,3,3,7050,659,6391,0.52,1236,36,1,0.093 +710934033,Existing Customer,26,M,0,High School,Single,Less than $40K,Blue,13,6,1,4,1775,1162,613,0.93,2169,43,0.536,0.655 +714473658,Existing Customer,42,M,3,Graduate,Single,$40K - $60K,Blue,30,6,2,2,8960,1054,7906,0.414,1488,26,0.368,0.118 +716569983,Existing Customer,33,M,2,College,Married,$80K - $120K,Blue,36,3,1,2,2355,1773,582,0.774,1765,27,0.929,0.753 +789833583,Existing Customer,57,F,4,High School,Married,$40K - $60K,Blue,47,5,2,4,6803,1332,5471,0.809,1476,30,0.579,0.196 +818923158,Existing Customer,55,M,2,Graduate,Married,$60K - $80K,Blue,50,5,2,4,2145,1207,938,0.521,1275,31,0.476,0.563 +716596308,Existing Customer,40,M,3,Uneducated,Single,$80K - $120K,Blue,36,5,2,3,3919,1640,2279,0.8,1872,51,0.5,0.418 +716620458,Existing Customer,32,M,1,High School,Single,Less than $40K,Blue,23,3,2,3,4500,0,4500,0.626,2439,63,0.703,0 +710251608,Existing Customer,62,F,1,High School,Married,Less than $40K,Blue,54,3,3,4,2941,1173,1768,0.436,1453,27,0.35,0.399 +710633808,Existing Customer,26,M,0,Graduate,Single,$60K - $80K,Blue,13,3,3,3,7102,0,7102,0.537,2411,41,0.281,0 +719318583,Attrited Customer,37,M,3,High School,Married,Less than $40K,Blue,26,3,3,4,6866,2389,4477,0.395,862,13,0.182,0.348 +819202533,Existing Customer,57,M,1,Doctorate,Married,$80K - $120K,Blue,52,3,2,3,10378,1540,8838,0.547,1306,32,0.28,0.148 +827360883,Existing Customer,47,F,3,High School,Married,Unknown,Blue,43,4,3,2,13473,1335,12138,0.814,1593,46,0.484,0.099 +771196083,Existing Customer,47,M,4,Graduate,Married,$80K - $120K,Blue,34,6,3,3,18178,0,18178,0.922,1837,37,0.682,0 +809962908,Existing Customer,48,F,2,Graduate,Single,Unknown,Blue,43,5,3,4,8171,852,7319,0.639,1909,52,0.733,0.104 +788965683,Existing Customer,49,F,4,Uneducated,Married,Less than $40K,Blue,36,6,3,3,1438.3,0,1438.3,0.782,2170,41,0.464,0 +817142433,Existing Customer,35,M,3,Graduate,Married,$80K - $120K,Blue,20,5,3,4,8082,2307,5775,0.637,1725,29,1.071,0.285 +716993058,Existing Customer,57,M,3,Unknown,Divorced,$60K - $80K,Blue,48,5,2,3,24589,1640,22949,0.4,4291,78,0.625,0.067 +771040758,Existing Customer,62,F,0,Graduate,Single,Unknown,Silver,49,5,1,2,30310,0,30310,0.777,3703,91,0.492,0 +713309583,Existing Customer,55,F,2,College,Married,Less than $40K,Blue,36,6,3,4,2967,2129,838,1.075,2177,59,0.788,0.718 +710273658,Existing Customer,36,M,2,Graduate,Married,$60K - $80K,Blue,17,5,2,3,3092,1825,1267,1.46,2883,61,0.488,0.59 +771429408,Existing Customer,54,M,1,High School,Married,$80K - $120K,Blue,42,5,3,2,1618,668,950,0.552,1515,31,0.476,0.413 +719452308,Existing Customer,30,F,0,Graduate,Married,Less than $40K,Blue,23,5,2,3,2498,1632,866,0.712,2048,35,1.188,0.653 +818908833,Existing Customer,46,M,3,Graduate,Married,$40K - $60K,Blue,41,5,2,2,2564,0,2564,1.026,2038,45,0.364,0 +780998133,Existing Customer,43,M,3,Graduate,Married,$80K - $120K,Blue,34,3,4,4,10540,1489,9051,1.029,1980,45,0.607,0.141 +801726933,Existing Customer,34,M,2,Graduate,Married,$120K +,Blue,28,4,3,3,13384,1853,11531,0.807,1899,33,0.833,0.138 +788474658,Existing Customer,55,M,3,Graduate,Married,$80K - $120K,Blue,48,5,2,4,16208,1278,14930,0.543,1842,56,0.436,0.079 +708438033,Existing Customer,36,F,2,Unknown,Married,Less than $40K,Blue,27,3,3,4,3049,2198,851,1.546,2617,48,1,0.721 +710562258,Existing Customer,44,M,1,Graduate,Married,$80K - $120K,Blue,33,5,4,3,19214,0,19214,0.998,3407,47,1.136,0 +770764908,Existing Customer,39,M,2,Unknown,Married,$60K - $80K,Blue,25,5,2,3,3071,2517,554,0.583,1765,36,0.565,0.82 +814776033,Existing Customer,34,M,2,Graduate,Single,$80K - $120K,Blue,29,3,1,3,13395,1678,11717,1.006,2650,69,0.865,0.125 +715057383,Existing Customer,40,M,3,Graduate,Married,$60K - $80K,Blue,31,6,3,4,17126,1201,15925,0.802,3891,79,0.881,0.07 +717970158,Existing Customer,42,M,2,College,Single,$60K - $80K,Blue,36,5,3,2,8083,0,8083,1.076,3942,84,0.75,0 +715168008,Existing Customer,36,M,3,Graduate,Divorced,$40K - $60K,Blue,28,4,2,3,8995,1547,7448,0.923,2398,61,0.794,0.172 +720802833,Existing Customer,26,F,1,High School,Single,Less than $40K,Blue,13,3,2,3,2404,1198,1206,0.501,2692,63,0.5,0.498 +789370383,Existing Customer,42,M,1,High School,Married,$40K - $60K,Blue,32,4,2,2,2807,1845,962,1.027,1346,26,1,0.657 +711782733,Existing Customer,55,M,0,Graduate,Married,$40K - $60K,Blue,36,3,3,2,3097,827,2270,0.511,1390,24,0.263,0.267 +709000008,Existing Customer,45,M,3,Unknown,Single,$80K - $120K,Blue,37,6,2,2,10651,672,9979,0.767,2073,54,0.543,0.063 +719381733,Existing Customer,61,M,2,High School,Single,$60K - $80K,Blue,47,5,2,3,2175,1404,771,0.633,3994,64,0.778,0.646 +771169458,Existing Customer,41,M,4,College,Married,$120K +,Blue,28,5,3,0,28020,1470,26550,1.226,1723,36,1.25,0.052 +709974108,Existing Customer,35,F,1,Graduate,Single,Less than $40K,Blue,23,4,3,3,2640,1051,1589,0.833,3116,80,0.6,0.398 +757024233,Existing Customer,34,M,2,Graduate,Single,$120K +,Blue,27,3,1,4,31313,2152,29161,0.679,2555,62,0.676,0.069 +768928833,Existing Customer,37,M,2,High School,Married,$80K - $120K,Blue,31,3,2,4,7304,0,7304,1.144,2717,63,0.703,0 +720504633,Attrited Customer,46,M,2,Uneducated,Unknown,$60K - $80K,Blue,32,6,2,3,3254,0,3254,0.733,967,24,1.182,0 +812441358,Existing Customer,26,M,1,College,Divorced,$40K - $60K,Blue,21,3,3,2,1438.3,0,1438.3,0.745,2660,89,0.712,0 +713287608,Existing Customer,54,F,3,High School,Married,Less than $40K,Blue,41,5,4,4,3161,1220,1941,0.82,2412,62,0.824,0.386 +711357858,Attrited Customer,47,F,3,Graduate,Single,Less than $40K,Blue,36,5,3,4,7246,0,7246,0.612,777,13,0.625,0 +715478733,Existing Customer,56,F,5,Graduate,Married,Less than $40K,Blue,36,5,4,4,3088,2517,571,0.848,2292,54,0.862,0.815 +780382008,Existing Customer,42,F,4,Unknown,Single,Less than $40K,Silver,32,6,3,2,13719,1384,12335,1.201,3774,63,0.658,0.101 +715749858,Existing Customer,30,M,1,Unknown,Married,$40K - $60K,Blue,18,5,1,3,4726,1380,3346,0.622,1723,31,0.55,0.292 +710951808,Existing Customer,32,M,1,Unknown,Married,Less than $40K,Blue,36,5,3,3,6100,1520,4580,0.853,1668,32,0.882,0.249 +713469333,Existing Customer,40,M,2,High School,Single,$80K - $120K,Blue,28,6,2,4,19279,1427,17852,0.892,1777,56,0.647,0.074 +719243808,Existing Customer,33,F,1,Graduate,Married,Less than $40K,Blue,20,3,2,4,3792,1625,2167,0.618,1888,39,0.625,0.429 +772202058,Existing Customer,64,M,0,Graduate,Married,Less than $40K,Blue,53,3,3,4,2084,1647,437,0.664,1597,37,0.542,0.79 +711346383,Existing Customer,33,M,1,High School,Single,$80K - $120K,Blue,28,4,3,3,34516,0,34516,0.636,2804,70,0.842,0 +711405333,Existing Customer,52,M,3,Post-Graduate,Married,$80K - $120K,Blue,43,5,2,2,6849,2126,4723,0.611,1651,43,0.344,0.31 +778407033,Existing Customer,59,F,0,Uneducated,Married,Less than $40K,Blue,39,6,3,4,2417,1932,485,1.044,2367,50,0.786,0.799 +714862083,Existing Customer,41,F,4,Uneducated,Single,Unknown,Blue,33,6,4,3,5802,2490,3312,0.849,3386,53,1.038,0.429 +711199008,Existing Customer,38,M,2,Unknown,Married,$40K - $60K,Blue,31,3,2,2,2919,2192,727,1.073,2399,57,0.966,0.751 +709858533,Existing Customer,29,M,2,Graduate,Divorced,Less than $40K,Blue,20,4,1,2,2462,2021,441,0.966,2320,57,0.676,0.821 +718627458,Existing Customer,43,F,3,Doctorate,Married,Unknown,Blue,38,3,4,2,1947,0,1947,0.838,2119,52,1,0 +711816108,Attrited Customer,40,M,3,High School,Single,$80K - $120K,Blue,29,2,2,4,18563,0,18563,0.729,2395,45,0.552,0 +717105258,Existing Customer,37,F,1,Graduate,Married,Less than $40K,Blue,36,3,3,3,3992,1289,2703,1.008,2181,32,0.6,0.323 +715822008,Existing Customer,32,M,1,High School,Married,Less than $40K,Blue,14,4,2,2,3568,2175,1393,1.368,1913,35,0.667,0.61 +714971583,Existing Customer,36,M,2,Graduate,Single,$60K - $80K,Blue,27,3,3,2,7776,831,6945,1.007,3063,87,0.891,0.107 +713663508,Attrited Customer,58,M,0,High School,Unknown,$40K - $60K,Blue,42,3,2,3,1438.3,0,1438.3,0.835,1088,22,1.444,0 +709025583,Existing Customer,53,M,3,High School,Married,$80K - $120K,Blue,36,3,3,3,9355,715,8640,0.422,1138,38,0.727,0.076 +812809083,Existing Customer,37,F,3,Unknown,Single,Unknown,Blue,32,3,4,4,19636,1566,18070,0.649,2595,58,0.611,0.08 +714073983,Existing Customer,47,M,2,Unknown,Single,$40K - $60K,Blue,36,6,3,3,7327,0,7327,0.857,1788,46,0.586,0 +789297558,Existing Customer,36,M,1,Uneducated,Single,$120K +,Blue,25,6,3,2,7049,1932,5117,0.804,2602,51,0.545,0.274 +710375283,Existing Customer,26,F,0,Uneducated,Single,$40K - $60K,Blue,18,4,3,2,2033,1471,562,0.672,2236,55,0.41,0.724 +712189233,Existing Customer,38,F,1,Graduate,Married,$40K - $60K,Blue,20,5,1,3,5153,2517,2636,1.488,3095,63,0.969,0.488 +713767383,Existing Customer,32,F,0,High School,Married,$40K - $60K,Blue,22,4,2,2,2062,1665,397,1.276,2397,41,0.64,0.807 +797414733,Existing Customer,37,F,3,Graduate,Single,Less than $40K,Blue,31,3,3,4,2005,1517,488,0.729,2439,61,0.848,0.757 +712452033,Existing Customer,26,M,1,Unknown,Single,Less than $40K,Blue,13,6,2,3,2479,828,1651,0.44,2225,44,0.294,0.334 +714151533,Existing Customer,55,F,1,Graduate,Married,$40K - $60K,Blue,46,5,4,4,4589,1622,2967,0.425,1569,33,0.269,0.353 +720440583,Existing Customer,35,M,2,Unknown,Married,$80K - $120K,Blue,36,6,2,2,2263,1188,1075,0.84,1927,47,0.382,0.525 +787494783,Existing Customer,58,M,3,High School,Married,$60K - $80K,Blue,46,5,3,2,8184,1205,6979,0.965,2140,49,0.69,0.147 +819966033,Existing Customer,32,M,0,Graduate,Single,Unknown,Blue,27,6,3,3,9238,0,9238,0.809,2522,68,0.478,0 +710297133,Existing Customer,47,M,3,High School,Married,$80K - $120K,Blue,36,6,3,3,30210,1194,29016,0.948,3503,65,0.667,0.04 +793355508,Existing Customer,32,M,0,Graduate,Single,Less than $40K,Blue,26,6,3,3,6942,0,6942,0.544,2657,71,0.69,0 +708580908,Existing Customer,56,M,3,High School,Married,$60K - $80K,Blue,37,3,3,3,14551,2517,12034,0.92,1373,35,0.591,0.173 +719826333,Existing Customer,34,F,2,Doctorate,Single,Less than $40K,Blue,13,5,1,2,1438.3,0,1438.3,0.946,2557,67,0.763,0 +780689733,Existing Customer,65,M,0,Unknown,Single,Unknown,Blue,56,3,2,2,11332,633,10699,1.514,2758,56,1.24,0.056 +744764433,Existing Customer,55,M,2,Uneducated,Married,$120K +,Blue,48,5,2,3,30967,817,30150,0.378,1473,35,0.522,0.026 +714902283,Existing Customer,43,M,0,High School,Married,$80K - $120K,Blue,36,5,3,3,7866,0,7866,0.747,2843,53,0.828,0 +789309558,Existing Customer,31,M,2,College,Married,Less than $40K,Blue,21,6,2,4,2718,1920,798,1.604,2570,49,1.042,0.706 +713188383,Existing Customer,54,F,1,College,Married,Less than $40K,Blue,36,4,2,4,3084,2517,567,0.651,1446,22,0.833,0.816 +719506983,Existing Customer,52,M,3,Graduate,Married,$80K - $120K,Blue,42,5,2,4,17302,1339,15963,0.631,1181,30,1,0.077 +714804483,Existing Customer,48,M,3,College,Divorced,$40K - $60K,Blue,36,3,3,3,12159,1665,10494,0.608,1426,34,0.545,0.137 +748503708,Existing Customer,54,F,1,High School,Single,Less than $40K,Blue,47,6,4,3,2797,1627,1170,0.413,1566,36,0.714,0.582 +803587533,Existing Customer,33,M,1,Uneducated,Single,$60K - $80K,Blue,28,6,3,4,2618,1812,806,0.706,3319,86,0.911,0.692 +789777408,Attrited Customer,26,F,0,Post-Graduate,Single,Less than $40K,Blue,15,3,2,3,1442,1428,14,0.496,1134,26,0.238,0.99 +716811483,Existing Customer,30,F,2,Uneducated,Married,Less than $40K,Blue,24,4,2,1,2063,0,2063,0.553,1859,43,0.536,0 +714118383,Existing Customer,49,F,5,Graduate,Married,Less than $40K,Blue,43,4,2,3,8154,0,8154,0.964,2223,72,0.946,0 +720532908,Existing Customer,36,F,2,Unknown,Divorced,$40K - $60K,Blue,20,4,3,2,9735,1245,8490,1.079,2967,80,0.739,0.128 +765055833,Existing Customer,56,M,4,Unknown,Married,$80K - $120K,Blue,49,3,4,2,4310,2229,2081,0.643,1645,33,0.941,0.517 +715310208,Existing Customer,53,M,3,Uneducated,Married,$80K - $120K,Blue,36,3,3,1,11450,2129,9321,0.956,2197,45,0.957,0.186 +718577958,Attrited Customer,39,M,2,Uneducated,Married,$120K +,Blue,26,2,3,4,8906,0,8906,0.315,809,15,0.25,0 +789167658,Existing Customer,34,M,3,College,Married,$60K - $80K,Blue,23,5,3,2,4245,1815,2430,0.846,1534,34,0.545,0.428 +789987183,Existing Customer,53,M,2,College,Married,$80K - $120K,Blue,45,4,4,4,21953,1311,20642,0.443,1413,37,0.37,0.06 +717730533,Existing Customer,32,M,0,Graduate,Single,$40K - $60K,Blue,21,6,1,3,1614,925,689,0.598,2659,63,0.75,0.573 +708668283,Existing Customer,39,M,2,Graduate,Married,$80K - $120K,Blue,22,5,4,2,5140,2517,2623,0.876,1842,36,0.714,0.49 +772360683,Existing Customer,57,M,1,High School,Married,$120K +,Blue,46,3,3,4,31762,2517,29245,0.735,1515,36,0.714,0.079 +712500933,Existing Customer,48,F,4,Graduate,Single,Unknown,Blue,40,4,4,4,11692,648,11044,1.265,2997,56,0.867,0.055 +804867183,Existing Customer,37,M,3,Unknown,Married,$60K - $80K,Blue,30,6,2,4,16043,0,16043,1.509,2599,47,1.136,0 +826068183,Existing Customer,36,M,1,Graduate,Married,$80K - $120K,Blue,32,4,4,3,15488,1463,14025,1.28,2916,50,0.724,0.094 +820044333,Existing Customer,39,M,3,College,Divorced,$40K - $60K,Blue,34,3,3,2,2503,2185,318,0.5,4157,58,0.758,0.873 +714211533,Existing Customer,31,M,0,Graduate,Divorced,Less than $40K,Blue,36,4,3,2,3312,2491,821,0.62,2670,50,0.667,0.752 +710287533,Existing Customer,31,M,2,Graduate,Single,$40K - $60K,Blue,36,3,2,4,6269,1169,5100,0.743,2221,57,0.727,0.186 +720603558,Existing Customer,36,M,4,Graduate,Single,$60K - $80K,Blue,36,3,2,1,20337,1605,18732,0.805,2460,74,1.312,0.079 +819258408,Existing Customer,47,F,5,Graduate,Single,Less than $40K,Blue,42,4,2,4,2224,1106,1118,0.501,1698,41,0.367,0.497 +717664008,Attrited Customer,37,M,3,College,Married,$60K - $80K,Blue,19,2,3,4,3100,2517,583,0.35,694,12,0.2,0.812 +717437058,Existing Customer,38,M,2,Unknown,Divorced,$60K - $80K,Silver,26,4,2,0,26437,681,25756,1.021,2167,57,0.727,0.026 +717327783,Existing Customer,39,M,2,Graduate,Married,$80K - $120K,Blue,27,4,2,2,9959,1476,8483,0.952,2760,44,1,0.148 +712887633,Existing Customer,39,M,1,Unknown,Single,$80K - $120K,Blue,36,5,3,3,25008,876,24132,0.859,1753,43,1.048,0.035 +716129208,Existing Customer,37,M,3,Graduate,Married,$40K - $60K,Blue,36,3,3,3,2031,0,2031,0.752,1678,36,0.8,0 +718037433,Existing Customer,58,M,1,Graduate,Married,$80K - $120K,Blue,49,6,4,2,1654,1253,401,0.508,1887,60,0.538,0.758 +709839858,Existing Customer,58,F,2,Graduate,Married,Less than $40K,Blue,39,3,4,3,4608,1077,3531,0.694,1535,31,0.632,0.234 +719686458,Existing Customer,37,M,3,Graduate,Married,$40K - $60K,Blue,36,6,4,1,3908,1629,2279,0.775,1903,30,0.5,0.417 +721434483,Existing Customer,54,M,3,Graduate,Married,$80K - $120K,Blue,46,4,3,2,2798,1256,1542,1.132,2631,55,0.774,0.449 +716096358,Existing Customer,45,F,3,Uneducated,Single,Less than $40K,Blue,39,5,4,1,2551,2253,298,0.688,3753,63,0.909,0.883 +718244958,Existing Customer,36,F,2,Graduate,Married,Unknown,Blue,26,5,2,2,8621,1251,7370,0.696,1989,37,0.48,0.145 +711315783,Existing Customer,53,M,3,Graduate,Married,$40K - $60K,Blue,43,6,4,2,7451,683,6768,0.924,2165,49,0.96,0.092 +821296083,Existing Customer,34,F,1,College,Married,Less than $40K,Blue,30,3,3,3,2617,1010,1607,0.659,2003,47,0.679,0.386 +711562833,Attrited Customer,35,M,4,Graduate,Married,$80K - $120K,Blue,24,6,3,4,12634,0,12634,0.323,717,18,0.286,0 +716447733,Existing Customer,32,M,3,Graduate,Married,$40K - $60K,Blue,18,5,3,3,6407,963,5444,1.052,1921,43,0.72,0.15 +719591283,Existing Customer,38,M,2,Uneducated,Married,Less than $40K,Blue,27,6,2,4,1438.3,0,1438.3,0.945,2412,58,0.657,0 +789911808,Existing Customer,37,M,3,Uneducated,Married,$80K - $120K,Blue,28,6,2,2,2672,1259,1413,1.375,2487,52,0.625,0.471 +713195808,Existing Customer,37,F,3,High School,Married,Unknown,Blue,36,6,3,4,11948,1281,10667,1.159,2792,51,0.889,0.107 +717866133,Existing Customer,47,F,2,Graduate,Single,Less than $40K,Blue,36,3,3,3,2677,1390,1287,0.732,2170,63,0.465,0.519 +716670783,Existing Customer,52,F,3,Doctorate,Single,Unknown,Blue,36,3,2,1,24703,1085,23618,0.998,4776,63,0.575,0.044 +789197508,Existing Customer,54,M,3,High School,Married,$60K - $80K,Blue,43,6,3,4,2240,1580,660,0.745,1518,36,0.8,0.705 +713108433,Existing Customer,53,M,3,College,Married,$80K - $120K,Blue,40,4,4,4,6052,1720,4332,0.683,1476,37,0.423,0.284 +711403383,Existing Customer,33,F,3,College,Single,Less than $40K,Blue,23,6,4,1,2562,1968,594,0.546,2256,70,0.591,0.768 +768212583,Existing Customer,49,M,2,Graduate,Married,$60K - $80K,Blue,43,4,4,4,15377,1516,13861,0.627,1848,49,1.042,0.099 +720181758,Attrited Customer,37,M,0,Doctorate,Married,$120K +,Blue,22,3,3,4,8654,0,8654,0.446,850,18,0.385,0 +710632683,Existing Customer,31,M,1,Uneducated,Married,$40K - $60K,Blue,24,5,2,3,1438.3,0,1438.3,0.665,2308,49,0.4,0 +711836733,Existing Customer,43,M,3,Graduate,Single,$120K +,Blue,31,3,3,3,1438.3,0,1438.3,0.663,1867,45,0.875,0 +771183933,Existing Customer,39,M,1,Uneducated,Married,$80K - $120K,Blue,26,6,2,3,16040,1220,14820,0.862,1923,49,0.4,0.076 +711327558,Existing Customer,38,M,2,High School,Married,$40K - $60K,Blue,36,3,3,1,2801,1980,821,0.882,1600,45,0.406,0.707 +788971308,Existing Customer,62,F,1,Uneducated,Married,Less than $40K,Blue,49,5,4,2,2658,1158,1500,0.476,1809,41,0.464,0.436 +718950483,Existing Customer,58,F,1,Unknown,Married,$40K - $60K,Blue,48,3,3,2,12423,1910,10513,0.405,1208,38,0.357,0.154 +714278958,Existing Customer,39,F,2,High School,Married,Unknown,Blue,27,6,1,3,9347,1988,7359,1.173,2201,46,1.091,0.213 +711817158,Existing Customer,30,M,2,College,Divorced,$40K - $60K,Blue,22,3,3,4,3143,1075,2068,0.643,2510,57,0.629,0.342 +765824058,Existing Customer,46,M,4,Doctorate,Married,$80K - $120K,Blue,39,3,3,1,5106,1539,3567,0.907,3784,74,0.609,0.301 +710109633,Existing Customer,39,M,2,College,Married,$60K - $80K,Blue,31,6,3,2,9871,1061,8810,0.545,1683,34,0.478,0.107 +713643858,Existing Customer,53,F,1,College,Married,$40K - $60K,Blue,43,4,4,2,1525,1411,114,0.66,1911,47,0.958,0.925 +716399583,Existing Customer,34,M,1,Uneducated,Married,$120K +,Blue,36,6,2,1,19630,1251,18379,1.399,2286,39,0.696,0.064 +714516783,Existing Customer,54,F,0,Graduate,Divorced,Less than $40K,Silver,36,4,3,1,12547,1378,11169,1.12,3360,56,0.75,0.11 +710490708,Existing Customer,54,M,3,High School,Single,$80K - $120K,Blue,36,4,1,3,17686,0,17686,0.733,2047,46,0.533,0 +780662133,Existing Customer,39,M,2,Uneducated,Married,$60K - $80K,Blue,28,6,3,5,3257,2517,740,0.539,1534,35,0.591,0.773 +715389708,Existing Customer,36,F,3,Graduate,Married,Less than $40K,Blue,28,4,3,2,4824,2517,2307,0.838,1516,32,0.391,0.522 +789607983,Existing Customer,38,M,3,High School,Married,$40K - $60K,Blue,32,6,6,2,8603,1046,7557,0.826,1758,40,0.739,0.122 +720171033,Existing Customer,45,M,4,Unknown,Married,$60K - $80K,Blue,36,6,1,1,11498,1577,9921,0.756,4014,70,0.489,0.137 +815104608,Existing Customer,28,F,0,Graduate,Divorced,Less than $40K,Blue,23,5,1,3,3818,584,3234,0.7,2947,87,0.706,0.153 +719660658,Existing Customer,37,F,1,High School,Single,Unknown,Blue,36,6,2,2,16594,1931,14663,0.702,2134,47,0.808,0.116 +714159858,Existing Customer,57,M,0,Graduate,Married,$40K - $60K,Blue,48,4,2,2,5387,2047,3340,0.579,1546,36,0.5,0.38 +714225333,Existing Customer,48,F,4,Graduate,Married,Less than $40K,Blue,36,5,1,1,2930,773,2157,0.661,1545,21,0.909,0.264 +712204308,Existing Customer,33,M,0,Unknown,Single,$40K - $60K,Blue,36,6,1,1,10023,504,9519,0.942,2878,65,0.625,0.05 +718468158,Existing Customer,38,M,1,Uneducated,Married,$60K - $80K,Blue,25,6,2,3,9303,1599,7704,1.408,2261,37,0.542,0.172 +711575058,Existing Customer,36,M,3,Unknown,Married,$60K - $80K,Blue,36,4,2,2,2956,2411,545,0.971,1896,31,0.824,0.816 +735417408,Existing Customer,37,M,2,High School,Married,$60K - $80K,Blue,30,4,1,2,2218,1266,952,0.709,1941,58,0.568,0.571 +717171408,Existing Customer,36,M,1,Unknown,Married,$80K - $120K,Blue,26,6,2,1,9959,0,9959,0.57,2021,41,0.783,0 +814312308,Existing Customer,54,F,3,Uneducated,Married,$40K - $60K,Blue,49,5,3,2,5335,1373,3962,0.558,1435,29,0.611,0.257 +711786108,Existing Customer,52,M,1,Graduate,Married,$60K - $80K,Blue,43,3,3,2,7187,2014,5173,0.649,1159,26,0.733,0.28 +712905708,Existing Customer,53,F,1,Graduate,Married,Less than $40K,Blue,39,5,2,4,2590,1564,1026,0.386,1188,40,0.6,0.604 +720050208,Existing Customer,27,F,1,High School,Single,Less than $40K,Blue,19,4,1,3,4255,1748,2507,0.516,2236,57,0.541,0.411 +793952133,Existing Customer,32,F,0,High School,Married,Less than $40K,Blue,26,6,2,3,2778,2312,466,0.727,1680,33,1.062,0.832 +798140283,Existing Customer,57,M,4,Graduate,Married,$120K +,Blue,51,4,3,1,10711,1970,8741,0.71,1180,29,1.417,0.184 +720427683,Attrited Customer,58,M,2,Uneducated,Single,$120K +,Blue,46,2,3,4,16163,0,16163,0.542,2171,48,0.778,0 +789970233,Existing Customer,54,F,2,High School,Married,Less than $40K,Blue,45,6,1,1,2513,1126,1387,0.324,1454,30,0.25,0.448 +713893308,Existing Customer,45,M,3,Graduate,Divorced,$60K - $80K,Blue,37,4,1,1,3291,1607,1684,1.26,1984,38,0.652,0.488 +718843608,Existing Customer,36,F,2,Post-Graduate,Divorced,Less than $40K,Blue,25,5,2,4,8917,1091,7826,1.152,3327,80,0.86,0.122 +752085108,Existing Customer,39,F,2,Graduate,Married,$40K - $60K,Blue,29,3,5,2,4955,1157,3798,0.896,1824,38,0.727,0.234 +789435783,Existing Customer,39,F,1,Graduate,Married,$40K - $60K,Blue,30,6,1,2,2909,1274,1635,0.593,1532,26,0.3,0.438 +711032058,Existing Customer,34,M,3,High School,Single,$80K - $120K,Silver,21,6,4,3,34516,2517,31999,0.791,2901,75,0.923,0.073 +784719708,Existing Customer,54,F,2,Uneducated,Married,$40K - $60K,Blue,43,5,1,1,1438.3,0,1438.3,0.531,1707,41,0.783,0 +804663258,Existing Customer,54,M,2,High School,Married,$80K - $120K,Blue,49,3,1,4,14015,2065,11950,0.704,1903,49,0.633,0.147 +716900433,Existing Customer,36,M,2,Graduate,Married,$60K - $80K,Blue,28,6,2,2,2540,1402,1138,1.127,2384,61,0.794,0.552 +720909408,Existing Customer,37,M,2,High School,Divorced,$120K +,Blue,24,4,2,2,3497,1665,1832,0.627,2337,61,0.564,0.476 +712187808,Existing Customer,27,M,0,Uneducated,Married,$40K - $60K,Blue,15,4,3,4,3682,0,3682,0.685,1826,35,0.75,0 +718428033,Existing Customer,55,F,4,Graduate,Single,Less than $40K,Blue,41,6,2,1,4430,1543,2887,0.752,3395,70,0.628,0.348 +714892533,Existing Customer,26,M,0,Unknown,Single,Unknown,Blue,16,5,3,2,3877,0,3877,0.773,2473,33,0.833,0 +714985458,Existing Customer,56,M,1,Graduate,Married,$60K - $80K,Blue,36,3,2,3,15124,1974,13150,0.826,1850,44,0.571,0.131 +716647983,Existing Customer,58,F,2,Graduate,Married,Less than $40K,Blue,53,5,3,1,7712,962,6750,0.418,1574,34,0.062,0.125 +712340733,Existing Customer,42,F,2,Graduate,Unknown,Unknown,Blue,34,5,2,2,19373,1142,18231,0.655,1792,48,0.455,0.059 +719293533,Existing Customer,30,M,1,College,Single,Unknown,Blue,13,3,3,3,21590,2517,19073,0.813,2567,70,0.795,0.117 +715257708,Existing Customer,38,M,1,High School,Married,$60K - $80K,Blue,32,4,2,1,3657,1687,1970,1.357,2758,55,0.833,0.461 +708331758,Existing Customer,47,F,2,Uneducated,Divorced,Unknown,Silver,35,3,1,4,32444,1843,30601,1.127,3725,60,0.622,0.057 +709501683,Existing Customer,33,F,1,Graduate,Single,$40K - $60K,Blue,24,5,1,2,5830,1665,4165,0.684,2263,60,0.714,0.286 +711692508,Attrited Customer,54,F,2,Post-Graduate,Married,Less than $40K,Blue,47,3,4,3,1438.3,0,1438.3,1.053,1154,22,0.375,0 +715612983,Existing Customer,65,F,1,Graduate,Single,Unknown,Blue,55,5,2,4,6463,1660,4803,0.995,2336,49,1.722,0.257 +709674333,Existing Customer,33,M,2,High School,Single,$60K - $80K,Blue,23,4,2,1,2400,0,2400,1.064,2677,70,0.892,0 +805522758,Existing Customer,44,F,1,Doctorate,Divorced,Less than $40K,Blue,39,5,2,4,2311,1830,481,1.289,1701,33,1.357,0.792 +781013958,Existing Customer,57,F,3,Unknown,Married,$40K - $60K,Blue,48,4,2,2,3585,1244,2341,0.507,1344,37,0.85,0.347 +717495258,Existing Customer,34,M,3,Uneducated,Married,$80K - $120K,Blue,25,6,3,2,9131,916,8215,0.863,1893,36,0.565,0.1 +795052083,Existing Customer,63,F,0,Uneducated,Single,$40K - $60K,Blue,56,3,6,4,1438.3,0,1438.3,0.864,3630,71,0.578,0 +773389908,Existing Customer,37,F,3,High School,Single,Less than $40K,Blue,31,5,1,3,1438.3,0,1438.3,0.79,2075,66,0.692,0 +719320833,Existing Customer,39,M,2,Post-Graduate,Married,$60K - $80K,Blue,36,6,3,2,5471,2056,3415,0.465,1992,46,0.704,0.376 +816843933,Existing Customer,39,M,2,High School,Married,$80K - $120K,Blue,34,6,3,3,8823,1541,7282,1.06,1961,32,1,0.175 +789196158,Existing Customer,55,M,1,Graduate,Married,$60K - $80K,Blue,44,6,2,4,2173,1520,653,0.652,1485,26,0.529,0.699 +717930483,Attrited Customer,37,M,2,Graduate,Single,$120K +,Blue,25,3,3,0,5616,0,5616,0.995,1564,31,0.476,0 +773442258,Existing Customer,57,M,1,Doctorate,Married,$80K - $120K,Blue,51,5,2,2,8571,1616,6955,0.6,1397,28,0.647,0.189 +719872833,Existing Customer,45,F,2,Graduate,Divorced,Less than $40K,Blue,36,6,6,3,2803,0,2803,0.565,3347,71,0.732,0 +721491258,Existing Customer,53,M,4,Graduate,Married,$80K - $120K,Blue,36,3,2,2,3924,2517,1407,0.511,1417,30,0.667,0.641 +770575233,Existing Customer,37,M,2,Graduate,Single,$60K - $80K,Blue,23,6,1,2,5663,1149,4514,0.767,2553,61,0.794,0.203 +715800708,Existing Customer,60,F,0,Uneducated,Married,Less than $40K,Blue,49,3,1,2,3955,2000,1955,0.425,1560,43,0.483,0.506 +719996958,Existing Customer,29,F,0,Uneducated,Single,Less than $40K,Blue,23,5,3,4,7997,0,7997,0.935,2208,56,0.806,0 +719889408,Existing Customer,56,F,4,Uneducated,Married,Less than $40K,Blue,36,4,1,5,3652,1351,2301,0.836,1561,39,0.625,0.37 +708811233,Existing Customer,37,M,2,Graduate,Married,$80K - $120K,Blue,27,4,2,1,12702,2008,10694,0.51,1992,40,0.667,0.158 +794627208,Existing Customer,43,M,1,High School,Married,$60K - $80K,Blue,23,4,3,2,7189,1550,5639,0.538,1935,52,0.368,0.216 +719020983,Existing Customer,58,M,1,Graduate,Married,$80K - $120K,Blue,42,4,3,1,12421,2517,9904,0.73,1913,49,0.69,0.203 +719131533,Existing Customer,29,F,0,Post-Graduate,Divorced,Less than $40K,Blue,17,3,2,4,2585,2008,577,1.266,3519,73,0.622,0.777 +710449983,Existing Customer,38,M,2,High School,Married,$120K +,Blue,29,4,1,2,2818,1656,1162,1.404,2916,45,0.957,0.588 +715651833,Attrited Customer,65,M,1,Unknown,Single,Less than $40K,Blue,36,3,4,4,2351,0,2351,0.881,1593,35,0.591,0 +720714933,Existing Customer,62,F,1,Graduate,Married,Less than $40K,Blue,49,4,2,2,3143,2517,626,0.625,1323,25,0.923,0.801 +789170283,Existing Customer,53,M,1,Graduate,Unknown,$80K - $120K,Blue,42,5,5,4,6514,978,5536,0.843,3084,63,0.658,0.15 +810201783,Existing Customer,26,F,0,Graduate,Single,$40K - $60K,Blue,17,5,3,3,3119,1328,1791,0.722,2740,62,0.512,0.426 +715517733,Attrited Customer,46,F,3,High School,Single,Less than $40K,Silver,39,1,0,4,13092,1962,11130,0.686,936,25,0.25,0.15 +709042908,Existing Customer,51,F,1,College,Married,$40K - $60K,Blue,44,4,2,1,1438.3,0,1438.3,0.803,2207,68,0.511,0 +715023333,Existing Customer,39,M,2,Uneducated,Married,Less than $40K,Blue,34,4,2,4,3702,1118,2584,1.04,2585,64,0.778,0.302 +720801033,Existing Customer,51,F,1,High School,Married,Unknown,Blue,36,3,2,3,9095,2517,6578,0.37,1347,27,0.421,0.277 +714345783,Existing Customer,59,M,2,High School,Married,$40K - $60K,Blue,50,6,3,2,2701,1572,1129,0.475,1469,36,0.5,0.582 +779209083,Existing Customer,56,M,3,Unknown,Married,$40K - $60K,Blue,45,6,2,4,1813,1387,426,0.406,1468,32,0.231,0.765 +713972658,Existing Customer,56,F,2,Graduate,Married,Unknown,Blue,36,3,3,2,5335,996,4339,0.469,1454,43,0.433,0.187 +710782458,Existing Customer,31,M,1,Graduate,Married,$40K - $60K,Blue,20,6,2,5,2469,1695,774,0.842,1615,36,0.333,0.687 +711142308,Existing Customer,37,M,0,High School,Divorced,$40K - $60K,Blue,36,3,1,5,3091,0,3091,0.665,2572,65,0.548,0 +824789283,Existing Customer,36,M,2,High School,Single,$40K - $60K,Blue,32,3,5,2,2683,1533,1150,0.821,2373,73,0.659,0.571 +715187733,Existing Customer,26,F,1,Unknown,Single,Unknown,Blue,15,3,4,3,5464,0,5464,0.7,2473,46,0.484,0 +721014858,Existing Customer,61,F,0,Graduate,Married,Less than $40K,Blue,53,4,1,2,2942,2022,920,0.537,1479,28,0.217,0.687 +710363433,Existing Customer,26,M,0,High School,Single,Less than $40K,Blue,36,6,3,3,2735,1348,1387,0.805,2441,58,0.45,0.493 +715479483,Existing Customer,35,M,2,College,Married,$80K - $120K,Blue,36,5,2,4,15279,1496,13783,0.997,2079,57,0.425,0.098 +708243483,Existing Customer,53,M,3,College,Married,$120K +,Blue,43,4,2,5,14938,1155,13783,0.995,2248,51,0.645,0.077 +714770808,Existing Customer,59,M,2,High School,Married,Less than $40K,Blue,42,3,3,5,4328,670,3658,0.396,1580,54,0.543,0.155 +720626058,Existing Customer,37,M,1,Graduate,Single,$80K - $120K,Blue,24,4,4,4,34516,934,33582,0.681,1768,52,0.576,0.027 +709185108,Existing Customer,38,M,3,High School,Married,$60K - $80K,Blue,26,5,4,2,5824,1542,4282,0.827,1801,44,0.571,0.265 +719596908,Existing Customer,56,F,5,Doctorate,Married,Unknown,Blue,48,4,2,2,11281,2118,9163,0.534,1255,30,0.304,0.188 +719273733,Existing Customer,37,M,2,Uneducated,Married,$60K - $80K,Blue,36,5,3,5,7959,998,6961,0.773,1855,29,0.318,0.125 +717348258,Existing Customer,33,M,1,Graduate,Married,$120K +,Blue,21,4,1,3,4459,1899,2560,1.349,2502,48,1,0.426 +770882508,Existing Customer,38,M,2,College,Married,$80K - $120K,Blue,24,4,1,5,17162,773,16389,1.238,2457,54,1,0.045 +799026633,Existing Customer,56,M,1,Uneducated,Married,$120K +,Blue,50,4,3,5,16254,1518,14736,1.256,2502,55,0.571,0.093 +718777008,Existing Customer,59,M,0,High School,Married,$80K - $120K,Blue,47,5,1,2,3278,1306,1972,0.399,1374,32,0.391,0.398 +713352183,Existing Customer,30,M,1,Post-Graduate,Married,Less than $40K,Blue,17,5,1,2,7173,1227,5946,0.646,1793,33,0.737,0.171 +716128083,Existing Customer,56,M,2,High School,Married,$40K - $60K,Blue,36,5,2,3,3295,2002,1293,0.599,1191,34,0.545,0.608 +721288158,Existing Customer,33,M,2,Unknown,Single,$120K +,Blue,15,4,2,2,25033,2300,22733,0.716,2529,71,0.578,0.092 +757881258,Existing Customer,31,M,0,Graduate,Divorced,$60K - $80K,Blue,24,6,2,2,4232,2092,2140,0.604,2565,69,0.865,0.494 +715843533,Existing Customer,26,M,1,College,Single,$40K - $60K,Blue,36,3,4,3,2703,1256,1447,0.949,2111,29,0.706,0.465 +717234183,Existing Customer,29,M,1,Graduate,Married,Less than $40K,Blue,18,4,1,4,2710,629,2081,0.771,1718,37,0.762,0.232 +717260058,Existing Customer,53,F,2,Uneducated,Married,Less than $40K,Blue,42,6,1,5,2322,1284,1038,0.673,1573,27,0.929,0.553 +709710783,Existing Customer,35,F,0,High School,Single,Less than $40K,Blue,36,4,3,4,5931,0,5931,0.668,2730,71,0.614,0 +787284858,Existing Customer,35,M,2,Uneducated,Unknown,$120K +,Blue,29,5,1,2,3300,1731,1569,0.689,1745,27,0.929,0.525 +815845758,Existing Customer,56,F,4,High School,Married,Less than $40K,Blue,51,4,2,3,1438.3,0,1438.3,0.472,1354,24,0.714,0 +720639783,Existing Customer,35,F,1,Uneducated,Single,Unknown,Silver,27,4,3,2,34516,0,34516,0.682,2562,62,0.722,0 +713331408,Existing Customer,35,M,3,Uneducated,Married,$40K - $60K,Blue,36,6,2,5,8682,1647,7035,0.971,1792,36,0.8,0.19 +778693458,Attrited Customer,32,M,1,High School,Divorced,$60K - $80K,Blue,13,3,3,3,12616,0,12616,1.054,1376,29,0.611,0 +788610258,Existing Customer,49,M,4,College,Unknown,Less than $40K,Blue,43,5,2,4,9652,2517,7135,0.889,3762,73,0.587,0.261 +711173883,Existing Customer,36,M,4,Graduate,Divorced,$120K +,Blue,29,3,2,2,1651,770,881,0.736,2516,54,0.385,0.466 +717628608,Existing Customer,37,M,3,Unknown,Married,$60K - $80K,Blue,29,5,1,5,2576,1640,936,1.128,2568,34,0.889,0.637 +789261558,Existing Customer,58,M,1,High School,Married,$60K - $80K,Blue,47,3,1,4,2212,1392,820,0.573,1387,34,0.7,0.629 +770647233,Existing Customer,35,F,2,High School,Married,Less than $40K,Blue,21,5,6,3,2157,1188,969,0.847,2111,59,0.639,0.551 +712826208,Existing Customer,39,F,2,Graduate,Married,$40K - $60K,Blue,26,5,1,2,2575,1424,1151,0.543,1487,33,0.737,0.553 +718181433,Existing Customer,65,F,0,Uneducated,Single,Less than $40K,Blue,56,6,1,2,8705,1453,7252,1.11,2688,88,0.956,0.167 +714460683,Existing Customer,65,M,0,High School,Married,Less than $40K,Blue,56,3,3,5,3838,1736,2102,0.445,1467,29,0.706,0.452 +716460933,Existing Customer,51,M,2,Unknown,Married,$120K +,Blue,42,4,1,4,10306,1427,8879,0.709,1456,44,0.294,0.138 +710787708,Existing Customer,56,F,1,Uneducated,Married,$40K - $60K,Blue,40,4,2,5,5366,1271,4095,0.558,1748,38,0.9,0.237 +713800158,Existing Customer,58,M,0,High School,Married,$80K - $120K,Blue,36,6,3,2,2994,2351,643,0.469,1540,32,0.185,0.785 +712551258,Attrited Customer,39,M,1,Uneducated,Married,Less than $40K,Blue,36,3,3,3,4247,0,4247,0.405,847,17,0.133,0 +715379133,Existing Customer,51,F,1,College,Single,Less than $40K,Blue,36,4,4,2,1737,1145,592,0.809,1954,42,1.333,0.659 +712091433,Existing Customer,58,M,4,Uneducated,Single,$40K - $60K,Silver,50,5,2,3,18431,902,17529,1.296,2950,61,0.848,0.049 +771756333,Existing Customer,34,F,3,Graduate,Married,Less than $40K,Blue,23,5,3,3,2263,1794,469,0.794,2154,37,0.542,0.793 +779895108,Existing Customer,39,M,3,Unknown,Single,$80K - $120K,Blue,23,6,1,4,2718,2156,562,0.668,1711,36,0.44,0.793 +771976683,Existing Customer,54,F,1,College,Married,Unknown,Blue,43,3,3,2,5839,2130,3709,0.687,1640,44,0.333,0.365 +716800908,Existing Customer,26,F,2,High School,Single,Unknown,Blue,13,5,0,3,5137,0,5137,0.699,2496,49,0.581,0 +789413958,Existing Customer,53,M,1,Graduate,Single,$80K - $120K,Blue,43,4,2,3,11909,1018,10891,1.006,1938,53,0.656,0.085 +711574008,Existing Customer,32,M,3,College,Single,$80K - $120K,Blue,21,4,3,5,21390,0,21390,0.946,2477,59,0.341,0 +714138408,Existing Customer,49,M,3,High School,Married,$60K - $80K,Blue,39,4,1,4,9264,629,8635,0.659,4107,79,0.58,0.068 +709334658,Existing Customer,39,F,2,Uneducated,Married,Less than $40K,Blue,26,4,2,5,5484,2517,2967,0.489,2025,51,0.378,0.459 +709564683,Attrited Customer,32,M,2,Graduate,Married,$40K - $60K,Blue,22,3,3,5,4739,0,4739,0.363,886,21,0.4,0 +772292358,Attrited Customer,30,M,1,College,Divorced,Less than $40K,Blue,19,4,3,3,7970,0,7970,0.776,1284,30,0.429,0 +712933083,Existing Customer,37,M,1,Uneducated,Single,$80K - $120K,Blue,36,6,1,2,3127,2378,749,0.862,2292,49,0.441,0.76 +710497608,Existing Customer,38,M,2,Uneducated,Single,$40K - $60K,Blue,36,5,1,2,7756,1670,6086,0.78,1858,51,0.545,0.215 +721443408,Existing Customer,46,M,2,Uneducated,Single,$120K +,Blue,33,6,2,3,34516,676,33840,0.814,3508,58,0.871,0.02 +709149408,Existing Customer,36,M,2,Uneducated,Married,$60K - $80K,Blue,36,5,3,4,5605,1322,4283,1.204,2338,41,0.952,0.236 +708446808,Existing Customer,33,M,1,Post-Graduate,Married,$80K - $120K,Blue,36,4,3,2,2946,1359,1587,0.746,2017,48,0.455,0.461 +824192658,Existing Customer,58,F,3,Post-Graduate,Single,Less than $40K,Blue,54,4,2,3,8886,0,8886,0.694,4148,79,0.756,0 +711625683,Existing Customer,46,M,4,Doctorate,Married,$120K +,Blue,36,3,2,5,3104,862,2242,1.057,2781,74,0.682,0.278 +717487983,Existing Customer,39,M,5,Unknown,Married,$80K - $120K,Blue,36,4,3,3,19435,2120,17315,0.625,2062,55,0.486,0.109 +717301908,Existing Customer,54,F,2,Doctorate,Married,Less than $40K,Blue,46,3,3,3,3312,1624,1688,0.573,1973,55,0.667,0.49 +718435158,Existing Customer,50,M,3,High School,Married,$120K +,Blue,40,5,1,4,34516,0,34516,0.986,1930,36,0.44,0 +714797733,Existing Customer,41,M,3,College,Single,$60K - $80K,Blue,33,6,1,4,5246,0,5246,0.969,3189,56,0.556,0 +719213133,Existing Customer,53,M,1,Graduate,Unknown,$60K - $80K,Blue,41,4,1,2,2432,1554,878,1.158,3670,60,0.818,0.639 +798962058,Existing Customer,36,F,5,Graduate,Married,Less than $40K,Blue,30,3,3,3,3103,2399,704,0.581,1836,48,0.655,0.773 +718970058,Existing Customer,38,M,3,Unknown,Married,$120K +,Blue,33,5,3,4,30746,1168,29578,0.653,1519,43,0.72,0.038 +713021208,Attrited Customer,55,F,2,College,Single,Unknown,Silver,36,2,3,3,34516,0,34516,0.399,1353,40,0.212,0 +810856833,Existing Customer,45,M,4,College,Unknown,$120K +,Blue,40,3,2,2,11962,1025,10937,0.694,1907,52,0.926,0.086 +787868958,Existing Customer,36,M,2,High School,Single,$80K - $120K,Blue,27,5,3,3,14690,979,13711,0.811,2746,68,0.511,0.067 +708161133,Existing Customer,45,M,1,Graduate,Single,$40K - $60K,Blue,32,5,1,2,6629,1389,5240,0.828,3891,69,0.643,0.21 +708174708,Existing Customer,38,M,4,Graduate,Married,$40K - $60K,Blue,27,6,2,4,5535,1276,4259,0.636,1764,38,0.9,0.231 +708735183,Existing Customer,35,F,2,High School,Married,Less than $40K,Blue,22,4,3,3,2544,1848,696,0.804,2289,49,0.441,0.726 +708445608,Existing Customer,48,M,3,College,Married,Less than $40K,Blue,37,4,3,3,3305,2517,788,0.766,2027,57,1.036,0.762 +778943883,Existing Customer,51,M,2,Uneducated,Single,$120K +,Blue,36,5,2,4,34516,888,33628,1.299,1959,42,0.909,0.026 +788810658,Existing Customer,37,F,1,College,Single,Unknown,Blue,20,3,2,5,9466,0,9466,0.818,2503,70,0.489,0 +789050883,Existing Customer,33,F,2,Doctorate,Single,Unknown,Blue,21,4,3,4,5297,0,5297,0.779,2655,62,0.55,0 +714531108,Existing Customer,31,M,1,College,Married,$80K - $120K,Blue,36,4,3,3,4260,1775,2485,1.239,2109,52,0.625,0.417 +711635358,Existing Customer,40,F,4,College,Single,Less than $40K,Blue,26,6,1,2,7291,2517,4774,0.83,2198,56,0.697,0.345 +803648508,Existing Customer,43,M,4,High School,Unknown,$80K - $120K,Blue,37,4,2,3,13882,758,13124,0.5,1646,42,0.75,0.055 +813200058,Existing Customer,63,M,0,Graduate,Married,$40K - $60K,Blue,56,4,2,5,6500,1786,4714,0.524,1497,27,0.35,0.275 +805261983,Existing Customer,35,F,4,Unknown,Married,Less than $40K,Blue,30,6,3,4,1626,979,647,1.467,2847,61,0.968,0.602 +715206408,Existing Customer,31,F,1,High School,Single,Less than $40K,Blue,22,5,1,5,6662,0,6662,0.934,3264,83,0.766,0 +788684508,Existing Customer,36,M,4,Uneducated,Married,$80K - $120K,Blue,25,4,3,3,5846,1732,4114,0.611,2056,41,0.64,0.296 +737933883,Existing Customer,34,M,1,High School,Married,$60K - $80K,Blue,27,3,1,2,8063,2149,5914,0.722,2042,49,0.69,0.267 +768655158,Existing Customer,29,M,0,Unknown,Married,$60K - $80K,Blue,23,3,3,2,6224,1092,5132,0.919,2222,39,0.56,0.175 +774437583,Existing Customer,55,M,1,Doctorate,Married,$60K - $80K,Blue,49,6,2,4,4597,2442,2155,0.512,1504,38,0.357,0.531 +713104458,Attrited Customer,46,M,2,Graduate,Single,$40K - $60K,Blue,31,3,3,5,7869,0,7869,0.692,998,25,0.562,0 +715462008,Existing Customer,45,M,2,College,Married,$60K - $80K,Blue,35,6,3,2,17884,2096,15788,0.477,2031,49,0.633,0.117 +715366083,Attrited Customer,52,F,0,Doctorate,Single,Less than $40K,Blue,36,2,2,3,1438.3,978,460.3,0.773,947,33,0.571,0.68 +712322058,Existing Customer,40,F,3,High School,Married,Less than $40K,Blue,32,5,1,3,2046,1694,352,0.853,3432,49,0.96,0.828 +719737833,Existing Customer,46,F,4,Uneducated,Married,Less than $40K,Blue,36,4,2,2,6370,0,6370,0.855,1783,40,0.667,0 +789530208,Existing Customer,54,F,2,Graduate,Married,Less than $40K,Blue,46,6,2,2,2737,2517,220,0.533,1619,37,0.48,0.92 +717885183,Existing Customer,36,M,1,Graduate,Single,Less than $40K,Blue,25,6,1,2,2622,2489,133,0.84,2717,79,0.549,0.949 +716244033,Attrited Customer,44,M,3,Graduate,Married,$40K - $60K,Blue,33,2,3,3,7266,906,6360,0.676,1741,27,0.421,0.125 +711614658,Existing Customer,37,F,2,Uneducated,Single,Less than $40K,Blue,30,6,3,3,2258,1338,920,0.86,2511,55,0.774,0.593 +804598908,Existing Customer,35,M,3,Graduate,Single,$80K - $120K,Blue,25,3,2,3,6510,2055,4455,1.042,2238,49,0.531,0.316 +719161683,Existing Customer,64,F,0,Unknown,Married,Unknown,Blue,55,4,1,4,2508,1580,928,0.44,1607,44,0.419,0.63 +719327808,Existing Customer,52,F,2,Uneducated,Married,Unknown,Blue,36,5,1,2,4006,2517,1489,0.557,1157,34,0.619,0.628 +714038433,Existing Customer,37,F,5,High School,Single,$40K - $60K,Blue,19,4,1,2,3252,1987,1265,0.658,2953,72,0.714,0.611 +710129283,Existing Customer,45,F,4,Uneducated,Married,Unknown,Blue,26,4,3,1,16317,0,16317,0.742,2944,71,0.972,0 +709367433,Existing Customer,28,M,1,Unknown,Single,$40K - $60K,Blue,15,3,3,1,2109,1542,567,0.67,2261,56,0.6,0.731 +719729433,Existing Customer,65,F,1,Graduate,Married,Less than $40K,Blue,56,4,2,0,7023,1726,5297,1.178,2535,51,0.759,0.246 +717192933,Existing Customer,55,M,0,Graduate,Married,$120K +,Blue,42,3,2,1,8302,2517,5785,0.661,1576,34,0.789,0.303 +711734508,Existing Customer,55,M,2,Graduate,Married,$80K - $120K,Blue,47,3,3,3,9959,1209,8750,0.548,1584,28,0.273,0.121 +715153158,Existing Customer,41,M,4,Uneducated,Single,$40K - $60K,Blue,36,4,3,4,3636,1884,1752,0.924,4254,79,0.491,0.518 +712149033,Existing Customer,57,F,2,High School,Married,Less than $40K,Blue,46,5,1,1,5184,1856,3328,0.553,1834,55,0.571,0.358 +713901108,Existing Customer,37,M,2,High School,Single,$60K - $80K,Blue,29,6,1,4,14575,0,14575,1.251,3444,80,0.702,0 +719415858,Existing Customer,29,M,0,College,Divorced,Unknown,Blue,15,6,3,2,3107,1720,1387,0.661,2460,71,0.69,0.554 +719385558,Existing Customer,62,F,0,College,Married,$40K - $60K,Blue,49,6,1,2,1438.3,0,1438.3,0.757,1281,32,1,0 +779528658,Existing Customer,42,M,4,College,Unknown,$60K - $80K,Blue,25,4,3,3,3092,1115,1977,0.802,2133,41,0.783,0.361 +721508283,Existing Customer,47,F,1,Graduate,Married,Less than $40K,Blue,36,4,2,1,8322,0,8322,0.86,3700,62,1,0 +757753083,Existing Customer,44,F,0,Graduate,Married,Less than $40K,Silver,36,5,3,2,10110,1229,8881,0.65,4063,74,0.48,0.122 +797753283,Existing Customer,34,F,1,High School,Married,Less than $40K,Blue,28,4,3,4,2707,2036,671,0.827,1926,33,0.941,0.752 +807523008,Existing Customer,37,M,1,Graduate,Single,Unknown,Blue,32,4,1,3,4397,2007,2390,0.892,2473,47,1.136,0.456 +711416958,Existing Customer,33,F,2,Graduate,Single,Unknown,Blue,21,3,3,2,5795,0,5795,0.746,2322,65,0.585,0 +780865308,Existing Customer,40,M,4,Uneducated,Married,$80K - $120K,Blue,23,6,3,2,9760,1657,8103,1.134,4542,86,0.87,0.17 +708423933,Existing Customer,51,M,2,Doctorate,Single,$40K - $60K,Blue,40,3,2,0,6103,0,6103,0.532,3203,64,0.829,0 +714321408,Existing Customer,65,M,1,High School,Married,$40K - $60K,Blue,56,6,2,2,2246,1326,920,0.543,1429,32,0.455,0.59 +771852483,Existing Customer,46,M,3,Graduate,Single,$80K - $120K,Blue,35,6,3,4,4930,0,4930,1.019,3343,77,0.638,0 +708185208,Existing Customer,27,M,0,Graduate,Single,$40K - $60K,Blue,16,4,1,2,3178,1118,2060,0.643,2010,31,0.55,0.352 +714920208,Existing Customer,37,F,1,High School,Unknown,Less than $40K,Blue,30,3,5,0,3003,1810,1193,0.719,3148,68,0.789,0.603 +789952158,Existing Customer,34,F,1,Doctorate,Married,Unknown,Blue,25,4,3,3,2318,2069,249,1.399,2689,57,0.781,0.893 +713237958,Existing Customer,34,M,0,Graduate,Married,$40K - $60K,Blue,17,4,1,4,2638,2092,546,0.591,1868,43,0.344,0.793 +715956258,Existing Customer,35,F,1,Uneducated,Married,Less than $40K,Blue,36,3,2,4,2004,0,2004,0.681,1974,60,0.364,0 +769196433,Existing Customer,55,F,2,Post-Graduate,Married,Less than $40K,Blue,49,4,1,1,2414,2276,138,0.567,2000,62,0.59,0.943 +778942233,Existing Customer,60,F,0,Doctorate,Married,Less than $40K,Blue,45,5,2,4,1438.3,648,790.3,0.477,1267,27,1.077,0.451 +708651933,Existing Customer,56,M,2,Graduate,Married,$60K - $80K,Blue,44,3,1,2,2043,1928,115,0.791,2311,57,0.839,0.944 +720467583,Existing Customer,52,M,2,High School,Single,$80K - $120K,Blue,46,3,3,2,34516,2517,31999,0.685,3072,67,0.675,0.073 +716549058,Existing Customer,45,F,4,Uneducated,Married,$40K - $60K,Blue,36,3,1,3,3111,2290,821,1.612,1998,41,0.464,0.736 +713533983,Existing Customer,56,M,1,Graduate,Married,$120K +,Blue,48,6,3,4,2585,1207,1378,0.44,1590,33,0.32,0.467 +787463508,Attrited Customer,26,M,0,Graduate,Single,Less than $40K,Blue,13,5,2,4,2469,2410,59,0.544,1027,20,0.176,0.976 +710256708,Existing Customer,30,M,1,Unknown,Single,Less than $40K,Blue,19,5,2,0,8744,1712,7032,0.895,2579,68,0.659,0.196 +708980283,Existing Customer,34,M,3,High School,Married,$80K - $120K,Blue,23,5,1,4,4185,2517,1668,0.861,2179,55,0.774,0.601 +719484408,Existing Customer,39,M,3,Uneducated,Married,$60K - $80K,Blue,36,6,2,4,4759,1459,3300,1.24,2903,57,0.9,0.307 +710023233,Existing Customer,36,M,3,Graduate,Single,$120K +,Blue,36,6,2,4,24457,1300,23157,0.914,2739,65,0.912,0.053 +789101883,Existing Customer,32,M,3,Unknown,Single,$120K +,Blue,20,6,2,2,14244,1673,12571,0.699,2729,66,0.535,0.117 +778381608,Attrited Customer,48,M,4,Doctorate,Single,$80K - $120K,Blue,28,3,3,4,6572,417,6155,0.584,1766,46,0.533,0.063 +787492908,Existing Customer,50,F,2,Uneducated,Married,Unknown,Blue,34,5,3,2,23381,905,22476,0.645,4357,73,0.521,0.039 +709932558,Existing Customer,39,F,2,Uneducated,Married,Less than $40K,Blue,26,5,3,2,3471,2517,954,0.743,1771,34,0.889,0.725 +780219483,Existing Customer,61,F,0,Graduate,Married,Less than $40K,Blue,51,4,2,1,2250,1041,1209,0.678,1339,28,0.867,0.463 +708590658,Existing Customer,65,F,1,Unknown,Married,Unknown,Blue,53,5,3,2,15965,2312,13653,0.59,1619,40,0.538,0.145 +715143333,Existing Customer,45,F,1,High School,Divorced,Less than $40K,Blue,36,6,2,2,9433,1578,7855,0.66,3910,81,0.653,0.167 +801048483,Existing Customer,34,M,3,Uneducated,Divorced,$120K +,Blue,28,4,3,3,9180,1814,7366,0.628,2646,49,0.633,0.198 +711913833,Existing Customer,37,M,3,Graduate,Married,$40K - $60K,Blue,36,4,2,4,8818,1437,7381,0.649,1865,31,0.938,0.163 +715413483,Existing Customer,44,F,3,Graduate,Single,Less than $40K,Blue,36,5,1,3,4066,1028,3038,0.972,3888,77,0.604,0.253 +715750758,Existing Customer,56,M,1,Uneducated,Married,$80K - $120K,Blue,36,6,1,1,9031,1535,7496,0.69,1602,35,0.591,0.17 +714062958,Existing Customer,36,M,4,Unknown,Single,$40K - $60K,Blue,36,6,1,2,9887,994,8893,0.488,2552,64,0.455,0.101 +710458758,Existing Customer,65,F,0,Graduate,Married,Less than $40K,Blue,53,5,3,5,4161,2491,1670,0.41,1203,30,0.579,0.599 +719494983,Existing Customer,26,M,0,Graduate,Single,Less than $40K,Blue,15,6,3,3,2740,2069,671,0.418,1997,44,0.419,0.755 +710586483,Attrited Customer,26,F,0,High School,Single,Unknown,Blue,13,1,2,4,6152,0,6152,0.391,968,23,0.533,0 +772637058,Existing Customer,34,M,3,Uneducated,Married,$60K - $80K,Blue,24,3,1,4,8167,1740,6427,1.455,2141,51,0.7,0.213 +718229133,Existing Customer,51,M,2,College,Married,$120K +,Blue,41,6,2,4,23742,0,23742,0.769,3783,57,0.676,0 +718423533,Existing Customer,57,M,3,College,Unknown,$60K - $80K,Blue,50,6,3,4,16791,1181,15610,0.55,2983,74,0.682,0.07 +781089708,Existing Customer,30,M,0,Graduate,Divorced,$80K - $120K,Blue,23,6,1,2,26783,1285,25498,0.59,2495,46,0.769,0.048 +773082033,Existing Customer,35,M,1,Post-Graduate,Married,$80K - $120K,Blue,27,3,3,4,25516,1363,24153,1.172,2317,38,0.727,0.053 +815288583,Existing Customer,32,M,0,Graduate,Married,$40K - $60K,Blue,27,3,3,2,4815,1591,3224,1.409,2501,36,0.714,0.33 +720431433,Existing Customer,62,M,1,Graduate,Married,Unknown,Blue,36,5,2,2,3198,2308,890,0.724,1402,35,0.842,0.722 +709164408,Attrited Customer,32,M,1,Uneducated,Married,Less than $40K,Blue,23,1,3,3,2218,1696,522,0.367,730,20,0.429,0.765 +710567508,Existing Customer,53,M,3,High School,Married,$80K - $120K,Blue,44,4,2,3,23462,2202,21260,0.571,1387,33,0.65,0.094 +719427333,Existing Customer,55,M,3,College,Married,$60K - $80K,Blue,36,5,4,4,2252,1737,515,0.685,1291,27,0.5,0.771 +714765408,Existing Customer,26,F,1,Unknown,Single,Less than $40K,Blue,36,4,3,3,2557,1990,567,0.575,2266,57,0.357,0.778 +709785783,Attrited Customer,35,F,0,Graduate,Single,Less than $40K,Blue,25,5,3,4,2300,0,2300,0.877,1485,34,0.478,0 +809290308,Existing Customer,31,F,0,Graduate,Married,Less than $40K,Blue,26,3,1,1,3540,1173,2367,1.106,1912,45,0.667,0.331 +779598183,Existing Customer,53,M,3,Unknown,Single,$60K - $80K,Blue,42,6,1,2,22938,1700,21238,0.636,3428,54,0.5,0.074 +779783508,Existing Customer,45,M,2,Graduate,Married,$40K - $60K,Blue,34,5,1,3,13129,901,12228,0.825,2564,56,0.474,0.069 +719568333,Existing Customer,39,M,3,Unknown,Single,$80K - $120K,Silver,36,5,3,2,34516,1900,32616,1.002,1668,36,0.714,0.055 +719207733,Existing Customer,61,F,0,High School,Married,Less than $40K,Blue,53,5,2,0,3396,802,2594,0.548,1418,36,0.5,0.236 +715533108,Existing Customer,31,F,0,Uneducated,Single,Less than $40K,Blue,20,4,3,4,4712,955,3757,0.855,2568,62,0.59,0.203 +714816258,Existing Customer,37,M,2,Graduate,Single,$60K - $80K,Blue,36,4,2,2,7638,947,6691,0.682,2336,58,0.611,0.124 +787573683,Existing Customer,41,M,3,Post-Graduate,Married,$60K - $80K,Blue,34,4,2,2,2624,1319,1305,0.768,4189,74,0.609,0.503 +804310758,Existing Customer,58,M,3,Graduate,Married,$120K +,Blue,52,5,2,5,17934,1578,16356,0.593,2005,48,0.778,0.088 +792912708,Existing Customer,45,M,5,Graduate,Married,$40K - $60K,Silver,39,3,1,5,15198,2098,13100,0.8,3183,64,0.73,0.138 +719078283,Existing Customer,57,F,4,High School,Married,Less than $40K,Blue,47,5,3,4,3191,2517,674,0.719,1501,35,0.591,0.789 +708620283,Existing Customer,35,M,1,Unknown,Single,$60K - $80K,Blue,25,6,3,2,6053,2001,4052,0.743,2208,59,0.595,0.331 +770985633,Existing Customer,39,M,2,Unknown,Married,$40K - $60K,Blue,26,6,1,2,5510,2027,3483,0.898,1980,42,0.68,0.368 +780094008,Existing Customer,55,M,3,Doctorate,Married,$120K +,Blue,40,4,3,1,12875,1119,11756,0.401,1624,40,0.429,0.087 +716420358,Existing Customer,41,F,2,High School,Married,$40K - $60K,Blue,36,5,2,4,2602,1490,1112,0.66,3151,78,0.66,0.573 +825756333,Existing Customer,55,F,0,Uneducated,Married,Less than $40K,Blue,51,4,3,1,2041,1885,156,0.587,2118,48,0.778,0.924 +755273658,Existing Customer,52,F,2,Graduate,Married,Less than $40K,Blue,45,3,3,3,2548,1683,865,0.75,2055,54,0.636,0.661 +709096908,Existing Customer,57,M,2,Graduate,Married,$120K +,Blue,49,6,3,1,4698,984,3714,0.373,1865,35,0.458,0.209 +714840858,Existing Customer,40,F,3,High School,Unknown,Less than $40K,Blue,31,5,2,4,2222,1551,671,0.932,3302,65,0.585,0.698 +721205508,Existing Customer,47,M,4,High School,Married,$80K - $120K,Blue,36,3,3,4,8217,0,8217,0.678,1848,56,0.514,0 +786493908,Existing Customer,42,F,4,Uneducated,Single,Less than $40K,Silver,36,4,3,3,10091,0,10091,1.121,3347,64,0.778,0 +803963808,Existing Customer,39,M,3,Graduate,Single,$80K - $120K,Blue,34,4,3,5,19074,0,19074,0.804,3762,74,1,0 +806170158,Existing Customer,39,M,4,Graduate,Single,$60K - $80K,Gold,34,3,3,2,34516,542,33974,0.866,3899,78,0.857,0.016 +751469808,Existing Customer,36,M,3,Graduate,Married,$120K +,Blue,29,5,2,4,12852,1945,10907,0.659,1606,33,0.941,0.151 +721055058,Existing Customer,36,M,2,Uneducated,Married,$60K - $80K,Blue,21,4,1,5,12763,2517,10246,1.631,2599,46,0.917,0.197 +709794333,Existing Customer,29,M,0,Graduate,Married,Less than $40K,Blue,19,6,2,4,2827,1430,1397,0.885,1608,30,1.308,0.506 +718361583,Existing Customer,56,F,2,Uneducated,Married,Unknown,Blue,36,3,3,5,8242,0,8242,0.434,1559,44,0.467,0 +714327183,Existing Customer,37,F,4,Graduate,Married,Less than $40K,Blue,28,4,3,1,1825,1389,436,1.595,2878,54,0.636,0.761 +808909008,Existing Customer,61,M,0,Post-Graduate,Married,Less than $40K,Blue,56,6,3,4,1438.3,0,1438.3,0.589,1448,31,0.292,0 +716207508,Existing Customer,36,M,3,High School,Married,$60K - $80K,Blue,36,5,2,4,5497,1517,3980,0.624,1981,38,0.357,0.276 +768965208,Existing Customer,51,F,1,Graduate,Married,$40K - $60K,Blue,45,5,2,2,6778,865,5913,0.992,3158,71,0.775,0.128 +720185058,Attrited Customer,46,M,3,Graduate,Married,$60K - $80K,Blue,36,2,3,4,4267,0,4267,0.862,1067,23,0.769,0 +715220508,Existing Customer,31,F,0,High School,Married,Less than $40K,Blue,22,4,2,1,3273,2517,756,1.465,2726,57,0.727,0.769 +712112733,Existing Customer,33,M,2,Doctorate,Single,$40K - $60K,Blue,25,5,2,2,9371,1541,7830,0.781,2518,67,0.971,0.164 +712298883,Existing Customer,50,F,3,High School,Single,Less than $40K,Blue,38,3,3,1,1438.3,663,775.3,0.384,2987,73,0.622,0.461 +717813558,Attrited Customer,57,F,3,High School,Single,Unknown,Blue,36,1,4,2,8389,1960,6429,0.384,1334,38,0.407,0.234 +716823408,Existing Customer,65,M,0,Doctorate,Single,Unknown,Blue,56,3,2,2,28410,1608,26802,0.913,2278,77,1.139,0.057 +719089383,Existing Customer,48,M,2,High School,Married,$40K - $60K,Blue,29,3,2,1,6168,2371,3797,0.668,4303,80,0.509,0.384 +710039208,Existing Customer,57,F,3,Unknown,Single,Unknown,Blue,40,3,3,1,2111,966,1145,0.923,3871,87,0.706,0.458 +780237033,Existing Customer,63,F,1,Unknown,Married,$40K - $60K,Blue,49,3,1,3,3141,1819,1322,0.497,1539,35,0.522,0.579 +720986958,Existing Customer,50,F,2,Graduate,Divorced,$40K - $60K,Blue,40,6,2,5,8307,2517,5790,1.743,2293,36,0.8,0.303 +709473708,Existing Customer,39,M,3,Graduate,Married,$80K - $120K,Blue,31,4,2,3,30753,1661,29092,0.681,1780,33,0.941,0.054 +708593883,Existing Customer,39,M,2,College,Married,$60K - $80K,Blue,26,3,1,4,2731,1573,1158,0.943,1813,38,0.727,0.576 +710241858,Existing Customer,39,F,4,Unknown,Married,Less than $40K,Blue,31,6,1,4,2890,0,2890,0.545,2040,36,0.44,0 +715392558,Existing Customer,52,M,1,Unknown,Single,$120K +,Blue,44,6,1,2,34516,0,34516,1.03,2848,56,0.75,0 +717399183,Existing Customer,37,M,1,Graduate,Married,$80K - $120K,Blue,26,6,3,1,8058,1176,6882,1.164,2774,52,0.625,0.146 +817925058,Existing Customer,50,F,2,Uneducated,Married,Unknown,Blue,45,6,1,4,5660,2401,3259,0.779,1932,35,0.346,0.424 +716029158,Existing Customer,59,M,0,Unknown,Married,$60K - $80K,Blue,36,6,4,5,4230,1366,2864,0.63,1480,35,0.458,0.323 +715043508,Existing Customer,38,M,2,Graduate,Unknown,$40K - $60K,Blue,36,4,3,4,9515,0,9515,0.79,4642,61,0.605,0 +716610558,Existing Customer,65,F,0,High School,Single,$40K - $60K,Blue,36,3,3,3,10962,1559,9403,0.708,2724,71,0.651,0.142 +716768808,Existing Customer,57,M,1,Unknown,Married,$120K +,Blue,36,6,2,4,23848,1967,21881,0.462,1591,43,0.72,0.082 +795810633,Existing Customer,65,M,0,Uneducated,Married,Unknown,Blue,56,3,3,2,10144,1295,8849,0.758,1234,24,1.182,0.128 +779925033,Existing Customer,38,F,4,Graduate,Married,$40K - $60K,Blue,22,4,3,4,2997,1969,1028,1.235,2807,60,0.714,0.657 +790225758,Existing Customer,41,M,2,College,Single,$80K - $120K,Blue,35,6,3,3,2647,620,2027,0.664,2262,47,0.424,0.234 +713879283,Existing Customer,55,F,2,Graduate,Married,Less than $40K,Blue,47,3,1,2,4580,1300,3280,0.519,1694,34,0.7,0.284 +715968858,Existing Customer,28,M,0,Post-Graduate,Married,Unknown,Blue,13,4,1,2,2608,1630,978,0.521,1822,33,0.32,0.625 +767687208,Existing Customer,31,M,2,Unknown,Single,$80K - $120K,Blue,24,6,3,3,34516,1180,33336,0.801,2329,69,0.605,0.034 +778728783,Existing Customer,39,F,2,Unknown,Married,Less than $40K,Blue,19,5,3,1,3156,2095,1061,1.281,2739,56,0.75,0.664 +713637783,Existing Customer,44,F,3,Graduate,Married,Unknown,Blue,31,5,2,0,24936,2053,22883,0.716,1810,38,0.727,0.082 +718162908,Existing Customer,55,M,3,College,Married,$80K - $120K,Blue,42,3,2,1,26101,614,25487,0.397,1472,48,0.412,0.024 +708664008,Existing Customer,57,M,3,College,Married,$80K - $120K,Blue,45,6,3,4,14270,0,14270,0.398,1222,37,0.423,0 +711929058,Existing Customer,28,M,0,High School,Married,Unknown,Blue,21,5,3,5,25618,1209,24409,1.228,2157,49,1.882,0.047 +770781558,Existing Customer,35,F,2,Graduate,Married,Less than $40K,Blue,21,5,1,2,3230,2517,713,0.677,1914,31,0.348,0.779 +790048158,Existing Customer,46,F,4,College,Married,Less than $40K,Blue,38,3,3,3,8881,1865,7016,1.279,2632,54,1.077,0.21 +721258158,Existing Customer,65,F,1,Uneducated,Single,Unknown,Blue,51,3,3,5,11037,1491,9546,0.651,2429,63,0.75,0.135 +786480183,Existing Customer,50,F,2,Uneducated,Married,Unknown,Blue,44,6,2,5,16763,0,16763,0.88,3626,69,0.683,0 +721378008,Existing Customer,31,M,0,Uneducated,Divorced,$40K - $60K,Blue,21,6,2,2,2621,1461,1160,0.775,2718,71,0.775,0.557 +786566733,Existing Customer,49,M,2,Unknown,Single,$80K - $120K,Blue,43,3,3,5,4939,1190,3749,0.557,3764,64,0.524,0.241 +794551383,Existing Customer,50,F,3,College,Single,Less than $40K,Blue,32,5,3,4,4419,1218,3201,0.879,4535,75,0.562,0.276 +820981383,Existing Customer,44,F,4,High School,Divorced,Less than $40K,Blue,39,5,1,4,9235,1796,7439,0.958,1739,42,0.448,0.194 +713366583,Existing Customer,63,F,1,High School,Married,Less than $40K,Blue,56,6,1,3,3055,1685,1370,0.541,1405,40,0.481,0.552 +767311008,Existing Customer,41,M,1,Graduate,Divorced,$80K - $120K,Blue,35,6,2,3,19412,770,18642,0.755,1576,41,0.952,0.04 +716624133,Existing Customer,56,M,1,Unknown,Married,$80K - $120K,Blue,36,6,1,3,12786,1880,10906,0.702,1205,19,0.462,0.147 +712727283,Existing Customer,55,M,1,Graduate,Married,$60K - $80K,Blue,36,4,2,3,4666,1275,3391,0.397,1281,28,0.75,0.273 +716059608,Existing Customer,48,F,4,College,Single,Less than $40K,Blue,38,4,3,3,4894,1505,3389,0.78,3277,67,0.558,0.308 +708292833,Existing Customer,35,M,2,High School,Single,$120K +,Blue,36,4,2,3,27389,1250,26139,0.641,2754,60,0.463,0.046 +720013083,Existing Customer,30,F,0,Post-Graduate,Single,Less than $40K,Blue,18,6,3,2,2132,797,1335,0.779,3265,74,0.574,0.374 +710540883,Existing Customer,37,M,3,High School,Single,$80K - $120K,Blue,24,5,3,2,6590,0,6590,0.714,2449,67,0.634,0 +709212183,Existing Customer,53,F,2,Graduate,Married,Less than $40K,Blue,36,6,1,3,3176,1470,1706,0.388,1634,53,0.472,0.463 +713424108,Existing Customer,37,M,1,Graduate,Single,$60K - $80K,Blue,27,4,1,3,4288,2349,1939,0.718,2591,57,0.541,0.548 +718476033,Existing Customer,65,F,0,Uneducated,Single,Unknown,Blue,56,5,3,5,20130,2355,17775,0.716,2444,49,0.633,0.117 +815001108,Existing Customer,48,M,2,Doctorate,Single,Less than $40K,Blue,43,3,3,2,5945,1685,4260,0.9,3598,67,0.718,0.283 +709802208,Existing Customer,37,M,1,Graduate,Married,$40K - $60K,Blue,17,3,1,4,3350,0,3350,1.316,2849,61,0.694,0 +713445183,Existing Customer,35,M,1,High School,Married,$60K - $80K,Blue,26,4,3,2,4008,1841,2167,1.504,2794,58,1.148,0.459 +717310458,Existing Customer,35,F,3,Graduate,Single,Less than $40K,Blue,27,3,3,2,5780,938,4842,0.988,2960,65,0.757,0.162 +789158433,Existing Customer,49,F,2,High School,Unknown,$40K - $60K,Blue,38,4,1,2,2497,1674,823,0.701,2922,53,0.963,0.67 +788761608,Existing Customer,26,F,0,High School,Single,Unknown,Blue,13,3,3,4,10286,2286,8000,0.671,2564,57,0.462,0.222 +709916058,Existing Customer,58,M,1,Unknown,Married,$60K - $80K,Blue,36,3,1,3,2347,2163,184,0.615,1631,40,0.29,0.922 +789804933,Existing Customer,29,F,2,Uneducated,Single,Unknown,Blue,18,4,1,2,23125,1236,21889,0.995,2536,69,0.865,0.053 +780070833,Existing Customer,58,F,2,Unknown,Married,Less than $40K,Blue,43,6,2,2,3034,2517,517,0.63,1617,29,1.417,0.83 +772776033,Existing Customer,33,M,2,College,Single,$80K - $120K,Blue,23,3,4,3,7081,1874,5207,0.699,2249,47,1.35,0.265 +719804208,Existing Customer,36,M,2,Graduate,Married,$40K - $60K,Blue,28,5,1,3,6824,1873,4951,0.563,1933,48,0.655,0.274 +715077483,Existing Customer,47,F,3,Doctorate,Married,Less than $40K,Blue,36,4,3,4,1438.3,772,666.3,1.451,2250,40,0.905,0.537 +717000858,Existing Customer,41,M,2,Graduate,Married,Less than $40K,Blue,29,3,2,2,2683,1738,945,0.745,2274,52,0.733,0.648 +792402483,Existing Customer,46,M,4,Graduate,Single,$60K - $80K,Blue,40,5,2,1,12280,985,11295,0.841,4263,70,1,0.08 +712973733,Existing Customer,58,M,4,Graduate,Married,$60K - $80K,Blue,36,3,2,2,14607,1480,13127,0.346,1393,38,0.462,0.101 +813213558,Existing Customer,53,F,1,Doctorate,Single,Less than $40K,Blue,48,4,3,3,2267,1469,798,0.716,3709,64,0.684,0.648 +718215033,Existing Customer,54,F,3,Unknown,Married,Less than $40K,Blue,36,6,2,4,2556,2260,296,0.487,1401,30,0.579,0.884 +717207408,Existing Customer,39,F,1,Uneducated,Divorced,Unknown,Blue,34,4,1,2,12512,666,11846,0.914,2995,60,0.875,0.053 +711426033,Existing Customer,49,M,2,Graduate,Married,$80K - $120K,Blue,39,3,2,2,11332,946,10386,0.857,3806,65,0.667,0.083 +719233833,Existing Customer,35,F,3,High School,Married,Less than $40K,Blue,23,3,3,4,3073,526,2547,0.702,1944,55,0.618,0.171 +716864733,Existing Customer,47,M,3,College,Married,$120K +,Silver,27,6,3,3,34516,2315,32201,0.599,1805,46,0.704,0.067 +821168733,Existing Customer,38,M,3,Graduate,Married,$60K - $80K,Blue,34,6,3,3,5323,2301,3022,0.68,1783,33,0.65,0.432 +710135058,Existing Customer,56,M,1,Graduate,Married,$80K - $120K,Blue,44,3,1,0,9078,1501,7577,0.51,1543,34,0.545,0.165 +720228708,Existing Customer,56,M,2,High School,Married,$120K +,Blue,46,4,1,3,27029,1347,25682,0.381,1302,27,0.421,0.05 +718618458,Existing Customer,38,M,3,High School,Single,$60K - $80K,Blue,25,5,1,4,9859,1305,8554,0.722,4345,72,0.674,0.132 +719470458,Attrited Customer,46,M,3,College,Single,$80K - $120K,Blue,39,1,4,3,4026,243,3783,0.738,1102,27,0.8,0.06 +719587158,Existing Customer,37,M,1,High School,Single,$40K - $60K,Blue,25,3,2,3,2608,1799,809,0.732,2565,72,0.636,0.69 +715499808,Existing Customer,63,F,0,Unknown,Married,Less than $40K,Blue,36,4,1,4,3552,2517,1035,0.465,1342,26,1,0.709 +718589133,Existing Customer,65,F,1,Graduate,Single,Less than $40K,Blue,56,6,2,2,4613,1619,2994,0.697,2328,62,0.722,0.351 +789235383,Existing Customer,38,M,4,College,Married,$80K - $120K,Blue,27,5,2,4,10386,1909,8477,1.43,2119,52,1.08,0.184 +773364483,Existing Customer,45,F,4,Doctorate,Unknown,Unknown,Silver,39,4,1,2,34516,1298,33218,0.757,1906,39,0.773,0.038 +713548158,Existing Customer,26,M,0,College,Single,$40K - $60K,Blue,36,5,2,3,2657,1611,1046,0.599,2349,41,0.464,0.606 +720264783,Existing Customer,58,F,2,Graduate,Married,Less than $40K,Blue,44,4,2,3,5031,1327,3704,0.553,1433,34,0.889,0.264 +715319958,Attrited Customer,48,M,3,Uneducated,Married,$120K +,Blue,36,5,2,4,34516,787,33729,0.763,1312,32,0.6,0.023 +710528583,Existing Customer,26,F,0,Unknown,Single,$40K - $60K,Blue,16,6,2,4,1612,835,777,0.588,2148,40,0.379,0.518 +809990883,Existing Customer,48,F,3,Graduate,Single,Less than $40K,Blue,43,6,2,2,2423,1773,650,0.574,2038,64,0.362,0.732 +714412308,Attrited Customer,33,M,3,Graduate,Married,$80K - $120K,Blue,36,6,3,5,7140,0,7140,0.401,916,18,0.2,0 +772303458,Existing Customer,62,F,0,Doctorate,Married,$40K - $60K,Blue,51,3,3,2,3377,948,2429,0.461,1407,44,0.467,0.281 +721243083,Attrited Customer,55,M,3,Uneducated,Divorced,$80K - $120K,Blue,41,1,3,4,34516,2408,32108,0.796,1187,40,0.6,0.07 +711990933,Existing Customer,40,F,2,Graduate,Single,Less than $40K,Blue,29,4,3,2,2295,0,2295,0.699,3292,62,0.824,0 +819977058,Existing Customer,46,M,2,High School,Single,$40K - $60K,Blue,41,3,3,2,3150,1543,1607,0.998,3432,71,0.972,0.49 +721467258,Existing Customer,58,M,1,High School,Married,$40K - $60K,Blue,36,3,2,5,2165,1135,1030,0.707,1541,33,0.833,0.524 +719976558,Existing Customer,47,M,2,Graduate,Unknown,$60K - $80K,Blue,34,3,2,4,4249,1562,2687,0.773,1881,49,0.815,0.368 +718824783,Existing Customer,50,M,2,Unknown,Divorced,$60K - $80K,Blue,41,6,1,3,2966,1433,1533,0.49,1986,50,0.613,0.483 +713303733,Existing Customer,53,M,1,Graduate,Married,$120K +,Blue,41,6,3,2,1612,744,868,0.636,1564,33,0.5,0.462 +711129483,Existing Customer,45,M,3,Graduate,Married,$60K - $80K,Blue,36,3,1,3,14593,1504,13089,0.668,3447,72,0.895,0.103 +779618433,Existing Customer,48,M,4,Uneducated,Single,$40K - $60K,Blue,38,6,3,2,8327,1551,6776,0.463,4428,82,0.822,0.186 +797757333,Existing Customer,43,M,3,Post-Graduate,Married,$60K - $80K,Gold,37,6,1,2,34516,1580,32936,0.707,4149,86,0.755,0.046 +814497483,Existing Customer,60,M,0,Uneducated,Married,$60K - $80K,Blue,55,6,1,2,6479,1393,5086,0.468,1618,47,0.958,0.215 +709623483,Existing Customer,56,M,2,High School,Married,$120K +,Blue,41,4,1,3,18442,1470,16972,0.491,1281,36,0.8,0.08 +709056558,Existing Customer,43,F,3,College,Married,$40K - $60K,Blue,31,5,3,2,2800,2517,283,0.816,1994,41,0.64,0.899 +708238833,Existing Customer,57,F,3,High School,Married,Less than $40K,Blue,36,6,2,3,3032,2215,817,0.408,1387,30,0.579,0.731 +813261408,Existing Customer,52,F,1,Uneducated,Married,$40K - $60K,Blue,47,6,3,3,2151,1338,813,0.926,3446,58,1,0.622 +720424608,Existing Customer,56,F,1,Unknown,Married,Unknown,Blue,36,6,3,2,24073,1084,22989,0.847,1341,37,1.176,0.045 +798022683,Attrited Customer,43,M,1,Graduate,Married,$80K - $120K,Blue,37,4,2,3,25517,321,25196,0.769,2508,44,0.294,0.013 +769756983,Existing Customer,38,M,3,Graduate,Married,$60K - $80K,Blue,32,3,1,2,7709,2227,5482,1.295,2520,61,0.848,0.289 +712674183,Existing Customer,53,M,2,College,Married,$40K - $60K,Blue,33,3,3,1,4065,2180,1885,0.321,1271,36,0.2,0.536 +708900408,Existing Customer,52,F,1,Graduate,Divorced,Unknown,Blue,35,3,2,4,13169,1499,11670,0.603,4370,83,0.537,0.114 +713625483,Existing Customer,58,M,2,College,Married,$80K - $120K,Blue,44,3,2,2,11811,2508,9303,0.476,1469,29,0.812,0.212 +716869458,Existing Customer,34,F,3,College,Single,Less than $40K,Blue,36,3,6,1,7440,704,6736,0.551,2251,63,0.537,0.095 +788723133,Existing Customer,36,M,1,High School,Single,$40K - $60K,Blue,20,5,1,2,12714,976,11738,0.649,2240,53,0.395,0.077 +794462133,Existing Customer,55,F,0,Graduate,Single,$40K - $60K,Blue,35,5,1,3,3735,1978,1757,0.675,1749,41,0.577,0.53 +712604133,Existing Customer,54,M,1,Uneducated,Married,$80K - $120K,Blue,43,3,1,4,25882,1699,24183,0.428,1736,48,0.371,0.066 +714397983,Existing Customer,36,M,2,College,Married,$40K - $60K,Blue,36,4,3,1,3877,1495,2382,0.783,1942,42,0.75,0.386 +788269158,Existing Customer,35,F,2,Graduate,Single,Unknown,Blue,27,4,3,0,3280,1806,1474,0.963,2534,78,0.95,0.551 +715898058,Existing Customer,53,M,2,Graduate,Married,$120K +,Blue,36,5,1,3,11023,0,11023,0.539,1656,41,0.367,0 +711906033,Existing Customer,48,F,3,Graduate,Unknown,Less than $40K,Blue,36,4,2,2,6182,1131,5051,0.566,3546,63,0.615,0.183 +711367308,Existing Customer,37,M,3,Uneducated,Single,$40K - $60K,Blue,19,3,3,4,2186,1185,1001,0.998,2614,67,0.861,0.542 +790186458,Existing Customer,45,M,3,Uneducated,Single,$80K - $120K,Blue,39,3,1,0,17996,864,17132,0.597,1589,30,0.667,0.048 +712040433,Existing Customer,54,F,1,High School,Married,Less than $40K,Blue,43,6,2,3,2306,2200,106,0.697,2097,57,0.541,0.954 +709616958,Existing Customer,38,M,2,High School,Single,$60K - $80K,Silver,30,4,3,4,26556,1583,24973,0.694,3168,73,0.738,0.06 +714633858,Existing Customer,35,F,2,College,Married,Less than $40K,Blue,18,3,3,2,5779,2517,3262,1.201,2102,32,1.133,0.436 +794818833,Existing Customer,36,F,1,Uneducated,Single,Less than $40K,Blue,30,6,1,2,5494,2078,3416,0.79,2661,58,0.871,0.378 +711219333,Existing Customer,33,M,1,Post-Graduate,Married,$120K +,Blue,14,6,1,0,7571,2264,5307,0.696,2273,49,0.485,0.299 +713384508,Existing Customer,28,M,1,High School,Single,Less than $40K,Blue,14,4,3,1,2897,1398,1499,0.907,2698,73,0.872,0.483 +772514808,Existing Customer,36,F,2,Uneducated,Single,$40K - $60K,Blue,26,3,2,4,3131,2379,752,0.748,2315,63,0.853,0.76 +710808108,Existing Customer,34,F,3,College,Divorced,Less than $40K,Blue,27,3,3,2,4274,2517,1757,0.666,2257,54,0.8,0.589 +778973658,Existing Customer,55,M,0,Doctorate,Married,$60K - $80K,Blue,36,4,6,4,4980,906,4074,0.721,2273,66,0.886,0.182 +712005108,Existing Customer,61,F,0,Post-Graduate,Married,Less than $40K,Blue,48,3,3,3,3156,2155,1001,0.438,1376,44,0.571,0.683 +804577833,Existing Customer,44,F,2,Graduate,Married,Less than $40K,Blue,39,5,1,0,6861,2101,4760,0.464,3974,63,0.909,0.306 +715028283,Existing Customer,54,M,1,Graduate,Married,$80K - $120K,Blue,46,3,3,2,15554,2497,13057,1.027,2836,61,0.605,0.161 +789786258,Existing Customer,39,M,2,High School,Married,$80K - $120K,Blue,28,3,2,4,26570,1915,24655,1.454,2118,33,1.062,0.072 +715421058,Existing Customer,51,M,1,Unknown,Married,$60K - $80K,Blue,36,3,2,4,22224,979,21245,1.255,3346,69,1.156,0.044 +797166633,Existing Customer,47,M,2,Unknown,Single,$80K - $120K,Blue,41,6,2,4,10606,1713,8893,0.899,2694,61,0.906,0.162 +711041508,Existing Customer,37,F,1,High School,Married,$40K - $60K,Blue,25,4,3,4,5865,2517,3348,1.348,2623,47,1.35,0.429 +712847208,Existing Customer,47,F,3,Graduate,Unknown,$40K - $60K,Blue,36,5,2,3,5369,1854,3515,0.959,1898,50,0.786,0.345 +779174133,Existing Customer,56,M,3,Uneducated,Married,$120K +,Blue,43,5,1,5,5188,753,4435,0.591,1540,30,0.429,0.145 +715680933,Existing Customer,53,M,1,Graduate,Single,$80K - $120K,Blue,36,4,2,4,17742,1463,16279,0.803,3369,55,0.774,0.082 +770871708,Existing Customer,62,M,0,Graduate,Married,$40K - $60K,Blue,48,5,1,5,2591,0,2591,0.601,2123,56,0.697,0 +772643058,Existing Customer,58,F,3,Graduate,Married,Less than $40K,Blue,48,6,2,3,2800,1834,966,0.615,1571,36,0.636,0.655 +718199133,Existing Customer,57,M,1,High School,Married,$80K - $120K,Blue,36,3,2,2,6543,2260,4283,0.448,1519,31,0.632,0.345 +721475133,Existing Customer,54,F,1,Doctorate,Single,Unknown,Blue,36,6,3,4,26053,829,25224,0.669,2768,70,0.628,0.032 +766322883,Existing Customer,33,F,3,College,Single,$40K - $60K,Blue,26,6,3,5,6316,1344,4972,0.823,2401,71,0.732,0.213 +771197433,Existing Customer,54,F,1,Graduate,Married,Less than $40K,Blue,41,3,2,4,4658,588,4070,0.856,1351,30,1.5,0.126 +709516458,Existing Customer,30,M,0,Graduate,Divorced,$60K - $80K,Blue,22,3,3,3,6476,0,6476,0.551,2723,66,0.65,0 +716456808,Existing Customer,36,F,2,High School,Single,Less than $40K,Blue,36,6,2,5,8087,1263,6824,0.615,2429,69,0.643,0.156 +716819958,Existing Customer,60,M,2,Graduate,Married,$60K - $80K,Blue,50,3,1,2,9033,845,8188,0.663,1661,35,0.4,0.094 +779449308,Existing Customer,46,F,4,High School,Single,Less than $40K,Blue,28,6,3,4,3206,0,3206,1.065,3253,72,0.532,0 +784891458,Existing Customer,55,M,1,Graduate,Married,$80K - $120K,Blue,49,4,3,3,28751,2158,26593,0.536,1502,34,0.789,0.075 +790004883,Existing Customer,55,M,1,High School,Married,$80K - $120K,Blue,47,3,3,3,2938,1995,943,0.514,1352,30,0.429,0.679 +770262183,Existing Customer,31,M,0,Uneducated,Single,Less than $40K,Blue,25,5,2,2,5715,1741,3974,0.816,2324,67,1.03,0.305 +715277583,Existing Customer,55,F,3,Uneducated,Divorced,Less than $40K,Blue,36,3,2,1,2111,1209,902,0.594,2803,61,0.605,0.573 +815510883,Existing Customer,36,M,2,Post-Graduate,Single,$40K - $60K,Blue,31,3,2,5,11862,2282,9580,0.837,2576,74,0.85,0.192 +713997183,Existing Customer,34,F,2,Unknown,Single,Less than $40K,Blue,36,3,3,2,2791,2160,631,0.825,2214,56,0.6,0.774 +715107033,Existing Customer,33,F,1,Graduate,Single,Less than $40K,Blue,36,3,2,4,6551,1440,5111,0.629,2429,77,0.453,0.22 +720706008,Existing Customer,30,M,2,Post-Graduate,Single,$40K - $60K,Blue,16,5,3,5,4533,1977,2556,0.664,2679,69,0.605,0.436 +710108133,Existing Customer,54,F,2,Graduate,Married,$40K - $60K,Blue,36,5,3,0,1854,1528,326,0.444,1307,39,0.393,0.824 +718983333,Existing Customer,53,M,2,Uneducated,Married,$80K - $120K,Blue,43,6,1,3,6704,1354,5350,0.411,1331,30,0.364,0.202 +714030183,Existing Customer,59,M,0,Graduate,Single,$80K - $120K,Silver,36,5,3,3,34516,1494,33022,1.229,3259,65,0.585,0.043 +710496708,Existing Customer,41,M,2,College,Single,$120K +,Blue,32,6,3,2,5489,1513,3976,0.87,4085,65,0.548,0.276 +714935883,Existing Customer,45,M,3,Uneducated,Married,$40K - $60K,Blue,36,3,1,1,10619,607,10012,0.883,4074,65,0.477,0.057 +718972758,Existing Customer,50,F,2,Graduate,Married,Less than $40K,Blue,40,5,3,3,2481,1287,1194,0.465,1825,51,0.821,0.519 +711827958,Existing Customer,57,M,2,Uneducated,Married,$60K - $80K,Blue,47,4,4,1,5100,1970,3130,0.371,1032,26,0.368,0.386 +778724058,Existing Customer,63,M,0,Doctorate,Single,$40K - $60K,Blue,49,5,4,3,5905,726,5179,0.85,3982,65,0.857,0.123 +809620833,Existing Customer,35,F,3,Unknown,Single,Unknown,Blue,30,3,3,2,9293,0,9293,0.897,2314,59,1.034,0 +718920708,Existing Customer,35,M,3,Graduate,Married,$60K - $80K,Blue,25,5,3,3,5240,1451,3789,1.198,2172,38,0.81,0.277 +771051783,Existing Customer,53,M,3,High School,Married,$120K +,Blue,40,6,2,5,4182,741,3441,0.885,1297,24,1.182,0.177 +715970133,Existing Customer,33,F,4,College,Divorced,Less than $40K,Blue,24,6,2,2,9857,0,9857,0.699,3448,103,0.635,0 +806889633,Existing Customer,38,M,2,Uneducated,Married,$80K - $120K,Blue,33,3,1,4,20117,1226,18891,1.4,2906,58,1,0.061 +717338733,Existing Customer,31,M,0,High School,Divorced,Less than $40K,Blue,22,3,2,3,6012,0,6012,0.968,2801,72,0.674,0 +779223858,Existing Customer,37,M,2,Graduate,Married,$60K - $80K,Blue,27,4,2,4,6369,0,6369,1.454,2675,47,1.136,0 +769980333,Existing Customer,36,M,1,Uneducated,Single,$80K - $120K,Blue,30,4,2,5,13005,2152,10853,1.424,3023,53,0.767,0.165 +716112933,Attrited Customer,39,F,3,Graduate,Married,Unknown,Blue,36,3,2,3,1575,592,983,0.236,644,15,0.154,0.376 +788783133,Existing Customer,58,F,0,Post-Graduate,Married,Less than $40K,Blue,39,5,3,3,6679,1207,5472,0.538,1649,29,0.381,0.181 +816325533,Existing Customer,39,F,1,Graduate,Married,Less than $40K,Blue,34,6,3,5,6458,1802,4656,0.923,2315,49,0.581,0.279 +720113433,Existing Customer,61,M,0,Unknown,Single,$60K - $80K,Blue,48,3,2,4,20803,1446,19357,0.736,2073,43,0.654,0.07 +717233058,Existing Customer,34,M,4,Unknown,Married,$40K - $60K,Blue,26,3,2,4,5540,1240,4300,0.843,1524,31,0.824,0.224 +710233683,Existing Customer,55,M,3,Graduate,Married,$80K - $120K,Blue,36,4,3,4,2801,2403,398,0.884,1526,44,1,0.858 +778327908,Existing Customer,50,M,2,Uneducated,Single,Less than $40K,Blue,40,4,3,5,2419,2380,39,0.695,4099,73,0.659,0.984 +716400633,Existing Customer,33,M,3,High School,Single,$40K - $60K,Blue,24,6,3,3,5156,1427,3729,0.48,2057,54,0.421,0.277 +787488108,Existing Customer,48,F,1,High School,Married,Unknown,Blue,36,6,4,4,14228,1953,12275,0.651,1970,51,0.645,0.137 +771649083,Existing Customer,63,M,0,High School,Married,$80K - $120K,Blue,51,3,3,4,10257,1021,9236,0.467,1508,30,0.429,0.1 +789853533,Attrited Customer,54,M,3,High School,Married,$40K - $60K,Blue,44,2,1,5,3032,0,3032,0.949,1037,14,2.5,0 +806256333,Attrited Customer,41,M,4,Graduate,Unknown,$60K - $80K,Blue,36,2,3,5,1438.3,312,1126.3,0.657,1786,26,0.733,0.217 +796336833,Existing Customer,51,M,3,Doctorate,Married,$80K - $120K,Blue,45,5,2,4,32096,0,32096,0.766,2619,69,0.917,0 +713763633,Existing Customer,54,F,2,Graduate,Married,Unknown,Blue,46,5,3,2,3014,794,2220,0.5,1488,30,0.579,0.263 +710942358,Existing Customer,47,M,4,Unknown,Single,$40K - $60K,Blue,36,3,3,3,5762,1890,3872,0.938,3814,88,0.66,0.328 +713974533,Existing Customer,52,F,3,Post-Graduate,Single,Less than $40K,Blue,45,5,1,3,2555,1701,854,1.492,3127,45,1.25,0.666 +787231233,Existing Customer,34,M,5,Post-Graduate,Single,$80K - $120K,Silver,28,3,3,2,34516,1731,32785,0.605,2421,63,0.575,0.05 +719810583,Existing Customer,64,M,0,High School,Married,Less than $40K,Blue,54,4,3,2,2140,1361,779,0.46,1280,34,1,0.636 +717124983,Existing Customer,62,F,1,Uneducated,Married,$40K - $60K,Blue,43,3,1,1,4760,0,4760,0.564,1459,20,0.538,0 +787523283,Existing Customer,38,M,1,Graduate,Single,$80K - $120K,Blue,27,6,2,5,26372,1365,25007,1.394,2291,56,1,0.052 +719493858,Existing Customer,52,F,2,Graduate,Married,Less than $40K,Blue,43,5,2,2,8203,654,7549,0.588,2910,63,0.909,0.08 +709897983,Existing Customer,35,F,2,Doctorate,Married,$40K - $60K,Blue,24,5,2,3,2655,1527,1128,0.715,1921,26,0.444,0.575 +717225258,Existing Customer,35,M,2,Graduate,Single,$120K +,Blue,27,6,2,2,13655,1048,12607,0.509,2383,59,0.595,0.077 +803148033,Existing Customer,54,M,1,College,Married,$80K - $120K,Blue,48,6,1,5,12169,1935,10234,0.435,1599,38,0.652,0.159 +779474958,Existing Customer,35,F,3,Unknown,Single,Less than $40K,Blue,17,6,1,1,2956,1823,1133,0.969,2144,58,0.812,0.617 +712060158,Existing Customer,35,M,0,Doctorate,Single,$60K - $80K,Blue,18,6,2,3,2598,1645,953,0.765,2483,59,0.903,0.633 +713292933,Existing Customer,36,F,3,Graduate,Single,Unknown,Blue,36,5,2,2,10566,726,9840,0.893,2156,64,1.207,0.069 +710982858,Existing Customer,33,F,3,Graduate,Single,$40K - $60K,Blue,36,6,1,2,8232,2259,5973,1.158,2849,67,1.31,0.274 +714542058,Existing Customer,53,M,1,Graduate,Unknown,$60K - $80K,Silver,44,5,2,1,26365,680,25685,0.498,3411,68,0.789,0.026 +712319058,Existing Customer,37,F,1,Uneducated,Married,Less than $40K,Blue,29,5,3,0,4671,1933,2738,0.986,2468,58,0.706,0.414 +744483633,Existing Customer,35,M,3,Graduate,Married,$120K +,Blue,28,4,3,2,14869,0,14869,1.624,2753,48,1.087,0 +714947883,Existing Customer,59,M,1,Graduate,Married,$40K - $60K,Blue,36,6,2,2,2300,1965,335,0.596,1693,27,0.688,0.854 +788776908,Existing Customer,47,M,1,Unknown,Unknown,$80K - $120K,Blue,28,6,1,4,2797,1802,995,0.675,3525,63,0.75,0.644 +714802458,Existing Customer,48,F,3,High School,Single,$40K - $60K,Blue,30,5,2,1,2657,2115,542,0.688,3580,77,0.711,0.796 +721485708,Existing Customer,58,M,2,Uneducated,Married,$80K - $120K,Blue,46,6,1,3,9149,1806,7343,0.35,1220,36,0.333,0.197 +716378658,Existing Customer,55,F,2,Unknown,Married,Less than $40K,Blue,36,5,2,3,2629,1476,1153,0.537,1725,41,0.414,0.561 +713375658,Existing Customer,37,M,2,Graduate,Divorced,$40K - $60K,Blue,17,6,3,3,3176,0,3176,0.652,2298,67,0.457,0 +717828108,Existing Customer,57,M,2,Graduate,Married,$80K - $120K,Blue,42,6,1,0,21875,2517,19358,0.409,1327,31,0.409,0.115 +788784258,Existing Customer,60,M,2,High School,Married,Unknown,Blue,41,5,2,4,3007,1664,1343,0.34,1475,31,0.632,0.553 +718875483,Existing Customer,50,M,1,College,Married,$60K - $80K,Blue,40,4,2,4,17404,1745,15659,0.54,4491,78,0.66,0.1 +811111083,Existing Customer,56,M,2,High School,Married,$60K - $80K,Blue,51,5,6,3,2863,2517,346,0.583,1458,39,0.696,0.879 +715749108,Existing Customer,48,M,3,Graduate,Married,$60K - $80K,Gold,37,5,1,2,34516,2429,32087,0.742,3205,57,0.727,0.07 +780197133,Existing Customer,40,M,4,Graduate,Single,$60K - $80K,Blue,30,4,1,1,13919,1266,12653,0.438,3699,67,0.523,0.091 +719146008,Attrited Customer,48,M,3,Graduate,Married,$80K - $120K,Blue,39,4,4,3,18672,2517,16155,0.799,1126,35,0.591,0.135 +717727308,Existing Customer,50,F,1,Uneducated,Married,Less than $40K,Blue,36,6,2,2,4204,499,3705,0.635,4740,67,0.523,0.119 +718445883,Existing Customer,61,F,1,Uneducated,Married,Less than $40K,Blue,36,3,2,4,6859,2489,4370,0.65,1617,26,1,0.363 +795997908,Existing Customer,36,M,2,High School,Married,$80K - $120K,Blue,30,6,3,3,16050,1480,14570,1.326,3215,56,0.806,0.092 +710159658,Existing Customer,46,M,5,High School,Married,$120K +,Blue,32,5,2,2,34516,1024,33492,0.72,2436,71,0.651,0.03 +716068683,Existing Customer,28,M,0,Uneducated,Divorced,Unknown,Blue,36,3,3,3,16766,1535,15231,1.042,3093,77,0.878,0.092 +778844433,Existing Customer,49,M,5,Unknown,Single,$80K - $120K,Blue,30,3,2,1,20895,1808,19087,0.572,3210,65,0.667,0.087 +715161633,Existing Customer,44,F,4,High School,Single,$40K - $60K,Blue,38,6,3,3,7881,2517,5364,0.738,3068,77,0.711,0.319 +773270058,Existing Customer,57,M,5,High School,Married,$80K - $120K,Blue,50,4,2,3,13427,0,13427,0.521,1337,27,0.588,0 +714120258,Existing Customer,37,M,2,Uneducated,Divorced,$80K - $120K,Blue,36,3,3,2,2281,1677,604,1.027,2735,58,1.071,0.735 +720076458,Existing Customer,57,M,2,Uneducated,Married,$80K - $120K,Blue,52,6,2,4,10974,0,10974,0.591,1327,26,1,0 +720693033,Attrited Customer,33,M,1,Unknown,Married,$60K - $80K,Blue,36,1,3,4,8925,168,8757,0.447,741,10,0.429,0.019 +719978583,Existing Customer,46,M,2,High School,Married,$60K - $80K,Blue,40,4,1,3,5265,0,5265,0.524,3281,68,0.744,0 +712784058,Attrited Customer,45,F,2,High School,Divorced,Unknown,Blue,36,6,4,3,17156,2517,14639,0.717,1142,33,0.32,0.147 +717261708,Existing Customer,53,M,1,Unknown,Married,$80K - $120K,Blue,36,4,2,3,13457,1248,12209,0.512,1548,41,0.519,0.093 +803665983,Existing Customer,52,M,0,Unknown,Married,$60K - $80K,Blue,46,3,2,4,2742,2184,558,0.592,3829,72,0.532,0.796 +815838633,Existing Customer,34,M,1,Unknown,Married,$60K - $80K,Blue,29,3,2,3,3890,2286,1604,0.633,1889,51,0.457,0.588 +826706208,Existing Customer,55,M,3,Graduate,Single,$80K - $120K,Blue,51,6,2,3,17198,0,17198,0.803,4042,62,0.722,0 +721218408,Existing Customer,53,M,4,High School,Married,$120K +,Blue,41,6,3,4,3401,1713,1688,0.773,1924,54,0.317,0.504 +779484408,Existing Customer,37,M,1,Unknown,Married,$60K - $80K,Blue,19,6,1,2,18951,1243,17708,1.148,2874,58,0.657,0.066 +710416533,Existing Customer,58,F,3,Unknown,Single,$40K - $60K,Blue,52,4,1,1,1454,888,566,1.19,3060,56,0.647,0.611 +719706483,Existing Customer,33,M,3,High School,Married,$120K +,Blue,20,6,3,2,27499,1188,26311,0.544,2202,46,0.394,0.043 +712206858,Existing Customer,39,M,3,Graduate,Married,$120K +,Blue,36,3,3,2,32964,2231,30733,1.731,3094,45,1.647,0.068 +709886583,Existing Customer,37,F,2,High School,Single,Less than $40K,Blue,28,5,2,1,7411,633,6778,0.762,2761,77,0.604,0.085 +711040758,Existing Customer,32,M,0,Uneducated,Single,$40K - $60K,Blue,36,4,3,3,7200,0,7200,0.894,3006,83,0.93,0 +817197333,Existing Customer,26,F,1,Uneducated,Single,Unknown,Blue,13,6,2,3,12007,956,11051,0.832,2678,50,0.471,0.08 +718929708,Existing Customer,60,F,0,Graduate,Married,Less than $40K,Blue,50,4,2,2,3147,1602,1545,0.569,1558,23,0.643,0.509 +721150833,Existing Customer,37,M,1,Graduate,Single,$80K - $120K,Blue,18,6,2,5,5110,1942,3168,0.749,3028,76,0.583,0.38 +714514983,Existing Customer,43,F,5,Graduate,Married,Less than $40K,Blue,35,3,6,4,5438,2214,3224,0.668,5029,75,0.562,0.407 +779888658,Existing Customer,56,M,1,Uneducated,Married,$80K - $120K,Blue,40,6,1,1,17450,2193,15257,0.419,1426,38,0.462,0.126 +715883358,Existing Customer,52,M,3,College,Married,$80K - $120K,Blue,39,3,3,2,18352,1509,16843,0.898,1454,29,1.071,0.082 +713363583,Existing Customer,34,M,2,Uneducated,Single,$120K +,Blue,17,3,1,2,5030,2326,2704,0.856,3345,69,1.3,0.462 +772935108,Existing Customer,47,M,1,Unknown,Divorced,$80K - $120K,Silver,38,3,2,3,34516,802,33714,0.899,1823,27,0.8,0.023 +820075983,Existing Customer,26,M,0,Graduate,Single,Less than $40K,Blue,21,4,3,2,1585,1535,50,0.462,2299,49,0.485,0.968 +721502958,Existing Customer,54,M,1,High School,Married,$120K +,Blue,42,5,3,3,3251,1919,1332,0.56,1406,31,0.24,0.59 +708596283,Existing Customer,35,F,3,Uneducated,Single,Less than $40K,Blue,23,3,2,2,2858,1251,1607,0.576,2844,73,0.622,0.438 +710325258,Existing Customer,52,M,1,Unknown,Married,$80K - $120K,Silver,36,6,1,0,34516,1847,32669,0.527,3284,65,0.477,0.054 +708823908,Existing Customer,41,M,3,Graduate,Single,$60K - $80K,Blue,28,4,1,3,16443,1363,15080,0.688,4252,64,0.684,0.083 +826401858,Existing Customer,36,F,0,Uneducated,Divorced,Less than $40K,Blue,32,3,2,3,3687,1655,2032,0.742,2448,63,0.5,0.449 +709554483,Existing Customer,53,F,1,Graduate,Married,Less than $40K,Blue,36,5,1,3,4840,2517,2323,0.445,1637,22,1,0.52 +710545158,Existing Customer,42,M,3,Unknown,Single,$120K +,Blue,36,6,3,2,15108,0,15108,1.015,3738,68,0.744,0 +788621658,Existing Customer,54,M,1,College,Married,$60K - $80K,Blue,37,6,3,2,1909,1753,156,0.788,1457,24,0.6,0.918 +716713533,Existing Customer,53,M,3,Post-Graduate,Single,$80K - $120K,Blue,44,5,2,2,19063,1236,17827,0.542,3393,58,0.871,0.065 +712338033,Existing Customer,36,M,2,High School,Married,$80K - $120K,Blue,26,4,2,4,15982,1691,14291,0.808,1687,40,0.739,0.106 +711639708,Existing Customer,42,M,3,Graduate,Single,$60K - $80K,Blue,32,6,2,2,1438.3,0,1438.3,0.66,1794,45,0.875,0 +720216108,Existing Customer,27,F,2,College,Divorced,Less than $40K,Blue,14,4,3,3,2549,2130,419,0.693,2605,61,0.794,0.836 +718708908,Existing Customer,58,M,4,Graduate,Married,$60K - $80K,Blue,36,6,2,4,5967,2350,3617,0.543,1426,29,0.812,0.394 +802890333,Existing Customer,59,M,1,Uneducated,Married,$40K - $60K,Blue,53,5,1,3,2182,1558,624,0.457,1660,34,0.789,0.714 +712965183,Existing Customer,63,F,2,Graduate,Married,Less than $40K,Blue,52,5,2,3,2689,2101,588,0.416,1188,35,0.75,0.781 +796170933,Existing Customer,57,M,2,Uneducated,Single,$80K - $120K,Blue,51,6,2,4,30622,0,30622,1.329,3600,66,0.784,0 +712816833,Existing Customer,56,F,0,High School,Married,Unknown,Blue,48,4,1,2,4203,1965,2238,0.441,1425,32,0.778,0.468 +814829583,Existing Customer,42,F,3,Unknown,Single,Less than $40K,Blue,37,6,1,3,6453,0,6453,0.76,4822,74,0.609,0 +798769458,Existing Customer,29,F,1,High School,Single,Less than $40K,Blue,23,3,1,2,3318,927,2391,0.934,3011,83,0.804,0.279 +818034558,Existing Customer,44,M,2,Unknown,Unknown,$60K - $80K,Blue,39,5,3,3,22075,1506,20569,0.794,2337,40,0.818,0.068 +719483358,Existing Customer,33,M,1,College,Married,$40K - $60K,Blue,14,3,2,2,6746,1750,4996,0.962,2962,54,0.862,0.259 +719647383,Existing Customer,35,M,2,Graduate,Married,$80K - $120K,Blue,36,5,2,2,4408,1463,2945,0.728,2001,49,0.485,0.332 +714909108,Existing Customer,33,F,3,Graduate,Single,Less than $40K,Blue,36,5,3,3,4838,1338,3500,0.707,2641,67,0.595,0.277 +793678608,Existing Customer,46,M,4,Graduate,Single,$80K - $120K,Silver,40,5,1,4,34516,0,34516,0.938,3568,57,0.676,0 +720854358,Existing Customer,27,M,0,Unknown,Married,$40K - $60K,Blue,14,4,1,4,3823,2130,1693,0.371,2026,49,0.441,0.557 +709126833,Existing Customer,42,M,3,College,Unknown,$120K +,Blue,36,3,2,1,21670,2183,19487,0.995,4121,81,0.761,0.101 +788896983,Existing Customer,53,M,2,Graduate,Married,$60K - $80K,Blue,38,6,3,2,7928,1228,6700,0.632,1537,37,0.682,0.155 +715731033,Existing Customer,50,M,3,Graduate,Single,$120K +,Blue,42,3,1,3,33996,949,33047,0.846,3569,77,0.571,0.028 +717636933,Existing Customer,48,F,5,College,Divorced,$40K - $60K,Blue,40,3,1,1,4365,0,4365,0.598,3542,57,1.111,0 +772658658,Existing Customer,57,M,2,High School,Single,$60K - $80K,Blue,47,6,3,4,2248,0,2248,0.735,4439,77,0.54,0 +755943033,Existing Customer,34,F,2,Graduate,Single,Less than $40K,Blue,27,4,1,1,1901,1176,725,0.612,2450,52,0.857,0.619 +772399983,Existing Customer,55,M,2,College,Single,$80K - $120K,Silver,45,3,1,4,34516,1433,33083,0.728,1966,31,0.55,0.042 +826130133,Existing Customer,58,M,2,Graduate,Married,$120K +,Blue,54,6,2,4,31680,1812,29868,0.483,1121,25,0.562,0.057 +719238183,Existing Customer,55,F,3,Graduate,Married,Less than $40K,Blue,35,3,2,3,1872,1167,705,0.517,2238,45,0.607,0.623 +802666083,Existing Customer,48,F,2,Uneducated,Unknown,Less than $40K,Blue,42,3,2,2,2055,0,2055,1.064,3656,63,0.75,0 +713682708,Existing Customer,45,M,2,College,Divorced,$40K - $60K,Blue,37,5,1,2,10991,1328,9663,1.027,3692,60,0.714,0.121 +712774008,Existing Customer,59,M,0,Uneducated,Married,Less than $40K,Blue,46,6,1,2,3939,2517,1422,0.376,1489,34,0.545,0.639 +717627333,Existing Customer,53,F,2,Post-Graduate,Married,$40K - $60K,Blue,40,5,1,4,2127,1995,132,0.374,1363,37,0.37,0.938 +779542608,Existing Customer,47,M,4,Uneducated,Single,$80K - $120K,Blue,32,3,3,2,34010,1340,32670,0.744,1739,39,0.5,0.039 +715322958,Existing Customer,43,F,3,Unknown,Married,Unknown,Blue,36,4,2,1,6971,1506,5465,0.57,3575,67,0.675,0.216 +779100408,Existing Customer,33,F,1,Post-Graduate,Married,Less than $40K,Blue,15,6,2,0,1741,1328,413,0.69,2629,61,0.649,0.763 +715352883,Existing Customer,49,F,2,Post-Graduate,Single,Unknown,Blue,36,3,3,2,24904,0,24904,0.636,5176,71,0.479,0 +789963033,Attrited Customer,54,F,1,Graduate,Single,Less than $40K,Blue,45,3,5,5,1438.3,0,1438.3,0.647,1603,39,0.444,0 +710687508,Existing Customer,65,M,0,High School,Married,Less than $40K,Blue,56,6,3,1,2621,1858,763,0.987,2148,47,1.043,0.709 +789656358,Existing Customer,49,F,5,Graduate,Married,$40K - $60K,Blue,35,5,2,1,11115,1292,9823,0.797,3956,74,0.609,0.116 +715720083,Existing Customer,47,M,5,Unknown,Single,$80K - $120K,Blue,39,6,2,3,13241,0,13241,1.002,3157,76,0.551,0 +716584158,Existing Customer,51,M,4,High School,Married,$80K - $120K,Blue,42,6,1,2,14438,2517,11921,0.853,2090,47,0.88,0.174 +815727183,Existing Customer,36,M,3,High School,Single,$80K - $120K,Blue,31,6,1,1,5228,1443,3785,0.934,2683,62,0.938,0.276 +717066408,Existing Customer,36,M,2,Graduate,Married,$60K - $80K,Blue,36,3,1,4,5550,1518,4032,1.182,2540,62,0.771,0.274 +708104658,Existing Customer,46,M,1,Graduate,Unknown,$40K - $60K,Blue,36,4,3,2,1438.3,890,548.3,1.143,2928,48,1.4,0.619 +718016808,Existing Customer,62,F,0,Unknown,Married,Less than $40K,Blue,55,3,1,0,2064,1282,782,0.455,1475,27,0.929,0.621 +814571058,Existing Customer,30,F,1,College,Single,Less than $40K,Blue,24,4,3,0,3450,2517,933,0.652,2545,64,0.778,0.73 +714757908,Existing Customer,46,M,4,Graduate,Married,$120K +,Silver,36,4,1,3,34516,1380,33136,0.66,2163,56,0.4,0.04 +710345808,Existing Customer,41,M,4,Uneducated,Divorced,$80K - $120K,Blue,36,6,2,2,30030,2028,28002,0.601,1828,38,1.111,0.068 +814752558,Existing Customer,50,M,1,Uneducated,Married,$40K - $60K,Blue,45,5,3,3,2151,1163,988,0.849,2513,62,0.59,0.541 +721284258,Existing Customer,53,M,2,Unknown,Married,$80K - $120K,Blue,44,4,1,3,7181,2517,4664,0.545,1636,39,0.56,0.351 +719336583,Existing Customer,55,M,2,Uneducated,Married,$120K +,Blue,44,3,3,3,27745,1300,26445,0.482,1525,21,0.5,0.047 +797638383,Existing Customer,49,F,4,High School,Married,Less than $40K,Blue,43,4,3,2,4852,2016,2836,0.576,3561,73,0.622,0.415 +708434733,Existing Customer,56,M,1,Graduate,Married,$60K - $80K,Blue,50,6,3,3,6735,2289,4446,0.661,1249,28,0.75,0.34 +711802758,Existing Customer,63,M,1,Graduate,Married,$40K - $60K,Blue,53,4,1,2,6128,1895,4233,0.583,1700,42,0.355,0.309 +720620058,Existing Customer,41,M,4,High School,Unknown,$80K - $120K,Blue,36,4,3,2,23124,1746,21378,0.807,1959,50,0.724,0.076 +819169683,Existing Customer,34,M,2,Unknown,Married,$40K - $60K,Blue,29,3,2,2,3436,1650,1786,0.788,1972,37,0.947,0.48 +709757583,Existing Customer,35,M,0,Unknown,Married,$120K +,Blue,36,5,2,1,3176,1510,1666,0.885,2074,48,0.92,0.475 +789307833,Existing Customer,44,M,4,College,Unknown,$120K +,Blue,34,5,3,3,8874,1590,7284,0.698,1849,56,0.647,0.179 +823912308,Existing Customer,38,F,3,Graduate,Married,Less than $40K,Blue,34,5,1,0,3402,1813,1589,0.653,1767,28,0.647,0.533 +720746208,Existing Customer,52,M,1,Graduate,Married,$80K - $120K,Blue,43,6,1,1,2689,2077,612,0.378,1356,33,0.435,0.772 +709121283,Existing Customer,54,M,3,Uneducated,Married,Less than $40K,Blue,36,3,3,2,1556,1278,278,0.46,1615,35,0.591,0.821 +714093108,Existing Customer,58,F,2,High School,Single,$40K - $60K,Blue,36,3,3,3,7372,1210,6162,0.946,1707,56,0.514,0.164 +718368333,Existing Customer,26,M,0,College,Unknown,Less than $40K,Blue,13,6,1,2,5713,789,4924,0.678,3323,61,0.525,0.138 +806752533,Existing Customer,27,F,1,Post-Graduate,Single,Less than $40K,Blue,22,4,1,3,2965,1635,1330,0.7,2553,59,0.553,0.551 +758521983,Existing Customer,33,M,1,Unknown,Married,$80K - $120K,Blue,26,3,2,2,9819,1200,8619,0.602,2198,40,0.538,0.122 +779473308,Existing Customer,32,M,0,Uneducated,Single,$60K - $80K,Blue,14,4,3,3,8186,0,8186,0.737,2411,67,0.426,0 +709376508,Existing Customer,58,F,1,College,Married,Less than $40K,Blue,49,3,3,2,3846,1285,2561,0.608,1815,47,0.621,0.334 +712589658,Existing Customer,45,F,4,Uneducated,Unknown,Less than $40K,Silver,30,5,2,2,13131,1965,11166,0.695,1795,37,0.48,0.15 +712141683,Existing Customer,48,F,3,High School,Single,Less than $40K,Blue,28,4,2,1,2944,753,2191,0.707,3457,61,0.848,0.256 +712494108,Existing Customer,38,M,2,Post-Graduate,Single,$60K - $80K,Silver,36,3,3,4,34516,1954,32562,0.436,1872,52,0.486,0.057 +721350783,Existing Customer,54,M,2,High School,Married,$80K - $120K,Blue,38,6,3,4,5660,2006,3654,0.779,1569,39,0.773,0.354 +710133858,Existing Customer,40,F,1,Graduate,Unknown,Less than $40K,Blue,30,5,1,1,7554,1848,5706,0.767,4150,64,0.524,0.245 +719152383,Existing Customer,35,F,4,Uneducated,Married,Less than $40K,Blue,26,5,1,4,2494,1316,1178,1.486,2946,57,1.036,0.528 +715174158,Existing Customer,31,M,1,College,Married,$80K - $120K,Blue,36,4,1,0,25215,1445,23770,1.033,2588,48,1,0.057 +780040758,Existing Customer,40,F,4,College,Married,$40K - $60K,Blue,24,5,3,2,2606,1818,788,0.703,1999,50,1.174,0.698 +719525358,Existing Customer,52,M,0,Graduate,Single,$80K - $120K,Blue,43,4,3,3,8133,1942,6191,0.572,3310,76,0.583,0.239 +710892408,Existing Customer,57,F,1,High School,Married,Less than $40K,Blue,36,6,2,2,3101,1257,1844,0.416,1681,32,0.524,0.405 +713295183,Existing Customer,48,M,2,Graduate,Divorced,$80K - $120K,Blue,29,6,2,3,24446,1854,22592,0.782,3897,75,0.786,0.076 +789871233,Existing Customer,49,M,3,High School,Married,$80K - $120K,Blue,39,5,3,2,2361,1342,1019,0.6,4316,78,0.529,0.568 +712663533,Existing Customer,40,M,4,High School,Single,$40K - $60K,Blue,32,6,4,2,2441,1656,785,0.762,3903,62,0.824,0.678 +820906233,Existing Customer,45,M,2,Graduate,Married,$40K - $60K,Blue,41,5,2,2,8532,2165,6367,0.707,3242,63,0.75,0.254 +821163408,Existing Customer,41,M,3,Unknown,Married,$80K - $120K,Blue,37,5,3,3,16954,1588,15366,0.878,3411,60,0.875,0.094 +708947208,Existing Customer,36,M,2,Graduate,Single,$80K - $120K,Blue,17,4,3,1,2900,2029,871,0.846,2631,72,0.6,0.7 +715261458,Existing Customer,37,F,1,Graduate,Single,Less than $40K,Blue,36,6,2,4,6827,0,6827,0.754,2621,49,0.815,0 +789310833,Existing Customer,44,F,3,College,Divorced,$40K - $60K,Blue,34,5,2,5,4513,1950,2563,0.83,3164,62,0.59,0.432 +818294958,Existing Customer,52,M,2,College,Married,$120K +,Blue,47,3,3,2,27347,719,26628,0.695,4040,77,0.674,0.026 +713902983,Existing Customer,42,F,3,High School,Married,Less than $40K,Blue,36,4,3,1,1676,1372,304,0.522,4381,77,0.571,0.819 +771693933,Existing Customer,62,F,1,Graduate,Married,Less than $40K,Blue,50,6,6,4,2802,1977,825,0.431,1757,33,0.833,0.706 +827984658,Attrited Customer,49,M,3,Post-Graduate,Married,$80K - $120K,Blue,45,3,0,4,23870,0,23870,0.604,1885,39,0.345,0 +789012633,Existing Customer,30,F,0,Graduate,Single,Less than $40K,Blue,17,3,2,1,4868,1090,3778,0.679,2907,69,0.816,0.224 +807237783,Existing Customer,50,M,3,Uneducated,Single,$60K - $80K,Blue,45,5,3,5,20437,1020,19417,0.563,4166,66,0.737,0.05 +803408733,Existing Customer,32,M,2,High School,Divorced,$60K - $80K,Blue,26,6,1,4,2239,1338,901,0.567,2466,60,0.579,0.598 +824667708,Existing Customer,32,F,1,Graduate,Single,Less than $40K,Blue,28,6,3,3,2428,1027,1401,0.824,3007,84,0.867,0.423 +807165033,Existing Customer,49,M,3,Post-Graduate,Single,$60K - $80K,Blue,44,3,1,5,15027,0,15027,0.811,3533,59,0.788,0 +809984133,Existing Customer,37,M,2,Doctorate,Single,$120K +,Blue,32,3,3,5,32056,1887,30169,0.831,2730,68,0.7,0.059 +718949433,Existing Customer,42,F,3,College,Single,Unknown,Silver,31,3,2,2,34516,919,33597,0.919,3415,79,0.756,0.027 +751227183,Existing Customer,36,M,2,Unknown,Single,$80K - $120K,Blue,29,3,3,5,5346,1539,3807,0.777,2283,51,0.889,0.288 +716331408,Attrited Customer,52,F,4,Unknown,Married,Less than $40K,Blue,36,1,4,5,2143,0,2143,0.853,1353,36,0.333,0 +714199983,Existing Customer,48,M,3,Uneducated,Single,$60K - $80K,Gold,40,5,2,5,34516,2317,32199,0.699,3927,68,0.7,0.067 +774172158,Existing Customer,29,M,1,Unknown,Single,$60K - $80K,Blue,19,3,1,2,23507,1990,21517,0.631,2650,65,0.912,0.085 +708171858,Existing Customer,33,F,3,Post-Graduate,Married,$40K - $60K,Blue,28,5,2,3,1864,1081,783,1.416,2607,44,1.75,0.58 +709074108,Existing Customer,36,M,2,College,Single,$60K - $80K,Blue,24,5,2,5,23032,840,22192,0.739,2787,73,0.698,0.036 +721304133,Existing Customer,36,F,4,High School,Married,Less than $40K,Blue,36,4,1,3,4277,1578,2699,0.84,1855,49,1.042,0.369 +787430733,Existing Customer,56,F,2,High School,Married,$40K - $60K,Blue,41,5,3,2,2771,1446,1325,0.686,1706,27,0.227,0.522 +711225933,Existing Customer,28,M,1,High School,Divorced,Less than $40K,Blue,36,5,3,4,2265,1935,330,0.653,2306,61,0.525,0.854 +717478983,Existing Customer,31,F,2,Uneducated,Divorced,Less than $40K,Blue,19,6,2,0,2853,1961,892,0.866,2697,68,0.789,0.687 +720949083,Existing Customer,44,F,3,Uneducated,Single,Less than $40K,Blue,33,5,3,5,3075,2517,558,0.922,3534,53,0.71,0.819 +712851108,Existing Customer,51,F,3,High School,Married,Unknown,Blue,31,5,1,5,15340,2331,13009,0.565,2965,51,0.594,0.152 +713151258,Existing Customer,55,M,3,Graduate,Single,$40K - $60K,Blue,35,4,1,4,3065,0,3065,0.716,3524,69,0.605,0 +799731033,Existing Customer,34,F,2,Doctorate,Single,Less than $40K,Blue,28,3,3,2,1438.3,0,1438.3,0.892,3044,91,0.896,0 +822138333,Existing Customer,61,F,0,Graduate,Single,$40K - $60K,Blue,56,4,3,5,7118,813,6305,0.475,3964,66,0.65,0.114 +708532308,Existing Customer,37,M,2,Uneducated,Single,$60K - $80K,Blue,36,4,2,2,11419,2517,8902,1.211,3000,70,1.059,0.22 +713718558,Existing Customer,46,M,3,Graduate,Married,$40K - $60K,Blue,37,6,2,5,2403,0,2403,0.727,3393,64,0.882,0 +778939683,Existing Customer,47,F,3,Uneducated,Married,Less than $40K,Blue,32,4,3,2,2821,951,1870,0.577,1452,38,1.923,0.337 +713322633,Existing Customer,54,M,1,Graduate,Married,$40K - $60K,Blue,43,4,3,3,2706,2517,189,0.506,1682,39,0.625,0.93 +754671558,Existing Customer,50,F,3,Unknown,Single,Less than $40K,Blue,43,6,1,4,2999,1958,1041,0.611,2073,48,0.714,0.653 +719291283,Existing Customer,36,F,4,High School,Single,Less than $40K,Blue,28,5,1,2,2226,1607,619,0.656,2660,62,1,0.722 +720659283,Existing Customer,37,M,5,Graduate,Married,$60K - $80K,Blue,31,5,3,4,3351,1847,1504,0.67,1910,43,0.593,0.551 +719535558,Existing Customer,47,M,4,College,Divorced,$40K - $60K,Blue,36,5,1,1,5570,1858,3712,0.783,4129,72,0.636,0.334 +771032658,Existing Customer,54,M,3,Unknown,Married,$80K - $120K,Blue,41,3,3,2,10448,1569,8879,0.482,1604,39,0.444,0.15 +709468683,Existing Customer,64,F,0,High School,Married,Less than $40K,Blue,56,6,2,2,2174,1397,777,0.62,1755,39,0.5,0.643 +719455908,Existing Customer,48,M,3,Graduate,Married,$80K - $120K,Blue,38,3,3,3,31501,0,31501,0.698,3742,75,0.786,0 +816890883,Existing Customer,35,M,2,Uneducated,Single,$60K - $80K,Blue,30,6,3,3,21695,1257,20438,0.793,2266,74,0.48,0.058 +709826058,Existing Customer,49,M,2,Unknown,Married,$80K - $120K,Blue,36,3,1,1,34516,2435,32081,0.732,1805,34,0.619,0.071 +735008958,Existing Customer,42,M,5,Unknown,Married,$60K - $80K,Blue,35,6,3,2,13650,1253,12397,0.743,1703,53,0.71,0.092 +713766183,Existing Customer,49,M,0,Uneducated,Single,$80K - $120K,Blue,36,5,3,4,16156,2517,13639,0.804,4160,81,0.653,0.156 +719148633,Existing Customer,53,F,2,Graduate,Married,Less than $40K,Blue,46,6,2,4,2413,2015,398,0.47,1398,24,0.714,0.835 +789266208,Existing Customer,56,M,2,High School,Married,$80K - $120K,Blue,45,3,2,3,5920,1589,4331,0.512,1408,28,0.273,0.268 +718373658,Existing Customer,41,M,3,College,Single,$60K - $80K,Blue,28,6,3,0,5841,2463,3378,1.047,3817,81,0.761,0.422 +712255458,Existing Customer,37,M,3,High School,Single,$60K - $80K,Blue,36,3,1,5,8418,2051,6367,0.847,2879,63,0.703,0.244 +789494133,Existing Customer,30,M,0,High School,Married,Less than $40K,Blue,21,5,4,3,2490,1259,1231,1.079,2441,53,0.514,0.506 +714178458,Existing Customer,45,M,3,Post-Graduate,Married,$80K - $120K,Blue,35,3,3,2,20640,1603,19037,0.532,1792,53,0.395,0.078 +717595908,Existing Customer,54,M,1,High School,Married,$60K - $80K,Blue,37,5,1,1,9453,2188,7265,0.572,1688,45,0.452,0.231 +798114033,Existing Customer,46,M,2,Graduate,Married,$60K - $80K,Blue,40,4,2,4,7949,1514,6435,0.857,3355,58,0.657,0.19 +709479558,Existing Customer,36,F,4,College,Single,Less than $40K,Blue,36,3,2,1,2758,2168,590,1.046,3073,86,0.792,0.786 +778148283,Existing Customer,48,M,2,Doctorate,Single,$120K +,Blue,41,5,2,1,20148,1084,19064,0.79,3921,74,0.542,0.054 +719363283,Existing Customer,59,F,0,Doctorate,Single,Less than $40K,Blue,36,3,1,2,1438.3,0,1438.3,0.691,1904,47,0.382,0 +716225433,Existing Customer,60,M,1,Uneducated,Single,$80K - $120K,Blue,51,6,3,4,26566,2517,24049,0.985,3103,65,0.625,0.095 +719882583,Existing Customer,44,M,5,Graduate,Single,$60K - $80K,Blue,34,3,3,5,13477,2057,11420,0.684,3866,67,0.634,0.153 +711076533,Existing Customer,65,M,0,College,Divorced,Less than $40K,Blue,42,5,3,2,9706,1968,7738,1.022,3435,58,0.706,0.203 +820651908,Existing Customer,46,F,3,Graduate,Single,$40K - $60K,Blue,41,5,2,4,7457,0,7457,0.717,3162,64,0.73,0 +710884683,Existing Customer,48,M,4,Graduate,Married,$80K - $120K,Silver,40,6,2,5,34516,807,33709,0.967,3937,80,1.051,0.023 +797468658,Existing Customer,53,M,3,High School,Married,$120K +,Blue,47,5,1,3,19081,2431,16650,0.37,1536,31,0.476,0.127 +716375883,Existing Customer,53,F,3,Uneducated,Married,Unknown,Blue,36,6,2,2,2447,1558,889,0.511,1716,38,0.462,0.637 +711534183,Existing Customer,41,M,2,High School,Single,$80K - $120K,Blue,36,4,2,4,28830,0,28830,0.786,3533,57,0.966,0 +721083258,Existing Customer,37,F,4,High School,Divorced,$40K - $60K,Blue,22,5,1,3,2563,1638,925,0.681,2064,46,0.917,0.639 +717986058,Existing Customer,29,F,0,High School,Single,Less than $40K,Blue,13,6,3,5,5240,1608,3632,1.243,2712,64,0.778,0.307 +804610908,Existing Customer,49,F,2,Doctorate,Married,Less than $40K,Blue,44,4,3,0,3397,1962,1435,0.483,3295,66,0.61,0.578 +717602733,Existing Customer,47,M,3,Doctorate,Single,Less than $40K,Blue,35,4,3,2,1842,0,1842,0.726,4165,67,0.634,0 +770952933,Existing Customer,53,F,1,Unknown,Married,Less than $40K,Blue,40,4,2,4,2383,1938,445,0.597,1616,37,0.682,0.813 +713233908,Existing Customer,33,M,2,Graduate,Divorced,$60K - $80K,Blue,21,5,3,3,20791,0,20791,0.744,2883,93,0.755,0 +755365233,Existing Customer,34,M,1,Graduate,Unknown,$60K - $80K,Blue,27,5,2,4,19900,1581,18319,0.838,3948,96,0.846,0.079 +715105908,Existing Customer,28,F,0,Graduate,Single,Unknown,Silver,15,3,3,3,32024,1232,30792,1.04,2507,64,0.882,0.038 +712658283,Existing Customer,36,F,3,Graduate,Single,$40K - $60K,Blue,28,3,2,3,3701,969,2732,1.079,3222,86,0.623,0.262 +708796458,Existing Customer,30,F,2,Graduate,Single,Less than $40K,Blue,18,3,1,4,4199,1903,2296,1.059,3016,67,0.763,0.453 +713557533,Existing Customer,34,M,3,High School,Single,$40K - $60K,Blue,21,4,1,3,4353,1655,2698,0.806,2664,81,0.884,0.38 +710524533,Attrited Customer,38,F,4,College,Married,$40K - $60K,Blue,36,4,4,4,4913,2517,2396,0.348,899,28,0.273,0.512 +713412558,Existing Customer,39,F,4,Post-Graduate,Married,Less than $40K,Blue,22,3,3,1,5454,1108,4346,1.021,2674,67,0.675,0.203 +720000708,Existing Customer,32,F,0,Graduate,Married,Unknown,Blue,26,3,3,2,2172,1381,791,1.145,2945,69,0.408,0.636 +718934058,Existing Customer,36,M,2,Doctorate,Single,$40K - $60K,Blue,26,4,3,2,2845,2517,328,0.686,2396,51,0.5,0.885 +710607408,Existing Customer,37,F,3,High School,Single,Unknown,Blue,28,3,1,4,18570,1524,17046,1.385,3999,96,0.846,0.082 +717613233,Existing Customer,45,M,4,Uneducated,Married,$60K - $80K,Silver,33,5,2,4,25907,745,25162,0.607,2058,56,0.806,0.029 +821710308,Existing Customer,38,F,3,Uneducated,Single,Less than $40K,Blue,33,5,3,2,2206,2018,188,0.648,1739,35,0.667,0.915 +716089983,Existing Customer,31,M,0,Graduate,Single,$40K - $60K,Blue,24,3,1,4,12050,1732,10318,0.804,2015,46,0.704,0.144 +720430083,Existing Customer,65,M,0,High School,Unknown,Less than $40K,Blue,36,3,3,2,2107,1008,1099,0.953,3913,67,0.523,0.478 +712071708,Existing Customer,63,F,0,Graduate,Married,Less than $40K,Blue,36,6,3,4,2107,1351,756,0.521,1320,35,0.522,0.641 +770721858,Existing Customer,65,M,1,Graduate,Married,Less than $40K,Blue,56,3,2,5,3539,2517,1022,0.346,1463,31,0.632,0.711 +751381458,Existing Customer,43,F,3,College,Married,Unknown,Blue,36,3,3,4,27175,775,26400,0.543,3814,72,0.8,0.029 +715629783,Existing Customer,51,M,1,Graduate,Married,$40K - $60K,Silver,36,6,2,2,17905,980,16925,0.731,4399,64,0.778,0.055 +768886533,Existing Customer,37,M,3,Graduate,Married,$60K - $80K,Blue,31,3,1,3,4940,1199,3741,1.57,3246,57,0.9,0.243 +711023508,Existing Customer,55,F,1,Graduate,Married,Unknown,Blue,43,5,4,2,3161,1389,1772,0.307,1547,30,0.429,0.439 +711291558,Existing Customer,27,M,0,Uneducated,Single,$60K - $80K,Blue,36,4,3,3,2464,0,2464,0.502,2636,50,0.429,0 +714929283,Existing Customer,34,F,0,High School,Married,$40K - $60K,Blue,36,5,1,3,3203,2229,974,1.146,2625,52,0.625,0.696 +716285358,Existing Customer,32,F,1,College,Divorced,Less than $40K,Blue,36,3,5,4,1835,1017,818,0.82,2801,79,0.519,0.554 +710958033,Existing Customer,49,F,5,Uneducated,Single,Less than $40K,Blue,39,3,2,2,1993,0,1993,0.539,4075,76,0.689,0 +711368283,Existing Customer,39,M,2,Unknown,Married,$80K - $120K,Blue,27,3,3,2,34516,1629,32887,1.078,3448,53,1.038,0.047 +807275733,Existing Customer,27,M,0,Post-Graduate,Single,Unknown,Blue,22,5,2,2,7130,873,6257,0.53,2498,37,0.321,0.122 +708231183,Existing Customer,30,M,1,Uneducated,Divorced,Unknown,Blue,22,5,3,4,12539,910,11629,0.856,2643,72,0.674,0.073 +789690483,Existing Customer,39,M,4,High School,Married,$80K - $120K,Blue,25,6,2,3,8208,0,8208,1.568,3135,39,1.167,0 +789338583,Existing Customer,42,M,2,Doctorate,Married,$80K - $120K,Blue,32,4,2,2,26222,1073,25149,1.288,1988,30,0.579,0.041 +717411483,Existing Customer,55,M,4,College,Divorced,$80K - $120K,Blue,36,4,2,3,34173,1194,32979,1.056,3731,69,0.816,0.035 +720799608,Existing Customer,57,F,2,Graduate,Married,$40K - $60K,Blue,49,5,1,2,3377,1720,1657,0.491,1621,32,0.391,0.509 +714112383,Existing Customer,53,M,2,Graduate,Married,$120K +,Blue,43,6,3,2,5882,2335,3547,0.579,1380,30,0.667,0.397 +717994608,Existing Customer,51,M,0,Graduate,Married,$80K - $120K,Blue,40,4,3,2,7158,0,7158,0.904,2113,60,0.875,0 +798558783,Existing Customer,47,M,3,Graduate,Married,Less than $40K,Blue,41,6,1,4,5833,1747,4086,0.551,3732,75,0.531,0.3 +716875083,Existing Customer,26,F,0,High School,Single,$40K - $60K,Blue,36,6,3,4,4152,0,4152,0.804,2351,42,0.312,0 +714603558,Existing Customer,37,M,2,High School,Single,$40K - $60K,Blue,24,6,2,3,11699,1758,9941,0.869,2007,46,1,0.15 +789903708,Existing Customer,45,F,2,Uneducated,Single,$40K - $60K,Blue,35,6,3,2,4505,1562,2943,0.604,3968,68,0.619,0.347 +801989733,Existing Customer,55,M,2,Uneducated,Single,$60K - $80K,Blue,48,6,3,2,7667,1193,6474,1.101,3915,76,0.617,0.156 +789504183,Existing Customer,37,M,4,Graduate,Single,$120K +,Blue,28,3,3,4,34516,0,34516,0.572,2574,62,0.771,0 +714574083,Existing Customer,36,F,3,Graduate,Single,Less than $40K,Blue,31,3,2,3,2937,2159,778,0.67,2511,51,0.7,0.735 +717978033,Existing Customer,36,F,1,High School,Single,Less than $40K,Blue,36,5,3,4,5257,1572,3685,0.732,2822,73,0.659,0.299 +711256908,Existing Customer,39,M,2,High School,Single,$60K - $80K,Blue,28,6,3,3,10331,957,9374,0.699,3695,81,0.653,0.093 +721023708,Existing Customer,47,M,4,Uneducated,Married,$60K - $80K,Blue,36,3,3,3,17557,0,17557,0.667,2142,62,0.378,0 +714522258,Existing Customer,56,F,2,Graduate,Married,Less than $40K,Blue,48,6,3,2,4366,1590,2776,0.475,1596,37,0.423,0.364 +714247458,Existing Customer,56,F,4,Uneducated,Single,Unknown,Blue,46,6,2,2,8037,2276,5761,0.406,3271,71,0.543,0.283 +780416433,Existing Customer,38,M,2,Unknown,Married,Less than $40K,Blue,25,4,1,3,8740,734,8006,1.072,2169,38,0.652,0.084 +713644758,Existing Customer,49,M,3,Graduate,Single,$120K +,Blue,36,6,2,3,8514,2013,6501,0.664,4098,74,0.542,0.236 +712700358,Existing Customer,36,F,4,Uneducated,Single,Less than $40K,Blue,26,4,3,2,2002,1377,625,0.671,2411,60,0.714,0.688 +779873508,Existing Customer,51,F,0,High School,Married,Less than $40K,Blue,35,5,3,4,3132,1815,1317,1.018,3607,60,0.935,0.58 +779342958,Existing Customer,26,F,0,College,Married,$40K - $60K,Blue,13,2,3,3,2010,1070,940,0.906,3625,85,0.635,0.532 +711738333,Existing Customer,34,M,2,Graduate,Married,$80K - $120K,Blue,23,6,2,3,7567,1776,5791,1.275,2361,45,0.875,0.235 +709413933,Attrited Customer,56,M,2,High School,Single,$40K - $60K,Blue,40,2,6,4,2381,651,1730,0.592,1920,46,0.586,0.273 +720323208,Existing Customer,43,M,2,Graduate,Married,$120K +,Silver,31,6,2,4,34516,2398,32118,0.917,4976,88,0.692,0.069 +708132783,Existing Customer,47,F,3,Uneducated,Single,Unknown,Blue,42,6,2,2,16411,1179,15232,0.849,3929,71,0.732,0.072 +713372583,Existing Customer,42,F,4,High School,Single,Less than $40K,Blue,19,3,2,0,1438.3,0,1438.3,0.676,3786,67,0.523,0 +710092683,Existing Customer,38,M,2,College,Married,$80K - $120K,Blue,30,2,3,2,3735,1421,2314,0.57,1837,47,0.741,0.38 +779284833,Existing Customer,55,M,2,Post-Graduate,Single,$60K - $80K,Blue,37,3,3,1,22127,1799,20328,0.758,3591,63,0.75,0.081 +713426358,Existing Customer,28,F,0,College,Married,Unknown,Blue,36,3,2,3,5685,0,5685,1.334,2395,62,1,0 +717132633,Existing Customer,62,M,0,Uneducated,Single,$40K - $60K,Blue,50,3,2,2,7348,1466,5882,1.236,3066,61,0.694,0.2 +714967233,Attrited Customer,52,M,2,Doctorate,Married,$120K +,Blue,34,3,2,3,11188,0,11188,0.658,2109,47,0.621,0 +767587833,Existing Customer,44,M,3,Unknown,Single,$120K +,Blue,37,3,1,5,3650,2512,1138,0.739,4599,75,0.471,0.688 +714954033,Existing Customer,29,F,0,Post-Graduate,Single,Less than $40K,Blue,36,5,2,3,5076,1223,3853,0.83,2675,57,0.629,0.241 +716154258,Existing Customer,48,M,4,Doctorate,Unknown,$60K - $80K,Silver,38,3,2,2,32658,1482,31176,0.941,2023,37,0.542,0.045 +755399433,Existing Customer,43,M,3,Uneducated,Married,$80K - $120K,Blue,36,6,1,2,28634,926,27708,0.622,4549,68,0.659,0.032 +709876008,Existing Customer,49,F,2,Post-Graduate,Single,Less than $40K,Blue,36,3,1,3,3414,1473,1941,0.597,1803,49,1.13,0.431 +709918158,Existing Customer,43,M,3,High School,Married,$80K - $120K,Blue,23,5,6,1,12315,0,12315,0.895,2028,51,0.545,0 +713350908,Existing Customer,41,F,2,Uneducated,Married,$40K - $60K,Blue,36,5,3,3,2690,1912,778,0.692,3636,68,0.7,0.711 +715759458,Existing Customer,43,M,3,Graduate,Single,$80K - $120K,Blue,31,6,2,4,12165,0,12165,1.16,4066,74,0.682,0 +713976258,Existing Customer,51,F,3,Graduate,Single,Less than $40K,Blue,46,4,1,3,1792,989,803,1.202,3102,63,0.703,0.552 +790174608,Existing Customer,37,M,1,Doctorate,Single,$80K - $120K,Blue,30,6,3,2,19300,1181,18119,0.764,2660,70,0.795,0.061 +771335358,Existing Customer,37,M,2,College,Divorced,$40K - $60K,Blue,24,3,3,4,8120,2098,6022,0.826,3161,54,0.688,0.258 +708382083,Existing Customer,49,M,5,High School,Married,$80K - $120K,Blue,36,6,2,2,2292,0,2292,0.976,2584,60,0.5,0 +771829758,Existing Customer,36,M,3,Uneducated,Married,$80K - $120K,Blue,25,6,3,3,21434,1345,20089,0.603,2143,46,0.586,0.063 +767333808,Existing Customer,50,F,2,Graduate,Unknown,Less than $40K,Blue,43,5,3,4,3424,0,3424,0.765,4929,74,0.574,0 +721385433,Existing Customer,64,M,0,Unknown,Married,Less than $40K,Blue,51,3,3,4,2787,1201,1586,0.372,1662,39,0.625,0.431 +794293908,Existing Customer,36,F,3,College,Single,Unknown,Blue,30,3,2,3,8696,1482,7214,1.002,2847,67,0.971,0.17 +720409608,Existing Customer,45,M,3,High School,Married,$120K +,Blue,35,6,2,3,32446,1974,30472,0.621,1717,39,0.696,0.061 +717830583,Existing Customer,41,M,2,Graduate,Married,$80K - $120K,Blue,36,6,3,3,9133,2140,6993,0.649,4101,88,0.63,0.234 +715455708,Existing Customer,47,M,3,Graduate,Single,$80K - $120K,Blue,37,3,3,2,5116,1468,3648,0.91,2361,49,0.633,0.287 +719108358,Existing Customer,39,M,2,Post-Graduate,Married,$80K - $120K,Blue,31,5,2,1,18974,2517,16457,1.369,2783,56,1,0.133 +769323183,Existing Customer,51,M,4,Uneducated,Single,$120K +,Blue,45,6,2,3,12101,2517,9584,0.733,2086,44,0.76,0.208 +820020258,Existing Customer,55,F,1,High School,Single,$40K - $60K,Blue,46,5,3,4,5379,962,4417,0.827,1778,40,0.29,0.179 +719234883,Existing Customer,57,M,3,Graduate,Single,$120K +,Blue,49,5,3,3,32676,2134,30542,0.797,3990,88,0.76,0.065 +807349158,Existing Customer,36,M,4,Doctorate,Divorced,$120K +,Blue,31,4,3,4,34516,1491,33025,0.93,2243,60,0.935,0.043 +710799783,Existing Customer,35,M,2,Unknown,Married,$120K +,Blue,36,4,3,4,15202,1779,13423,1.392,3143,60,0.579,0.117 +778456983,Existing Customer,38,F,2,Unknown,Single,Less than $40K,Blue,23,5,3,3,2222,1205,1017,0.395,1823,49,0.361,0.542 +708644208,Existing Customer,39,F,2,Graduate,Single,$40K - $60K,Blue,34,5,2,4,5858,0,5858,0.853,3355,77,0.604,0 +711659958,Existing Customer,65,F,0,Graduate,Married,$40K - $60K,Blue,56,4,2,1,2692,1869,823,0.744,1594,36,0.895,0.694 +798988983,Existing Customer,51,F,2,Uneducated,Married,Less than $40K,Blue,45,6,3,2,7165,2037,5128,0.83,3553,78,0.902,0.284 +710760258,Existing Customer,50,F,3,High School,Married,Less than $40K,Blue,38,4,3,4,1438.3,0,1438.3,1.084,4740,81,0.653,0 +799700208,Existing Customer,38,M,2,Graduate,Single,$60K - $80K,Silver,32,5,1,1,26988,1587,25401,0.968,3732,70,0.795,0.059 +772401933,Existing Customer,36,F,1,Unknown,Single,Less than $40K,Blue,26,3,3,2,2517,0,2517,0.946,3569,62,0.771,0 +787460883,Attrited Customer,41,M,3,Uneducated,Married,$40K - $60K,Blue,28,3,3,4,11091,0,11091,0.522,1234,34,0.308,0 +770937183,Existing Customer,40,F,4,Graduate,Single,Less than $40K,Silver,27,3,1,2,10745,2084,8661,0.847,3502,87,0.933,0.194 +715468083,Existing Customer,40,F,2,Doctorate,Married,Unknown,Silver,36,3,2,4,34516,1686,32830,0.562,3146,66,0.65,0.049 +807161508,Existing Customer,26,M,1,Unknown,Single,Less than $40K,Blue,20,6,3,2,2590,1748,842,0.626,2804,52,0.486,0.675 +772268058,Existing Customer,46,F,4,Uneducated,Single,Less than $40K,Blue,35,5,2,3,2722,1473,1249,0.737,3129,69,0.683,0.541 +710166783,Existing Customer,49,F,1,Graduate,Married,Less than $40K,Blue,36,3,3,0,8228,0,8228,0.942,4277,80,0.702,0 +804820233,Existing Customer,38,M,2,Unknown,Divorced,$80K - $120K,Blue,33,6,3,2,11777,1781,9996,0.565,2763,62,0.879,0.151 +708758658,Existing Customer,49,M,4,Graduate,Married,$80K - $120K,Blue,39,5,1,1,34516,543,33973,0.745,3951,76,0.9,0.016 +714011358,Existing Customer,38,M,3,Graduate,Divorced,$80K - $120K,Blue,24,5,1,3,14821,0,14821,0.661,2876,60,0.622,0 +712401033,Existing Customer,36,M,1,Unknown,Single,Less than $40K,Blue,23,4,3,1,1438.3,928,510.3,0.851,2186,59,0.686,0.645 +771212508,Existing Customer,34,F,2,Unknown,Single,Less than $40K,Blue,21,6,3,4,6131,1270,4861,0.913,2825,93,0.824,0.207 +821150958,Existing Customer,52,M,5,Graduate,Single,$80K - $120K,Blue,47,3,1,1,2047,665,1382,0.605,3452,66,0.692,0.325 +792272658,Existing Customer,40,M,3,Graduate,Single,$80K - $120K,Blue,34,3,3,4,22380,1220,21160,0.884,3756,73,0.78,0.055 +809818008,Existing Customer,36,M,3,Uneducated,Married,$80K - $120K,Blue,31,3,3,5,12893,1620,11273,0.576,2300,60,0.463,0.126 +803231058,Existing Customer,53,M,3,High School,Single,Less than $40K,Blue,47,5,1,1,3351,1474,1877,0.393,4294,66,0.737,0.44 +715698633,Existing Customer,40,F,2,Unknown,Married,Less than $40K,Blue,36,3,1,1,5093,2376,2717,0.822,2341,57,0.541,0.467 +720450108,Existing Customer,54,M,1,Graduate,Married,$40K - $60K,Blue,44,5,1,1,1438.3,0,1438.3,0.576,1585,37,0.609,0 +719076858,Existing Customer,34,M,4,College,Single,$60K - $80K,Blue,20,5,1,2,2165,1952,213,0.822,2651,81,0.841,0.902 +720016308,Existing Customer,62,F,1,Unknown,Single,Less than $40K,Blue,54,4,2,2,1927,1319,608,0.672,4199,77,0.75,0.684 +712443558,Existing Customer,39,F,1,College,Single,Unknown,Blue,36,6,1,1,22125,0,22125,0.645,1994,57,0.727,0 +711835758,Existing Customer,50,M,3,Graduate,Married,$120K +,Blue,42,4,5,3,34516,2099,32417,0.449,1756,35,0.25,0.061 +709284333,Existing Customer,36,M,1,Uneducated,Divorced,$120K +,Blue,28,6,3,2,5260,1116,4144,0.664,2546,62,0.879,0.212 +788122533,Existing Customer,56,F,1,Graduate,Married,Less than $40K,Blue,48,6,2,2,1438.3,0,1438.3,0.706,1336,32,0.882,0 +709206333,Attrited Customer,44,F,4,Graduate,Single,$40K - $60K,Blue,30,3,4,4,4333,0,4333,0.463,1558,40,0.538,0 +713039808,Existing Customer,45,M,4,College,Married,Less than $40K,Blue,32,3,2,1,6637,0,6637,0.675,1801,48,0.6,0 +801700233,Existing Customer,36,M,2,Graduate,Single,$120K +,Blue,28,4,3,0,3174,2462,712,0.772,3140,74,0.721,0.776 +716815308,Existing Customer,44,F,2,Uneducated,Married,Less than $40K,Blue,36,4,2,5,4396,1489,2907,1.258,3942,69,0.816,0.339 +821149008,Attrited Customer,52,M,2,Graduate,Single,$80K - $120K,Blue,48,6,2,4,34516,0,34516,0.539,1661,40,0.6,0 +720580383,Existing Customer,50,F,3,Graduate,Married,Less than $40K,Blue,37,3,2,4,1438.3,0,1438.3,0.868,3637,80,0.86,0 +780202908,Existing Customer,53,F,2,Graduate,Single,Less than $40K,Blue,43,3,3,4,6853,1480,5373,0.513,2833,70,0.556,0.216 +787504158,Existing Customer,36,F,0,Unknown,Married,Less than $40K,Blue,24,4,3,2,2570,2230,340,0.686,1755,42,0.448,0.868 +716183283,Existing Customer,27,F,1,College,Divorced,Less than $40K,Blue,15,5,3,2,2166,890,1276,1.024,3563,70,0.892,0.411 +824168808,Existing Customer,31,F,1,College,Divorced,Unknown,Blue,27,4,6,3,3647,1480,2167,0.76,2271,60,0.364,0.406 +712936908,Existing Customer,36,M,3,Unknown,Single,$60K - $80K,Blue,36,3,1,1,11684,1786,9898,0.806,2969,88,0.796,0.153 +719855958,Existing Customer,41,M,4,High School,Single,$60K - $80K,Blue,28,6,1,4,4475,0,4475,0.706,3367,66,0.737,0 +710112933,Existing Customer,28,M,1,Uneducated,Single,$60K - $80K,Blue,18,6,3,2,16604,1716,14888,1.025,2580,61,0.649,0.103 +768364233,Existing Customer,59,M,1,High School,Married,$40K - $60K,Blue,53,6,2,5,5446,1885,3561,0.643,1505,33,0.32,0.346 +771725808,Existing Customer,43,M,3,Uneducated,Unknown,$80K - $120K,Blue,31,5,1,4,28700,769,27931,0.901,3395,71,0.578,0.027 +780686358,Existing Customer,41,M,3,Unknown,Married,$60K - $80K,Blue,30,3,1,1,2888,1676,1212,0.534,3798,58,0.812,0.58 +712762758,Existing Customer,46,M,2,Graduate,Married,$60K - $80K,Blue,34,4,2,0,9451,1280,8171,0.681,3179,79,0.975,0.135 +714392808,Existing Customer,51,M,3,Unknown,Married,$80K - $120K,Blue,43,3,4,5,13933,1019,12914,0.875,3504,62,0.771,0.073 +713089458,Existing Customer,44,M,1,High School,Married,Less than $40K,Blue,33,5,2,2,6130,808,5322,0.747,3411,78,0.592,0.132 +826780683,Existing Customer,40,M,3,Graduate,Married,$60K - $80K,Blue,36,6,2,2,15008,0,15008,0.784,3943,85,0.771,0 +780251658,Existing Customer,32,M,1,High School,Married,$40K - $60K,Blue,18,4,1,4,4583,1586,2997,0.828,2395,57,0.781,0.346 +772273983,Attrited Customer,48,M,4,Uneducated,Single,$40K - $60K,Blue,37,1,3,4,5268,2191,3077,0.622,2138,40,0.429,0.416 +737944908,Existing Customer,58,M,2,Unknown,Married,$60K - $80K,Blue,51,4,2,2,14976,1463,13513,0.635,1599,36,0.565,0.098 +720688158,Existing Customer,37,F,3,High School,Single,Less than $40K,Blue,25,3,2,4,2282,0,2282,0.741,2751,68,0.659,0 +719902908,Attrited Customer,51,M,3,Unknown,Married,$80K - $120K,Blue,36,3,3,3,5130,0,5130,0.407,1434,31,0.292,0 +771682533,Existing Customer,43,F,3,Unknown,Married,Less than $40K,Blue,31,4,3,2,5702,0,5702,0.773,3928,75,0.744,0 +708193008,Existing Customer,41,M,4,Uneducated,Single,$80K - $120K,Blue,30,3,3,4,14480,0,14480,0.703,1616,43,0.654,0 +772449858,Existing Customer,51,M,3,Graduate,Divorced,$40K - $60K,Blue,41,5,3,4,7570,1388,6182,0.909,3849,70,0.591,0.183 +715992558,Existing Customer,52,M,2,Doctorate,Married,$80K - $120K,Blue,38,4,2,2,12878,1628,11250,0.542,1968,59,0.735,0.126 +708502908,Existing Customer,61,M,2,High School,Single,$60K - $80K,Silver,48,5,2,3,26218,0,26218,0.74,3925,88,0.833,0 +720132258,Existing Customer,49,M,3,Post-Graduate,Single,$120K +,Silver,36,6,1,5,34516,1323,33193,0.934,3422,78,0.529,0.038 +708704433,Existing Customer,36,F,3,High School,Single,Unknown,Blue,23,6,3,4,2804,2090,714,1.248,2812,77,1.081,0.745 +720906033,Existing Customer,35,M,1,Graduate,Married,$40K - $60K,Blue,25,5,4,4,5801,1176,4625,1.12,2987,52,0.857,0.203 +719961183,Existing Customer,63,F,0,High School,Married,Less than $40K,Blue,53,5,3,2,2271,1278,993,0.375,1550,33,0.65,0.563 +718838808,Existing Customer,36,F,1,Post-Graduate,Married,Less than $40K,Blue,23,6,3,3,3107,2354,753,1.248,2720,48,1.182,0.758 +710268858,Existing Customer,33,F,4,Graduate,Single,Less than $40K,Blue,22,5,1,2,2001,1217,784,0.775,3162,99,0.707,0.608 +788360283,Existing Customer,33,M,1,Graduate,Single,$80K - $120K,Blue,26,4,1,0,1438.3,0,1438.3,0.865,2557,55,0.618,0 +717914808,Existing Customer,65,M,1,High School,Single,Unknown,Blue,36,4,3,5,4465,703,3762,1.026,4044,66,0.65,0.157 +802884933,Existing Customer,61,M,1,Graduate,Married,$60K - $80K,Blue,55,6,2,3,3264,1348,1916,0.756,1665,32,0.524,0.413 +714436383,Existing Customer,44,M,4,Graduate,Unknown,$80K - $120K,Blue,34,4,3,2,26856,0,26856,0.581,4222,75,0.471,0 +718785483,Existing Customer,38,M,1,Doctorate,Single,$80K - $120K,Silver,29,6,3,3,34516,1435,33081,1.13,4238,85,0.809,0.042 +708816408,Existing Customer,41,M,4,Uneducated,Single,$80K - $120K,Blue,32,4,6,3,21756,0,21756,0.817,3063,71,0.511,0 +715363908,Existing Customer,44,F,4,Uneducated,Married,Less than $40K,Blue,26,4,1,2,4726,1551,3175,0.544,3658,70,0.628,0.328 +709163358,Attrited Customer,41,M,5,Unknown,Single,$60K - $80K,Gold,32,2,3,4,34516,2517,31999,0.465,1727,35,0.458,0.073 +827643858,Existing Customer,45,F,2,Unknown,Single,Less than $40K,Blue,41,6,2,2,5596,0,5596,0.833,3212,64,0.422,0 +711251133,Existing Customer,37,M,0,Post-Graduate,Single,$80K - $120K,Blue,27,5,2,3,15326,0,15326,1.159,2990,55,0.964,0 +716896833,Existing Customer,51,M,1,Unknown,Single,$80K - $120K,Blue,38,3,1,4,11373,1319,10054,0.693,1976,35,0.75,0.116 +789193383,Existing Customer,65,M,0,Uneducated,Single,Less than $40K,Blue,54,3,1,5,2644,1691,953,0.755,3495,70,0.628,0.64 +712801758,Existing Customer,37,F,1,Graduate,Single,$40K - $60K,Blue,27,6,1,2,2673,2517,156,0.714,3052,63,0.75,0.942 +719836083,Existing Customer,54,M,4,Unknown,Married,$60K - $80K,Blue,36,3,4,2,7477,1752,5725,0.294,1543,34,0.172,0.234 +718291233,Existing Customer,46,M,4,Graduate,Married,$80K - $120K,Blue,33,5,1,3,16227,917,15310,0.479,4314,67,0.634,0.057 +718682883,Existing Customer,41,M,2,Unknown,Single,$80K - $120K,Blue,34,3,3,1,19110,2449,16661,1,4478,76,0.727,0.128 +771503958,Existing Customer,49,M,2,Unknown,Single,$40K - $60K,Blue,37,5,1,3,2993,1265,1728,0.579,4089,72,0.674,0.423 +771960708,Existing Customer,51,M,2,Graduate,Married,$80K - $120K,Blue,40,3,2,4,3290,2461,829,0.797,3591,80,0.739,0.748 +717427983,Existing Customer,50,F,3,High School,Single,Less than $40K,Silver,39,4,3,4,11176,2422,8754,1.003,2682,64,0.641,0.217 +712737108,Existing Customer,48,F,4,High School,Married,Unknown,Blue,36,4,1,2,21416,0,21416,0.702,4221,75,0.923,0 +771599283,Existing Customer,53,M,2,Graduate,Married,$80K - $120K,Blue,41,3,2,5,2492,1668,824,0.651,1606,32,0.882,0.669 +717237708,Existing Customer,54,M,2,Post-Graduate,Single,$60K - $80K,Blue,38,3,3,5,14265,1878,12387,0.847,3982,58,0.871,0.132 +710703708,Existing Customer,46,F,4,Unknown,Single,$40K - $60K,Silver,35,6,3,2,16985,968,16017,0.455,2961,56,0.647,0.057 +712513458,Existing Customer,47,F,4,High School,Single,Less than $40K,Blue,38,4,1,4,7469,1899,5570,0.999,3150,70,0.489,0.254 +709690158,Existing Customer,52,F,4,Graduate,Married,Less than $40K,Blue,36,6,1,2,4592,2517,2075,0.572,1470,33,0.737,0.548 +709959858,Existing Customer,43,F,4,Graduate,Single,Less than $40K,Blue,32,6,3,4,4341,0,4341,0.613,3825,63,0.537,0 +720683958,Existing Customer,41,M,4,Uneducated,Divorced,$80K - $120K,Gold,36,6,2,2,34516,0,34516,0.742,4077,67,0.763,0 +780704358,Existing Customer,34,M,3,Post-Graduate,Unknown,$60K - $80K,Silver,23,4,3,0,27710,0,27710,0.777,4014,73,0.659,0 +717843783,Existing Customer,33,F,1,College,Single,Less than $40K,Silver,17,4,3,2,13431,1583,11848,0.621,2338,71,0.69,0.118 +718318383,Existing Customer,49,M,1,High School,Unknown,$60K - $80K,Blue,36,6,3,4,2645,1499,1146,0.67,4251,69,0.533,0.567 +708849858,Existing Customer,44,M,3,Doctorate,Single,$120K +,Blue,35,4,1,5,14028,1435,12593,0.57,3683,73,0.738,0.102 +712652283,Existing Customer,36,M,1,Uneducated,Divorced,$80K - $120K,Blue,28,4,1,3,34516,774,33742,0.989,3030,74,0.805,0.022 +793461933,Existing Customer,37,M,3,High School,Single,$80K - $120K,Blue,31,4,2,4,5699,1006,4693,0.734,2835,57,0.9,0.177 +720084183,Existing Customer,46,M,3,Unknown,Divorced,$120K +,Blue,34,5,2,4,16284,0,16284,0.889,3018,75,0.5,0 +767114958,Existing Customer,65,M,0,Uneducated,Single,Less than $40K,Blue,56,4,2,2,3226,2073,1153,1.035,3250,70,0.591,0.643 +709216533,Existing Customer,52,M,2,College,Married,$80K - $120K,Blue,36,6,3,4,2803,778,2025,0.55,3142,64,0.561,0.278 +720897783,Existing Customer,50,M,1,Uneducated,Married,$120K +,Blue,30,6,2,5,34516,2010,32506,0.594,2776,59,0.735,0.058 +773503308,Existing Customer,59,M,1,Uneducated,Single,Less than $40K,Blue,53,5,5,4,2192,1569,623,0.706,4010,79,0.717,0.716 +719963433,Existing Customer,37,F,3,Unknown,Single,Unknown,Blue,29,3,2,2,8318,1945,6373,1.487,3676,77,1.139,0.234 +708139833,Attrited Customer,40,M,3,Graduate,Unknown,$60K - $80K,Blue,30,4,2,3,6391,0,6391,0.632,2323,44,0.419,0 +710664558,Existing Customer,40,F,3,High School,Married,Less than $40K,Blue,31,5,2,4,4736,945,3791,0.835,3927,73,0.659,0.2 +713687508,Existing Customer,59,M,1,Doctorate,Single,$60K - $80K,Blue,49,5,2,4,9944,1606,8338,0.62,3159,69,0.568,0.162 +816312633,Existing Customer,52,F,3,College,Married,$40K - $60K,Blue,47,6,3,3,4717,0,4717,0.563,2349,66,0.347,0 +712019883,Existing Customer,43,F,4,Unknown,Unknown,Unknown,Blue,34,5,3,3,12778,1528,11250,0.777,3337,69,0.769,0.12 +718216008,Existing Customer,48,M,3,Graduate,Married,$60K - $80K,Blue,38,5,2,3,16920,2157,14763,0.629,3275,60,0.5,0.127 +718345233,Existing Customer,45,F,2,Graduate,Unknown,Less than $40K,Blue,35,6,3,3,3240,2517,723,0.636,1904,41,0.519,0.777 +771228183,Existing Customer,30,F,0,Graduate,Divorced,Less than $40K,Blue,17,4,1,3,4704,0,4704,1.177,3294,87,0.891,0 +789430083,Existing Customer,41,F,5,High School,Single,$40K - $60K,Blue,32,6,1,2,14987,1425,13562,0.8,4470,83,0.844,0.095 +779524833,Existing Customer,51,M,1,Unknown,Single,$80K - $120K,Blue,34,4,3,3,3554,1563,1991,0.893,3640,59,0.735,0.44 +823621083,Existing Customer,46,M,3,Graduate,Married,$120K +,Blue,42,3,3,4,9227,938,8289,0.735,3948,74,0.721,0.102 +715563558,Existing Customer,50,M,1,Unknown,Married,$120K +,Blue,40,3,3,2,7522,1057,6465,1.197,2533,62,1.138,0.141 +715424283,Existing Customer,31,F,0,College,Married,Less than $40K,Blue,21,5,2,2,1677,0,1677,1.369,3059,50,0.613,0 +807209808,Existing Customer,48,M,1,High School,Single,$60K - $80K,Blue,40,6,2,2,2319,1630,689,0.846,3739,68,0.659,0.703 +716578158,Existing Customer,39,F,1,Unknown,Married,Less than $40K,Blue,29,6,2,5,2722,1592,1130,1.319,3205,49,0.633,0.585 +708911508,Existing Customer,50,F,2,Unknown,Married,Less than $40K,Blue,39,3,3,2,2046,0,2046,0.936,3446,71,0.578,0 +717332733,Existing Customer,47,M,4,Unknown,Single,$80K - $120K,Silver,37,5,2,4,34516,0,34516,1.06,2851,80,0.739,0 +710681808,Existing Customer,53,M,3,High School,Single,$80K - $120K,Blue,42,6,3,3,18531,1548,16983,0.833,2484,52,0.857,0.084 +708740808,Existing Customer,45,M,4,Graduate,Married,$40K - $60K,Blue,36,5,3,4,4112,0,4112,0.777,2949,54,1.25,0 +711728208,Existing Customer,46,M,4,Graduate,Single,$120K +,Blue,34,4,1,2,34516,0,34516,0.991,4143,68,0.659,0 +720562008,Existing Customer,34,M,2,Graduate,Single,$80K - $120K,Silver,22,4,3,3,34516,1263,33253,0.603,2759,65,0.806,0.037 +709012083,Existing Customer,39,M,1,Uneducated,Married,Less than $40K,Blue,28,3,3,4,4683,2514,2169,0.58,2010,45,0.731,0.537 +771073908,Existing Customer,62,M,0,Unknown,Married,$40K - $60K,Blue,48,4,1,2,1438.3,0,1438.3,0.425,1406,27,0.5,0 +718174908,Existing Customer,53,F,3,Uneducated,Married,Less than $40K,Blue,36,4,3,2,4224,2417,1807,0.522,1458,29,1.071,0.572 +709550958,Existing Customer,51,M,3,Graduate,Married,$60K - $80K,Blue,32,3,1,4,7133,0,7133,0.612,2689,62,0.59,0 +720411183,Existing Customer,34,F,1,High School,Single,Unknown,Blue,22,6,1,0,10253,1857,8396,1.193,3042,66,0.941,0.181 +720776508,Existing Customer,44,F,2,Doctorate,Single,$40K - $60K,Blue,25,4,3,2,4210,0,4210,1.224,4248,65,0.857,0 +755615208,Existing Customer,49,M,3,High School,Single,$120K +,Blue,42,5,3,2,12630,1822,10808,0.947,4084,66,0.571,0.144 +708147108,Existing Customer,26,M,0,Graduate,Divorced,Unknown,Blue,36,6,1,3,21084,2517,18567,0.763,2309,71,0.543,0.119 +827476983,Attrited Customer,56,F,2,College,Single,Less than $40K,Blue,52,3,5,1,3639,2178,1461,0.451,1865,42,0.5,0.599 +716682258,Existing Customer,52,M,1,High School,Divorced,$120K +,Blue,36,4,3,5,31945,1591,30354,0.711,3650,62,0.676,0.05 +708563433,Attrited Customer,65,F,0,High School,Single,Unknown,Blue,56,3,6,3,5894,477,5417,1.015,1616,32,0.455,0.081 +772277508,Existing Customer,65,F,1,Unknown,Single,Less than $40K,Blue,54,4,2,2,2209,0,2209,1.299,3292,52,0.857,0 +712515558,Existing Customer,35,M,1,College,Single,$60K - $80K,Blue,26,3,2,3,23447,1515,21932,0.622,2834,77,0.638,0.065 +719342808,Existing Customer,48,M,3,Graduate,Single,$80K - $120K,Blue,30,4,2,3,4180,688,3492,0.747,3750,76,0.727,0.165 +788957358,Existing Customer,53,F,1,Graduate,Single,$40K - $60K,Blue,39,3,3,2,4930,2227,2703,0.801,4224,77,0.791,0.452 +778386033,Existing Customer,38,M,3,Uneducated,Married,$60K - $80K,Blue,18,6,3,4,3417,1749,1668,0.57,2068,34,0.619,0.512 +820060758,Existing Customer,50,F,1,College,Single,Less than $40K,Blue,45,4,2,4,4785,1965,2820,0.8,3651,59,0.553,0.411 +713271708,Existing Customer,46,M,3,Uneducated,Married,Less than $40K,Silver,33,5,2,2,12685,0,12685,0.674,4454,74,0.574,0 +720555483,Existing Customer,48,M,3,Graduate,Single,$80K - $120K,Blue,35,3,3,3,21374,0,21374,0.631,4100,79,0.681,0 +709405758,Existing Customer,36,M,2,Graduate,Married,$60K - $80K,Blue,28,4,3,2,1911,1217,694,0.363,1965,49,0.256,0.637 +769463433,Existing Customer,41,F,2,Post-Graduate,Single,Less than $40K,Blue,35,6,3,2,8666,0,8666,0.682,3593,71,0.578,0 +786087633,Existing Customer,60,M,0,Unknown,Married,$60K - $80K,Blue,54,4,1,0,2759,2501,258,0.505,1650,34,0.7,0.906 +738627708,Attrited Customer,49,F,2,Unknown,Single,Unknown,Blue,41,5,3,4,5984,0,5984,0.551,1838,42,0.556,0 +719527833,Existing Customer,45,F,4,High School,Unknown,Unknown,Blue,36,6,3,3,23000,1097,21903,1.095,3886,70,0.667,0.048 +715921758,Existing Customer,36,M,2,College,Single,$60K - $80K,Blue,25,5,3,2,1438.3,0,1438.3,0.579,2882,68,0.619,0 +717280158,Existing Customer,49,M,3,Graduate,Married,Less than $40K,Blue,36,3,3,5,2976,1817,1159,0.739,3332,60,0.667,0.611 +714179658,Existing Customer,43,M,3,High School,Single,$120K +,Blue,36,3,1,3,34516,0,34516,0.852,1996,48,0.548,0 +806637558,Existing Customer,58,M,1,High School,Married,$60K - $80K,Blue,53,5,2,5,1438.3,0,1438.3,0.425,1539,40,0.6,0 +714828708,Existing Customer,46,M,0,High School,Divorced,$80K - $120K,Blue,36,3,1,4,16099,0,16099,0.562,3656,88,0.76,0 +711989358,Existing Customer,50,M,2,Graduate,Single,$80K - $120K,Blue,36,4,2,1,19595,1187,18408,0.875,3811,62,0.824,0.061 +720188508,Existing Customer,43,M,4,Graduate,Single,$60K - $80K,Blue,25,3,2,4,13193,1749,11444,0.671,4071,64,0.73,0.133 +719528958,Existing Customer,57,F,3,College,Single,$40K - $60K,Blue,36,3,1,3,8184,1508,6676,0.789,4134,71,0.821,0.184 +713110908,Existing Customer,30,M,1,Unknown,Married,Less than $40K,Blue,13,3,6,5,2607,1966,641,0.65,1719,45,0.607,0.754 +721179708,Existing Customer,48,F,2,Unknown,Married,Less than $40K,Blue,37,4,2,3,5758,0,5758,0.433,4422,76,0.407,0 +716363658,Existing Customer,51,M,2,Doctorate,Single,$120K +,Blue,36,4,2,5,25873,582,25291,0.769,3920,84,0.647,0.022 +711443808,Existing Customer,46,M,2,Unknown,Divorced,$60K - $80K,Blue,37,6,1,1,2695,1657,1038,0.813,4068,53,0.963,0.615 +778952058,Existing Customer,46,M,3,College,Married,$80K - $120K,Blue,32,4,2,5,20860,1496,19364,0.816,3435,56,0.697,0.072 +713642133,Existing Customer,45,M,4,Unknown,Married,$40K - $60K,Blue,30,6,3,3,1892,1049,843,1.122,4558,60,1.609,0.554 +778908783,Existing Customer,52,M,3,College,Married,$80K - $120K,Blue,33,3,3,4,27751,1018,26733,0.426,1427,25,0.667,0.037 +778170633,Existing Customer,48,M,5,Graduate,Married,$80K - $120K,Blue,38,6,2,2,34516,657,33859,0.723,3661,71,0.868,0.019 +714670533,Existing Customer,47,M,3,Unknown,Single,$80K - $120K,Blue,37,3,1,5,24580,2517,22063,0.509,3069,62,0.771,0.102 +771833433,Attrited Customer,49,M,2,High School,Married,$80K - $120K,Blue,38,3,2,4,29893,0,29893,0.519,2063,48,0.846,0 +772758783,Existing Customer,43,M,1,Unknown,Married,$80K - $120K,Blue,33,5,1,5,21165,735,20430,0.624,3343,60,0.667,0.035 +788959758,Existing Customer,47,F,4,Uneducated,Single,$40K - $60K,Blue,33,3,2,1,9148,561,8587,0.774,3451,59,0.967,0.061 +716878533,Existing Customer,55,M,2,Unknown,Married,$80K - $120K,Blue,46,4,1,1,10979,1889,9090,0.475,1425,33,0.5,0.172 +713267133,Existing Customer,41,F,5,Post-Graduate,Married,Less than $40K,Blue,33,3,1,2,6519,851,5668,0.679,3088,65,0.711,0.131 +716263533,Existing Customer,44,M,5,High School,Married,$80K - $120K,Blue,36,3,2,2,2509,1464,1045,1.25,3166,72,0.946,0.583 +719026383,Existing Customer,35,F,2,Uneducated,Married,Less than $40K,Blue,36,3,1,3,2664,0,2664,1.071,3135,59,0.903,0 +821755233,Existing Customer,40,F,2,Unknown,Married,Unknown,Blue,28,5,5,2,14999,1123,13876,0.539,3441,69,0.468,0.075 +709683633,Existing Customer,32,F,1,High School,Single,Less than $40K,Silver,13,4,1,2,10332,948,9384,0.843,2914,67,0.763,0.092 +714318033,Existing Customer,50,M,4,Unknown,Married,$60K - $80K,Blue,36,5,1,4,10226,1638,8588,1.053,3321,57,1.036,0.16 +828291858,Attrited Customer,38,M,3,College,Single,$60K - $80K,Blue,34,6,3,4,12050,1821,10229,0.63,2381,40,0.481,0.151 +779647608,Existing Customer,39,M,2,High School,Single,$120K +,Blue,22,5,2,2,26124,0,26124,0.735,4199,92,0.586,0 +787605558,Existing Customer,48,F,3,Graduate,Divorced,Less than $40K,Blue,31,6,2,2,9816,0,9816,0.673,3489,81,0.528,0 +771534408,Existing Customer,52,F,2,College,Single,Less than $40K,Blue,40,4,3,3,2783,2379,404,0.912,3897,74,1,0.855 +716219808,Existing Customer,49,M,3,Graduate,Unknown,$60K - $80K,Blue,36,5,2,3,15942,0,15942,0.723,1742,41,0.323,0 +715690908,Existing Customer,46,F,3,Graduate,Single,Less than $40K,Silver,39,4,3,2,12222,1260,10962,1.138,3418,78,0.733,0.103 +789125733,Existing Customer,38,F,4,Doctorate,Married,Less than $40K,Blue,26,4,2,4,4002,1402,2600,0.579,2114,53,0.514,0.35 +717271983,Existing Customer,60,M,0,College,Single,$80K - $120K,Silver,53,6,3,2,34516,1388,33128,0.791,3261,64,0.684,0.04 +709695333,Existing Customer,48,M,2,High School,Single,$80K - $120K,Blue,36,3,2,4,10227,1695,8532,0.875,3577,82,0.783,0.166 +712233183,Existing Customer,45,F,2,Graduate,Single,Less than $40K,Blue,34,3,3,1,4265,1622,2643,0.708,3244,62,0.879,0.38 +716645883,Existing Customer,47,M,2,Unknown,Unknown,$60K - $80K,Blue,36,3,2,2,13867,0,13867,0.659,4297,68,0.744,0 +711762408,Existing Customer,43,M,2,Doctorate,Divorced,$40K - $60K,Blue,34,4,1,2,2243,0,2243,0.697,4023,63,0.75,0 +818305008,Existing Customer,41,F,2,Graduate,Married,$40K - $60K,Blue,36,6,1,3,11239,1375,9864,0.94,3978,89,0.78,0.122 +788159433,Existing Customer,53,M,2,Unknown,Single,$60K - $80K,Blue,45,5,1,2,22558,818,21740,0.987,3855,70,0.591,0.036 +709104333,Existing Customer,50,M,5,Post-Graduate,Married,$120K +,Silver,36,5,2,4,34516,891,33625,0.926,2687,64,0.778,0.026 +708112008,Existing Customer,56,M,2,Graduate,Married,$80K - $120K,Blue,36,4,2,3,23510,1049,22461,0.438,1661,35,0.296,0.045 +714731208,Existing Customer,63,F,0,Uneducated,Unknown,$40K - $60K,Blue,55,6,2,2,1651,1433,218,0.985,4050,58,0.611,0.868 +710006958,Existing Customer,53,F,1,High School,Single,Less than $40K,Blue,41,6,2,2,8693,796,7897,0.864,4755,69,0.533,0.092 +815062383,Existing Customer,35,F,2,High School,Married,Less than $40K,Blue,30,3,3,1,4549,1193,3356,0.445,1914,33,0.5,0.262 +778447908,Existing Customer,51,M,2,College,Married,$80K - $120K,Blue,33,3,1,2,3558,0,3558,0.57,4136,65,0.912,0 +720725058,Attrited Customer,51,F,1,Graduate,Single,Less than $40K,Blue,37,1,3,4,7176,0,7176,0.45,1375,33,0.65,0 +803415183,Existing Customer,44,M,3,Unknown,Single,$80K - $120K,Silver,38,3,3,1,34516,657,33859,0.641,4614,76,0.689,0.019 +708582858,Existing Customer,38,M,3,Graduate,Single,$60K - $80K,Blue,25,3,3,4,18293,0,18293,0.571,2958,63,0.432,0 +779833908,Existing Customer,40,F,2,Graduate,Divorced,Unknown,Blue,23,6,2,1,18332,1376,16956,0.6,4095,67,0.675,0.075 +818687958,Existing Customer,48,M,2,Graduate,Divorced,$80K - $120K,Blue,43,5,3,2,6383,1436,4947,0.845,4462,88,0.66,0.225 +708714108,Existing Customer,42,F,3,High School,Single,Less than $40K,Silver,31,5,2,3,13441,2517,10924,0.734,1894,49,0.633,0.187 +754872333,Existing Customer,50,M,2,Graduate,Married,$120K +,Blue,43,3,1,3,20114,0,20114,0.82,4740,88,0.796,0 +718637208,Existing Customer,54,F,2,Graduate,Single,Less than $40K,Blue,43,3,2,1,2019,1387,632,0.56,1689,36,0.714,0.687 +816772908,Existing Customer,38,M,3,High School,Single,$60K - $80K,Silver,33,6,1,2,34516,1793,32723,0.767,4533,78,0.472,0.052 +711935283,Attrited Customer,55,M,5,Post-Graduate,Single,$80K - $120K,Blue,47,3,1,4,1438.3,0,1438.3,0.414,1427,36,0.333,0 +716950758,Attrited Customer,46,M,4,High School,Married,$60K - $80K,Blue,36,1,3,2,8017,0,8017,0.559,1657,43,0.654,0 +716497908,Existing Customer,49,F,1,Doctorate,Married,Unknown,Blue,36,3,1,2,8519,0,8519,0.873,3698,65,0.625,0 +809358708,Existing Customer,38,M,3,Unknown,Single,$80K - $120K,Blue,33,6,2,2,34516,2135,32381,0.488,3514,63,0.703,0.062 +716037708,Existing Customer,50,M,0,Uneducated,Divorced,$60K - $80K,Blue,39,6,3,3,9474,1021,8453,0.557,3240,54,0.588,0.108 +717804783,Existing Customer,40,F,3,Graduate,Single,Less than $40K,Blue,27,5,3,4,6587,824,5763,1.262,4160,70,0.842,0.125 +715338783,Existing Customer,32,M,1,High School,Single,$60K - $80K,Blue,36,4,2,2,2999,0,2999,0.812,3018,80,0.778,0 +779645658,Existing Customer,49,M,3,Graduate,Single,$60K - $80K,Blue,32,3,1,4,7154,1472,5682,1.002,3607,59,0.735,0.206 +787565433,Existing Customer,53,M,2,Post-Graduate,Married,$80K - $120K,Blue,43,4,2,4,4039,1397,2642,0.396,1494,36,0.286,0.346 +717287883,Existing Customer,57,M,3,Graduate,Married,$80K - $120K,Blue,46,6,2,3,5516,2517,2999,0.473,1532,24,0.5,0.456 +715746633,Existing Customer,64,F,0,Graduate,Single,Less than $40K,Blue,54,3,1,2,5577,689,4888,0.985,4256,70,1.121,0.124 +720635883,Existing Customer,34,M,3,Unknown,Unknown,$80K - $120K,Blue,24,6,3,3,8628,1500,7128,0.688,2902,60,0.818,0.174 +710077008,Existing Customer,43,M,2,Uneducated,Single,$120K +,Blue,33,5,3,1,30137,1368,28769,0.721,3522,74,0.897,0.045 +804437658,Existing Customer,42,F,3,Doctorate,Married,Less than $40K,Blue,36,4,2,1,9778,2154,7624,0.5,3413,66,0.692,0.22 +780000258,Existing Customer,48,M,3,Uneducated,Single,$120K +,Blue,38,4,2,5,20912,0,20912,0.725,4172,84,0.787,0 +825785508,Existing Customer,49,M,3,High School,Single,$120K +,Blue,45,3,2,2,14699,1049,13650,0.534,4890,64,0.561,0.071 +720252858,Existing Customer,57,M,3,College,Single,$60K - $80K,Blue,36,6,3,2,10350,0,10350,0.826,3396,63,0.8,0 +710017758,Existing Customer,44,M,4,Graduate,Single,$40K - $60K,Blue,36,5,2,3,11346,0,11346,0.665,3784,67,0.457,0 +711750183,Existing Customer,63,F,2,Graduate,Single,Less than $40K,Gold,55,4,1,3,15987,1345,14642,0.729,3640,56,0.867,0.084 +718364283,Existing Customer,43,M,3,Graduate,Single,$60K - $80K,Blue,30,3,2,4,19711,0,19711,1.037,3602,72,1,0 +711638658,Existing Customer,33,M,4,High School,Single,$40K - $60K,Blue,25,4,1,1,8650,1929,6721,0.777,2878,63,1.032,0.223 +711046383,Existing Customer,55,M,2,Graduate,Single,$80K - $120K,Silver,36,5,1,1,34516,1316,33200,0.818,3542,60,0.714,0.038 +720877083,Existing Customer,50,M,2,Graduate,Married,$80K - $120K,Blue,36,6,1,2,9748,1354,8394,0.893,3323,66,0.833,0.139 +715662258,Existing Customer,49,F,3,Unknown,Unknown,Less than $40K,Blue,36,3,1,2,2454,2060,394,0.804,3777,75,0.596,0.839 +715570533,Attrited Customer,48,M,3,Post-Graduate,Unknown,$120K +,Blue,35,2,2,6,34516,0,34516,0.464,1632,44,0.333,0 +758202858,Existing Customer,47,F,3,High School,Unknown,Less than $40K,Blue,40,4,2,4,4255,1681,2574,0.65,3453,72,0.5,0.395 +712872183,Existing Customer,35,F,4,Uneducated,Single,Less than $40K,Blue,24,4,2,2,3271,1367,1904,0.704,2464,92,1,0.418 +710014683,Existing Customer,31,F,0,Graduate,Single,Less than $40K,Blue,20,3,3,2,3480,724,2756,0.722,2807,65,0.806,0.208 +716934333,Existing Customer,50,M,3,Uneducated,Single,$80K - $120K,Blue,40,3,1,4,13306,2458,10848,0.516,3556,68,0.581,0.185 +778523733,Existing Customer,38,M,3,Graduate,Single,$80K - $120K,Blue,31,6,1,2,13637,0,13637,0.566,3625,73,0.659,0 +716353083,Existing Customer,39,M,3,Graduate,Single,$60K - $80K,Blue,29,4,2,3,6733,1028,5705,0.553,4444,72,0.565,0.153 +753642933,Existing Customer,52,F,3,High School,Single,Less than $40K,Blue,45,3,3,0,2728,1365,1363,0.648,4293,83,0.976,0.5 +708151008,Existing Customer,49,F,4,Graduate,Married,$40K - $60K,Blue,41,5,1,2,6250,644,5606,1.06,2433,41,1.158,0.103 +789646158,Existing Customer,49,M,4,Uneducated,Married,$40K - $60K,Blue,33,5,1,3,3653,881,2772,0.846,3297,66,0.692,0.241 +712423233,Existing Customer,44,M,3,High School,Divorced,$60K - $80K,Blue,36,4,3,1,22919,1368,21551,0.942,3752,71,0.919,0.06 +719806233,Existing Customer,36,M,1,Graduate,Single,$120K +,Blue,20,3,2,2,34516,0,34516,0.531,2686,59,0.788,0 +786509358,Existing Customer,44,M,3,Unknown,Married,$80K - $120K,Blue,38,3,1,4,4198,1782,2416,1.526,2051,36,1,0.424 +711502908,Existing Customer,44,M,3,Graduate,Single,$60K - $80K,Blue,39,6,2,2,7532,0,7532,0.476,3550,68,0.619,0 +748617858,Existing Customer,35,M,5,Uneducated,Single,$60K - $80K,Blue,28,4,2,3,4587,1704,2883,0.903,2968,65,0.806,0.371 +721532583,Attrited Customer,45,M,4,Graduate,Married,$80K - $120K,Blue,36,5,3,4,12250,2165,10085,0.641,1995,39,0.696,0.177 +789244308,Existing Customer,56,M,4,College,Single,$80K - $120K,Blue,41,6,1,4,17753,1899,15854,0.851,3986,64,0.73,0.107 +709330383,Existing Customer,37,F,1,Graduate,Single,Less than $40K,Silver,19,4,3,3,12535,2049,10486,0.683,3283,74,0.609,0.163 +719136183,Existing Customer,48,F,3,Uneducated,Married,Less than $40K,Blue,38,6,1,3,3541,1444,2097,0.664,3410,69,0.683,0.408 +716939358,Existing Customer,43,F,3,Graduate,Divorced,Unknown,Blue,33,6,3,4,14622,0,14622,0.959,4632,67,0.457,0 +778155558,Existing Customer,45,M,3,Unknown,Married,$80K - $120K,Blue,38,3,1,2,23973,0,23973,0.779,3560,71,0.511,0 +713461533,Existing Customer,54,M,3,Graduate,Single,$80K - $120K,Blue,38,4,2,1,29200,1310,27890,1.092,3042,73,1.028,0.045 +803776533,Existing Customer,46,M,2,Post-Graduate,Single,$60K - $80K,Blue,41,3,3,2,10077,0,10077,0.639,2118,52,0.576,0 +714857508,Existing Customer,44,F,4,Doctorate,Married,Unknown,Blue,36,5,2,4,8667,1775,6892,0.729,3939,69,0.533,0.205 +720348933,Existing Customer,44,M,3,Graduate,Single,$60K - $80K,Blue,31,4,3,4,12871,758,12113,0.778,3060,60,1.069,0.059 +721158108,Existing Customer,38,M,2,Graduate,Single,$60K - $80K,Blue,30,3,2,4,2346,0,2346,0.394,3982,72,0.532,0 +789043008,Existing Customer,55,F,2,Post-Graduate,Divorced,Less than $40K,Blue,43,4,2,4,9919,0,9919,0.496,2058,70,0.842,0 +713362158,Existing Customer,50,M,3,Unknown,Single,$120K +,Blue,33,4,1,4,17087,0,17087,0.761,3519,70,0.591,0 +712623258,Attrited Customer,42,F,3,Graduate,Married,Less than $40K,Blue,36,2,3,3,5505,2517,2988,0.729,2272,42,0.448,0.457 +708494583,Existing Customer,49,F,3,Uneducated,Divorced,Less than $40K,Blue,36,4,1,3,1902,0,1902,0.693,3731,53,0.893,0 +718394658,Existing Customer,31,F,0,Graduate,Single,Less than $40K,Blue,22,3,1,1,4254,2464,1790,0.764,2366,62,0.722,0.579 +719398158,Existing Customer,51,M,2,Unknown,Unknown,$80K - $120K,Blue,39,6,1,3,9854,1886,7968,0.921,3912,76,0.949,0.191 +711885258,Existing Customer,47,F,4,High School,Married,Less than $40K,Blue,31,5,3,4,7711,988,6723,0.884,2078,42,0.68,0.128 +789161358,Existing Customer,30,F,0,Graduate,Married,Less than $40K,Blue,19,3,1,4,3213,2517,696,1.275,2666,46,1,0.783 +787581858,Existing Customer,46,M,2,Unknown,Unknown,$120K +,Blue,37,3,2,4,3132,1466,1666,0.689,3612,59,0.595,0.468 +779198133,Existing Customer,45,F,3,High School,Divorced,Less than $40K,Blue,33,3,3,2,9977,2088,7889,0.65,3530,61,0.743,0.209 +708314808,Existing Customer,53,F,2,College,Married,Unknown,Blue,41,5,1,3,5659,1393,4266,0.436,1570,40,0.6,0.246 +720508233,Attrited Customer,62,M,0,Unknown,Single,$40K - $60K,Silver,42,3,4,4,17161,0,17161,0.552,1898,42,0.556,0 +717134058,Existing Customer,65,F,1,Unknown,Single,Unknown,Blue,36,5,1,2,5018,1131,3887,0.624,4028,81,0.8,0.225 +783366483,Existing Customer,44,F,3,Unknown,Married,Unknown,Blue,38,4,3,3,11474,1063,10411,0.686,3242,74,0.451,0.093 +715412583,Existing Customer,51,M,3,Post-Graduate,Married,$40K - $60K,Blue,36,6,1,4,7925,1445,6480,0.75,3815,65,0.806,0.182 +719562108,Existing Customer,28,F,0,Uneducated,Single,Less than $40K,Silver,20,6,3,3,12793,1650,11143,0.783,2671,67,0.763,0.129 +754457883,Existing Customer,49,M,2,Unknown,Single,Less than $40K,Blue,42,4,2,2,4834,0,4834,0.998,1876,35,1.059,0 +742552683,Existing Customer,44,F,3,High School,Married,Less than $40K,Blue,31,6,2,5,1438.3,688,750.3,0.976,4208,86,0.72,0.478 +711455133,Existing Customer,55,M,3,College,Single,$120K +,Blue,36,5,3,3,12948,1839,11109,1.113,2481,42,0.68,0.142 +716387733,Attrited Customer,49,M,4,Graduate,Single,$60K - $80K,Blue,36,1,4,5,5662,1484,4178,0.434,1693,25,0.25,0.262 +772571508,Existing Customer,34,F,2,High School,Single,Less than $40K,Blue,24,4,1,0,2799,0,2799,0.696,2311,43,0.654,0 +718815108,Existing Customer,50,M,2,Unknown,Married,$80K - $120K,Blue,38,3,3,1,6030,1315,4715,0.623,3420,81,0.841,0.218 +719266158,Existing Customer,42,M,2,Graduate,Divorced,$80K - $120K,Blue,35,5,3,1,6779,1359,5420,0.737,3434,65,0.512,0.2 +720708183,Existing Customer,53,F,1,Uneducated,Divorced,$40K - $60K,Silver,36,5,1,1,15248,1242,14006,0.725,4758,83,0.456,0.081 +767523933,Existing Customer,53,M,3,High School,Single,$60K - $80K,Blue,45,4,1,0,15583,0,15583,0.873,3938,69,1.091,0 +797466033,Existing Customer,32,M,1,High School,Married,$40K - $60K,Blue,26,3,2,3,2576,1754,822,1.027,2880,69,0.468,0.681 +771886233,Existing Customer,48,M,1,Unknown,Married,$60K - $80K,Silver,37,6,3,5,25270,1090,24180,0.819,1941,51,1.318,0.043 +712612233,Existing Customer,35,M,4,Graduate,Single,$60K - $80K,Blue,22,3,3,3,8717,719,7998,0.556,2067,59,0.595,0.082 +716516208,Existing Customer,45,M,4,Graduate,Married,$80K - $120K,Blue,36,4,2,3,1438.3,0,1438.3,0.674,3748,64,0.829,0 +709950858,Existing Customer,45,M,5,College,Single,$80K - $120K,Blue,35,4,2,1,33755,2301,31454,0.751,3458,71,0.651,0.068 +779882508,Existing Customer,53,F,2,Unknown,Single,$40K - $60K,Blue,37,5,3,4,7282,0,7282,0.74,3364,69,0.816,0 +717472833,Existing Customer,42,M,4,Unknown,Single,$80K - $120K,Blue,32,6,3,5,7260,713,6547,0.833,4253,73,0.78,0.098 +712665633,Existing Customer,43,F,3,Graduate,Married,Less than $40K,Silver,30,6,1,4,12952,1864,11088,0.414,3472,51,0.457,0.144 +709562358,Existing Customer,55,F,2,Unknown,Single,Less than $40K,Blue,43,6,1,5,5353,1594,3759,0.973,4456,79,0.837,0.298 +715391433,Existing Customer,38,M,0,Graduate,Married,$60K - $80K,Blue,33,5,4,4,11741,1560,10181,0.773,2143,41,0.783,0.133 +708722583,Existing Customer,39,F,4,Uneducated,Single,Less than $40K,Blue,36,5,3,1,2609,1656,953,0.657,3024,64,0.6,0.635 +720452508,Existing Customer,51,F,1,College,Married,Unknown,Blue,37,4,3,1,11167,0,11167,0.622,3848,74,0.762,0 +714566958,Existing Customer,44,M,3,High School,Married,$80K - $120K,Blue,36,4,2,5,20882,1420,19462,0.857,2291,40,0.6,0.068 +816084333,Existing Customer,42,M,2,Unknown,Single,$120K +,Gold,37,5,2,2,34516,1230,33286,0.72,3260,63,1.1,0.036 +806179683,Existing Customer,63,F,1,College,Single,$40K - $60K,Blue,56,5,3,2,3071,2044,1027,0.91,4433,68,0.659,0.666 +806244183,Existing Customer,39,M,2,Graduate,Divorced,$60K - $80K,Blue,34,5,1,4,2267,0,2267,0.875,4544,84,0.75,0 +787999533,Existing Customer,52,M,2,High School,Single,$120K +,Blue,44,4,2,2,6617,2517,4100,0.459,3595,68,0.659,0.38 +718358808,Existing Customer,57,F,2,High School,Divorced,Less than $40K,Blue,50,5,3,5,3276,0,3276,0.972,3758,61,0.694,0 +718474683,Existing Customer,36,M,0,High School,Married,$120K +,Blue,24,3,3,2,10097,2139,7958,1.408,3092,67,0.763,0.212 +716908158,Existing Customer,42,F,3,College,Married,Less than $40K,Blue,36,6,2,1,8260,2517,5743,1.049,3299,64,0.73,0.305 +713984208,Existing Customer,52,M,4,Graduate,Married,$40K - $60K,Blue,33,5,2,1,5776,874,4902,0.894,4029,72,0.636,0.151 +713013483,Existing Customer,40,F,4,Graduate,Divorced,Less than $40K,Blue,36,5,3,3,1438.3,915,523.3,0.464,3754,58,0.611,0.636 +754599558,Existing Customer,40,F,3,College,Single,Less than $40K,Blue,33,5,3,1,7207,2002,5205,0.828,3825,70,0.707,0.278 +788739633,Attrited Customer,38,M,1,Unknown,Married,$120K +,Blue,16,3,1,4,2106,238,1868,0.61,2136,40,0.905,0.113 +712411908,Existing Customer,44,M,3,High School,Married,$60K - $80K,Blue,34,4,2,5,21158,0,21158,0.633,4071,67,0.811,0 +717538683,Existing Customer,43,M,3,Graduate,Married,$120K +,Blue,36,3,2,2,22906,1132,21774,0.942,3204,64,0.73,0.049 +709447908,Existing Customer,45,M,2,Graduate,Married,$60K - $80K,Blue,33,4,3,4,2648,2309,339,1.006,3281,63,0.853,0.872 +816834933,Existing Customer,34,F,4,Graduate,Single,Unknown,Silver,29,6,2,2,30702,673,30029,0.721,2652,64,0.524,0.022 +718963158,Existing Customer,49,M,1,Unknown,Single,$120K +,Blue,40,5,3,1,34516,0,34516,0.759,3230,64,0.561,0 +714358008,Existing Customer,53,F,1,College,Divorced,Unknown,Blue,36,3,1,3,17054,0,17054,0.673,4659,72,0.6,0 +720758808,Attrited Customer,38,M,3,College,Single,$60K - $80K,Blue,18,5,1,5,16317,0,16317,0.566,1995,54,0.929,0 +708255633,Existing Customer,36,M,1,Graduate,Single,$80K - $120K,Blue,27,3,2,4,3761,1710,2051,0.627,3240,65,0.585,0.455 +716101308,Existing Customer,48,M,3,Unknown,Married,$40K - $60K,Blue,35,6,3,4,2173,0,2173,0.857,4251,60,0.714,0 +715986258,Existing Customer,53,F,1,Uneducated,Single,$40K - $60K,Silver,41,3,3,2,15845,1675,14170,0.514,4037,68,0.447,0.106 +715858008,Attrited Customer,49,F,1,Uneducated,Married,$40K - $60K,Blue,39,2,3,3,8061,2517,5544,0.352,1224,31,0.409,0.312 +806226933,Existing Customer,37,M,2,High School,Unknown,$120K +,Blue,32,6,1,1,34516,0,34516,0.928,3660,59,1.107,0 +708361833,Existing Customer,44,M,4,Graduate,Married,$80K - $120K,Blue,36,3,2,3,19430,0,19430,1.012,3650,80,0.633,0 +778422933,Existing Customer,42,F,1,Unknown,Single,Unknown,Blue,22,4,2,2,19127,985,18142,0.966,3323,56,0.931,0.051 +708957183,Existing Customer,48,M,0,Unknown,Divorced,$40K - $60K,Blue,36,3,1,0,2708,2517,191,0.568,2198,41,0.864,0.929 +718000383,Existing Customer,60,F,1,Graduate,Single,Unknown,Blue,51,3,3,4,23566,1147,22419,0.629,4274,64,0.641,0.049 +714466458,Existing Customer,49,F,2,High School,Married,Unknown,Blue,35,4,3,2,2532,2124,408,0.715,3400,76,0.727,0.839 +719608308,Existing Customer,37,M,2,High School,Single,$60K - $80K,Blue,29,3,2,3,9829,2517,7312,0.59,2927,73,1.212,0.256 +792995808,Existing Customer,57,F,3,Post-Graduate,Single,$40K - $60K,Blue,51,5,4,5,7226,1689,5537,0.83,3474,67,0.763,0.234 +716211258,Existing Customer,59,F,1,College,Unknown,Less than $40K,Blue,49,6,5,4,4072,0,4072,0.464,1966,43,1.15,0 +779289033,Existing Customer,46,F,3,Uneducated,Single,Unknown,Blue,28,4,1,5,21646,1778,19868,1.071,3328,61,0.794,0.082 +719356008,Existing Customer,39,F,3,Graduate,Single,Less than $40K,Blue,36,4,3,4,1438.3,0,1438.3,1.022,4548,69,0.917,0 +718503108,Existing Customer,40,M,3,Unknown,Married,$120K +,Blue,26,3,3,1,14046,1994,12052,0.437,3792,77,0.604,0.142 +779661033,Existing Customer,49,M,4,Unknown,Married,$60K - $80K,Silver,32,5,2,3,25620,1107,24513,0.971,3503,66,0.65,0.043 +813053733,Attrited Customer,53,M,4,Unknown,Single,$120K +,Blue,48,3,3,4,34516,278,34238,0.817,3029,49,0.4,0.008 +718354683,Existing Customer,59,F,0,Graduate,Single,$40K - $60K,Silver,45,6,3,3,21358,1225,20133,0.681,3646,77,0.75,0.057 +720529308,Attrited Customer,63,M,0,High School,Single,$60K - $80K,Blue,48,5,3,1,1856,0,1856,0.5,1805,46,0.769,0 +787578183,Existing Customer,36,M,3,High School,Single,$80K - $120K,Blue,28,5,3,2,1438.3,0,1438.3,1.041,3204,68,0.838,0 +737952333,Existing Customer,64,M,1,Graduate,Single,Less than $40K,Blue,56,3,1,5,2586,0,2586,0.631,3435,65,0.585,0 +779498058,Existing Customer,39,M,2,Graduate,Married,$80K - $120K,Blue,21,5,3,3,3281,1272,2009,0.799,2006,34,0.545,0.388 +799707858,Existing Customer,50,F,1,High School,Married,Less than $40K,Blue,42,6,1,2,7115,2000,5115,0.769,3584,57,0.966,0.281 +719543208,Existing Customer,38,F,3,Uneducated,Single,Unknown,Blue,36,5,3,3,13220,848,12372,0.825,3789,72,0.565,0.064 +797743233,Existing Customer,45,M,3,Uneducated,Unknown,$60K - $80K,Blue,39,3,2,3,5996,865,5131,0.511,4542,77,0.481,0.144 +710658483,Attrited Customer,47,M,4,Graduate,Unknown,$40K - $60K,Blue,34,2,3,6,9080,2174,6906,0.653,2098,46,0.586,0.239 +715399908,Existing Customer,54,F,2,High School,Single,Unknown,Blue,45,5,3,5,7563,1465,6098,0.511,4175,67,0.718,0.194 +710288883,Existing Customer,40,F,1,Graduate,Married,Less than $40K,Blue,32,4,1,5,8749,1654,7095,0.695,5054,73,0.553,0.189 +719912808,Existing Customer,52,M,2,High School,Single,$60K - $80K,Blue,39,3,3,4,14973,0,14973,0.706,4288,72,0.6,0 +720247158,Existing Customer,63,M,0,Graduate,Single,Unknown,Blue,36,6,3,2,7108,600,6508,0.813,3787,68,0.619,0.084 +718672233,Existing Customer,48,F,1,Graduate,Single,Unknown,Blue,38,3,2,2,23007,1239,21768,0.713,3395,63,0.465,0.054 +789593058,Existing Customer,46,M,5,College,Married,$60K - $80K,Blue,39,3,2,3,24248,1020,23228,1.19,3311,84,0.75,0.042 +710278458,Attrited Customer,52,M,2,High School,Single,$80K - $120K,Blue,43,4,3,3,11617,2517,9100,0.457,1643,43,0.483,0.217 +714467733,Existing Customer,45,M,2,Graduate,Married,$60K - $80K,Silver,36,3,2,3,30428,1721,28707,0.717,4178,69,0.605,0.057 +803026008,Existing Customer,48,M,3,Unknown,Married,$80K - $120K,Blue,42,3,6,2,6805,1448,5357,0.836,3463,65,0.711,0.213 +772000533,Existing Customer,59,M,1,Graduate,Married,$60K - $80K,Blue,48,4,3,2,14257,1113,13144,0.406,1809,23,0.278,0.078 +811035483,Attrited Customer,47,M,3,Uneducated,Divorced,$120K +,Silver,42,2,4,5,34516,0,34516,0.521,1641,35,0.591,0 +715480983,Existing Customer,55,F,2,College,Single,Less than $40K,Blue,36,5,2,3,5719,892,4827,0.589,3403,68,0.417,0.156 +819997983,Existing Customer,53,M,5,Unknown,Married,$80K - $120K,Blue,48,6,1,0,9517,1869,7648,0.821,1453,26,0.857,0.196 +807593058,Attrited Customer,41,F,3,Unknown,Single,$40K - $60K,Blue,36,3,2,4,5317,0,5317,0.699,2003,29,0.318,0 +720437358,Existing Customer,40,M,3,Graduate,Single,$40K - $60K,Blue,32,5,1,2,2526,2303,223,0.836,3596,69,0.568,0.912 +719465733,Existing Customer,52,F,2,High School,Single,Less than $40K,Blue,44,6,3,3,2971,0,2971,1.154,4458,63,0.615,0 +711978858,Existing Customer,59,M,2,Graduate,Single,Less than $40K,Blue,49,6,3,2,6834,900,5934,0.605,4422,70,0.628,0.132 +814364808,Existing Customer,36,F,2,Uneducated,Married,Unknown,Blue,31,5,3,1,3002,1002,2000,1.033,2624,46,1,0.334 +788820933,Existing Customer,59,M,2,Graduate,Single,$60K - $80K,Blue,42,3,2,2,16727,1380,15347,0.605,3511,73,0.622,0.083 +713316558,Existing Customer,41,M,4,High School,Married,$60K - $80K,Blue,29,3,2,2,4573,0,4573,0.703,3776,70,0.944,0 +779856483,Existing Customer,38,M,2,Post-Graduate,Single,$80K - $120K,Blue,22,4,1,2,15410,0,15410,0.638,3368,69,0.533,0 +717085983,Existing Customer,44,F,2,High School,Single,$40K - $60K,Blue,25,6,2,3,3299,2517,782,0.981,4312,84,0.787,0.763 +788030208,Attrited Customer,42,F,2,Uneducated,Single,Less than $40K,Silver,33,1,2,3,13453,2517,10936,0.619,1904,42,0.448,0.187 +709914858,Existing Customer,48,F,2,Graduate,Married,Less than $40K,Blue,36,4,1,2,6362,1705,4657,0.644,5169,84,0.474,0.268 +716111808,Existing Customer,57,F,2,Unknown,Married,Less than $40K,Blue,49,5,3,1,2679,2011,668,0.466,1723,28,0.75,0.751 +708618933,Existing Customer,34,M,2,Uneducated,Single,$120K +,Blue,13,6,3,2,4369,2049,2320,0.865,3259,80,0.6,0.469 +720446508,Existing Customer,50,F,2,Uneducated,Single,Less than $40K,Blue,36,5,3,2,1721,1037,684,0.721,2681,57,0.727,0.603 +756488883,Existing Customer,41,M,2,Uneducated,Single,$80K - $120K,Blue,34,6,2,2,2196,1619,577,0.656,2040,65,0.711,0.737 +708414033,Existing Customer,50,M,4,Graduate,Married,$40K - $60K,Blue,38,6,3,3,2845,1153,1692,0.836,3730,66,0.941,0.405 +756727233,Existing Customer,49,M,2,High School,Single,$120K +,Blue,42,3,2,4,21144,1190,19954,0.5,4895,66,0.784,0.056 +720379533,Attrited Customer,47,M,3,Unknown,Unknown,$120K +,Blue,36,1,3,4,3952,0,3952,0.809,2066,37,0.233,0 +720340383,Existing Customer,45,F,2,Graduate,Married,Less than $40K,Blue,25,4,2,2,3518,2035,1483,0.567,4034,82,0.673,0.578 +771453033,Existing Customer,47,M,3,High School,Married,$60K - $80K,Blue,35,5,1,2,17343,1280,16063,1.314,3170,57,0.629,0.074 +708747708,Existing Customer,43,M,3,Graduate,Married,$80K - $120K,Blue,33,4,1,2,3498,0,3498,1.109,2512,56,0.867,0 +712460433,Existing Customer,39,M,2,Uneducated,Single,$40K - $60K,Blue,25,4,1,3,9121,1426,7695,0.666,4112,80,0.481,0.156 +719801508,Existing Customer,36,M,1,Uneducated,Unknown,$120K +,Blue,23,6,3,3,20230,798,19432,0.592,4314,82,0.708,0.039 +720983733,Attrited Customer,44,M,3,Unknown,Single,$60K - $80K,Blue,36,2,3,3,15422,864,14558,0.578,2136,54,0.8,0.056 +713657733,Existing Customer,47,M,4,Unknown,Single,$60K - $80K,Blue,36,5,3,1,9132,800,8332,0.62,3809,71,0.511,0.088 +709955958,Existing Customer,41,F,1,High School,Single,Less than $40K,Blue,33,4,2,0,8054,1023,7031,0.75,3374,45,0.875,0.127 +719099583,Attrited Customer,42,M,3,Graduate,Married,$40K - $60K,Blue,34,3,2,3,1640,1444,196,0.423,1360,33,0.222,0.88 +719513733,Existing Customer,48,M,3,Doctorate,Married,$80K - $120K,Blue,41,3,3,4,8739,0,8739,0.715,4276,69,0.769,0 +710654808,Attrited Customer,46,M,4,Graduate,Single,$80K - $120K,Blue,36,3,1,4,1818,0,1818,0.672,2308,44,0.467,0 +719651358,Existing Customer,46,F,4,Uneducated,Single,Unknown,Blue,33,3,3,3,24949,1749,23200,0.626,4092,77,0.54,0.07 +718917408,Existing Customer,46,F,3,Graduate,Married,$40K - $60K,Blue,38,4,3,3,3115,1136,1979,0.499,3704,70,0.458,0.365 +808753758,Existing Customer,52,M,2,Uneducated,Divorced,$120K +,Blue,47,5,2,2,29695,1525,28170,0.529,4109,71,0.614,0.051 +711699183,Existing Customer,56,M,2,Uneducated,Divorced,$60K - $80K,Blue,50,4,1,2,7261,1079,6182,1.312,3723,58,1.071,0.149 +711196458,Attrited Customer,38,F,1,Unknown,Married,Less than $40K,Blue,20,2,2,3,1621,580,1041,0.421,1893,41,0.171,0.358 +772565883,Existing Customer,41,M,0,High School,Single,$80K - $120K,Blue,31,3,5,2,33472,2517,30955,0.633,4719,70,0.667,0.075 +717203958,Existing Customer,51,M,3,Graduate,Married,$40K - $60K,Blue,36,6,3,2,11512,988,10524,0.569,1842,32,1.133,0.086 +769701258,Existing Customer,26,F,0,Unknown,Unknown,Unknown,Blue,18,3,3,3,12463,1319,11144,0.655,3996,71,0.543,0.106 +714933783,Existing Customer,51,M,2,Graduate,Married,$60K - $80K,Blue,37,5,1,4,8511,0,8511,0.88,3775,62,0.676,0 +717650133,Existing Customer,41,M,5,Graduate,Single,$60K - $80K,Blue,28,5,1,4,4821,1426,3395,0.898,3571,58,0.933,0.296 +708707808,Existing Customer,57,M,2,Graduate,Unknown,$60K - $80K,Blue,45,4,1,2,2480,1584,896,0.874,3438,66,0.784,0.639 +717331758,Existing Customer,44,M,4,Graduate,Married,$120K +,Blue,32,6,3,4,34516,2517,31999,0.765,4228,83,0.596,0.073 +801385458,Existing Customer,52,M,1,Uneducated,Married,$120K +,Blue,46,5,2,4,8596,2019,6577,0.677,4017,80,0.6,0.235 +710605458,Existing Customer,49,M,2,High School,Married,$60K - $80K,Blue,39,6,3,2,7223,1963,5260,0.852,4127,70,0.842,0.272 +719570733,Existing Customer,52,M,2,Unknown,Single,$60K - $80K,Blue,39,3,2,3,1629,978,651,0.552,3766,83,0.694,0.6 +708646233,Existing Customer,44,F,1,Unknown,Divorced,Unknown,Blue,36,3,2,1,17116,1289,15827,0.559,3632,50,0.923,0.075 +766006758,Existing Customer,63,M,1,High School,Married,$60K - $80K,Blue,56,3,2,4,7216,2321,4895,0.491,1734,38,0.583,0.322 +710695083,Existing Customer,44,M,3,College,Single,$60K - $80K,Silver,32,4,1,3,28397,1421,26976,0.635,1635,31,0.824,0.05 +709224033,Attrited Customer,53,M,4,Uneducated,Single,$60K - $80K,Blue,43,1,3,2,13720,0,13720,0.671,1830,36,0.241,0 +795991758,Existing Customer,47,F,3,Unknown,Married,$40K - $60K,Blue,41,5,3,3,7553,660,6893,0.549,4079,67,0.457,0.087 +709381383,Existing Customer,49,M,4,Graduate,Married,$60K - $80K,Blue,36,4,6,2,2952,2517,435,0.809,3830,77,0.51,0.853 +810321933,Existing Customer,35,M,3,High School,Unknown,$80K - $120K,Blue,30,5,3,3,11229,1054,10175,0.552,1898,36,1.571,0.094 +716235783,Existing Customer,45,M,3,College,Married,$40K - $60K,Blue,39,3,2,4,7109,866,6243,0.572,4047,75,0.667,0.122 +758833758,Existing Customer,45,M,4,Unknown,Married,$40K - $60K,Blue,38,4,3,3,1862,845,1017,0.604,3520,68,0.889,0.454 +713579733,Existing Customer,36,M,2,College,Single,$60K - $80K,Blue,22,5,3,3,4511,754,3757,0.905,2597,71,0.919,0.167 +804649833,Existing Customer,42,M,3,Post-Graduate,Married,$40K - $60K,Blue,29,3,3,4,2533,1126,1407,0.788,3436,74,0.574,0.445 +780971583,Existing Customer,46,M,1,Graduate,Divorced,$120K +,Blue,30,6,2,2,2016,797,1219,1.108,3772,62,0.879,0.395 +804673308,Attrited Customer,49,M,5,Uneducated,Married,$40K - $60K,Blue,44,2,3,4,3893,0,3893,0.662,1866,37,0.947,0 +788747358,Existing Customer,50,M,0,High School,Divorced,$40K - $60K,Blue,29,5,3,2,5530,2034,3496,0.647,4836,68,0.744,0.368 +713199558,Existing Customer,57,F,3,Doctorate,Single,Less than $40K,Blue,44,5,3,2,1737,813,924,0.756,3669,58,0.812,0.468 +713777883,Existing Customer,46,F,0,Graduate,Divorced,Unknown,Blue,36,3,3,2,6853,1679,5174,0.975,3543,52,1,0.245 +771081558,Existing Customer,55,M,2,High School,Divorced,$120K +,Blue,42,3,2,2,34516,1190,33326,0.832,2862,78,0.733,0.034 +710229333,Existing Customer,38,M,2,College,Single,$40K - $60K,Blue,20,6,1,3,11068,1254,9814,0.418,3812,64,0.641,0.113 +720406233,Existing Customer,35,F,2,Graduate,Married,Less than $40K,Blue,36,5,2,4,5546,1829,3717,0.673,1770,46,1,0.33 +767784708,Attrited Customer,48,M,0,Doctorate,Married,$60K - $80K,Blue,41,2,3,4,7277,504,6773,0.582,2356,40,0.29,0.069 +712052058,Existing Customer,57,M,3,Graduate,Single,$40K - $60K,Blue,48,3,3,0,9426,1574,7852,0.791,4212,75,0.531,0.167 +715278708,Existing Customer,55,M,2,Unknown,Single,$60K - $80K,Blue,36,5,3,1,1594,927,667,0.985,3851,65,0.806,0.582 +827049558,Existing Customer,47,M,2,Graduate,Unknown,$80K - $120K,Blue,43,3,2,2,2158,1170,988,0.73,4421,89,0.679,0.542 +710248233,Existing Customer,37,M,3,College,Single,$40K - $60K,Blue,28,5,2,3,3490,1421,2069,1.125,3392,80,0.86,0.407 +712146558,Existing Customer,48,F,5,Uneducated,Married,Less than $40K,Blue,30,3,2,3,2364,1619,745,0.585,3230,65,0.711,0.685 +715179933,Existing Customer,49,F,2,High School,Married,Unknown,Blue,36,6,2,3,15704,0,15704,0.924,4253,91,0.685,0 +709215708,Existing Customer,49,M,2,Post-Graduate,Unknown,$60K - $80K,Blue,36,4,2,5,18253,2517,15736,0.91,3737,73,0.587,0.138 +710668458,Existing Customer,48,F,4,Graduate,Married,Less than $40K,Blue,36,5,3,0,3696,0,3696,0.916,3405,76,0.727,0 +718828083,Existing Customer,52,M,1,Graduate,Single,$40K - $60K,Blue,43,4,3,3,8748,2284,6464,0.839,3533,73,0.587,0.261 +720781158,Existing Customer,44,F,2,Uneducated,Divorced,$40K - $60K,Blue,27,4,2,3,5608,1243,4365,0.497,3829,74,0.396,0.222 +716938383,Existing Customer,41,M,4,Unknown,Married,$80K - $120K,Blue,28,3,2,3,34516,0,34516,0.743,3811,61,0.743,0 +709976358,Existing Customer,51,F,1,Unknown,Single,Less than $40K,Blue,42,4,3,3,3236,0,3236,0.797,3952,80,0.739,0 +715688958,Existing Customer,45,F,2,Post-Graduate,Single,Less than $40K,Blue,36,3,1,3,2736,2043,693,0.801,4550,84,0.75,0.747 +721493883,Existing Customer,49,F,4,Unknown,Single,Less than $40K,Blue,35,5,2,2,5195,0,5195,1.135,3313,69,0.769,0 +709830783,Existing Customer,47,M,5,Unknown,Single,$120K +,Silver,36,5,2,2,34516,1686,32830,0.937,4039,72,0.756,0.049 +715354983,Existing Customer,44,M,3,Graduate,Married,$40K - $60K,Blue,35,6,3,1,6327,0,6327,0.666,3653,77,0.674,0 +713532858,Existing Customer,42,M,2,Doctorate,Unknown,$80K - $120K,Blue,36,6,1,2,4728,1386,3342,0.756,4077,70,0.628,0.293 +721295658,Existing Customer,62,M,1,Unknown,Single,$80K - $120K,Blue,55,6,1,4,34516,2517,31999,0.945,3975,63,0.537,0.073 +720313083,Existing Customer,32,M,1,Unknown,Single,$120K +,Blue,18,5,3,2,6276,2289,3987,0.637,2637,68,0.388,0.365 +720724008,Existing Customer,43,M,2,Graduate,Single,$80K - $120K,Blue,36,4,1,4,13430,2356,11074,0.718,3717,67,0.675,0.175 +712828533,Existing Customer,62,M,1,Graduate,Single,$60K - $80K,Blue,36,3,1,2,2796,0,2796,0.563,4820,74,0.644,0 +717007458,Existing Customer,46,M,2,Graduate,Married,$40K - $60K,Blue,38,4,3,3,2457,1051,1406,0.982,3256,71,0.919,0.428 +710728458,Existing Customer,62,F,1,Unknown,Single,Less than $40K,Blue,36,3,3,2,7075,1396,5679,0.532,4409,75,0.531,0.197 +717720108,Existing Customer,42,M,2,Graduate,Married,$80K - $120K,Blue,31,4,2,3,12386,980,11406,0.656,3274,69,0.568,0.079 +720648483,Existing Customer,39,M,4,College,Single,$80K - $120K,Blue,31,4,3,2,32210,1115,31095,0.62,1821,53,0.514,0.035 +770146008,Existing Customer,59,M,1,Graduate,Single,$40K - $60K,Blue,53,4,3,2,2136,1502,634,0.648,1908,37,0.37,0.703 +714829683,Existing Customer,43,M,2,Doctorate,Single,$80K - $120K,Blue,36,3,3,3,10851,1101,9750,0.702,3688,65,0.757,0.101 +717015333,Existing Customer,52,M,1,Unknown,Divorced,$120K +,Blue,41,6,1,2,2717,1953,764,0.809,3974,70,0.556,0.719 +757837458,Existing Customer,59,F,2,High School,Single,Unknown,Blue,52,4,2,4,3578,663,2915,0.674,4065,79,0.646,0.185 +719240358,Existing Customer,60,M,1,Unknown,Single,$60K - $80K,Blue,50,4,3,0,10698,1790,8908,0.981,4095,67,0.914,0.167 +719036883,Existing Customer,48,F,1,Uneducated,Divorced,Less than $40K,Blue,38,3,3,2,4668,0,4668,0.896,4163,77,0.453,0 +714000108,Existing Customer,40,F,3,College,Divorced,Unknown,Blue,36,5,2,4,6772,0,6772,0.483,3658,66,0.65,0 +720786033,Existing Customer,55,M,1,College,Single,$80K - $120K,Blue,42,5,2,4,10696,1206,9490,0.958,2489,38,0.9,0.113 +708917133,Existing Customer,48,M,3,High School,Single,$80K - $120K,Blue,35,3,3,4,11851,0,11851,0.43,4498,73,0.622,0 +818929158,Existing Customer,36,M,2,Doctorate,Single,$40K - $60K,Blue,31,3,3,2,11558,0,11558,0.545,2220,53,0.828,0 +709513458,Existing Customer,49,M,3,High School,Unknown,$60K - $80K,Blue,36,3,2,2,9551,1833,7718,1.675,3213,52,1.476,0.192 +717705858,Existing Customer,40,M,2,High School,Unknown,$80K - $120K,Blue,32,4,3,3,29923,0,29923,0.937,2528,52,0.793,0 +716573058,Attrited Customer,54,F,3,Doctorate,Unknown,Less than $40K,Blue,36,3,3,4,1438.3,0,1438.3,0.499,1598,40,0.29,0 +827695683,Existing Customer,40,M,3,Uneducated,Single,$120K +,Blue,36,4,2,5,34516,1329,33187,0.574,3906,77,0.51,0.039 +819189108,Existing Customer,63,M,0,College,Single,$80K - $120K,Blue,56,6,2,2,9033,0,9033,0.78,4456,85,0.635,0 +716977758,Attrited Customer,44,F,3,Uneducated,Married,Less than $40K,Blue,36,2,3,1,3675,2517,1158,0.766,1913,35,0.667,0.685 +714901383,Existing Customer,44,M,2,High School,Married,$80K - $120K,Blue,38,6,3,3,9183,2191,6992,0.582,4503,69,0.643,0.239 +718500633,Existing Customer,45,F,4,Unknown,Married,Less than $40K,Blue,36,5,1,1,7924,1896,6028,1.161,3270,58,0.933,0.239 +713516433,Existing Customer,36,F,3,College,Single,Less than $40K,Blue,36,6,1,0,5383,737,4646,0.956,2934,80,0.633,0.137 +715140933,Existing Customer,45,F,3,Graduate,Single,$40K - $60K,Silver,39,5,2,4,21425,1459,19966,1.061,3704,60,0.538,0.068 +712642533,Existing Customer,38,M,3,Unknown,Unknown,$80K - $120K,Blue,26,6,1,3,32866,2098,30768,0.549,3788,76,0.689,0.064 +721498008,Existing Customer,44,F,3,Uneducated,Single,Less than $40K,Blue,35,5,2,2,1438.3,0,1438.3,0.978,3966,57,0.781,0 +717189183,Existing Customer,35,M,1,Doctorate,Single,$40K - $60K,Blue,24,6,3,2,10467,1961,8506,0.713,2665,65,0.667,0.187 +708902883,Existing Customer,55,M,2,Graduate,Single,$120K +,Blue,36,5,2,2,12856,0,12856,0.51,3364,61,0.564,0 +817889583,Attrited Customer,61,F,0,Graduate,Single,$40K - $60K,Blue,56,3,3,4,9721,0,9721,0.826,2260,46,1,0 +717242058,Attrited Customer,43,F,5,Graduate,Married,Less than $40K,Blue,39,2,3,4,3981,0,3981,0.764,2134,42,0.355,0 +715628733,Existing Customer,40,F,4,Unknown,Single,Less than $40K,Blue,36,6,3,4,7587,0,7587,0.82,3157,59,0.844,0 +716613933,Existing Customer,51,F,3,High School,Single,$40K - $60K,Blue,36,6,5,2,3417,1482,1935,0.705,3651,60,0.818,0.434 +712709508,Existing Customer,48,F,2,Unknown,Single,Unknown,Blue,40,3,3,4,8012,0,8012,0.596,2645,63,0.8,0 +716306583,Attrited Customer,64,M,0,Graduate,Single,Less than $40K,Blue,36,3,3,5,3812,2517,1295,0.586,2325,45,0.731,0.66 +720026058,Existing Customer,49,M,3,Graduate,Married,$80K - $120K,Blue,36,6,1,3,21378,1284,20094,1.101,3526,64,0.684,0.06 +756397458,Existing Customer,54,F,1,Graduate,Single,Less than $40K,Silver,47,6,3,4,12873,0,12873,1.005,3170,70,0.842,0 +712644483,Existing Customer,46,M,3,High School,Single,$60K - $80K,Blue,39,5,3,1,20229,1217,19012,0.741,4270,62,0.55,0.06 +814489683,Existing Customer,34,F,2,Unknown,Single,Less than $40K,Blue,29,3,1,0,5387,795,4592,0.837,2596,59,1.034,0.148 +789111483,Existing Customer,46,M,3,Graduate,Unknown,$80K - $120K,Blue,34,5,3,4,16546,1850,14696,0.729,4255,75,0.562,0.112 +709573533,Existing Customer,48,M,3,Uneducated,Married,$40K - $60K,Blue,34,5,1,2,11191,0,11191,0.58,3914,71,0.775,0 +807137808,Existing Customer,45,M,3,High School,Divorced,$60K - $80K,Blue,40,4,1,2,17576,0,17576,0.667,3494,67,0.718,0 +711861258,Existing Customer,65,F,1,Uneducated,Single,Less than $40K,Blue,36,3,2,3,4182,0,4182,0.691,4046,57,0.629,0 +716660583,Existing Customer,45,M,0,Graduate,Single,$40K - $60K,Blue,37,4,5,2,10271,1746,8525,0.661,3696,72,0.6,0.17 +717222033,Existing Customer,40,F,3,Unknown,Single,Less than $40K,Blue,28,3,1,4,1647,1198,449,0.76,4272,76,0.81,0.727 +716617608,Existing Customer,50,F,1,High School,Single,Less than $40K,Blue,36,6,3,3,1560,995,565,0.615,1936,58,0.657,0.638 +716786808,Existing Customer,40,M,5,Post-Graduate,Single,$60K - $80K,Blue,30,3,2,2,1659,0,1659,0.585,3838,66,0.692,0 +718882008,Existing Customer,38,M,1,High School,Single,$120K +,Blue,27,6,2,2,22487,889,21598,0.528,4960,73,0.46,0.04 +770975133,Existing Customer,36,M,0,Graduate,Unknown,Less than $40K,Blue,23,5,2,4,5403,1854,3549,0.712,4382,74,0.542,0.343 +715234008,Existing Customer,54,F,1,High School,Single,$40K - $60K,Blue,36,6,3,3,4717,1590,3127,0.802,4216,67,0.595,0.337 +709326183,Existing Customer,50,M,2,High School,Single,$60K - $80K,Blue,40,6,2,2,5180,1211,3969,0.809,3447,74,0.85,0.234 +721233033,Attrited Customer,50,M,2,High School,Single,$80K - $120K,Blue,38,1,2,3,4915,464,4451,0.242,1474,36,0.091,0.094 +712319958,Existing Customer,41,M,4,High School,Married,$80K - $120K,Blue,29,4,2,1,12154,2517,9637,0.864,3853,71,0.775,0.207 +712198983,Existing Customer,46,M,4,Graduate,Married,$60K - $80K,Blue,36,3,3,3,3258,0,3258,0.784,3169,67,0.489,0 +772103208,Existing Customer,44,F,5,High School,Unknown,Unknown,Blue,33,4,3,2,13349,0,13349,0.882,3534,78,0.902,0 +779502333,Attrited Customer,50,M,4,Graduate,Single,$120K +,Silver,32,5,3,2,34516,0,34516,0.321,1480,37,0.276,0 +718737708,Existing Customer,45,M,4,Graduate,Single,$80K - $120K,Blue,33,3,5,3,31458,1202,30256,0.673,4202,66,0.61,0.038 +821351958,Existing Customer,40,F,4,College,Married,Less than $40K,Blue,36,6,1,2,1438.3,0,1438.3,0.785,3308,54,1,0 +716142858,Existing Customer,46,F,4,Uneducated,Married,Less than $40K,Silver,36,3,1,4,10961,1391,9570,0.662,3914,77,0.75,0.127 +826079508,Existing Customer,48,M,2,Unknown,Unknown,$60K - $80K,Blue,44,4,3,3,8904,1886,7018,0.945,3654,65,0.757,0.212 +773236983,Existing Customer,47,M,4,High School,Married,$40K - $60K,Blue,40,4,2,3,2498,2258,240,0.992,1839,29,0.706,0.904 +826717533,Existing Customer,42,M,3,Graduate,Unknown,$80K - $120K,Blue,38,6,1,1,16105,724,15381,0.949,4631,76,0.767,0.045 +789334458,Existing Customer,43,F,3,Graduate,Unknown,Unknown,Silver,33,3,1,3,34516,1858,32658,0.622,4197,67,0.523,0.054 +814092858,Existing Customer,49,F,3,Graduate,Unknown,Unknown,Blue,44,5,2,1,2222,694,1528,0.903,4372,65,0.711,0.312 +708355683,Existing Customer,46,F,4,Graduate,Married,Unknown,Blue,38,3,2,3,16815,0,16815,0.938,2976,65,0.512,0 +803124408,Attrited Customer,41,F,3,Unknown,Married,Unknown,Blue,35,2,3,5,11538,0,11538,0.507,1926,53,0.432,0 +789964983,Attrited Customer,45,M,2,Graduate,Divorced,$40K - $60K,Blue,36,2,2,4,9569,0,9569,0.598,1724,35,0.25,0 +720303933,Existing Customer,40,M,2,Graduate,Married,$80K - $120K,Blue,36,6,1,3,3340,1282,2058,0.724,4526,82,0.547,0.384 +708665133,Existing Customer,40,M,2,Graduate,Married,$80K - $120K,Blue,28,6,2,3,3654,1172,2482,0.938,4003,67,0.595,0.321 +828236133,Existing Customer,49,M,2,Graduate,Married,$40K - $60K,Blue,45,4,2,0,10541,1387,9154,0.72,4269,92,0.614,0.132 +712000758,Existing Customer,51,M,4,Uneducated,Single,$120K +,Silver,39,5,2,1,34516,1959,32557,0.888,3997,54,0.929,0.057 +715378383,Existing Customer,43,F,4,Graduate,Single,Unknown,Silver,36,4,3,4,34516,1893,32623,0.748,3639,76,1,0.055 +769985883,Existing Customer,45,M,2,Graduate,Single,$80K - $120K,Blue,39,6,3,3,1613,0,1613,0.635,3549,65,0.444,0 +709297608,Attrited Customer,38,M,3,College,Single,$80K - $120K,Blue,26,3,3,2,1438.3,0,1438.3,0.399,1585,32,0.455,0 +716971833,Existing Customer,40,F,2,Uneducated,Married,Unknown,Blue,29,5,3,3,13126,0,13126,0.725,4496,61,0.848,0 +801373833,Existing Customer,49,M,4,College,Divorced,$40K - $60K,Blue,43,3,2,3,1922,710,1212,0.951,2920,46,1.421,0.369 +716040783,Existing Customer,45,F,3,Graduate,Unknown,Less than $40K,Silver,36,3,2,2,14521,0,14521,0.41,4178,66,0.467,0 +817977933,Attrited Customer,63,F,0,Graduate,Single,Less than $40K,Blue,56,5,6,3,1931,1531,400,0.778,2288,48,0.714,0.793 +827055333,Existing Customer,43,M,3,Graduate,Single,$40K - $60K,Blue,39,5,3,5,8513,1042,7471,0.702,2015,37,0.682,0.122 +772116408,Existing Customer,50,M,1,High School,Single,$40K - $60K,Blue,39,4,1,1,2421,1029,1392,0.675,2377,56,0.75,0.425 +734924658,Existing Customer,47,F,5,High School,Married,Less than $40K,Blue,36,5,3,1,1478,792,686,0.873,4123,67,0.489,0.536 +711775383,Existing Customer,63,M,1,Graduate,Single,$60K - $80K,Blue,36,6,1,4,2466,0,2466,1.077,4059,66,0.65,0 +715019058,Existing Customer,30,F,2,Post-Graduate,Divorced,Less than $40K,Blue,36,3,1,2,2501,1845,656,0.668,2933,65,0.806,0.738 +780715683,Existing Customer,41,M,3,Doctorate,Single,$60K - $80K,Blue,30,4,1,3,13602,0,13602,0.699,3582,69,0.683,0 +827341383,Existing Customer,38,M,3,Graduate,Single,Less than $40K,Blue,34,5,3,2,3094,1317,1777,0.957,3607,81,0.884,0.426 +708757233,Existing Customer,44,F,2,High School,Married,Less than $40K,Blue,32,4,2,3,2485,1489,996,0.779,3697,77,0.833,0.599 +710504283,Existing Customer,50,M,1,Uneducated,Married,$80K - $120K,Blue,39,6,3,4,14817,1463,13354,0.795,4014,70,0.628,0.099 +713919183,Existing Customer,50,M,3,Unknown,Married,$80K - $120K,Blue,39,5,3,4,13824,1582,12242,0.522,4630,74,0.644,0.114 +713171358,Existing Customer,46,F,4,College,Single,Less than $40K,Blue,36,6,1,2,1438.3,0,1438.3,0.749,3880,74,0.721,0 +773140683,Existing Customer,51,M,0,Unknown,Married,$60K - $80K,Blue,43,4,1,2,3797,1202,2595,0.695,4191,65,0.757,0.317 +716358033,Existing Customer,53,F,1,Graduate,Single,Less than $40K,Blue,43,6,3,4,6189,0,6189,0.538,5004,65,0.806,0 +826410708,Existing Customer,40,M,4,Unknown,Married,$60K - $80K,Blue,36,3,2,3,22956,1407,21549,0.709,5554,64,0.6,0.061 +789717708,Existing Customer,49,F,1,Unknown,Married,$40K - $60K,Blue,37,5,2,4,3943,1135,2808,0.672,4180,82,0.783,0.288 +711679533,Existing Customer,54,M,2,Post-Graduate,Divorced,$120K +,Blue,43,3,2,2,5569,968,4601,0.949,2600,60,0.714,0.174 +711342483,Existing Customer,50,M,1,College,Married,$80K - $120K,Blue,36,5,2,3,2418,1720,698,1.019,3896,58,0.812,0.711 +720242733,Existing Customer,45,M,4,Unknown,Single,Less than $40K,Blue,36,5,2,3,1963,1549,414,0.778,3718,75,0.596,0.789 +721213833,Existing Customer,46,F,2,High School,Unknown,Unknown,Blue,32,4,1,3,7966,1423,6543,0.987,3780,75,0.923,0.179 +756624183,Existing Customer,51,F,3,Graduate,Married,Less than $40K,Blue,44,6,1,3,7742,2024,5718,0.929,3507,69,0.568,0.261 +717622308,Existing Customer,63,F,0,High School,Single,Less than $40K,Blue,36,4,3,3,2074,1688,386,0.62,4232,75,0.5,0.814 +714629358,Attrited Customer,54,F,3,Graduate,Divorced,$40K - $60K,Blue,34,2,3,4,4948,0,4948,0.392,1796,41,0.519,0 +744307008,Existing Customer,51,M,1,Uneducated,Married,$60K - $80K,Blue,44,4,2,3,4988,0,4988,0.619,3890,74,0.644,0 +708871158,Existing Customer,60,M,1,Graduate,Single,$60K - $80K,Silver,42,4,3,4,28701,0,28701,1.165,3516,57,0.727,0 +710979033,Existing Customer,30,M,0,Unknown,Single,$40K - $60K,Blue,20,3,1,3,6607,2517,4090,0.854,3046,73,0.78,0.381 +818903583,Existing Customer,44,M,5,Uneducated,Divorced,$60K - $80K,Blue,39,5,2,0,16034,1597,14437,0.775,3628,59,0.903,0.1 +712980333,Existing Customer,33,M,3,Graduate,Divorced,$60K - $80K,Blue,36,6,3,3,24149,1848,22301,0.731,2584,66,0.833,0.077 +717655458,Existing Customer,40,F,2,Uneducated,Unknown,$40K - $60K,Silver,28,5,3,4,16903,1507,15396,0.97,3819,61,0.525,0.089 +822112383,Existing Customer,52,M,3,College,Married,$60K - $80K,Blue,48,5,1,2,1438.3,0,1438.3,0.618,3769,73,0.659,0 +711538758,Attrited Customer,39,M,5,Graduate,Single,$60K - $80K,Blue,36,1,3,3,24657,633,24024,0.358,1954,46,0.394,0.026 +719987733,Attrited Customer,51,F,3,Unknown,Single,$40K - $60K,Blue,38,3,3,3,5026,0,5026,0.564,1844,37,0.609,0 +719184783,Existing Customer,51,F,1,Graduate,Single,Unknown,Blue,41,3,2,2,9352,1429,7923,0.728,3536,71,0.69,0.153 +715857183,Existing Customer,46,M,2,College,Single,$60K - $80K,Blue,36,3,3,2,4939,1296,3643,0.911,2150,43,0.87,0.262 +719657583,Attrited Customer,44,M,3,Graduate,Married,$40K - $60K,Blue,40,2,2,6,9502,2457,7045,0.915,2310,57,0.676,0.259 +789713208,Attrited Customer,62,F,0,Doctorate,Single,Less than $40K,Blue,50,6,3,5,2936,326,2610,0.935,2692,29,0.526,0.111 +802031583,Existing Customer,53,M,2,Uneducated,Single,$80K - $120K,Blue,47,6,1,1,22855,0,22855,0.741,3711,83,0.804,0 +711529383,Existing Customer,47,F,3,Graduate,Married,$40K - $60K,Blue,41,4,1,4,6602,1224,5378,0.665,3163,73,0.825,0.185 +715371108,Attrited Customer,45,M,3,Graduate,Married,$80K - $120K,Blue,40,3,3,2,3728,0,3728,0.358,1632,42,0.448,0 +712988958,Existing Customer,42,M,4,Graduate,Single,$60K - $80K,Blue,33,5,2,0,2021,1731,290,0.986,3253,62,0.722,0.857 +713005908,Existing Customer,47,F,2,Graduate,Married,$40K - $60K,Blue,36,5,2,3,2255,1733,522,0.903,4772,83,0.729,0.769 +712236483,Existing Customer,41,F,2,Graduate,Single,Less than $40K,Gold,36,5,3,4,15704,1991,13713,0.699,4487,71,0.543,0.127 +711852783,Existing Customer,46,M,2,Unknown,Married,$60K - $80K,Blue,36,3,2,2,5746,1572,4174,0.937,3446,56,1,0.274 +780056733,Existing Customer,36,M,3,Unknown,Single,$40K - $60K,Blue,22,3,6,3,8436,2517,5919,0.807,2627,63,1.032,0.298 +796903083,Attrited Customer,47,F,1,Doctorate,Married,$40K - $60K,Blue,36,2,3,2,1438.3,0,1438.3,0.838,2584,42,0.448,0 +716014983,Existing Customer,56,F,3,High School,Single,Less than $40K,Blue,48,6,5,3,8340,1902,6438,0.81,3755,77,0.833,0.228 +712521783,Existing Customer,54,M,3,Graduate,Unknown,$80K - $120K,Blue,47,6,2,4,15108,1288,13820,0.684,3713,65,0.512,0.085 +780045708,Existing Customer,42,F,3,Graduate,Single,$40K - $60K,Silver,26,6,2,2,15104,1204,13900,0.824,4259,79,0.58,0.08 +719488008,Existing Customer,39,F,1,Graduate,Married,Less than $40K,Blue,36,3,3,1,2490,1281,1209,0.551,1902,34,0.619,0.514 +771575058,Existing Customer,45,M,1,Graduate,Married,Less than $40K,Blue,33,4,3,4,2009,1795,214,0.645,3172,55,0.719,0.893 +772137183,Attrited Customer,52,M,2,Graduate,Single,$120K +,Blue,41,1,3,1,31668,810,30858,0.643,1822,36,0.5,0.026 +779709033,Existing Customer,46,M,4,Unknown,Married,$60K - $80K,Blue,29,6,3,2,5735,2410,3325,0.616,3908,75,0.63,0.42 +709716258,Existing Customer,48,M,3,High School,Unknown,$80K - $120K,Blue,36,3,1,3,7633,1707,5926,0.529,1807,58,0.657,0.224 +737986083,Existing Customer,46,M,3,High School,Single,$60K - $80K,Blue,39,4,1,4,23642,2049,21593,0.719,3139,54,0.636,0.087 +713343333,Existing Customer,42,M,3,Unknown,Married,$40K - $60K,Blue,29,4,3,4,6698,1327,5371,0.798,4065,77,0.711,0.198 +779331558,Existing Customer,45,F,2,Unknown,Single,Less than $40K,Blue,27,6,3,3,1438.3,0,1438.3,0.683,2598,59,0.595,0 +714973758,Existing Customer,50,F,3,Graduate,Single,Less than $40K,Blue,36,4,3,2,1438.3,1002,436.3,1.306,2004,25,0.667,0.697 +718009158,Existing Customer,50,F,3,Uneducated,Single,Less than $40K,Blue,41,4,2,2,2563,1860,703,0.68,3774,83,0.804,0.726 +789597408,Existing Customer,39,F,1,Post-Graduate,Single,$40K - $60K,Silver,32,5,2,3,17814,0,17814,0.82,4712,76,0.689,0 +712165308,Existing Customer,45,F,2,Doctorate,Single,Unknown,Blue,36,4,2,4,7738,947,6791,0.845,4255,61,0.694,0.122 +821768658,Attrited Customer,52,M,0,Unknown,Single,$120K +,Blue,48,4,5,5,13114,2247,10867,1.003,2474,51,0.417,0.171 +719341683,Existing Customer,42,M,2,Unknown,Married,$120K +,Blue,31,3,2,4,34516,1067,33449,0.487,4281,72,0.636,0.031 +708637758,Existing Customer,49,F,3,Graduate,Single,Unknown,Blue,37,4,3,4,17345,545,16800,0.905,3523,64,0.829,0.031 +779974758,Existing Customer,51,M,2,College,Single,$120K +,Blue,40,6,3,3,8706,868,7838,0.991,3203,54,0.929,0.1 +821815458,Existing Customer,48,M,3,High School,Single,$60K - $80K,Blue,44,5,1,1,19272,1519,17753,0.557,3398,67,0.763,0.079 +711708408,Existing Customer,52,F,3,High School,Married,Unknown,Blue,43,4,3,2,4798,0,4798,0.583,3967,72,0.636,0 +812449758,Attrited Customer,43,M,3,High School,Single,$60K - $80K,Blue,38,2,3,2,12254,0,12254,0.705,2129,42,0.355,0 +715682208,Existing Customer,49,M,3,Doctorate,Married,$80K - $120K,Blue,36,4,1,4,9549,0,9549,0.712,4629,76,0.652,0 +719914908,Existing Customer,37,M,2,Uneducated,Divorced,Less than $40K,Silver,36,3,3,2,11568,1846,9722,0.755,1701,44,1.095,0.16 +714744783,Existing Customer,48,F,3,Unknown,Married,Less than $40K,Blue,36,3,1,4,6197,1219,4978,0.552,3825,67,0.675,0.197 +710809833,Existing Customer,40,M,3,Graduate,Married,$80K - $120K,Silver,27,3,1,2,34516,0,34516,0.834,3193,53,0.559,0 +720942333,Existing Customer,49,M,2,Unknown,Married,$40K - $60K,Blue,36,4,3,4,5137,0,5137,0.612,2043,52,1,0 +709423158,Existing Customer,46,M,4,Graduate,Single,$80K - $120K,Blue,26,4,3,0,1791,1337,454,0.763,3592,46,0.917,0.747 +718307433,Existing Customer,50,F,0,Graduate,Single,Less than $40K,Blue,36,5,1,4,7238,2111,5127,1.085,2025,36,1.118,0.292 +772607433,Existing Customer,50,M,3,High School,Married,$80K - $120K,Blue,40,6,2,4,4514,2016,2498,0.313,4107,59,0.639,0.447 +801709308,Existing Customer,44,F,4,Uneducated,Married,Unknown,Blue,38,6,1,2,5366,968,4398,0.992,4558,56,0.75,0.18 +778502958,Existing Customer,47,M,3,Unknown,Divorced,$60K - $80K,Silver,35,4,2,5,29812,2031,27781,0.767,2385,50,0.515,0.068 +806656083,Existing Customer,48,F,2,Graduate,Married,$40K - $60K,Blue,43,3,2,4,9559,1514,8045,0.716,4064,70,0.556,0.158 +823635033,Existing Customer,49,F,2,High School,Married,Less than $40K,Blue,45,6,2,5,8353,1535,6818,1.323,4200,83,0.804,0.184 +718739508,Existing Customer,51,F,5,Unknown,Married,Less than $40K,Blue,39,6,2,4,5455,1217,4238,0.66,3863,67,0.811,0.223 +709272333,Existing Customer,59,F,1,Uneducated,Unknown,Less than $40K,Blue,45,6,3,3,9899,2023,7876,0.445,4579,73,0.622,0.204 +721538883,Existing Customer,45,M,4,Graduate,Single,$40K - $60K,Silver,37,4,3,4,15578,0,15578,0.716,4449,81,0.723,0 +718835583,Existing Customer,50,F,1,Graduate,Married,Unknown,Blue,41,6,2,2,15641,2379,13262,0.816,3769,76,0.617,0.152 +827970933,Existing Customer,46,F,4,Graduate,Married,Less than $40K,Blue,42,4,2,0,3504,1698,1806,0.575,4439,70,0.628,0.485 +719888358,Existing Customer,47,M,1,Unknown,Divorced,$80K - $120K,Blue,38,5,3,5,18432,1422,17010,1.357,2748,58,0.933,0.077 +717030633,Existing Customer,46,M,4,College,Single,$60K - $80K,Blue,34,5,3,4,2369,1405,964,0.624,3034,51,0.889,0.593 +815085708,Attrited Customer,60,F,0,High School,Single,$40K - $60K,Blue,55,1,5,5,10882,2517,8365,0.266,1861,46,0.278,0.231 +716332533,Existing Customer,38,F,3,Unknown,Unknown,$40K - $60K,Blue,36,6,1,3,3509,1819,1690,0.894,4712,84,0.909,0.518 +822964683,Existing Customer,51,F,1,Graduate,Single,Less than $40K,Blue,47,6,3,4,2469,1491,978,0.869,4351,62,0.632,0.604 +719335233,Existing Customer,47,F,3,Uneducated,Married,Less than $40K,Silver,27,5,3,4,14335,938,13397,0.445,3610,75,0.531,0.065 +779683683,Existing Customer,47,M,3,High School,Single,$40K - $60K,Blue,31,6,3,2,4005,1985,2020,1.356,2344,34,0.7,0.496 +712653183,Existing Customer,49,F,4,Unknown,Single,Less than $40K,Blue,36,4,1,4,1976,1694,282,1.054,3675,81,0.841,0.857 +715485483,Attrited Customer,39,F,5,Graduate,Married,Less than $40K,Blue,36,3,3,3,3664,0,3664,0.419,1479,44,0.913,0 +788912658,Existing Customer,44,F,2,Unknown,Married,Less than $40K,Blue,30,3,1,4,3734,0,3734,0.954,3144,62,0.722,0 +711396483,Existing Customer,40,M,2,Graduate,Single,$40K - $60K,Blue,36,3,2,3,6033,0,6033,0.834,4505,74,0.721,0 +789220008,Existing Customer,56,M,3,High School,Married,$80K - $120K,Blue,45,5,2,2,4531,0,4531,0.491,1425,27,1.077,0 +716436483,Existing Customer,45,F,3,Uneducated,Unknown,Less than $40K,Blue,36,4,4,3,6245,0,6245,0.554,2521,50,0.667,0 +717661908,Existing Customer,37,M,5,Doctorate,Single,$80K - $120K,Silver,36,4,1,1,34516,0,34516,0.711,2681,55,0.618,0 +778459833,Existing Customer,42,M,5,Graduate,Married,$60K - $80K,Blue,27,3,2,3,11880,2025,9855,0.835,1789,42,1.471,0.17 +769448658,Existing Customer,43,F,2,Unknown,Married,Less than $40K,Blue,37,5,2,3,4188,0,4188,0.565,3492,69,0.683,0 +820346133,Existing Customer,59,F,2,Uneducated,Single,Less than $40K,Blue,54,5,1,2,9344,1334,8010,0.375,4154,60,0.818,0.143 +720119808,Existing Customer,42,M,3,High School,Married,$80K - $120K,Blue,36,3,2,2,24126,948,23178,0.616,3342,52,0.677,0.039 +721523658,Existing Customer,46,M,5,High School,Unknown,$120K +,Blue,26,4,3,3,34516,772,33744,0.979,3699,77,0.878,0.022 +711176133,Existing Customer,28,M,0,High School,Single,Less than $40K,Blue,36,6,3,4,2295,1015,1280,1.04,3366,82,0.708,0.442 +794560833,Attrited Customer,47,F,3,Graduate,Married,$40K - $60K,Blue,31,6,3,6,5496,0,5496,0.548,1913,34,0.308,0 +718197108,Attrited Customer,54,M,2,Graduate,Single,$80K - $120K,Blue,36,5,3,3,12342,0,12342,0.431,1430,37,0.423,0 +713750583,Existing Customer,55,F,1,College,Unknown,Less than $40K,Blue,36,4,2,4,1928,1125,803,0.911,2190,30,0.667,0.584 +769576608,Existing Customer,62,M,1,Uneducated,Single,$60K - $80K,Blue,49,4,1,2,12814,1010,11804,0.869,3566,76,0.551,0.079 +708626058,Existing Customer,49,F,2,Uneducated,Married,Less than $40K,Blue,34,6,2,4,5242,1465,3777,1.025,4098,68,0.789,0.279 +710333883,Attrited Customer,48,M,3,Graduate,Married,$60K - $80K,Blue,37,5,2,2,8808,390,8418,0.628,1905,42,0.448,0.044 +715401633,Existing Customer,43,F,3,Graduate,Single,Less than $40K,Blue,35,3,1,2,4469,2002,2467,0.669,2111,38,0.462,0.448 +755220783,Existing Customer,51,M,1,Doctorate,Married,$80K - $120K,Blue,44,5,2,4,8031,1167,6864,0.549,3576,77,0.791,0.145 +789603183,Existing Customer,48,M,4,High School,Unknown,$60K - $80K,Blue,41,4,1,3,9728,0,9728,0.806,3756,57,0.727,0 +767564358,Existing Customer,47,F,5,Doctorate,Married,$40K - $60K,Blue,40,6,1,1,4748,1008,3740,0.484,3197,70,0.707,0.212 +789744033,Existing Customer,50,M,2,Graduate,Single,$80K - $120K,Blue,38,4,1,1,19999,1007,18992,0.987,3183,69,0.5,0.05 +709887483,Existing Customer,56,M,2,Uneducated,Divorced,$40K - $60K,Blue,45,3,1,3,6331,1420,4911,0.529,3527,69,0.438,0.224 +779765058,Existing Customer,43,M,2,Unknown,Single,$40K - $60K,Blue,31,6,1,1,9662,817,8845,0.679,3817,70,0.489,0.085 +789177333,Attrited Customer,47,F,2,Graduate,Married,Less than $40K,Blue,36,6,3,2,1693,1088,605,0.532,2104,40,0.739,0.643 +717262833,Existing Customer,49,F,3,Unknown,Married,Less than $40K,Blue,36,5,2,4,2964,2043,921,0.692,4345,69,0.468,0.689 +714878508,Existing Customer,48,F,2,High School,Single,Less than $40K,Blue,36,3,3,3,5483,535,4948,0.681,2051,49,0.633,0.098 +711079308,Attrited Customer,40,M,3,Graduate,Married,$60K - $80K,Blue,27,4,2,3,15186,0,15186,0.483,1884,33,0.435,0 +794510358,Existing Customer,41,M,3,Graduate,Married,$80K - $120K,Blue,26,6,3,3,33408,0,33408,0.816,3754,77,0.878,0 +715033533,Existing Customer,43,F,2,High School,Married,Less than $40K,Blue,37,4,2,2,3125,2517,608,0.73,4422,71,0.732,0.805 +779400183,Existing Customer,42,M,3,Graduate,Single,$60K - $80K,Blue,31,3,3,4,2934,2517,417,0.868,2484,55,0.774,0.858 +716636808,Existing Customer,39,M,3,Graduate,Single,$120K +,Blue,36,4,2,2,34516,0,34516,0.754,3572,55,0.667,0 +708733983,Attrited Customer,50,F,1,Doctorate,Single,$40K - $60K,Blue,36,6,3,2,5349,2391,2958,0.671,2122,46,0.394,0.447 +710521383,Existing Customer,50,M,3,Uneducated,Single,$80K - $120K,Blue,38,6,2,0,9810,1838,7972,0.661,2247,41,0.64,0.187 +720075558,Existing Customer,50,M,4,College,Married,$120K +,Blue,36,6,1,4,7084,0,7084,0.889,3838,66,0.737,0 +716468658,Existing Customer,51,F,2,Unknown,Single,Less than $40K,Blue,36,3,1,3,3537,0,3537,0.647,4101,80,0.702,0 +717569283,Existing Customer,47,M,5,Doctorate,Single,Less than $40K,Blue,36,3,1,2,8896,1338,7558,0.741,4252,70,0.591,0.15 +787491483,Existing Customer,41,M,3,Unknown,Divorced,$80K - $120K,Blue,29,5,2,3,30733,1153,29580,0.987,3455,80,0.702,0.038 +779995833,Existing Customer,49,M,0,Unknown,Married,$60K - $80K,Blue,39,6,2,4,10177,1748,8429,0.622,3557,64,0.939,0.172 +714215058,Existing Customer,42,F,3,High School,Married,Less than $40K,Blue,33,5,2,4,6848,0,6848,0.962,4006,82,0.822,0 +789407958,Existing Customer,42,M,1,Graduate,Married,$60K - $80K,Blue,33,6,2,3,17165,1153,16012,0.578,4063,62,0.676,0.067 +715118058,Existing Customer,45,M,3,Graduate,Married,$80K - $120K,Blue,36,3,3,1,20274,2100,18174,0.584,5274,66,0.61,0.104 +713672208,Existing Customer,50,M,1,Doctorate,Divorced,$60K - $80K,Blue,33,3,5,2,19939,0,19939,1.03,3342,76,0.462,0 +720865383,Existing Customer,53,M,3,Graduate,Single,$120K +,Blue,45,4,3,1,3378,1852,1526,0.483,4437,50,1,0.548 +713701533,Existing Customer,51,M,2,Unknown,Married,$80K - $120K,Blue,39,4,3,2,9773,1998,7775,0.782,3578,71,0.775,0.204 +778895883,Existing Customer,50,F,1,Unknown,Married,Unknown,Blue,31,5,3,1,3668,0,3668,0.62,4430,76,0.617,0 +719655258,Existing Customer,64,M,0,Graduate,Single,Less than $40K,Blue,36,3,2,4,3196,0,3196,0.578,3412,72,0.674,0 +711205758,Attrited Customer,45,M,3,College,Single,$80K - $120K,Silver,33,1,3,3,34516,0,34516,1.492,2534,43,0.433,0 +806264958,Existing Customer,52,F,2,High School,Single,Less than $40K,Blue,47,5,2,3,7030,994,6036,0.725,3211,69,0.725,0.141 +714659133,Attrited Customer,47,M,5,High School,Married,$80K - $120K,Blue,37,2,2,2,9410,0,9410,0.586,2178,41,0.864,0 +716425833,Attrited Customer,38,M,2,Graduate,Single,$120K +,Blue,36,5,2,1,34516,1229,33287,0.427,1797,35,0.296,0.036 +712166583,Existing Customer,45,F,0,Graduate,Married,Less than $40K,Blue,38,4,3,3,4096,1468,2628,0.627,3490,66,0.737,0.358 +713124558,Existing Customer,43,F,2,Graduate,Married,Unknown,Blue,34,6,1,4,7210,782,6428,0.733,4249,75,0.5,0.108 +714048783,Existing Customer,57,M,2,High School,Single,$80K - $120K,Blue,36,6,3,0,8026,2202,5824,0.586,4072,72,0.6,0.274 +708784908,Existing Customer,47,F,3,Graduate,Unknown,Unknown,Blue,34,5,1,4,18064,2039,16025,0.89,4435,88,0.796,0.113 +714332658,Existing Customer,42,F,3,Graduate,Single,Less than $40K,Blue,35,5,2,4,5596,1086,4510,0.587,3896,65,0.757,0.194 +719169783,Existing Customer,52,F,2,Uneducated,Married,Less than $40K,Blue,43,3,3,3,6897,640,6257,1.052,2781,57,0.839,0.093 +718270833,Existing Customer,48,F,3,Post-Graduate,Married,Less than $40K,Silver,40,6,3,3,13991,1580,12411,0.864,4100,74,0.721,0.113 +721268133,Existing Customer,44,M,3,Post-Graduate,Married,$40K - $60K,Blue,36,5,2,2,11366,2109,9257,0.993,3495,70,0.795,0.186 +795343683,Existing Customer,40,F,3,High School,Single,Less than $40K,Blue,34,5,1,3,1707,989,718,0.555,3935,76,0.52,0.579 +715611933,Existing Customer,50,F,4,Doctorate,Married,Unknown,Blue,38,6,4,2,23692,2402,21290,0.942,3632,62,0.676,0.101 +711184983,Existing Customer,41,M,5,Unknown,Unknown,$80K - $120K,Blue,29,6,2,1,11191,0,11191,0.808,3839,73,0.78,0 +779601783,Existing Customer,42,F,5,College,Married,Less than $40K,Blue,31,3,1,2,3476,700,2776,0.604,4364,88,0.517,0.201 +784263558,Existing Customer,43,M,2,Uneducated,Single,$60K - $80K,Silver,37,4,3,3,27781,0,27781,1,3184,61,0.743,0 +720795858,Existing Customer,44,M,4,Graduate,Single,$60K - $80K,Blue,25,3,3,2,10534,0,10534,0.985,3456,72,0.636,0 +756629133,Existing Customer,61,F,1,Graduate,Single,Less than $40K,Blue,54,3,2,2,2721,0,2721,0.734,2088,37,0.682,0 +714387108,Existing Customer,51,M,3,Graduate,Single,$80K - $120K,Blue,43,4,2,3,10458,0,10458,0.587,3481,51,0.5,0 +712164333,Attrited Customer,40,M,4,High School,Married,$60K - $80K,Blue,29,3,3,2,12544,1636,10908,0.503,1758,51,0.457,0.13 +714429258,Existing Customer,46,M,5,Doctorate,Single,$60K - $80K,Blue,39,4,3,3,11464,0,11464,1.02,3660,55,1.037,0 +796791258,Existing Customer,50,M,1,Uneducated,Married,$120K +,Blue,44,5,2,4,3104,1791,1313,1.048,4006,76,0.81,0.577 +711220683,Existing Customer,48,M,1,Unknown,Married,$60K - $80K,Blue,36,4,1,3,11770,1813,9957,0.623,3280,70,0.667,0.154 +717582558,Existing Customer,50,M,1,Graduate,Single,$120K +,Blue,40,4,2,3,34516,1185,33331,0.725,3874,72,0.714,0.034 +714779733,Existing Customer,44,M,4,Unknown,Single,$60K - $80K,Blue,36,3,1,4,10998,1586,9412,0.907,2237,33,0.435,0.144 +817965858,Existing Customer,42,F,4,Unknown,Married,Less than $40K,Blue,37,3,1,3,2757,1785,972,0.735,3766,69,0.605,0.647 +717358158,Existing Customer,46,M,3,Uneducated,Single,$60K - $80K,Blue,36,5,1,2,5489,1189,4300,0.95,3215,64,0.882,0.217 +720301458,Existing Customer,52,M,1,High School,Single,$120K +,Blue,38,3,1,2,19709,1924,17785,0.468,3000,64,0.641,0.098 +826471458,Attrited Customer,42,M,3,Graduate,Married,Less than $40K,Blue,38,2,3,3,6967,1767,5200,0.54,1919,38,0.52,0.254 +794579658,Existing Customer,47,M,3,High School,Married,$80K - $120K,Blue,32,3,2,2,23424,2517,20907,0.762,3537,73,0.738,0.107 +717052158,Existing Customer,39,M,3,High School,Single,$60K - $80K,Blue,32,3,2,2,21718,2386,19332,0.743,3492,66,0.692,0.11 +818311533,Existing Customer,53,F,3,Uneducated,Single,Less than $40K,Blue,48,5,3,1,4908,1429,3479,0.745,3535,65,0.667,0.291 +716156508,Existing Customer,52,M,2,High School,Single,$40K - $60K,Blue,36,3,1,3,1470,0,1470,0.64,4095,63,0.75,0 +711191808,Existing Customer,39,M,0,Graduate,Single,$80K - $120K,Gold,32,3,1,4,34516,1793,32723,0.545,4256,82,0.783,0.052 +712084383,Existing Customer,63,M,1,Graduate,Single,Less than $40K,Blue,56,4,2,2,7936,2081,5855,0.941,4247,81,0.841,0.262 +788641758,Existing Customer,53,M,4,College,Single,$60K - $80K,Blue,45,5,3,2,14366,888,13478,0.638,3868,66,0.61,0.062 +788768883,Existing Customer,54,F,0,Unknown,Single,$40K - $60K,Blue,35,4,1,3,9231,1642,7589,0.416,4676,68,0.659,0.178 +713277783,Existing Customer,45,F,4,Uneducated,Married,$40K - $60K,Silver,36,6,2,2,18679,905,17774,0.541,2168,55,0.486,0.048 +717451833,Existing Customer,45,F,3,Uneducated,Divorced,Unknown,Blue,36,6,3,2,20356,2517,17839,0.607,4547,67,0.861,0.124 +712291308,Existing Customer,52,F,1,Uneducated,Single,Unknown,Blue,40,5,1,3,2259,1721,538,0.682,1852,38,0.81,0.762 +712852233,Existing Customer,64,F,0,Graduate,Single,Less than $40K,Blue,53,5,3,4,6663,765,5898,1.129,4583,78,0.857,0.115 +712312908,Existing Customer,47,F,4,Unknown,Unknown,Less than $40K,Blue,34,6,2,4,2424,0,2424,0.662,3890,66,0.65,0 +773457558,Existing Customer,45,F,5,College,Single,$40K - $60K,Silver,39,3,2,2,15677,1227,14450,0.76,3818,81,0.588,0.078 +716194683,Existing Customer,41,M,4,Graduate,Divorced,$40K - $60K,Blue,30,4,2,3,2334,1138,1196,0.826,2155,48,0.714,0.488 +720563058,Existing Customer,56,F,3,College,Single,Unknown,Blue,43,6,1,3,1816,1052,764,0.547,4175,65,0.667,0.579 +719502183,Existing Customer,52,F,2,Graduate,Married,Less than $40K,Blue,36,3,1,3,4950,1829,3121,0.671,4529,73,0.872,0.369 +712287333,Existing Customer,39,M,1,Uneducated,Single,$80K - $120K,Blue,30,3,1,4,34516,2055,32461,0.589,4048,74,0.51,0.06 +716944983,Existing Customer,61,M,0,Uneducated,Married,$120K +,Blue,36,4,3,4,24172,2517,21655,0.424,1658,27,0.5,0.104 +718115733,Existing Customer,57,M,1,Graduate,Married,$60K - $80K,Blue,36,4,1,3,9037,1544,7493,0.321,1627,27,0.5,0.171 +827691858,Existing Customer,46,F,3,College,Single,Less than $40K,Blue,42,3,2,4,7616,1251,6365,0.581,2006,52,0.405,0.164 +716431833,Existing Customer,38,M,2,Unknown,Divorced,$40K - $60K,Blue,28,3,3,4,11209,1165,10044,0.966,4614,96,0.714,0.104 +717265983,Existing Customer,44,F,4,Uneducated,Divorced,Unknown,Blue,36,3,2,0,9908,2066,7842,0.463,3749,80,0.667,0.209 +769578858,Existing Customer,40,M,2,Graduate,Married,$40K - $60K,Silver,33,4,3,1,18737,0,18737,0.797,4010,76,0.767,0 +712815858,Existing Customer,57,F,1,High School,Single,Less than $40K,Blue,45,5,2,4,5330,0,5330,0.515,3525,79,0.837,0 +815851233,Attrited Customer,52,M,3,High School,Single,$120K +,Blue,47,6,1,3,19032,0,19032,0.417,1726,42,0.312,0 +779425608,Existing Customer,50,F,1,Unknown,Single,Unknown,Blue,32,6,1,4,5916,983,4933,0.761,3752,75,0.974,0.166 +811532208,Existing Customer,51,M,4,Graduate,Married,$40K - $60K,Silver,46,3,5,2,16277,1170,15107,0.95,3634,62,0.676,0.072 +713896533,Existing Customer,42,M,4,High School,Single,$60K - $80K,Blue,33,5,1,3,9442,838,8604,0.654,3157,63,0.853,0.089 +712546233,Existing Customer,51,F,3,Unknown,Single,Less than $40K,Blue,39,5,1,3,2990,0,2990,0.598,4065,76,0.767,0 +772148058,Existing Customer,45,M,3,Graduate,Unknown,$80K - $120K,Blue,34,6,6,3,2210,759,1451,0.892,2755,53,0.559,0.343 +771776808,Attrited Customer,44,M,4,Uneducated,Married,$40K - $60K,Blue,33,5,4,3,1527,0,1527,0.531,1877,38,0.462,0 +715905633,Existing Customer,45,M,1,Graduate,Single,$60K - $80K,Blue,36,3,1,3,6022,1433,4589,0.955,3433,68,0.943,0.238 +778282758,Existing Customer,55,M,2,College,Divorced,$120K +,Blue,45,6,2,1,26729,1052,25677,1.034,4140,69,0.816,0.039 +717886008,Existing Customer,63,M,1,High School,Single,Less than $40K,Blue,51,5,3,2,6102,0,6102,0.639,4527,67,0.558,0 +709985133,Existing Customer,33,F,2,Graduate,Divorced,Less than $40K,Blue,24,3,1,2,6803,2296,4507,0.754,2603,47,1.043,0.337 +709289358,Existing Customer,46,M,3,Graduate,Single,$80K - $120K,Blue,38,4,1,2,8101,1266,6835,0.615,3226,53,0.71,0.156 +720457608,Existing Customer,41,F,4,Graduate,Married,Less than $40K,Blue,36,4,1,1,4632,0,4632,0.637,4306,63,0.75,0 +780612558,Existing Customer,58,F,1,Graduate,Single,$40K - $60K,Blue,46,3,3,3,1996,1850,146,0.952,3421,55,0.719,0.927 +714216033,Existing Customer,51,M,3,Doctorate,Married,$120K +,Blue,42,4,1,2,11600,738,10862,0.692,3488,80,0.778,0.064 +710577708,Existing Customer,35,M,1,Unknown,Single,$40K - $60K,Blue,25,5,3,3,2657,1983,674,0.831,2591,59,0.903,0.746 +719462433,Existing Customer,42,F,5,Graduate,Single,Less than $40K,Blue,36,4,2,2,8464,1002,7462,0.598,4227,92,0.84,0.118 +769063308,Existing Customer,45,M,3,Post-Graduate,Married,$80K - $120K,Blue,39,6,2,2,29003,2323,26680,0.671,1676,36,0.714,0.08 +715136583,Existing Customer,51,M,3,High School,Single,$40K - $60K,Blue,36,4,3,4,5000,942,4058,0.604,4077,81,0.653,0.188 +710915358,Existing Customer,63,F,0,College,Single,Unknown,Blue,55,5,1,2,14963,1616,13347,0.755,3242,58,1,0.108 +709841433,Existing Customer,45,F,2,Graduate,Divorced,Less than $40K,Blue,33,6,3,3,3855,1188,2667,0.927,3885,83,0.627,0.308 +710509758,Existing Customer,36,M,4,College,Single,$120K +,Blue,36,5,3,3,28200,765,27435,0.68,2507,64,0.641,0.027 +720527058,Existing Customer,39,F,1,Graduate,Single,Less than $40K,Blue,24,4,3,3,2310,1306,1004,0.525,4343,74,0.682,0.565 +711787383,Existing Customer,52,F,2,High School,Single,Less than $40K,Blue,40,3,1,3,1960,1428,532,0.57,3782,64,0.641,0.729 +715824108,Existing Customer,52,F,1,Graduate,Married,Less than $40K,Blue,38,3,1,3,3773,1291,2482,0.878,4697,75,0.667,0.342 +719474583,Existing Customer,50,M,1,Graduate,Married,$80K - $120K,Blue,30,6,2,3,9771,1776,7995,0.46,2778,53,0.472,0.182 +719282433,Existing Customer,60,F,0,Graduate,Single,Unknown,Blue,48,3,3,4,6417,1372,5045,1.154,3280,71,0.69,0.214 +772669833,Existing Customer,43,M,3,Post-Graduate,Single,$60K - $80K,Blue,33,4,3,2,16037,0,16037,0.558,3048,70,0.75,0 +789365508,Attrited Customer,49,M,2,High School,Divorced,$40K - $60K,Blue,39,2,3,4,14839,512,14327,0.176,1453,26,0.13,0.035 +806641683,Existing Customer,44,M,3,Uneducated,Married,$80K - $120K,Silver,39,5,2,2,34516,1461,33055,0.646,3416,70,0.707,0.042 +805534608,Existing Customer,54,F,2,College,Single,$40K - $60K,Blue,49,4,3,3,8769,1314,7455,0.477,3817,60,0.818,0.15 +781117533,Existing Customer,50,M,1,Unknown,Married,$120K +,Blue,36,6,3,2,20968,0,20968,0.64,2823,61,0.794,0 +710294808,Existing Customer,44,M,3,High School,Married,$60K - $80K,Blue,36,4,1,2,2188,1241,947,0.782,4509,67,0.675,0.567 +718788258,Existing Customer,52,M,5,Unknown,Married,$80K - $120K,Blue,40,3,3,4,30314,776,29538,0.705,3290,82,0.64,0.026 +716404383,Attrited Customer,47,F,2,Graduate,Married,Unknown,Blue,36,1,3,2,18799,2517,16282,0.813,2315,52,0.625,0.134 +824795358,Existing Customer,49,F,3,High School,Married,Less than $40K,Blue,45,3,3,0,1638,1038,600,0.718,4150,70,0.591,0.634 +715196508,Existing Customer,45,M,3,Graduate,Married,$40K - $60K,Blue,35,5,3,2,3538,0,3538,0.653,4123,74,0.762,0 +779051808,Existing Customer,35,F,1,Graduate,Single,$40K - $60K,Blue,16,3,2,2,2546,1348,1198,0.877,4145,75,0.596,0.529 +720695583,Existing Customer,65,M,1,Graduate,Single,Unknown,Blue,53,6,2,3,10775,1787,8988,0.648,3432,70,0.75,0.166 +826414083,Existing Customer,47,F,4,Unknown,Married,$40K - $60K,Blue,43,4,3,4,4798,1017,3781,0.458,4225,79,0.681,0.212 +708426483,Existing Customer,56,F,2,Graduate,Single,Less than $40K,Blue,36,4,6,1,5816,716,5100,0.923,3534,73,1.147,0.123 +787472283,Existing Customer,49,M,2,Graduate,Married,$80K - $120K,Blue,36,4,2,2,20533,1321,19212,0.716,3918,78,0.5,0.064 +716948283,Existing Customer,58,M,1,College,Single,$80K - $120K,Blue,49,3,3,2,9890,0,9890,0.653,3497,69,0.683,0 +778375458,Existing Customer,52,M,3,Graduate,Married,$80K - $120K,Blue,32,6,3,3,30820,1724,29096,0.948,3402,75,0.923,0.056 +718504983,Existing Customer,45,F,2,Graduate,Married,Less than $40K,Blue,37,6,2,2,6091,0,6091,0.56,3340,60,0.579,0 +709625733,Existing Customer,50,M,2,High School,Single,$60K - $80K,Blue,40,5,2,3,9690,1115,8575,0.542,4620,64,0.488,0.115 +719357058,Existing Customer,62,F,2,Doctorate,Single,$40K - $60K,Blue,56,5,3,2,6797,1428,5369,0.747,3962,70,0.795,0.21 +709626858,Existing Customer,44,F,3,High School,Married,Less than $40K,Blue,31,3,3,4,4985,1379,3606,0.896,4222,61,0.605,0.277 +711843708,Attrited Customer,61,F,0,Graduate,Divorced,Less than $40K,Blue,36,2,3,3,2125,0,2125,0.654,2860,38,0.727,0 +711349083,Existing Customer,47,F,4,Doctorate,Married,Less than $40K,Blue,28,3,2,4,4012,0,4012,1.073,2962,60,0.765,0 +721462458,Existing Customer,52,F,3,High School,Married,Unknown,Blue,42,3,2,1,23858,1179,22679,0.671,3784,69,0.683,0.049 +780833058,Existing Customer,46,M,2,High School,Married,$40K - $60K,Blue,32,4,3,2,2619,2271,348,0.61,3835,60,0.818,0.867 +769962933,Existing Customer,40,F,3,Graduate,Single,Less than $40K,Blue,34,4,1,4,6728,1192,5536,0.687,5244,75,0.471,0.177 +719095533,Existing Customer,47,F,4,Uneducated,Married,$40K - $60K,Blue,39,3,3,3,2680,1652,1028,1.132,3382,58,0.758,0.616 +709718058,Existing Customer,52,F,4,Uneducated,Single,Less than $40K,Blue,36,5,1,4,2936,2181,755,0.478,4650,78,0.625,0.743 +819151083,Existing Customer,46,M,5,High School,Single,$60K - $80K,Blue,41,3,3,4,7478,1775,5703,0.54,4042,79,0.491,0.237 +770778108,Existing Customer,49,M,4,Post-Graduate,Married,$60K - $80K,Blue,35,4,2,3,2527,1419,1108,0.797,3585,68,0.943,0.562 +718877883,Attrited Customer,44,F,3,Unknown,Single,Less than $40K,Blue,36,3,1,1,5644,2517,3127,0.86,2440,44,0.76,0.446 +710376708,Existing Customer,50,F,5,Uneducated,Single,Less than $40K,Blue,33,4,3,3,2837,1377,1460,0.564,3928,54,0.8,0.485 +718366983,Existing Customer,40,M,3,Graduate,Married,$80K - $120K,Blue,31,6,2,4,18584,2446,16138,0.76,3504,64,0.882,0.132 +719604858,Attrited Customer,45,F,3,Unknown,Married,Less than $40K,Blue,31,4,3,3,5941,0,5941,0.522,2196,37,0.233,0 +714549558,Attrited Customer,41,F,2,Graduate,Married,$40K - $60K,Blue,32,3,2,2,9576,0,9576,0.817,2362,49,0.4,0 +822955008,Attrited Customer,63,M,1,Graduate,Single,$60K - $80K,Blue,56,3,3,2,9569,0,9569,0.94,2287,49,0.581,0 +712986483,Existing Customer,32,M,3,College,Unknown,$80K - $120K,Blue,36,3,5,2,15412,0,15412,0.589,3993,73,0.659,0 +779597133,Existing Customer,55,M,1,Graduate,Single,$80K - $120K,Blue,44,4,3,2,2663,1784,879,0.785,4317,81,0.929,0.67 +758426583,Existing Customer,51,F,2,Post-Graduate,Married,Less than $40K,Blue,44,3,3,4,1438.3,1031,407.3,0.582,3308,72,0.674,0.717 +716805408,Existing Customer,52,M,3,Doctorate,Married,$60K - $80K,Blue,40,6,2,2,5376,804,4572,0.51,4511,74,0.682,0.15 +711275433,Attrited Customer,47,M,4,Uneducated,Unknown,Unknown,Blue,36,3,3,3,18873,0,18873,0.636,2021,38,0.52,0 +778968408,Existing Customer,39,M,2,Doctorate,Single,$60K - $80K,Blue,27,4,1,3,5341,0,5341,0.771,1955,47,0.808,0 +827117808,Attrited Customer,45,M,1,Graduate,Single,$60K - $80K,Blue,41,2,3,2,9904,2513,7391,0,1152,28,0,0.254 +804462633,Attrited Customer,43,F,3,High School,Divorced,Less than $40K,Blue,38,3,3,3,7084,0,7084,0.523,2287,44,0.294,0 +709321908,Attrited Customer,47,M,3,High School,Single,$80K - $120K,Blue,29,2,2,3,7498,2319,5179,0.484,1676,51,0.759,0.309 +714907908,Existing Customer,51,F,0,High School,Married,$40K - $60K,Blue,40,6,2,2,5450,1674,3776,0.588,3722,77,0.711,0.307 +818336508,Existing Customer,50,M,2,Unknown,Single,$120K +,Blue,45,6,2,4,32719,1650,31069,0.717,4037,60,0.714,0.05 +712597233,Attrited Customer,37,M,2,Uneducated,Unknown,$40K - $60K,Blue,36,2,3,2,3250,1721,1529,0.446,1714,32,0.391,0.53 +711964533,Existing Customer,44,M,3,College,Married,$40K - $60K,Blue,36,3,3,2,6111,2517,3594,0.733,4155,68,0.659,0.412 +716705433,Existing Customer,62,F,1,Uneducated,Unknown,Less than $40K,Silver,36,6,1,3,12590,931,11659,1.068,4182,78,0.696,0.074 +717983058,Existing Customer,41,F,3,Graduate,Married,$40K - $60K,Blue,29,5,1,3,1982,1068,914,0.881,3058,58,0.871,0.539 +709587783,Existing Customer,39,M,4,Post-Graduate,Single,$60K - $80K,Silver,36,6,3,3,25133,0,25133,0.461,4033,73,0.327,0 +709804533,Existing Customer,40,M,4,Uneducated,Single,$120K +,Blue,34,3,1,3,17818,1451,16367,0.632,3973,74,0.451,0.081 +712076358,Existing Customer,46,M,3,High School,Single,$120K +,Blue,34,5,3,2,5155,868,4287,0.882,3535,57,1.111,0.168 +711670308,Existing Customer,51,F,3,Unknown,Married,Less than $40K,Blue,30,3,2,0,6006,1576,4430,0.504,3199,65,0.548,0.262 +720717108,Existing Customer,64,M,1,Uneducated,Single,Unknown,Blue,51,6,3,1,2571,1210,1361,0.972,3647,59,0.686,0.471 +784789758,Existing Customer,40,M,2,Unknown,Married,$60K - $80K,Blue,34,6,3,0,3269,1601,1668,1.168,3966,74,0.947,0.49 +779689233,Existing Customer,50,M,3,Graduate,Single,$40K - $60K,Blue,33,3,1,2,2798,1291,1507,0.708,2903,69,0.683,0.461 +788792583,Existing Customer,44,F,3,Unknown,Single,$40K - $60K,Blue,26,4,3,0,7277,0,7277,0.758,4458,71,0.578,0 +710657508,Existing Customer,32,M,0,College,Unknown,Less than $40K,Blue,36,3,3,4,3788,1325,2463,0.607,3975,65,0.477,0.35 +716393958,Existing Customer,43,M,3,High School,Single,$80K - $120K,Blue,34,4,2,0,28262,1483,26779,0.668,3855,66,0.61,0.052 +770708133,Existing Customer,47,F,5,High School,Single,Less than $40K,Blue,33,5,2,2,2169,1330,839,0.905,3833,64,1.065,0.613 +766131033,Existing Customer,43,F,4,Graduate,Married,Less than $40K,Blue,29,6,3,3,3767,976,2791,1.021,3163,60,0.818,0.259 +719816583,Attrited Customer,46,M,3,Doctorate,Married,$120K +,Blue,38,3,2,2,8989,552,8437,0.699,2309,49,0.633,0.061 +715376508,Existing Customer,47,F,5,Graduate,Married,Less than $40K,Blue,42,3,5,1,2838,2517,321,0.625,3493,65,0.711,0.887 +709300458,Existing Customer,48,M,1,Graduate,Unknown,Less than $40K,Blue,43,5,3,3,7199,1031,6168,1.212,4041,73,0.698,0.143 +778340733,Existing Customer,44,F,3,College,Married,$40K - $60K,Blue,24,3,1,4,8495,1537,6958,0.919,1950,31,0.938,0.181 +708195633,Existing Customer,40,M,2,High School,Unknown,$80K - $120K,Silver,32,5,2,3,34516,1182,33334,0.613,2440,54,0.543,0.034 +714729933,Existing Customer,46,M,2,Unknown,Married,$80K - $120K,Blue,36,6,1,2,14164,1525,12639,0.543,3749,59,0.686,0.108 +794514108,Existing Customer,50,F,2,Unknown,Married,Unknown,Blue,31,4,2,2,3604,0,3604,0.934,4051,65,0.667,0 +812501358,Existing Customer,46,F,4,Post-Graduate,Divorced,Less than $40K,Blue,41,4,1,1,1752,611,1141,0.465,4864,76,0.462,0.349 +718961208,Existing Customer,43,F,3,College,Single,Less than $40K,Blue,32,5,3,3,4204,0,4204,1.073,3799,85,0.604,0 +814459833,Existing Customer,42,F,3,Graduate,Single,Less than $40K,Blue,37,5,3,4,8017,0,8017,0.539,3042,55,0.528,0 +720363258,Existing Customer,43,F,4,Graduate,Married,Less than $40K,Blue,29,3,3,3,2778,1640,1138,0.82,4007,75,0.705,0.59 +714496083,Existing Customer,51,M,3,Unknown,Single,$60K - $80K,Blue,43,4,2,3,6649,1781,4868,0.546,1609,28,0.474,0.268 +713004933,Attrited Customer,40,M,3,High School,Married,$60K - $80K,Blue,27,3,2,1,6813,2332,4481,0.58,2634,51,0.378,0.342 +712011633,Existing Customer,40,F,2,Doctorate,Single,$40K - $60K,Blue,36,6,1,3,2797,850,1947,0.953,3652,64,1.37,0.304 +772466508,Attrited Customer,45,M,3,Unknown,Single,$60K - $80K,Blue,35,6,2,1,18004,2517,15487,0.569,2030,45,0.452,0.14 +708225483,Existing Customer,47,M,4,Graduate,Married,$80K - $120K,Blue,36,3,2,4,11242,1561,9681,0.829,4246,81,0.8,0.139 +788923758,Existing Customer,26,F,1,High School,Unknown,Unknown,Blue,13,3,1,3,10693,2517,8176,0.88,4138,76,0.727,0.235 +789150633,Existing Customer,50,F,3,Graduate,Married,Less than $40K,Blue,38,6,3,2,3026,1888,1138,0.762,3687,58,0.812,0.624 +710809083,Existing Customer,37,F,4,College,Married,Less than $40K,Blue,36,6,3,1,1438.3,787,651.3,0.914,4587,58,0.568,0.547 +787669233,Existing Customer,51,M,2,Doctorate,Single,$80K - $120K,Blue,41,3,3,2,34516,1046,33470,1.001,3435,76,0.727,0.03 +708119658,Existing Customer,49,F,4,Graduate,Married,$40K - $60K,Blue,38,4,2,1,12836,1034,11802,0.663,2519,53,0.472,0.081 +737921733,Attrited Customer,62,F,1,Unknown,Single,Less than $40K,Blue,55,3,3,3,1892,1604,288,0.476,1581,34,0.417,0.848 +765940683,Existing Customer,37,M,3,Uneducated,Single,$80K - $120K,Blue,30,5,2,2,11277,1747,9530,0.503,2033,56,0.867,0.155 +719732433,Existing Customer,54,M,2,Graduate,Single,$60K - $80K,Blue,36,5,3,1,12815,1017,11798,0.532,3771,78,0.66,0.079 +715491483,Existing Customer,44,M,2,Graduate,Divorced,$120K +,Blue,36,5,2,0,24016,0,24016,0.748,3693,62,0.722,0 +783381933,Existing Customer,43,M,4,Uneducated,Married,$60K - $80K,Blue,37,4,1,3,3482,1942,1540,0.926,3512,63,0.853,0.558 +811554708,Existing Customer,44,F,3,High School,Married,Unknown,Blue,38,4,6,4,26516,1434,25082,0.472,3609,76,0.551,0.054 +719536608,Existing Customer,49,F,3,Graduate,Single,Less than $40K,Blue,36,4,5,1,2285,1931,354,0.69,4944,78,0.66,0.845 +720753183,Existing Customer,48,M,2,Post-Graduate,Married,$40K - $60K,Blue,36,4,3,2,9617,2035,7582,1.004,4247,76,0.854,0.212 +714505683,Existing Customer,51,M,4,Uneducated,Divorced,$80K - $120K,Blue,38,5,3,2,34516,0,34516,0.506,3250,63,0.658,0 +711942783,Existing Customer,41,F,3,High School,Married,Less than $40K,Blue,28,3,1,3,2354,1909,445,0.833,4048,61,0.848,0.811 +714031983,Existing Customer,41,F,3,High School,Single,Less than $40K,Silver,36,6,1,3,11533,1418,10115,0.546,4038,63,0.615,0.123 +711372258,Existing Customer,59,M,1,College,Single,$40K - $60K,Blue,51,4,2,2,5042,1002,4040,1.108,2897,62,0.632,0.199 +710825658,Existing Customer,37,F,3,Uneducated,Single,Less than $40K,Blue,29,5,3,2,2584,1614,970,0.675,4045,78,0.733,0.625 +716575758,Attrited Customer,50,F,2,College,Unknown,Unknown,Blue,39,2,3,2,1438.3,0,1438.3,0.588,1859,41,0.464,0 +714732183,Existing Customer,47,M,4,Uneducated,Unknown,$40K - $60K,Blue,36,6,3,2,3402,1607,1795,0.432,3188,65,0.667,0.472 +714097683,Attrited Customer,55,F,2,Graduate,Married,$40K - $60K,Blue,49,3,3,4,1809,0,1809,0.569,2123,44,0.571,0 +720568083,Existing Customer,40,M,2,Graduate,Divorced,$60K - $80K,Blue,36,5,2,4,8624,0,8624,0.574,2428,53,0.893,0 +708121908,Attrited Customer,48,M,4,Unknown,Married,$80K - $120K,Blue,36,2,3,2,22917,0,22917,0.574,2045,45,0.5,0 +778710783,Existing Customer,45,M,3,High School,Divorced,$80K - $120K,Blue,26,3,2,2,18410,974,17436,0.857,3778,83,0.694,0.053 +713745783,Existing Customer,29,F,0,Post-Graduate,Single,Unknown,Gold,36,4,1,4,34516,1452,33064,0.887,2336,49,1.13,0.042 +711043983,Existing Customer,44,M,3,High School,Single,$80K - $120K,Blue,29,6,3,1,34516,1259,33257,0.547,3275,67,0.595,0.036 +716438433,Existing Customer,41,M,1,Doctorate,Married,$80K - $120K,Blue,32,4,3,3,10130,1449,8681,0.819,4002,66,0.571,0.143 +709435533,Attrited Customer,53,F,1,Unknown,Single,Less than $40K,Blue,41,2,3,2,3099,0,3099,0.279,1401,44,0.419,0 +711080358,Existing Customer,55,M,1,Unknown,Unknown,$120K +,Blue,46,4,1,2,19849,2205,17644,0.796,3657,66,0.737,0.111 +718677858,Existing Customer,39,M,1,College,Married,Less than $40K,Blue,27,4,2,2,2283,1053,1230,0.854,4571,72,0.756,0.461 +720259308,Existing Customer,39,M,3,High School,Single,$80K - $120K,Blue,30,5,3,3,6347,569,5778,0.668,3927,82,0.577,0.09 +719346708,Existing Customer,41,F,1,Unknown,Divorced,Less than $40K,Blue,30,5,2,4,2758,1675,1083,0.882,3820,72,0.636,0.607 +719874633,Attrited Customer,44,M,1,High School,Unknown,$80K - $120K,Gold,36,2,2,3,34516,0,34516,0.596,1891,34,0.214,0 +720286908,Existing Customer,50,M,3,Uneducated,Married,$40K - $60K,Blue,40,5,2,2,3469,0,3469,0.956,3680,80,0.951,0 +719168883,Attrited Customer,45,F,5,Unknown,Single,Less than $40K,Blue,34,1,4,1,5155,0,5155,1.014,2753,45,0.607,0 +789893808,Existing Customer,52,M,3,Graduate,Divorced,$120K +,Silver,42,6,2,3,34516,1230,33286,0.608,2100,38,0.407,0.036 +772472208,Existing Customer,50,M,1,Uneducated,Married,$60K - $80K,Blue,40,6,1,4,4092,996,3096,0.644,2298,48,0.655,0.243 +710402508,Existing Customer,52,M,0,Unknown,Married,$80K - $120K,Blue,36,4,3,4,4675,0,4675,0.863,3487,69,0.683,0 +710218233,Existing Customer,43,F,3,High School,Single,$40K - $60K,Blue,35,4,3,3,2297,1044,1253,0.591,3161,65,0.711,0.455 +714212358,Attrited Customer,38,F,3,High School,Single,Unknown,Blue,36,1,3,2,5260,1706,3554,0.359,2142,57,0.676,0.324 +812956983,Existing Customer,51,M,3,Graduate,Married,$80K - $120K,Blue,46,6,3,3,3458,1989,1469,0.707,3409,59,1.034,0.575 +780241758,Existing Customer,59,M,1,High School,Single,$60K - $80K,Blue,45,4,2,4,3943,2517,1426,0.467,3527,59,0.788,0.638 +711580908,Existing Customer,52,F,3,Unknown,Single,$40K - $60K,Blue,42,6,3,2,3028,2258,770,1.058,4119,81,0.884,0.746 +712835433,Existing Customer,49,F,3,Uneducated,Married,Unknown,Blue,36,5,3,3,1438.3,0,1438.3,0.806,4869,73,0.825,0 +716461683,Existing Customer,47,F,3,Uneducated,Married,Less than $40K,Silver,36,5,3,1,11884,1339,10545,0.556,4134,72,1,0.113 +713617608,Existing Customer,43,M,3,Unknown,Married,$120K +,Silver,33,5,2,3,34516,1844,32672,1.051,4217,79,0.795,0.053 +714622833,Existing Customer,47,M,3,Uneducated,Single,$80K - $120K,Blue,36,5,3,2,26058,1664,24394,0.916,3489,58,0.611,0.064 +712115958,Existing Customer,47,F,3,Uneducated,Single,Less than $40K,Blue,38,5,3,4,2808,2264,544,0.544,3562,74,0.682,0.806 +712033833,Existing Customer,42,F,4,Unknown,Unknown,Less than $40K,Blue,34,5,3,2,1874,1341,533,0.952,3899,70,0.75,0.716 +714548733,Existing Customer,35,M,0,College,Single,$80K - $120K,Silver,16,6,3,3,34516,0,34516,0.524,2655,64,0.829,0 +719523108,Existing Customer,61,M,0,Post-Graduate,Single,$60K - $80K,Blue,36,6,2,3,11236,576,10660,0.637,4253,80,0.6,0.051 +710881008,Existing Customer,42,M,3,High School,Single,$80K - $120K,Blue,29,3,1,1,6380,1238,5142,0.903,4119,66,0.61,0.194 +715098333,Existing Customer,52,M,2,High School,Single,$120K +,Blue,43,3,2,3,34516,761,33755,0.916,4313,82,0.547,0.022 +708211383,Existing Customer,35,F,3,Graduate,Single,Less than $40K,Blue,27,3,3,3,2664,0,2664,0.731,3906,74,0.574,0 +715054683,Existing Customer,50,M,2,Uneducated,Single,$80K - $120K,Blue,42,3,3,4,1645,0,1645,0.771,3838,60,0.463,0 +710670633,Existing Customer,40,M,4,High School,Married,$60K - $80K,Blue,36,6,3,3,5797,1779,4018,0.785,2131,33,0.571,0.307 +784560258,Existing Customer,45,M,1,Uneducated,Divorced,$60K - $80K,Blue,39,4,2,0,21721,1247,20474,0.657,3937,63,0.658,0.057 +710871108,Existing Customer,45,M,5,Uneducated,Divorced,$60K - $80K,Silver,36,4,2,4,31756,1459,30297,0.687,4759,70,0.556,0.046 +787770858,Existing Customer,43,M,4,Graduate,Single,$80K - $120K,Blue,32,3,2,3,8333,774,7559,0.984,3889,81,0.723,0.093 +721104708,Attrited Customer,41,F,3,Post-Graduate,Single,Less than $40K,Blue,36,1,3,1,2067,1966,101,0.91,3033,41,0.708,0.951 +717461283,Attrited Customer,38,F,2,Graduate,Single,Unknown,Blue,24,3,2,3,2214,570,1644,0.688,2066,45,0.25,0.257 +803028858,Attrited Customer,38,F,2,Graduate,Single,Less than $40K,Blue,32,2,3,3,3775,0,3775,0.581,2031,36,0.385,0 +716628633,Existing Customer,41,M,4,Uneducated,Single,$80K - $120K,Blue,33,6,3,3,4388,1519,2869,0.787,4406,74,0.574,0.346 +813380058,Existing Customer,64,F,0,Graduate,Single,Unknown,Blue,56,3,2,4,4100,863,3237,0.992,3593,51,0.821,0.21 +770135358,Existing Customer,46,F,1,Graduate,Married,Less than $40K,Blue,40,6,2,2,5157,1485,3672,0.699,4417,77,0.711,0.288 +719301258,Existing Customer,61,M,0,Post-Graduate,Single,$40K - $60K,Silver,42,4,3,2,15939,0,15939,0.791,3982,68,0.943,0 +711340233,Existing Customer,46,F,0,Graduate,Single,Unknown,Blue,34,6,1,2,9216,2059,7157,0.763,3630,78,0.56,0.223 +710002833,Existing Customer,32,F,1,High School,Married,Unknown,Blue,22,3,2,3,3413,2517,896,0.984,4355,71,0.919,0.737 +808705758,Existing Customer,43,M,3,Unknown,Unknown,$80K - $120K,Blue,38,6,2,3,20348,1732,18616,0.674,1624,27,0.688,0.085 +710839308,Existing Customer,34,F,2,High School,Single,Less than $40K,Blue,21,6,1,3,5015,1671,3344,0.689,3161,77,0.878,0.333 +768687183,Existing Customer,54,F,1,College,Single,Less than $40K,Blue,48,3,1,4,2440,1083,1357,0.907,3017,53,0.71,0.444 +720541758,Existing Customer,45,F,4,College,Divorced,Less than $40K,Blue,39,5,1,2,4948,1655,3293,0.562,3711,64,0.524,0.334 +712263258,Existing Customer,49,F,2,Uneducated,Married,Less than $40K,Blue,38,6,3,3,2468,0,2468,1.057,3371,62,0.676,0 +712751133,Attrited Customer,42,M,3,Doctorate,Single,$60K - $80K,Blue,35,3,3,3,11328,1369,9959,0.585,1829,42,0.312,0.121 +779662308,Existing Customer,49,F,2,Unknown,Married,Less than $40K,Blue,32,3,1,3,1438.3,710,728.3,0.683,3808,80,0.569,0.494 +719260608,Existing Customer,38,M,3,Uneducated,Single,$60K - $80K,Silver,31,5,3,2,34516,1566,32950,1.106,3961,53,0.893,0.045 +803319633,Existing Customer,51,F,2,High School,Married,Less than $40K,Blue,45,4,3,2,3183,1358,1825,0.657,3988,81,0.688,0.427 +708170508,Attrited Customer,38,M,2,Graduate,Married,$60K - $80K,Blue,36,2,3,2,1438.3,0,1438.3,0.461,1651,42,0.5,0 +711891933,Existing Customer,47,M,3,High School,Married,$80K - $120K,Blue,40,3,3,3,12945,1582,11363,0.496,3369,59,0.788,0.122 +802875333,Existing Customer,51,M,1,High School,Single,$60K - $80K,Blue,45,3,3,4,2458,0,2458,0.819,3377,54,0.929,0 +719991783,Existing Customer,40,M,2,High School,Married,$80K - $120K,Silver,36,5,3,0,34516,2183,32333,0.739,3644,67,0.634,0.063 +745435533,Existing Customer,44,M,2,Unknown,Married,$80K - $120K,Blue,37,6,1,3,2617,2517,100,0.78,3104,70,0.75,0.962 +718063083,Existing Customer,40,M,2,Graduate,Married,$40K - $60K,Blue,31,6,1,2,6500,2025,4475,0.656,4738,82,0.673,0.312 +710713608,Existing Customer,60,M,0,Uneducated,Single,$80K - $120K,Blue,36,6,3,2,24528,2396,22132,0.81,4070,67,0.718,0.098 +720487308,Existing Customer,49,M,1,High School,Unknown,$60K - $80K,Blue,38,3,3,2,15898,0,15898,1.049,4184,54,1.077,0 +719770158,Attrited Customer,54,F,3,Post-Graduate,Single,Less than $40K,Blue,49,1,4,3,8516,0,8516,0.549,2189,37,0.276,0 +712283808,Existing Customer,50,F,3,High School,Married,Less than $40K,Silver,40,5,2,2,10062,1149,8913,0.76,1964,44,0.467,0.114 +779737233,Existing Customer,51,M,1,Graduate,Married,$60K - $80K,Blue,35,3,3,2,9589,628,8961,0.695,3971,66,0.784,0.065 +751076058,Existing Customer,44,F,4,Unknown,Married,Unknown,Blue,37,4,3,3,5826,0,5826,0.689,3756,73,0.921,0 +736552308,Existing Customer,48,F,4,Graduate,Married,Less than $40K,Blue,41,3,1,3,3521,672,2849,0.655,3291,65,0.757,0.191 +720578058,Existing Customer,53,M,4,Unknown,Single,$60K - $80K,Blue,42,3,3,4,8386,2375,6011,0.539,4101,67,0.718,0.283 +714932658,Existing Customer,42,F,4,College,Single,Unknown,Blue,34,5,3,2,15449,0,15449,0.783,4098,81,0.588,0 +804708633,Existing Customer,44,F,3,Uneducated,Single,Less than $40K,Blue,39,3,2,2,7323,0,7323,0.518,4666,87,0.776,0 +716271183,Attrited Customer,45,F,2,Uneducated,Single,Less than $40K,Blue,37,3,2,2,8924,0,8924,0.547,1720,42,0.4,0 +712442508,Existing Customer,52,F,4,Post-Graduate,Married,Less than $40K,Blue,37,6,3,4,1438.3,783,655.3,0.733,3464,70,0.795,0.544 +719165508,Existing Customer,48,F,3,Graduate,Married,$40K - $60K,Silver,40,5,3,4,18965,2262,16703,0.592,3066,69,0.816,0.119 +826467333,Existing Customer,57,M,1,High School,Single,$80K - $120K,Blue,53,4,1,3,7976,585,7391,0.925,4082,74,0.682,0.073 +721027083,Existing Customer,47,F,4,Post-Graduate,Single,Unknown,Blue,36,6,1,0,3054,1862,1192,0.589,3543,87,0.812,0.61 +713764458,Existing Customer,53,M,2,Graduate,Single,$120K +,Blue,36,5,2,3,10620,2090,8530,0.88,3453,68,0.838,0.197 +816261858,Attrited Customer,61,M,0,Graduate,Single,$40K - $60K,Blue,56,2,5,4,3984,2245,1739,0.612,1821,39,0.696,0.564 +710850633,Existing Customer,65,M,0,High School,Single,$40K - $60K,Blue,53,3,2,2,2507,1613,894,1.082,3325,67,0.675,0.643 +805282908,Existing Customer,43,M,5,Graduate,Unknown,$40K - $60K,Blue,38,3,3,2,7599,1100,6499,0.365,4401,71,0.651,0.145 +771246708,Existing Customer,40,M,5,Graduate,Unknown,$120K +,Blue,27,5,2,3,31954,2297,29657,0.516,4371,82,0.64,0.072 +785119833,Existing Customer,40,M,3,College,Divorced,$60K - $80K,Blue,34,3,3,3,19666,1180,18486,0.898,3391,54,0.636,0.06 +716780283,Existing Customer,39,M,2,Uneducated,Single,$40K - $60K,Blue,19,4,3,3,6628,1735,4893,0.587,4050,89,0.935,0.262 +716546283,Existing Customer,39,M,3,Graduate,Married,$60K - $80K,Blue,36,6,3,4,13049,943,12106,0.686,3944,72,0.674,0.072 +721308033,Attrited Customer,45,F,2,Post-Graduate,Single,Less than $40K,Blue,37,3,3,1,3036,2517,519,0.882,2609,42,0.615,0.829 +779270883,Existing Customer,48,M,4,High School,Married,$60K - $80K,Blue,30,6,3,3,16575,0,16575,0.76,3982,77,0.878,0 +822061683,Existing Customer,38,M,1,Graduate,Single,$60K - $80K,Blue,34,5,3,4,23391,1977,21414,0.558,4106,85,0.809,0.085 +710058033,Existing Customer,51,M,0,Uneducated,Divorced,$120K +,Blue,41,4,1,0,23898,0,23898,0.486,3781,66,0.61,0 +710678658,Existing Customer,47,F,4,Unknown,Unknown,Less than $40K,Blue,36,5,3,2,4944,1151,3793,0.801,3684,64,0.829,0.233 +712943508,Existing Customer,48,F,5,Graduate,Married,Less than $40K,Blue,36,5,3,0,6921,1023,5898,0.816,4608,79,0.927,0.148 +816263808,Existing Customer,47,M,1,Graduate,Single,$80K - $120K,Blue,31,4,1,2,18026,755,17271,0.931,2760,56,1,0.042 +714162033,Existing Customer,45,F,3,Post-Graduate,Divorced,Less than $40K,Blue,28,3,4,3,5216,1519,3697,0.887,3434,49,0.69,0.291 +711238908,Existing Customer,65,F,0,Uneducated,Single,Less than $40K,Blue,54,6,5,2,7699,1758,5941,0.641,5103,62,0.771,0.228 +713971608,Existing Customer,49,M,4,Uneducated,Married,Less than $40K,Blue,39,6,1,4,7232,1830,5402,1.002,4337,71,0.543,0.253 +715193433,Existing Customer,61,F,0,High School,Single,Unknown,Blue,51,4,2,2,8476,0,8476,0.675,3889,67,0.489,0 +713111883,Existing Customer,51,M,1,Unknown,Married,$120K +,Blue,31,5,1,2,25837,1812,24025,0.686,3783,70,0.75,0.07 +716911608,Existing Customer,48,M,4,Graduate,Single,$80K - $120K,Blue,36,4,1,4,1536,1017,519,0.589,3816,71,0.449,0.662 +822898758,Existing Customer,44,F,5,Post-Graduate,Married,Less than $40K,Blue,40,3,3,4,4453,973,3480,0.908,3239,66,0.65,0.219 +712085733,Existing Customer,45,M,4,Graduate,Married,$120K +,Blue,36,5,2,3,34516,880,33636,0.687,3491,64,0.455,0.025 +718583133,Existing Customer,49,F,3,Graduate,Unknown,Less than $40K,Blue,39,4,2,0,4389,981,3408,0.65,3598,75,0.705,0.224 +772095858,Existing Customer,38,F,2,Graduate,Single,Unknown,Blue,27,4,2,3,13429,1246,12183,1.055,3929,66,0.737,0.093 +780074733,Existing Customer,42,F,1,Doctorate,Married,Less than $40K,Blue,27,5,3,3,1840,1565,275,0.95,4518,72,0.5,0.851 +710182383,Existing Customer,44,M,3,Uneducated,Divorced,$80K - $120K,Blue,13,4,2,3,17846,1568,16278,1.064,3626,77,0.878,0.088 +713418558,Existing Customer,46,F,3,Graduate,Divorced,Less than $40K,Blue,37,6,1,0,9013,0,9013,0.597,3819,71,0.614,0 +715445883,Existing Customer,40,F,2,Graduate,Married,Unknown,Blue,29,5,2,2,18862,2105,16757,0.832,4449,86,0.686,0.112 +718599108,Existing Customer,50,F,3,Graduate,Married,Unknown,Blue,39,5,3,2,3230,1172,2058,0.514,4419,64,0.73,0.363 +711546333,Existing Customer,46,M,3,Uneducated,Married,Less than $40K,Blue,38,4,3,1,7958,1559,6399,0.726,4962,72,0.714,0.196 +721513833,Existing Customer,35,M,0,High School,Divorced,$40K - $60K,Blue,36,6,3,2,5619,1504,4115,0.775,2808,72,0.6,0.268 +771669183,Existing Customer,49,M,1,Graduate,Married,$60K - $80K,Blue,37,5,1,4,4854,1212,3642,0.308,3651,70,0.556,0.25 +774760458,Attrited Customer,62,F,1,High School,Unknown,$40K - $60K,Blue,56,3,5,1,3807,2517,1290,0.506,1739,36,0.5,0.661 +713453733,Existing Customer,45,F,2,Uneducated,Single,$40K - $60K,Blue,37,6,1,3,2529,1654,875,0.528,3428,84,0.68,0.654 +804415083,Attrited Customer,45,M,3,Unknown,Married,$60K - $80K,Blue,40,3,5,3,4097,655,3442,1.084,2611,51,0.545,0.16 +711419133,Existing Customer,56,M,4,Graduate,Single,Less than $40K,Blue,36,3,2,3,3057,1077,1980,0.934,4449,77,0.878,0.352 +710691633,Existing Customer,58,F,1,High School,Married,Less than $40K,Blue,43,4,1,4,1957,1152,805,0.899,4546,78,0.5,0.589 +715008858,Existing Customer,51,F,3,Unknown,Single,Less than $40K,Blue,41,5,1,2,2941,655,2286,0.616,4099,66,0.571,0.223 +771424908,Attrited Customer,38,M,2,Unknown,Unknown,$60K - $80K,Blue,26,2,2,3,11252,1129,10123,0.462,1766,31,0.476,0.1 +771215583,Existing Customer,39,M,3,High School,Single,$60K - $80K,Blue,26,6,1,4,24534,1475,23059,0.528,3505,60,0.935,0.06 +711012783,Attrited Customer,43,M,4,Graduate,Single,$120K +,Blue,36,1,3,4,33384,0,33384,0.631,2066,46,0.769,0 +827408058,Existing Customer,44,F,3,Graduate,Married,Less than $40K,Blue,40,6,2,2,2232,2002,230,1.107,3803,68,0.511,0.897 +713904708,Existing Customer,40,F,3,Graduate,Married,Less than $40K,Blue,36,6,1,3,7582,1942,5640,0.823,4926,85,0.635,0.256 +807596358,Existing Customer,49,M,2,Uneducated,Married,$80K - $120K,Blue,44,6,2,2,13884,1204,12680,0.575,4650,70,0.556,0.087 +708788583,Attrited Customer,64,F,1,College,Unknown,Less than $40K,Blue,56,3,1,2,6167,0,6167,0.422,1648,43,0.536,0 +713446083,Existing Customer,49,F,4,Uneducated,Unknown,Unknown,Blue,39,5,2,3,11545,1732,9813,0.871,3996,65,0.548,0.15 +717888108,Existing Customer,47,F,3,Doctorate,Single,$40K - $60K,Blue,35,3,3,2,2872,2517,355,0.606,3635,62,0.824,0.876 +819714408,Attrited Customer,44,F,2,Graduate,Married,Unknown,Blue,39,6,3,3,5666,2386,3280,0.564,1981,42,1,0.421 +716853258,Existing Customer,64,M,1,Graduate,Single,Less than $40K,Blue,45,5,3,2,4417,0,4417,0.904,4253,72,0.895,0 +719455083,Existing Customer,48,F,3,Uneducated,Single,Less than $40K,Blue,39,4,3,4,2991,1508,1483,0.703,3734,64,0.882,0.504 +779299233,Existing Customer,52,F,3,Graduate,Single,Less than $40K,Silver,34,3,2,2,13109,1375,11734,0.742,3563,73,0.553,0.105 +771922008,Existing Customer,57,F,2,Unknown,Single,Less than $40K,Blue,46,5,2,2,5443,1889,3554,0.421,4416,64,0.6,0.347 +708887433,Existing Customer,65,M,0,Graduate,Single,Less than $40K,Blue,56,6,1,3,2717,0,2717,0.736,3150,59,0.475,0 +713214558,Existing Customer,52,M,2,Graduate,Married,$60K - $80K,Blue,41,4,3,3,2628,2195,433,0.635,3608,68,0.417,0.835 +718038483,Existing Customer,42,M,3,Uneducated,Single,$80K - $120K,Blue,35,5,1,4,16054,0,16054,0.446,3449,75,0.705,0 +714053358,Existing Customer,37,M,2,High School,Single,$40K - $60K,Blue,31,6,3,4,3216,0,3216,0.683,4039,81,1.077,0 +713730933,Attrited Customer,53,F,4,Graduate,Married,Less than $40K,Blue,36,2,3,5,1438.3,0,1438.3,0.314,1739,44,0.467,0 +762775908,Existing Customer,46,F,2,High School,Married,Unknown,Blue,39,3,1,2,12295,1292,11003,0.537,4177,63,0.75,0.105 +713181558,Existing Customer,55,F,2,Doctorate,Married,Unknown,Blue,47,6,1,3,5794,0,5794,0.732,4201,73,0.587,0 +713079108,Existing Customer,51,F,0,Graduate,Married,Less than $40K,Blue,42,5,3,2,1858,925,933,1.056,3660,72,0.6,0.498 +804426858,Existing Customer,35,F,1,Uneducated,Married,Less than $40K,Blue,30,3,2,1,2593,1660,933,0.562,1974,33,1.062,0.64 +788379933,Existing Customer,41,M,3,Doctorate,Single,$60K - $80K,Blue,34,5,3,2,12420,0,12420,0.709,4422,70,0.628,0 +713740533,Existing Customer,41,M,3,Graduate,Single,$60K - $80K,Blue,29,5,3,3,2775,1664,1111,0.809,2478,52,0.926,0.6 +712235433,Attrited Customer,43,F,1,Graduate,Single,Less than $40K,Blue,36,2,3,2,2886,0,2886,0.587,2326,50,0.429,0 +811705233,Existing Customer,45,M,2,Unknown,Single,$40K - $60K,Blue,40,6,4,3,7037,0,7037,0.583,4099,71,0.69,0 +714594933,Existing Customer,44,F,2,Graduate,Divorced,Less than $40K,Blue,36,6,3,0,7065,990,6075,0.503,3758,65,0.711,0.14 +714377058,Attrited Customer,63,F,1,Unknown,Single,Less than $40K,Blue,36,3,3,4,1896,0,1896,0.747,2186,50,0.562,0 +827114058,Existing Customer,46,M,4,Post-Graduate,Married,$60K - $80K,Blue,42,6,2,1,11634,0,11634,0.52,4447,74,0.574,0 +708654933,Attrited Customer,51,F,2,Doctorate,Married,Less than $40K,Platinum,42,3,2,3,15987,193,15794,0.435,2021,46,0.394,0.012 +720283758,Attrited Customer,44,F,2,Uneducated,Married,Unknown,Blue,36,1,3,3,13735,1733,12002,0.614,1783,43,0.654,0.126 +801994458,Existing Customer,58,M,1,Unknown,Single,$40K - $60K,Blue,52,3,2,3,3880,2517,1363,0.673,3163,65,0.97,0.649 +718834233,Existing Customer,38,F,2,College,Single,Less than $40K,Blue,21,4,1,2,6899,0,6899,0.771,3848,71,0.69,0 +719196858,Existing Customer,50,M,2,Graduate,Married,$60K - $80K,Blue,39,4,1,4,6508,2276,4232,1.008,4254,77,0.711,0.35 +708451233,Existing Customer,46,F,3,Graduate,Unknown,Less than $40K,Blue,36,5,3,4,5090,1650,3440,0.58,3707,72,0.44,0.324 +718735908,Attrited Customer,47,M,4,Graduate,Single,$120K +,Blue,35,3,4,3,7015,0,7015,0.456,1799,51,0.645,0 +789339633,Existing Customer,51,M,2,Uneducated,Divorced,$120K +,Blue,41,4,2,3,30560,0,30560,0.721,3736,55,0.719,0 +804833058,Attrited Customer,49,M,3,Unknown,Single,$80K - $120K,Blue,44,1,3,4,4384,0,4384,0.684,1832,49,0.581,0 +712542258,Existing Customer,47,F,5,Unknown,Married,Less than $40K,Blue,40,5,1,3,2950,2000,950,0.882,4742,79,0.837,0.678 +713639058,Attrited Customer,49,M,3,High School,Married,$60K - $80K,Blue,34,6,3,3,1511,0,1511,0.432,1329,35,0.591,0 +709560258,Attrited Customer,49,F,3,Graduate,Single,Unknown,Blue,31,2,3,4,4946,0,4946,0.54,2239,38,0.407,0 +718317258,Existing Customer,54,F,3,Uneducated,Single,Less than $40K,Blue,47,3,3,3,7477,1960,5517,1.008,3618,76,0.583,0.262 +720362058,Attrited Customer,57,M,2,Uneducated,Single,$60K - $80K,Silver,49,4,3,3,32182,0,32182,0.52,1937,46,0.704,0 +712606158,Existing Customer,47,M,4,Uneducated,Married,$60K - $80K,Blue,42,4,1,2,5715,1214,4501,0.858,3685,63,0.658,0.212 +713162358,Existing Customer,49,F,4,Unknown,Single,$40K - $60K,Blue,36,4,3,2,9595,509,9086,0.625,4050,72,0.5,0.053 +710673558,Existing Customer,37,M,1,High School,Single,$60K - $80K,Blue,21,3,2,2,21952,1600,20352,0.878,4087,70,0.628,0.073 +710096658,Existing Customer,45,F,3,Unknown,Married,Less than $40K,Blue,39,4,3,3,2606,1978,628,0.443,2191,42,0.5,0.759 +721313808,Existing Customer,50,M,1,Doctorate,Single,$80K - $120K,Blue,41,6,1,2,2826,1741,1085,0.669,4488,73,0.825,0.616 +778924158,Existing Customer,45,F,2,High School,Single,Less than $40K,Blue,26,4,3,4,1438.3,0,1438.3,0.71,3749,77,0.604,0 +719602908,Attrited Customer,42,F,2,Post-Graduate,Single,$40K - $60K,Blue,34,3,3,3,5667,812,4855,0.62,2064,42,0.4,0.143 +820383558,Existing Customer,45,M,4,High School,Married,$80K - $120K,Blue,40,6,2,3,6366,1344,5022,0.492,3258,58,0.758,0.211 +717953283,Existing Customer,41,M,3,Graduate,Married,$60K - $80K,Blue,31,5,2,2,2122,1189,933,0.398,4379,45,1.143,0.56 +710327508,Existing Customer,44,F,4,Uneducated,Single,Less than $40K,Blue,36,5,2,4,1687,1290,397,0.709,4247,87,0.706,0.765 +785134758,Existing Customer,41,M,2,College,Unknown,$80K - $120K,Blue,24,3,2,4,14320,0,14320,0.754,4077,77,0.791,0 +811970808,Existing Customer,53,F,0,Graduate,Single,Less than $40K,Blue,48,4,3,3,5972,1885,4087,0.973,3491,65,0.711,0.316 +718676283,Existing Customer,43,F,2,Uneducated,Married,Less than $40K,Blue,34,6,2,3,8771,1662,7109,0.555,3779,72,0.756,0.189 +720439533,Existing Customer,64,F,0,Uneducated,Single,Less than $40K,Blue,36,3,1,3,7112,1358,5754,0.553,4951,73,0.587,0.191 +793720908,Existing Customer,46,M,5,Uneducated,Single,$40K - $60K,Blue,40,6,2,2,7333,875,6458,0.807,3636,48,1.286,0.119 +708937608,Existing Customer,37,F,4,High School,Single,Less than $40K,Blue,18,4,1,2,2001,1366,635,0.86,4590,66,0.571,0.683 +769189083,Existing Customer,46,F,2,Graduate,Single,Less than $40K,Blue,40,4,2,4,1438.3,639,799.3,0.768,4427,85,0.735,0.444 +713455233,Existing Customer,48,M,3,Graduate,Married,$80K - $120K,Blue,37,5,2,1,34516,1416,33100,0.491,4026,65,0.512,0.041 +719563158,Existing Customer,48,M,2,High School,Married,$40K - $60K,Blue,36,6,3,2,4207,1921,2286,0.766,3850,75,0.562,0.457 +753118533,Existing Customer,38,F,2,Doctorate,Single,Less than $40K,Blue,31,6,3,2,1555,986,569,0.865,4686,75,0.667,0.634 +713265858,Existing Customer,44,M,3,Graduate,Married,$120K +,Blue,32,4,2,2,34516,1344,33172,0.523,4795,92,0.673,0.039 +709713033,Attrited Customer,55,M,1,College,Single,$80K - $120K,Blue,48,3,3,3,6846,0,6846,0.62,1735,35,0.522,0 +711608958,Existing Customer,50,M,1,Uneducated,Married,$40K - $60K,Blue,36,5,1,4,2071,1035,1036,0.754,4092,74,0.947,0.5 +708633783,Attrited Customer,43,M,3,Uneducated,Single,$80K - $120K,Blue,30,3,2,4,11336,0,11336,0.691,1809,39,0.345,0 +714532158,Existing Customer,55,M,1,Doctorate,Single,$60K - $80K,Blue,36,3,3,3,15221,1166,14055,0.839,3848,68,0.619,0.077 +720950283,Attrited Customer,47,M,3,High School,Married,$80K - $120K,Blue,34,3,3,3,21359,0,21359,0.551,2064,63,0.853,0 +809797158,Existing Customer,42,M,2,Uneducated,Single,$80K - $120K,Blue,37,3,3,4,19366,1592,17774,0.679,3627,66,1,0.082 +713692683,Existing Customer,41,M,2,Uneducated,Married,$60K - $80K,Blue,13,4,2,2,2243,1944,299,0.942,3216,77,0.674,0.867 +710748483,Existing Customer,56,F,1,High School,Single,Less than $40K,Blue,43,3,2,2,2923,1934,989,0.577,3861,68,0.7,0.662 +720868683,Existing Customer,50,F,4,Uneducated,Single,$40K - $60K,Blue,22,5,2,3,7853,1343,6510,0.491,1814,37,0.37,0.171 +787532808,Existing Customer,41,M,4,Post-Graduate,Married,$40K - $60K,Silver,30,6,3,3,16386,2236,14150,1.004,3293,66,0.833,0.136 +709453833,Existing Customer,48,F,4,Graduate,Single,Unknown,Blue,40,3,2,2,11164,859,10305,0.915,4227,67,0.634,0.077 +712114458,Existing Customer,49,F,3,Uneducated,Married,Less than $40K,Blue,31,6,3,3,2960,1835,1125,0.532,3941,64,0.455,0.62 +811013658,Existing Customer,41,M,2,High School,Married,$120K +,Blue,36,4,3,2,10816,871,9945,0.606,3221,68,0.581,0.081 +789180933,Existing Customer,37,F,3,High School,Single,Less than $40K,Blue,26,3,1,2,2917,2216,701,0.81,4524,67,0.489,0.76 +717151383,Existing Customer,44,F,1,Graduate,Married,Less than $40K,Blue,36,3,3,3,2568,1603,965,0.432,3616,85,0.545,0.624 +712470033,Existing Customer,44,F,3,College,Single,Less than $40K,Blue,30,6,3,3,4539,2053,2486,0.705,2960,67,0.861,0.452 +717840108,Attrited Customer,48,M,4,Unknown,Married,$80K - $120K,Blue,41,2,3,6,4806,1357,3449,0.573,1771,35,0.346,0.282 +709131033,Existing Customer,65,F,0,Graduate,Unknown,Unknown,Blue,36,3,3,4,2025,1701,324,0.628,4056,71,0.578,0.84 +721506708,Existing Customer,54,M,1,Uneducated,Unknown,$80K - $120K,Blue,46,4,1,4,6249,2517,3732,0.751,3988,68,0.789,0.403 +716039433,Existing Customer,48,F,2,High School,Single,Less than $40K,Blue,35,4,6,1,1686,1271,415,1.087,3445,64,0.73,0.754 +710874933,Existing Customer,41,M,1,Graduate,Married,$80K - $120K,Blue,31,5,3,4,10239,2224,8015,0.545,2149,40,1.105,0.217 +794682483,Existing Customer,43,F,3,Post-Graduate,Unknown,Less than $40K,Blue,23,5,3,3,4284,1094,3190,0.63,3095,64,0.524,0.255 +709229358,Existing Customer,46,F,5,Uneducated,Single,Less than $40K,Blue,38,6,1,4,2601,1604,997,0.853,4835,80,0.702,0.617 +772177308,Existing Customer,47,F,2,Unknown,Unknown,Less than $40K,Blue,36,4,2,2,1738,0,1738,1.124,2572,62,0.938,0 +715016508,Attrited Customer,42,F,3,High School,Married,$40K - $60K,Blue,36,1,3,4,4527,0,4527,0.801,2441,37,0.37,0 +716071233,Existing Customer,42,M,0,High School,Unknown,$80K - $120K,Silver,35,5,2,3,34516,1934,32582,0.626,4613,73,0.553,0.056 +818308533,Existing Customer,47,M,5,Post-Graduate,Married,Less than $40K,Blue,41,4,2,1,3532,0,3532,0.82,3162,56,0.6,0 +711000933,Existing Customer,50,F,2,Graduate,Single,Unknown,Blue,41,5,2,4,4846,2490,2356,0.788,3724,61,0.605,0.514 +760104333,Existing Customer,43,F,3,Graduate,Married,Less than $40K,Silver,36,6,2,2,11392,0,11392,0.821,3246,63,0.703,0 +718201383,Existing Customer,49,M,1,College,Married,$60K - $80K,Blue,43,6,3,4,22036,1560,20476,0.555,2139,48,0.714,0.071 +779450958,Existing Customer,43,F,4,Graduate,Married,Less than $40K,Blue,25,5,3,2,2772,1782,990,0.718,4739,88,0.796,0.643 +717990183,Existing Customer,52,M,4,Uneducated,Married,$80K - $120K,Blue,36,5,2,2,7474,2444,5030,0.619,5100,79,0.717,0.327 +721252683,Existing Customer,40,M,5,Unknown,Married,$80K - $120K,Blue,33,4,2,4,34516,1501,33015,0.813,3368,64,0.641,0.043 +710505483,Existing Customer,46,M,3,Uneducated,Married,$60K - $80K,Blue,36,4,3,3,11117,0,11117,0.814,3099,69,0.816,0 +711587433,Existing Customer,47,F,4,Graduate,Married,Unknown,Blue,33,6,3,1,10714,2407,8307,0.378,4328,71,0.543,0.225 +720964683,Existing Customer,60,M,0,High School,Single,$40K - $60K,Blue,36,5,3,2,5420,0,5420,0.81,3477,60,0.622,0 +711478233,Existing Customer,38,F,1,Post-Graduate,Single,Less than $40K,Blue,26,4,1,3,2652,2496,156,0.561,3691,58,1.071,0.941 +717096858,Existing Customer,51,M,2,Doctorate,Single,$40K - $60K,Blue,40,4,3,3,6492,719,5773,0.711,4828,78,0.529,0.111 +719739108,Existing Customer,62,F,0,Graduate,Divorced,$40K - $60K,Blue,50,3,2,4,11352,2517,8835,0.751,4021,56,0.806,0.222 +717432933,Existing Customer,52,F,5,Unknown,Single,Unknown,Blue,36,3,1,3,3167,1387,1780,0.899,4587,76,0.551,0.438 +721501308,Existing Customer,41,M,3,High School,Single,Less than $40K,Blue,33,6,3,1,7015,918,6097,0.957,4410,70,0.591,0.131 +714169083,Existing Customer,48,M,4,Post-Graduate,Single,$120K +,Blue,38,5,2,0,34516,1639,32877,0.688,4959,74,0.805,0.047 +710194683,Existing Customer,43,M,3,Graduate,Unknown,$80K - $120K,Blue,30,3,1,4,3244,2260,984,0.711,2313,39,0.857,0.697 +715365183,Existing Customer,51,F,1,College,Married,Less than $40K,Blue,42,4,2,2,2431,0,2431,0.886,3323,65,1.097,0 +715448058,Existing Customer,42,F,1,College,Married,Less than $40K,Blue,36,6,4,1,3050,1824,1226,0.771,1973,50,1.381,0.598 +779008158,Existing Customer,54,F,4,Graduate,Single,Less than $40K,Blue,43,3,1,4,2191,1655,536,1.008,4961,71,0.821,0.755 +712822758,Existing Customer,52,F,3,Uneducated,Married,Less than $40K,Blue,33,6,3,3,5677,1403,4274,0.951,2730,58,0.758,0.247 +717466158,Existing Customer,48,F,2,Doctorate,Married,Less than $40K,Blue,40,3,4,3,4176,1248,2928,0.434,4889,62,0.632,0.299 +798687258,Existing Customer,40,M,4,Graduate,Married,Less than $40K,Blue,34,3,1,2,2577,1812,765,0.666,4134,62,0.824,0.703 +717380133,Existing Customer,65,M,0,High School,Single,$40K - $60K,Blue,36,6,4,1,3305,1909,1396,0.371,4218,72,0.636,0.578 +709693833,Existing Customer,47,M,4,Graduate,Married,$60K - $80K,Blue,34,6,3,0,9261,1605,7656,0.571,2468,44,0.419,0.173 +804847308,Existing Customer,64,F,0,Graduate,Single,$40K - $60K,Blue,56,6,2,1,1564,0,1564,0.516,4018,69,0.605,0 +716321583,Existing Customer,50,F,3,Unknown,Single,$40K - $60K,Blue,36,5,3,3,12740,1173,11567,1.04,3441,55,0.719,0.092 +712685733,Existing Customer,57,F,3,Unknown,Single,Unknown,Silver,36,6,3,2,34516,1698,32818,0.823,3498,68,0.619,0.049 +781306758,Attrited Customer,58,M,2,Uneducated,Single,$80K - $120K,Blue,52,1,2,4,3091,2517,574,0.602,1844,49,0.633,0.814 +743912958,Existing Customer,39,F,1,Graduate,Single,$40K - $60K,Blue,32,3,3,1,3812,1103,2709,0.757,4080,65,0.625,0.289 +712294083,Attrited Customer,54,F,2,High School,Single,Unknown,Blue,44,4,3,4,3778,0,3778,0.739,2367,45,0.452,0 +716630508,Existing Customer,58,M,3,High School,Married,$120K +,Blue,50,6,2,4,12698,2361,10337,0.799,4425,75,0.63,0.186 +711334983,Attrited Customer,41,F,3,High School,Married,Unknown,Blue,32,1,2,4,26229,0,26229,0.504,2077,46,0.643,0 +717442758,Existing Customer,51,F,4,High School,Married,$40K - $60K,Blue,43,5,3,2,8346,1452,6894,1.194,4141,79,0.612,0.174 +709137558,Existing Customer,52,M,0,Uneducated,Unknown,$80K - $120K,Blue,36,6,4,4,5395,2084,3311,0.798,4689,69,0.725,0.386 +714366708,Existing Customer,58,M,2,Unknown,Divorced,$60K - $80K,Blue,36,6,1,1,1490,1069,421,0.84,3790,85,0.889,0.717 +711925608,Existing Customer,42,M,4,Graduate,Divorced,$80K - $120K,Blue,35,3,2,2,18274,1623,16651,0.681,3886,81,0.8,0.089 +721202058,Existing Customer,62,F,0,High School,Unknown,$40K - $60K,Blue,49,4,1,1,4409,785,3624,0.838,4160,61,0.649,0.178 +716931183,Existing Customer,45,M,5,Uneducated,Single,$80K - $120K,Blue,38,3,4,4,7560,788,6772,1.193,4296,68,0.7,0.104 +800164083,Existing Customer,53,M,1,Uneducated,Unknown,$120K +,Blue,47,4,2,2,20783,1257,19526,0.724,3819,76,0.617,0.06 +719682183,Existing Customer,53,F,2,Unknown,Single,$40K - $60K,Blue,43,3,4,4,6188,2517,3671,0.713,1997,43,1.048,0.407 +710984133,Existing Customer,50,M,3,Uneducated,Single,$120K +,Blue,36,5,3,4,27876,557,27319,0.768,4654,88,0.66,0.02 +780307233,Existing Customer,44,F,2,Post-Graduate,Married,Less than $40K,Blue,30,5,2,3,1924,1471,453,1.485,3521,58,1,0.765 +716434533,Attrited Customer,40,M,3,High School,Married,$80K - $120K,Blue,36,2,3,4,29149,0,29149,0.615,2106,56,0.697,0 +828215508,Attrited Customer,55,F,2,Graduate,Unknown,Less than $40K,Blue,50,4,4,3,1438.3,0,1438.3,0.639,1785,33,0.32,0 +716138958,Existing Customer,50,F,1,Uneducated,Married,Less than $40K,Blue,33,6,4,4,3160,1180,1980,1,3740,68,0.7,0.373 +709276908,Existing Customer,38,F,2,High School,Single,$40K - $60K,Blue,25,6,2,3,1438.3,0,1438.3,0.783,3990,75,0.596,0 +815767983,Existing Customer,45,M,0,Graduate,Married,$60K - $80K,Blue,40,4,3,3,1438.3,0,1438.3,0.555,4869,66,0.737,0 +712812408,Attrited Customer,40,F,3,Unknown,Married,Less than $40K,Blue,28,2,3,3,1535,0,1535,0.544,1921,41,0.464,0 +712403358,Existing Customer,55,F,2,College,Single,$40K - $60K,Blue,35,4,4,4,1438.3,696,742.3,0.888,4307,76,0.9,0.484 +717826308,Existing Customer,49,F,5,Uneducated,Married,Less than $40K,Blue,36,6,2,4,2331,1798,533,0.847,4061,66,0.692,0.771 +753443583,Existing Customer,43,F,1,High School,Single,$40K - $60K,Blue,36,5,2,1,8156,0,8156,0.663,3992,73,0.553,0 +721428333,Existing Customer,47,F,3,Unknown,Unknown,Less than $40K,Blue,34,4,2,1,8109,541,7568,0.958,3609,77,0.604,0.067 +719910333,Existing Customer,43,F,3,Unknown,Unknown,Less than $40K,Blue,36,4,4,2,5853,1190,4663,0.936,3595,80,0.667,0.203 +713585958,Attrited Customer,48,F,4,College,Married,Less than $40K,Blue,36,2,3,2,5997,0,5997,0.406,1457,42,0.5,0 +712866933,Existing Customer,51,M,2,Graduate,Married,$60K - $80K,Blue,32,6,3,4,10824,0,10824,0.962,3700,73,0.738,0 +719219883,Existing Customer,47,M,2,Uneducated,Married,$60K - $80K,Blue,36,4,1,2,9300,769,8531,0.68,3651,67,0.718,0.083 +779170008,Existing Customer,51,F,2,High School,Single,$40K - $60K,Blue,32,4,1,2,5351,0,5351,0.763,4596,78,0.5,0 +779727558,Existing Customer,49,F,4,College,Single,Less than $40K,Blue,33,4,2,3,2097,1250,847,0.699,4148,71,0.543,0.596 +714373308,Existing Customer,53,F,1,Graduate,Single,Less than $40K,Blue,46,6,4,4,2266,0,2266,0.565,3634,66,0.65,0 +715000383,Existing Customer,55,M,3,Uneducated,Single,$80K - $120K,Blue,46,4,2,3,13598,852,12746,0.785,4047,76,0.81,0.063 +710493558,Attrited Customer,46,F,1,Post-Graduate,Married,$40K - $60K,Blue,38,3,2,2,1803,0,1803,0.415,1979,37,0.321,0 +778839108,Existing Customer,50,F,3,High School,Married,Less than $40K,Blue,31,3,1,4,6292,0,6292,0.515,3687,74,0.644,0 +715548183,Existing Customer,65,M,1,Graduate,Single,Unknown,Blue,56,4,3,3,23566,1670,21896,0.735,3129,79,0.837,0.071 +712545183,Existing Customer,51,F,4,Uneducated,Single,Less than $40K,Blue,37,4,4,2,1765,1487,278,0.738,3333,66,1,0.842 +779032308,Existing Customer,46,M,3,High School,Married,$80K - $120K,Blue,27,4,2,3,4964,2316,2648,0.793,3279,66,0.941,0.467 +721500108,Existing Customer,42,M,1,Graduate,Unknown,$60K - $80K,Blue,32,5,3,2,3741,0,3741,0.959,4402,55,0.833,0 +713389233,Existing Customer,49,F,3,High School,Single,Unknown,Silver,36,3,2,2,31631,0,31631,0.632,3418,58,0.758,0 +718811058,Existing Customer,40,M,3,Unknown,Married,$80K - $120K,Blue,36,6,2,2,5014,1887,3127,0.806,4391,66,0.571,0.376 +717084708,Existing Customer,45,F,4,High School,Married,Less than $40K,Blue,34,6,4,1,2484,1543,941,0.703,3802,68,0.447,0.621 +778247358,Existing Customer,65,M,1,Graduate,Single,Less than $40K,Blue,56,5,3,2,7636,0,7636,0.801,3880,67,0.811,0 +710702733,Existing Customer,46,M,4,Graduate,Single,$80K - $120K,Blue,35,6,3,3,11096,0,11096,0.881,3949,69,0.683,0 +815240358,Existing Customer,47,F,3,Uneducated,Married,Unknown,Blue,42,4,1,4,25027,1501,23526,1.063,3357,62,0.771,0.06 +715165758,Existing Customer,44,M,3,Post-Graduate,Married,$120K +,Blue,35,3,4,1,27391,587,26804,0.821,2862,56,1.24,0.021 +827964858,Attrited Customer,58,F,1,Uneducated,Divorced,Unknown,Blue,54,3,5,3,3266,859,2407,0.74,2151,46,0.438,0.263 +773667708,Attrited Customer,50,M,1,Graduate,Divorced,$60K - $80K,Blue,44,3,4,3,7050,1008,6042,0.639,2176,39,0.56,0.143 +717400533,Existing Customer,54,F,0,High School,Married,Less than $40K,Blue,45,5,2,2,2704,789,1915,1.039,4839,92,0.769,0.292 +713586858,Existing Customer,40,M,3,Uneducated,Divorced,$80K - $120K,Blue,25,4,3,4,11721,1175,10546,0.779,4187,73,0.825,0.1 +711393483,Existing Customer,49,F,4,Unknown,Divorced,Less than $40K,Blue,36,4,3,1,2432,0,2432,1.293,4340,76,0.767,0 +812979408,Attrited Customer,39,F,0,Unknown,Married,$40K - $60K,Silver,34,3,0,3,15142,0,15142,0.761,2458,41,0.577,0 +711877458,Existing Customer,51,F,3,College,Married,Less than $40K,Blue,36,6,2,2,1936,0,1936,0.705,4072,72,0.756,0 +714351558,Existing Customer,64,F,0,Uneducated,Single,Less than $40K,Blue,36,3,2,1,1829,0,1829,0.576,3950,65,0.548,0 +828343083,Existing Customer,43,F,4,High School,Unknown,Less than $40K,Blue,39,3,3,3,2786,1793,993,0.803,3646,68,0.659,0.644 +790002783,Existing Customer,38,F,2,Graduate,Single,Unknown,Blue,30,4,1,4,19595,610,18985,0.582,4079,65,0.585,0.031 +708615183,Existing Customer,44,M,2,Unknown,Married,$60K - $80K,Blue,34,4,4,4,3828,1146,2682,0.681,4558,90,0.636,0.299 +718509858,Existing Customer,46,M,3,Graduate,Married,$80K - $120K,Blue,37,3,1,4,4786,0,4786,0.789,4347,69,0.683,0 +718540308,Existing Customer,44,M,2,High School,Single,$80K - $120K,Blue,36,5,3,0,22143,730,21413,0.871,4263,62,0.632,0.033 +778180158,Existing Customer,44,M,4,Doctorate,Divorced,$80K - $120K,Blue,34,5,1,4,7150,1887,5263,0.455,3636,69,0.643,0.264 +778242708,Existing Customer,63,M,1,Unknown,Single,$60K - $80K,Silver,53,5,4,4,25502,1450,24052,0.797,4323,81,0.688,0.057 +806947308,Attrited Customer,40,M,4,Post-Graduate,Married,$60K - $80K,Blue,35,3,4,3,20178,1553,18625,0.324,1735,44,0.375,0.077 +714899283,Existing Customer,46,F,2,Unknown,Married,Less than $40K,Blue,36,5,2,3,5258,1994,3264,0.725,3972,73,0.587,0.379 +708386958,Attrited Customer,47,F,3,Unknown,Married,Less than $40K,Blue,34,3,3,2,1561,0,1561,0.502,1947,28,0.556,0 +710986758,Existing Customer,43,M,3,High School,Single,$60K - $80K,Blue,30,6,2,4,11550,1505,10045,1.034,3891,76,0.9,0.13 +718220358,Attrited Customer,58,M,1,Graduate,Single,$120K +,Blue,36,2,3,4,28618,0,28618,0.685,1712,41,0.414,0 +710568333,Existing Customer,47,M,4,College,Unknown,$60K - $80K,Blue,35,4,2,3,6623,1823,4800,0.811,2293,47,0.567,0.275 +712656783,Attrited Customer,49,M,1,Graduate,Single,$120K +,Blue,36,3,4,3,8136,2517,5619,0.674,2179,40,0.429,0.309 +717483558,Existing Customer,42,M,3,High School,Married,$120K +,Blue,36,3,1,2,19156,1353,17803,1.41,3547,61,0.649,0.071 +721440633,Existing Customer,55,F,1,High School,Single,Less than $40K,Blue,36,5,2,3,7982,897,7085,0.778,4387,71,0.511,0.112 +738899658,Attrited Customer,45,F,2,Graduate,Single,Unknown,Blue,38,6,2,3,3120,2517,603,0.736,2468,43,0.536,0.807 +711423558,Existing Customer,60,F,1,Post-Graduate,Single,$40K - $60K,Blue,50,4,1,2,4606,0,4606,0.857,4181,63,1.032,0 +721522533,Existing Customer,48,F,4,Graduate,Single,Less than $40K,Blue,35,6,3,2,2005,1143,862,0.824,4311,70,0.591,0.57 +708558408,Existing Customer,50,M,3,High School,Single,$40K - $60K,Blue,31,5,3,3,9949,1597,8352,0.659,3776,83,0.596,0.161 +714727833,Attrited Customer,41,F,2,Uneducated,Single,Less than $40K,Blue,36,2,2,3,2892,2517,375,0.777,2257,48,0.714,0.87 +714365883,Existing Customer,51,F,4,Uneducated,Unknown,Less than $40K,Blue,40,3,3,4,7093,918,6175,0.56,3877,75,0.744,0.129 +715856208,Existing Customer,47,M,3,Graduate,Single,$60K - $80K,Blue,36,5,4,3,1896,1119,777,0.671,4028,76,0.767,0.59 +708944958,Existing Customer,47,M,2,Uneducated,Single,$60K - $80K,Blue,40,5,2,4,3569,1030,2539,1.09,4612,75,0.923,0.289 +771516333,Existing Customer,41,F,2,Graduate,Unknown,$40K - $60K,Blue,29,6,2,3,4663,0,4663,0.892,3831,81,0.761,0 +772051308,Existing Customer,55,F,3,Graduate,Single,Unknown,Blue,44,6,6,3,2553,1823,730,0.574,3853,69,0.683,0.714 +788350908,Existing Customer,38,M,3,Graduate,Single,$40K - $60K,Blue,31,3,1,3,5362,1110,4252,0.651,3548,69,0.5,0.207 +818322033,Existing Customer,41,F,3,Graduate,Married,Less than $40K,Blue,36,6,6,4,2873,1247,1626,0.889,3943,80,0.702,0.434 +716288958,Existing Customer,40,M,2,College,Married,$80K - $120K,Blue,36,3,4,3,7840,0,7840,0.726,4062,71,0.578,0 +712347258,Existing Customer,43,F,2,Graduate,Married,Less than $40K,Blue,35,3,3,2,2209,0,2209,0.749,4419,68,0.619,0 +779072733,Existing Customer,36,F,2,College,Married,Less than $40K,Blue,17,5,2,2,1971,0,1971,0.613,4979,77,0.571,0 +710003958,Existing Customer,48,F,5,Post-Graduate,Married,Less than $40K,Blue,40,3,3,3,1438.3,665,773.3,0.75,4100,84,0.615,0.462 +715287708,Existing Customer,41,F,4,Graduate,Married,$40K - $60K,Blue,33,6,3,2,6230,1173,5057,0.607,3769,77,0.54,0.188 +708774708,Existing Customer,47,F,4,Graduate,Unknown,$40K - $60K,Blue,29,6,1,3,2636,1589,1047,0.864,3858,70,0.522,0.603 +713535033,Existing Customer,44,M,3,High School,Married,$80K - $120K,Blue,36,3,3,2,22243,1377,20866,0.567,3200,91,0.717,0.062 +719314683,Existing Customer,50,F,2,Unknown,Divorced,Less than $40K,Blue,36,3,2,4,2855,527,2328,0.678,3645,69,0.605,0.185 +789293358,Existing Customer,46,F,3,Graduate,Married,Less than $40K,Blue,35,3,3,4,7578,1794,5784,0.62,5328,78,0.625,0.237 +787638408,Existing Customer,47,F,1,High School,Single,Unknown,Blue,40,5,4,4,8440,2087,6353,0.804,4161,74,0.644,0.247 +715974783,Existing Customer,53,M,1,Graduate,Married,$80K - $120K,Blue,40,4,3,3,4186,0,4186,0.888,4590,69,0.816,0 +716134533,Existing Customer,44,M,4,College,Single,$80K - $120K,Blue,34,4,4,3,22074,0,22074,1.199,4406,80,0.739,0 +708834483,Attrited Customer,46,M,2,Doctorate,Married,$80K - $120K,Blue,29,1,2,5,17667,0,17667,0.569,1775,42,0.556,0 +780168333,Existing Customer,39,M,4,Graduate,Married,$120K +,Blue,28,3,2,3,26548,1829,24719,0.685,3450,83,1.024,0.069 +711557508,Existing Customer,51,M,2,Graduate,Single,$60K - $80K,Blue,40,4,3,0,3532,764,2768,0.681,4066,74,0.574,0.216 +772506858,Existing Customer,45,F,4,High School,Single,Unknown,Blue,35,3,4,2,8795,2517,6278,0.625,4552,81,0.588,0.286 +765692658,Existing Customer,49,F,4,Graduate,Single,Less than $40K,Blue,42,4,3,4,2162,1882,280,0.934,3825,70,0.75,0.87 +720598308,Attrited Customer,47,M,4,Uneducated,Single,$120K +,Blue,37,3,2,6,34516,1126,33390,0.575,1736,35,0.4,0.033 +709912683,Existing Customer,53,F,4,Graduate,Single,Unknown,Gold,41,5,1,2,34516,2374,32142,0.81,4390,77,0.604,0.069 +815353083,Attrited Customer,44,M,1,College,Divorced,$80K - $120K,Silver,39,2,3,2,34516,2361,32155,0.529,1853,36,0.385,0.068 +720093333,Existing Customer,41,M,3,Post-Graduate,Divorced,$120K +,Blue,29,6,1,3,3491,2506,985,0.873,4855,79,0.58,0.718 +717281658,Existing Customer,52,F,3,Graduate,Divorced,Less than $40K,Blue,41,3,3,4,6060,1687,4373,0.563,3953,65,0.711,0.278 +765731433,Existing Customer,48,F,3,Graduate,Divorced,Unknown,Blue,41,3,4,3,7860,0,7860,0.598,3512,76,0.617,0 +712050933,Attrited Customer,48,M,4,College,Married,$80K - $120K,Blue,32,5,2,3,25190,0,25190,0.467,1533,41,0.323,0 +787361583,Existing Customer,50,M,4,College,Divorced,$60K - $80K,Blue,44,4,2,3,13911,2160,11751,0.73,2204,60,0.667,0.155 +709921158,Existing Customer,51,M,1,High School,Single,$60K - $80K,Blue,36,6,4,4,2281,1751,530,0.761,4241,76,0.854,0.768 +714781908,Existing Customer,43,M,3,Graduate,Single,$60K - $80K,Blue,35,3,3,2,5652,548,5104,0.647,3710,70,0.458,0.097 +717592758,Attrited Customer,44,F,3,Unknown,Single,Less than $40K,Blue,36,3,2,2,1606,1578,28,0.85,2418,44,0.467,0.983 +821339433,Existing Customer,45,F,3,Graduate,Married,Unknown,Blue,41,5,4,2,2777,2118,659,1.036,4442,64,0.829,0.763 +715174983,Existing Customer,40,M,3,Graduate,Married,$60K - $80K,Blue,36,4,4,4,2223,597,1626,0.572,3331,67,0.675,0.269 +710863308,Existing Customer,48,M,4,Post-Graduate,Married,$40K - $60K,Blue,29,6,1,2,2916,1074,1842,0.774,4020,84,0.68,0.368 +806824908,Existing Customer,45,M,2,Unknown,Married,$120K +,Blue,40,4,4,4,16476,1374,15102,0.459,4717,71,0.69,0.083 +710592933,Existing Customer,44,F,2,Graduate,Married,Less than $40K,Blue,30,3,2,3,9598,1092,8506,0.6,2216,54,0.588,0.114 +771881283,Existing Customer,42,M,1,Uneducated,Divorced,$60K - $80K,Blue,30,3,2,2,18570,1892,16678,0.748,4036,78,0.773,0.102 +708687483,Attrited Customer,54,F,4,Graduate,Single,Less than $40K,Silver,36,3,2,3,13626,0,13626,0.411,1711,30,0.25,0 +719147208,Existing Customer,29,F,2,Unknown,Single,Less than $40K,Blue,21,4,3,2,2298,0,2298,0.776,4814,88,0.63,0 +709607733,Existing Customer,40,F,3,College,Married,Unknown,Blue,36,4,2,4,9191,1666,7525,0.815,4275,83,0.766,0.181 +713184858,Existing Customer,58,F,2,High School,Single,Less than $40K,Blue,50,4,3,4,1438.3,818,620.3,0.917,4196,71,1.088,0.569 +719929758,Existing Customer,50,F,1,Doctorate,Married,Unknown,Blue,37,6,4,3,4181,0,4181,0.912,3057,54,0.688,0 +759127158,Existing Customer,48,M,3,College,Married,$40K - $60K,Blue,35,3,1,3,2592,0,2592,0.767,4177,85,0.771,0 +780717483,Existing Customer,51,F,3,High School,Married,Less than $40K,Blue,40,6,3,3,7540,773,6767,0.688,4755,58,0.706,0.103 +708507483,Existing Customer,43,F,3,College,Divorced,Less than $40K,Blue,31,6,4,3,1477,0,1477,0.756,4802,82,0.864,0 +787617483,Existing Customer,58,F,0,Uneducated,Single,Less than $40K,Blue,48,6,2,4,2628,1542,1086,0.93,4335,76,0.727,0.587 +816608808,Existing Customer,46,M,1,Graduate,Single,$80K - $120K,Blue,41,4,2,3,8916,0,8916,0.631,2773,62,0.676,0 +716727258,Existing Customer,52,F,1,Post-Graduate,Married,Unknown,Blue,42,5,1,2,1481,0,1481,0.698,4435,67,0.718,0 +813890883,Existing Customer,44,F,1,Uneducated,Unknown,Less than $40K,Blue,39,4,2,1,1555,0,1555,0.583,3811,65,0.711,0 +768256908,Attrited Customer,45,M,3,Uneducated,Married,Less than $40K,Blue,39,3,3,4,8580,1636,6944,0.393,1880,37,0.233,0.191 +811095483,Existing Customer,48,F,4,Graduate,Married,$40K - $60K,Silver,43,3,1,0,21163,2517,18646,0.569,1732,35,0.458,0.119 +720168558,Existing Customer,39,F,0,Graduate,Married,Less than $40K,Blue,36,3,3,3,2936,0,2936,0.842,4876,74,0.542,0 +719309133,Existing Customer,56,F,1,Graduate,Married,Less than $40K,Blue,51,3,3,4,1438.3,0,1438.3,0.798,3877,70,0.556,0 +721451208,Attrited Customer,54,M,2,Graduate,Single,$60K - $80K,Silver,45,2,3,2,30540,0,30540,0.602,1980,36,0.8,0 +772879158,Existing Customer,47,M,5,High School,Married,$60K - $80K,Blue,38,4,1,2,7357,1069,6288,0.77,3943,64,0.641,0.145 +712934583,Existing Customer,44,F,4,Uneducated,Married,Less than $40K,Silver,36,6,3,0,11879,0,11879,0.735,3490,62,0.938,0 +710088483,Existing Customer,52,M,3,Uneducated,Married,$80K - $120K,Blue,40,4,1,3,21877,1073,20804,0.908,3283,56,1,0.049 +753534633,Existing Customer,42,M,3,High School,Single,$60K - $80K,Blue,35,4,3,3,7255,0,7255,0.9,3148,62,0.824,0 +710932683,Existing Customer,55,F,2,High School,Single,Less than $40K,Blue,36,2,1,2,6394,0,6394,0.656,3470,69,0.917,0 +714751158,Attrited Customer,49,M,2,High School,Divorced,$80K - $120K,Blue,36,4,2,4,34516,2517,31999,0.376,1789,48,0.455,0.073 +718109808,Existing Customer,38,M,5,College,Single,$60K - $80K,Blue,25,4,3,0,5597,1118,4479,0.753,4599,89,0.648,0.2 +713227233,Existing Customer,42,M,4,Graduate,Single,$80K - $120K,Blue,33,4,2,2,32535,0,32535,0.792,4374,79,0.795,0 +718342158,Attrited Customer,38,F,4,Graduate,Single,Less than $40K,Blue,26,2,2,2,4391,1933,2458,0.579,1849,36,0.385,0.44 +804606033,Existing Customer,46,M,4,High School,Unknown,$40K - $60K,Blue,41,6,1,2,8738,1172,7566,0.65,3121,60,0.395,0.134 +720755658,Existing Customer,42,F,2,Doctorate,Married,Less than $40K,Blue,32,6,6,0,1592,0,1592,0.745,4172,70,0.75,0 +711795633,Existing Customer,65,M,0,Doctorate,Single,Less than $40K,Blue,52,3,3,4,3675,0,3675,0.664,3798,53,0.472,0 +716654808,Attrited Customer,48,M,4,High School,Single,$120K +,Blue,39,3,4,4,24593,0,24593,0.777,2084,31,0.55,0 +817616433,Existing Customer,55,F,2,College,Unknown,Unknown,Blue,41,6,2,2,7613,0,7613,0.68,4268,69,0.725,0 +716390958,Attrited Customer,45,M,4,Unknown,Married,$120K +,Blue,31,1,4,3,26107,0,26107,0.55,1697,47,0.424,0 +716564433,Attrited Customer,53,F,1,Graduate,Single,Less than $40K,Blue,36,3,2,4,4287,0,4287,0.294,1635,41,0.242,0 +719530158,Existing Customer,57,M,1,Graduate,Single,$60K - $80K,Blue,44,3,3,2,9843,1273,8570,0.563,3677,66,0.571,0.129 +710621283,Existing Customer,50,M,2,High School,Married,$60K - $80K,Blue,32,3,1,3,10733,783,9950,0.732,3910,66,0.65,0.073 +716714733,Existing Customer,41,M,3,Graduate,Single,$80K - $120K,Blue,30,3,2,0,3460,955,2505,0.644,3642,69,0.769,0.276 +720921408,Existing Customer,46,F,2,College,Single,Less than $40K,Blue,36,6,1,4,1996,1544,452,0.919,3760,69,0.683,0.774 +789185508,Existing Customer,49,M,2,High School,Married,$60K - $80K,Blue,38,5,2,1,5536,756,4780,0.635,3918,70,0.628,0.137 +807014583,Existing Customer,31,F,0,Graduate,Divorced,Unknown,Blue,26,3,3,3,1469,0,1469,0.915,4331,89,0.935,0 +721388283,Existing Customer,54,M,2,Post-Graduate,Single,$120K +,Blue,45,3,1,4,5597,0,5597,0.596,4844,58,0.871,0 +716022258,Attrited Customer,51,F,3,College,Single,Less than $40K,Blue,36,3,3,3,8960,2222,6738,0.382,1853,40,0.333,0.248 +789362058,Existing Customer,52,M,4,Uneducated,Married,$60K - $80K,Blue,42,3,2,0,5693,0,5693,0.928,4003,64,0.684,0 +771460158,Existing Customer,43,M,3,Graduate,Single,Less than $40K,Blue,31,3,1,2,4098,1776,2322,0.673,3939,84,0.647,0.433 +714147858,Existing Customer,44,M,3,High School,Single,$80K - $120K,Blue,35,3,3,4,18358,1044,17314,0.524,3920,85,0.491,0.057 +708394908,Existing Customer,44,M,0,High School,Single,$40K - $60K,Blue,33,5,1,3,2337,1442,895,0.659,3945,65,0.548,0.617 +778433283,Attrited Customer,51,M,3,High School,Married,$60K - $80K,Blue,31,3,3,3,8989,0,8989,0.47,2031,53,1.038,0 +720637008,Existing Customer,51,F,2,Uneducated,Married,Less than $40K,Blue,43,6,2,3,2124,1426,698,0.966,3210,52,0.733,0.671 +716877258,Existing Customer,55,F,3,Graduate,Single,Less than $40K,Blue,48,4,3,2,3968,1374,2594,0.703,4641,65,0.711,0.346 +812973708,Existing Customer,42,M,3,High School,Unknown,$40K - $60K,Blue,37,6,2,4,2793,1661,1132,1.117,3247,69,0.865,0.595 +788760633,Existing Customer,53,M,3,Uneducated,Divorced,$60K - $80K,Blue,33,4,2,2,13513,1495,12018,0.505,3503,68,0.511,0.111 +718602708,Existing Customer,43,M,3,Graduate,Single,$80K - $120K,Blue,33,3,3,2,16351,1541,14810,0.763,3475,82,0.673,0.094 +712365483,Existing Customer,51,M,1,Graduate,Single,$60K - $80K,Blue,43,5,2,4,9619,1731,7888,0.712,3690,76,0.52,0.18 +789154833,Existing Customer,56,M,3,High School,Single,$80K - $120K,Blue,44,5,2,0,19030,912,18118,0.894,4137,72,0.532,0.048 +715849983,Existing Customer,44,F,4,Unknown,Married,Less than $40K,Blue,36,4,1,4,2107,0,2107,0.975,4007,82,0.952,0 +780336258,Existing Customer,55,F,1,Graduate,Single,Less than $40K,Blue,42,6,3,2,2517,1257,1260,0.834,4528,75,0.786,0.499 +716567433,Existing Customer,41,F,4,Graduate,Married,$40K - $60K,Blue,36,3,2,3,3179,1229,1950,0.781,4337,82,1.05,0.387 +713057658,Existing Customer,48,F,3,Unknown,Divorced,Less than $40K,Blue,36,5,1,4,3968,935,3033,0.649,4128,72,0.674,0.236 +718191483,Existing Customer,45,M,3,Graduate,Divorced,$60K - $80K,Blue,35,6,3,2,5065,1362,3703,0.68,3555,75,0.471,0.269 +811527933,Attrited Customer,65,F,0,College,Single,Less than $40K,Silver,56,3,4,3,10885,1758,9127,0.8,2291,39,0.773,0.162 +778617708,Attrited Customer,46,M,3,College,Married,$80K - $120K,Blue,26,6,2,3,1438.3,864,574.3,0.766,2299,40,0.481,0.601 +785055108,Existing Customer,52,M,0,Graduate,Single,$60K - $80K,Blue,46,4,2,4,10817,1142,9675,0.722,3889,60,0.818,0.106 +822961533,Existing Customer,65,F,0,College,Divorced,Unknown,Blue,56,5,2,3,13666,0,13666,0.808,3998,70,1,0 +709124883,Existing Customer,49,M,3,College,Married,$80K - $120K,Blue,37,5,1,2,2149,1796,353,0.628,5228,93,0.661,0.836 +772574283,Attrited Customer,50,F,2,Graduate,Married,$40K - $60K,Blue,40,3,1,4,7191,0,7191,0.565,1654,30,0.579,0 +761240358,Existing Customer,52,F,2,Unknown,Single,Less than $40K,Blue,45,5,2,2,2155,1219,936,0.805,4295,77,0.791,0.566 +708469533,Existing Customer,42,F,3,Unknown,Married,Unknown,Blue,34,6,3,2,5395,1439,3956,0.781,3523,79,0.717,0.267 +769927533,Existing Customer,50,F,1,High School,Married,Less than $40K,Blue,44,4,2,1,3222,1422,1800,0.662,4613,72,0.6,0.441 +718545033,Existing Customer,27,F,0,Graduate,Married,Less than $40K,Blue,17,4,2,2,2042,1567,475,0.744,5146,78,0.733,0.767 +714972558,Attrited Customer,37,F,2,Graduate,Single,Less than $40K,Blue,36,2,3,0,1610,0,1610,0.889,2729,45,0.406,0 +772204758,Existing Customer,42,F,2,Post-Graduate,Unknown,Less than $40K,Blue,31,3,2,2,3809,1165,2644,0.634,2306,46,0.643,0.306 +709039533,Existing Customer,43,F,3,Unknown,Unknown,Less than $40K,Blue,24,6,1,4,5544,1095,4449,0.572,3829,55,0.964,0.198 +716492583,Existing Customer,37,F,1,Uneducated,Single,Less than $40K,Blue,28,6,3,4,2388,1708,680,0.903,4539,89,0.745,0.715 +766381908,Existing Customer,49,F,4,High School,Married,Less than $40K,Blue,42,4,1,4,2473,1263,1210,0.71,4597,80,0.6,0.511 +719109783,Existing Customer,42,M,3,Uneducated,Married,$40K - $60K,Blue,32,3,3,2,13103,1809,11294,0.724,4323,72,0.5,0.138 +796236258,Existing Customer,48,F,5,High School,Single,$40K - $60K,Blue,42,5,1,2,2465,1128,1337,0.613,4030,86,0.483,0.458 +709700058,Existing Customer,52,F,2,Graduate,Single,$40K - $60K,Blue,33,5,2,2,6081,989,5092,1.222,4451,70,0.429,0.163 +716905158,Existing Customer,45,M,2,Unknown,Single,$60K - $80K,Blue,30,3,1,3,21815,0,21815,0.807,3904,72,1.118,0 +718851783,Existing Customer,49,M,1,High School,Married,$80K - $120K,Silver,37,4,3,2,34516,2386,32130,0.698,3924,65,0.512,0.069 +709709283,Attrited Customer,38,M,3,College,Single,$40K - $60K,Blue,19,1,2,4,3458,321,3137,0.586,2256,40,0.29,0.093 +711993258,Existing Customer,50,F,0,High School,Single,$40K - $60K,Blue,39,5,3,2,8264,2057,6207,0.821,4240,73,0.587,0.249 +780105483,Attrited Customer,65,F,0,Uneducated,Single,Less than $40K,Blue,50,3,4,4,1697,377,1320,1.048,2799,49,0.485,0.222 +718350033,Existing Customer,50,M,3,College,Single,$40K - $60K,Blue,36,3,2,2,3069,1881,1188,1.111,2909,58,1.522,0.613 +715294083,Attrited Customer,46,M,2,College,Single,$80K - $120K,Blue,38,2,3,2,10309,0,10309,0.451,1760,40,0.6,0 +710905908,Existing Customer,43,M,4,High School,Single,$60K - $80K,Blue,36,4,3,3,4983,1355,3628,0.66,1939,30,0.5,0.272 +721387008,Existing Customer,42,M,4,Graduate,Married,$120K +,Blue,24,3,2,3,3103,1783,1320,0.479,4792,69,0.643,0.575 +715411608,Existing Customer,45,F,3,High School,Single,$40K - $60K,Blue,36,3,1,1,1663,1112,551,0.588,2978,61,0.906,0.669 +710598408,Existing Customer,55,F,0,Graduate,Single,Less than $40K,Blue,36,6,1,1,2695,0,2695,0.816,4557,94,0.843,0 +718521258,Existing Customer,50,F,4,Post-Graduate,Married,Unknown,Blue,41,6,3,4,18178,0,18178,0.744,3445,76,0.767,0 +713138433,Existing Customer,50,M,3,Graduate,Single,$60K - $80K,Blue,42,4,2,3,14782,1020,13762,0.683,3206,54,0.8,0.069 +718819158,Existing Customer,54,F,3,Uneducated,Single,$40K - $60K,Blue,41,3,1,3,2488,2196,292,0.733,4361,75,0.63,0.883 +718871358,Existing Customer,45,F,2,Graduate,Single,Unknown,Blue,36,4,1,1,1785,0,1785,0.649,4964,82,0.907,0 +720186258,Existing Customer,45,F,4,High School,Divorced,$40K - $60K,Blue,31,5,2,4,4701,1170,3531,0.547,4136,77,0.604,0.249 +710197308,Existing Customer,39,F,2,Graduate,Married,Less than $40K,Blue,28,4,3,0,1438.3,0,1438.3,1.017,4089,73,0.872,0 +817086783,Existing Customer,45,F,3,High School,Married,Less than $40K,Blue,27,4,3,2,2826,2162,664,0.924,2005,32,0.684,0.765 +749211483,Existing Customer,52,F,0,College,Married,$40K - $60K,Blue,45,4,2,1,4597,1905,2692,0.906,4932,67,0.914,0.414 +789749433,Existing Customer,33,F,1,Graduate,Married,Less than $40K,Blue,21,5,3,2,2591,2340,251,0.608,4730,82,0.708,0.903 +715082133,Existing Customer,40,M,2,Graduate,Married,$40K - $60K,Blue,36,5,2,2,2494,1492,1002,0.744,3407,61,0.694,0.598 +714946908,Existing Customer,61,M,1,Uneducated,Single,$40K - $60K,Blue,36,6,1,1,5039,1352,3687,0.797,3300,68,0.545,0.268 +716711433,Attrited Customer,48,M,5,High School,Married,$40K - $60K,Blue,39,3,3,1,7897,157,7740,0.699,2270,46,0.394,0.02 +712429458,Existing Customer,50,M,2,Graduate,Unknown,$60K - $80K,Blue,38,5,3,3,4772,1770,3002,0.545,4054,72,0.674,0.371 +708406083,Existing Customer,35,F,0,Unknown,Married,Less than $40K,Blue,24,5,3,1,3436,2493,943,0.824,5211,90,0.765,0.726 +720029508,Existing Customer,50,F,1,Graduate,Single,$40K - $60K,Blue,37,3,1,0,12064,1312,10752,0.462,4100,67,0.675,0.109 +709227033,Existing Customer,53,M,3,Graduate,Single,$80K - $120K,Blue,46,5,2,3,9065,1548,7517,0.872,4030,73,0.78,0.171 +720846558,Existing Customer,49,M,1,Unknown,Single,$80K - $120K,Blue,36,6,3,4,34516,0,34516,0.665,2512,45,0.324,0 +716475183,Existing Customer,45,M,3,Graduate,Unknown,$60K - $80K,Blue,35,3,3,3,10290,753,9537,0.858,4326,81,0.761,0.073 +714296358,Existing Customer,52,F,2,College,Unknown,Less than $40K,Blue,44,4,1,3,3433,2486,947,0.838,4831,78,0.529,0.724 +719998233,Existing Customer,40,M,3,Unknown,Married,$120K +,Silver,30,6,3,2,34516,964,33552,0.521,2922,71,0.775,0.028 +719217483,Existing Customer,45,F,4,Doctorate,Married,Less than $40K,Blue,36,5,1,2,3240,1775,1465,0.754,4200,67,0.675,0.548 +720479058,Existing Customer,50,F,1,Post-Graduate,Single,Less than $40K,Blue,39,4,2,2,1438.3,851,587.3,0.983,4379,64,0.829,0.592 +779192283,Existing Customer,51,F,2,Unknown,Married,Less than $40K,Blue,39,3,1,2,6462,2517,3945,0.842,4156,77,0.833,0.39 +716385033,Existing Customer,60,F,1,Graduate,Single,Unknown,Blue,36,6,1,3,4408,1201,3207,0.77,4157,71,0.651,0.272 +711588708,Attrited Customer,50,F,2,Uneducated,Married,$40K - $60K,Blue,36,1,3,1,1438.3,458,980.3,0.613,1863,42,0.312,0.318 +714492783,Attrited Customer,46,F,4,Uneducated,Married,Less than $40K,Blue,36,3,3,3,1438.3,0,1438.3,0.346,1517,38,0.407,0 +709192233,Attrited Customer,50,F,2,Unknown,Married,Unknown,Blue,39,3,2,1,1773,0,1773,0.228,1764,30,0.111,0 +797998158,Existing Customer,52,M,3,Uneducated,Single,$80K - $120K,Blue,46,4,1,2,4555,0,4555,1.031,3646,66,1.2,0 +714021183,Existing Customer,54,M,4,Graduate,Single,$80K - $120K,Blue,36,4,2,3,30666,1046,29620,0.801,3709,66,0.886,0.034 +780710433,Existing Customer,53,M,2,College,Single,$80K - $120K,Blue,42,4,2,2,1575,0,1575,1.32,4241,77,0.974,0 +780068283,Existing Customer,53,M,1,Graduate,Single,$120K +,Blue,38,4,3,3,1891,922,969,0.812,3822,69,0.533,0.488 +719930658,Existing Customer,40,M,4,Uneducated,Married,$120K +,Blue,24,4,2,2,16634,1946,14688,0.926,3455,72,1,0.117 +755593983,Existing Customer,50,F,1,Graduate,Married,Unknown,Blue,43,6,1,2,7985,0,7985,1.032,3873,72,0.674,0 +770938533,Existing Customer,45,M,1,College,Unknown,$120K +,Blue,32,3,1,3,3304,1370,1934,0.954,3914,70,0.667,0.415 +714121083,Existing Customer,40,F,3,Graduate,Married,$40K - $60K,Blue,20,5,2,2,6247,1508,4739,1.01,5158,68,0.447,0.241 +779210283,Existing Customer,36,M,3,Uneducated,Married,$40K - $60K,Blue,25,6,2,4,3645,2517,1128,0.749,4142,74,0.644,0.691 +709739283,Existing Customer,62,M,0,High School,Single,Unknown,Blue,36,3,3,3,21329,2119,19210,0.644,4206,75,1.027,0.099 +716230158,Existing Customer,35,F,3,Graduate,Married,$40K - $60K,Blue,36,4,1,4,7234,2000,5234,0.754,4272,83,0.596,0.276 +708724908,Existing Customer,47,F,2,High School,Single,Less than $40K,Blue,35,4,2,3,2262,0,2262,0.806,4113,83,0.627,0 +789025083,Existing Customer,40,M,4,Unknown,Unknown,Less than $40K,Blue,27,5,3,0,1438.3,860,578.3,0.79,4655,82,0.864,0.598 +713804058,Existing Customer,45,F,4,College,Married,Less than $40K,Blue,36,5,2,3,4187,2199,1988,0.908,4647,81,0.884,0.525 +718791708,Attrited Customer,48,M,2,High School,Married,$80K - $120K,Blue,32,1,2,4,16362,2268,14094,0.841,2228,37,0.85,0.139 +785529708,Existing Customer,59,M,1,Graduate,Single,$120K +,Blue,53,6,2,2,34516,0,34516,0.711,4333,70,0.628,0 +794528283,Existing Customer,44,M,4,College,Married,$60K - $80K,Blue,28,4,2,2,2748,878,1870,0.633,3383,67,0.558,0.32 +794856033,Existing Customer,38,M,3,Post-Graduate,Married,$80K - $120K,Blue,32,3,2,3,5242,470,4772,0.805,4306,77,0.604,0.09 +712939533,Existing Customer,43,M,5,Graduate,Married,$60K - $80K,Blue,35,4,3,0,21585,986,20599,0.631,3789,70,0.75,0.046 +708178608,Existing Customer,31,F,0,Graduate,Married,Unknown,Blue,36,4,2,2,2488,0,2488,1.05,4226,73,0.521,0 +716556258,Existing Customer,50,F,3,Doctorate,Single,Less than $40K,Blue,39,6,1,3,9966,0,9966,0.966,4401,60,1.069,0 +708404883,Existing Customer,45,F,2,High School,Single,Unknown,Blue,37,4,2,4,27804,0,27804,1.301,2761,57,0.966,0 +709742958,Existing Customer,45,M,5,High School,Married,$60K - $80K,Blue,37,3,1,3,15626,1148,14478,1.028,3386,65,0.711,0.073 +772695033,Attrited Customer,47,M,5,High School,Single,$80K - $120K,Blue,37,3,4,4,18800,2517,16283,0.482,1575,23,0.211,0.134 +714850158,Existing Customer,49,M,4,Graduate,Single,$80K - $120K,Blue,36,5,1,3,1963,1516,447,0.872,4150,75,0.744,0.772 +708831858,Attrited Customer,43,F,3,Uneducated,Married,Less than $40K,Blue,30,1,3,4,4579,1506,3073,0.443,1915,44,0.375,0.329 +718076733,Existing Customer,43,M,1,Graduate,Single,$60K - $80K,Silver,31,4,3,3,25824,1170,24654,0.684,3101,73,0.78,0.045 +714336333,Existing Customer,48,M,4,Doctorate,Unknown,$80K - $120K,Blue,40,3,2,2,3429,1268,2161,0.703,4422,64,1.783,0.37 +780006783,Attrited Customer,59,M,1,Uneducated,Single,$40K - $60K,Silver,49,3,2,2,15809,0,15809,0.992,3109,48,0.412,0 +779741883,Existing Customer,47,F,2,Unknown,Single,Less than $40K,Blue,32,6,1,3,2493,831,1662,0.581,4274,68,0.581,0.333 +780657708,Existing Customer,48,M,2,Unknown,Married,$80K - $120K,Blue,37,4,3,3,6593,0,6593,0.667,3520,69,0.769,0 +771342183,Attrited Customer,53,F,3,Graduate,Single,$40K - $60K,Blue,40,6,3,2,1625,0,1625,0.689,2314,43,0.433,0 +712901283,Attrited Customer,53,F,2,Graduate,Single,$40K - $60K,Blue,36,2,3,2,2121,0,2121,0.618,1464,32,0.778,0 +802101858,Existing Customer,40,F,2,Unknown,Married,Less than $40K,Blue,34,3,3,3,4757,1978,2779,0.959,4220,71,0.775,0.416 +718473558,Attrited Customer,42,F,3,Doctorate,Single,Less than $40K,Blue,18,5,3,4,8668,0,8668,0.275,1402,38,0.31,0 +743590608,Existing Customer,50,M,2,High School,Married,$60K - $80K,Blue,43,6,3,4,21869,950,20919,0.866,4233,71,0.775,0.043 +720146733,Existing Customer,45,F,4,Graduate,Unknown,Less than $40K,Blue,34,5,4,2,2480,1890,590,0.652,4114,66,0.737,0.762 +788252358,Existing Customer,49,M,3,High School,Single,$60K - $80K,Blue,40,3,4,2,8190,1716,6474,0.781,3529,84,0.787,0.21 +717740658,Existing Customer,55,F,2,College,Married,Less than $40K,Blue,45,5,2,4,1850,942,908,0.757,4134,78,0.625,0.509 +714567708,Existing Customer,46,F,1,Uneducated,Divorced,Less than $40K,Blue,36,5,3,3,2483,2049,434,0.69,4421,74,0.51,0.825 +711208083,Existing Customer,40,F,4,Unknown,Married,Less than $40K,Blue,30,6,3,2,2925,1447,1478,0.563,4455,77,0.604,0.495 +709708233,Attrited Customer,49,F,3,Doctorate,Married,Less than $40K,Blue,29,3,4,2,7066,0,7066,0.479,1695,38,0.31,0 +709957158,Existing Customer,48,M,4,High School,Married,$40K - $60K,Blue,40,5,1,2,2514,2251,263,0.852,3942,65,0.625,0.895 +828288333,Existing Customer,50,M,0,Uneducated,Married,$60K - $80K,Blue,46,4,1,3,3640,659,2981,0.938,3756,70,0.842,0.181 +709178733,Attrited Customer,50,F,2,Post-Graduate,Married,$40K - $60K,Blue,36,3,2,3,5527,1120,4407,0.442,2281,37,0.48,0.203 +721325133,Existing Customer,45,M,2,College,Married,$80K - $120K,Blue,36,6,1,3,31625,0,31625,0.559,4503,77,0.674,0 +816606333,Existing Customer,57,M,2,High School,Single,$80K - $120K,Blue,52,6,3,4,32409,0,32409,0.943,4218,66,0.571,0 +720454158,Existing Customer,44,M,2,Unknown,Single,$60K - $80K,Blue,30,6,2,2,9827,600,9227,0.477,2840,63,0.537,0.061 +717444558,Existing Customer,50,F,1,Graduate,Married,Less than $40K,Blue,38,4,1,3,2623,1714,909,0.807,5237,76,0.81,0.653 +816756783,Existing Customer,42,M,2,High School,Unknown,$40K - $60K,Blue,37,6,2,3,2993,2249,744,0.863,4106,81,0.528,0.751 +715474833,Existing Customer,37,M,2,College,Single,$80K - $120K,Blue,36,3,2,2,12944,1399,11545,0.507,4389,84,0.68,0.108 +718271958,Existing Customer,54,M,2,Uneducated,Married,$60K - $80K,Blue,34,5,1,4,6401,1471,4930,0.655,4465,63,0.703,0.23 +708924783,Existing Customer,43,M,3,Graduate,Divorced,$80K - $120K,Blue,36,4,1,0,5506,2129,3377,0.705,4024,62,0.55,0.387 +717669483,Existing Customer,52,M,1,Graduate,Single,$80K - $120K,Blue,44,3,3,1,34516,0,34516,0.551,1737,38,0.9,0 +809360883,Existing Customer,46,M,4,College,Single,$60K - $80K,Blue,41,3,1,1,17673,1783,15890,1.003,3160,59,1.36,0.101 +717176508,Existing Customer,43,F,3,Unknown,Single,$40K - $60K,Blue,34,5,3,4,2656,1166,1490,0.586,4171,80,0.818,0.439 +711571383,Existing Customer,46,M,2,High School,Unknown,Less than $40K,Blue,37,3,1,1,6118,1092,5026,0.757,4434,81,0.62,0.178 +713444058,Existing Customer,45,M,1,Unknown,Divorced,$40K - $60K,Silver,31,3,1,1,17437,2225,15212,0.814,3381,51,0.594,0.128 +713253858,Attrited Customer,50,F,1,College,Married,Unknown,Blue,37,2,2,3,1461,0,1461,0.563,2176,40,0.379,0 +719609433,Existing Customer,55,F,4,Uneducated,Divorced,$40K - $60K,Blue,43,5,3,2,1965,1525,440,0.855,4671,69,0.816,0.776 +797234508,Existing Customer,51,M,3,Unknown,Single,$60K - $80K,Silver,45,3,2,4,30899,0,30899,0.502,1481,20,0.333,0 +714537258,Existing Customer,48,M,3,Doctorate,Married,$60K - $80K,Blue,36,3,2,1,8876,1132,7744,0.844,3779,78,0.814,0.128 +793412958,Existing Customer,44,M,4,Unknown,Married,$60K - $80K,Blue,38,3,1,3,2440,1501,939,0.744,4382,88,0.66,0.615 +714680208,Existing Customer,50,F,1,High School,Married,Less than $40K,Blue,45,5,3,4,1652,1318,334,0.593,4533,69,0.533,0.798 +715240683,Existing Customer,46,M,4,High School,Married,$80K - $120K,Blue,37,3,2,3,15535,1302,14233,0.461,3718,66,0.61,0.084 +803796708,Attrited Customer,52,M,3,Uneducated,Unknown,$120K +,Blue,46,2,4,4,13354,0,13354,0.018,1097,28,0.077,0 +717368208,Attrited Customer,49,M,1,Graduate,Single,$120K +,Blue,36,6,2,4,26723,0,26723,0.716,2138,43,0.593,0 +802662858,Existing Customer,55,F,2,Graduate,Divorced,Less than $40K,Blue,49,5,1,4,3949,2024,1925,0.667,3495,64,0.882,0.513 +780206958,Existing Customer,49,M,4,Graduate,Married,$60K - $80K,Blue,39,3,2,2,5937,2120,3817,0.654,4228,70,0.75,0.357 +779906658,Existing Customer,40,M,4,Doctorate,Single,Unknown,Blue,24,3,2,4,18806,1192,17614,0.745,3142,62,0.824,0.063 +772341783,Attrited Customer,45,F,3,High School,Single,Unknown,Blue,35,3,2,6,3512,2517,995,0.597,1801,48,0.548,0.717 +711491283,Existing Customer,44,F,3,Doctorate,Married,Less than $40K,Blue,36,4,3,0,1975,1264,711,0.671,2959,63,0.8,0.64 +720211533,Existing Customer,41,F,4,Uneducated,Married,Less than $40K,Blue,33,5,2,3,2888,821,2067,0.931,4713,77,1.026,0.284 +715409733,Attrited Customer,47,F,4,College,Single,Less than $40K,Blue,36,2,2,3,2263,0,2263,0.752,2385,33,0.375,0 +710974308,Existing Customer,38,M,1,Graduate,Unknown,$80K - $120K,Blue,36,3,3,4,26792,1671,25121,0.938,3587,66,0.571,0.062 +715732533,Attrited Customer,52,M,4,Graduate,Married,$60K - $80K,Blue,36,4,1,3,9375,1625,7750,0.532,2108,51,0.5,0.173 +713722608,Attrited Customer,48,F,2,Unknown,Divorced,Less than $40K,Blue,35,3,1,4,2806,2514,292,0.341,1757,35,0.4,0.896 +709101258,Attrited Customer,41,F,2,High School,Divorced,Less than $40K,Blue,28,4,2,2,1478,524,954,0.751,2180,46,0.643,0.355 +708588408,Existing Customer,53,M,3,Uneducated,Single,$60K - $80K,Blue,36,6,2,2,6836,1607,5229,0.524,4421,74,0.542,0.235 +721427358,Attrited Customer,47,M,4,Unknown,Divorced,$80K - $120K,Blue,28,6,1,3,8757,0,8757,0.507,2108,47,0.516,0 +717099408,Existing Customer,40,M,3,Graduate,Married,$60K - $80K,Blue,29,6,3,2,10529,0,10529,0.729,4583,87,0.851,0 +715155033,Existing Customer,61,M,0,High School,Single,$40K - $60K,Blue,49,6,1,4,2122,975,1147,0.807,5224,85,0.667,0.459 +789586833,Existing Customer,45,F,3,Post-Graduate,Married,Unknown,Blue,38,5,2,1,2883,1732,1151,0.638,4053,85,0.635,0.601 +709338633,Attrited Customer,56,F,1,Graduate,Single,$40K - $60K,Blue,37,2,4,3,2339,0,2339,0.493,1542,45,0.607,0 +714106833,Existing Customer,57,F,3,Graduate,Unknown,Less than $40K,Blue,47,6,3,1,5225,2290,2935,0.962,4239,69,0.683,0.438 +741116058,Existing Customer,48,M,2,Graduate,Married,$40K - $60K,Blue,41,5,2,4,2582,1399,1183,0.559,2144,42,0.909,0.542 +813755658,Existing Customer,60,M,1,Graduate,Single,$80K - $120K,Blue,55,6,2,1,11524,0,11524,0.682,3598,72,0.532,0 +718855983,Existing Customer,49,F,4,High School,Single,Unknown,Blue,36,3,3,4,13039,1840,11199,0.793,4010,69,0.5,0.141 +711245433,Attrited Customer,50,F,4,Graduate,Single,Unknown,Blue,41,5,3,3,2509,0,2509,0.702,2281,41,0.367,0 +814219008,Existing Customer,65,M,1,Doctorate,Single,$40K - $60K,Blue,56,5,2,2,1456,867,589,0.725,3953,69,0.725,0.595 +711916533,Existing Customer,57,M,2,Unknown,Single,$120K +,Blue,44,5,1,2,5612,1884,3728,0.77,4734,83,0.886,0.336 +715182108,Existing Customer,51,F,3,High School,Married,Less than $40K,Blue,35,6,1,3,3025,1912,1113,0.674,4626,78,0.773,0.632 +717078933,Existing Customer,40,F,5,Graduate,Single,Less than $40K,Blue,29,3,2,4,4205,2517,1688,0.652,4256,69,0.725,0.599 +719491233,Existing Customer,55,M,1,College,Single,$120K +,Blue,42,6,2,3,3515,2517,998,1.051,4313,72,0.8,0.716 +789520533,Existing Customer,52,M,2,Uneducated,Single,$120K +,Blue,44,6,3,2,26174,1864,24310,0.684,4551,65,0.667,0.071 +714738033,Existing Customer,44,F,4,Graduate,Married,Less than $40K,Blue,25,5,3,2,1602,1044,558,0.781,5428,85,0.635,0.652 +718576908,Existing Customer,49,F,4,Uneducated,Married,Unknown,Blue,36,4,1,3,29939,0,29939,0.963,4305,63,0.658,0 +715093383,Existing Customer,49,F,2,College,Married,Less than $40K,Blue,41,3,1,3,2115,1598,517,0.934,4450,68,0.545,0.756 +717195933,Attrited Customer,42,M,3,Graduate,Married,$60K - $80K,Blue,30,2,2,3,5298,0,5298,0.857,2431,37,0.542,0 +747107508,Existing Customer,56,F,3,Graduate,Single,Less than $40K,Blue,49,4,3,1,2433,1947,486,0.816,4269,88,0.76,0.8 +717920583,Existing Customer,60,F,1,Uneducated,Divorced,Less than $40K,Blue,49,5,2,2,1443,0,1443,0.875,4673,59,0.735,0 +710516283,Existing Customer,50,M,1,High School,Single,$120K +,Blue,37,4,1,4,9758,1792,7966,0.626,4134,60,0.765,0.184 +787593558,Existing Customer,42,M,3,Graduate,Married,$80K - $120K,Blue,34,6,3,0,4562,2258,2304,0.861,3740,55,0.833,0.495 +778747608,Existing Customer,65,F,1,Unknown,Single,Unknown,Blue,46,3,3,2,1438.3,0,1438.3,0.907,4022,61,0.649,0 +714431058,Existing Customer,41,F,3,College,Single,Unknown,Blue,36,4,2,4,4210,1597,2613,0.733,4342,72,0.674,0.379 +708801108,Attrited Customer,57,F,3,Uneducated,Single,Less than $40K,Blue,51,3,0,3,1438.3,0,1438.3,0.429,2113,38,0.267,0 +715948833,Existing Customer,48,M,4,Graduate,Married,$120K +,Blue,39,4,2,4,24931,1353,23578,0.612,5031,79,0.646,0.054 +770667408,Existing Customer,47,M,4,College,Married,$80K - $120K,Blue,33,3,1,3,8854,2382,6472,0.67,4768,81,0.929,0.269 +823590483,Existing Customer,62,F,0,Graduate,Divorced,Less than $40K,Blue,56,3,1,1,2230,1716,514,0.811,4027,75,0.5,0.77 +710635083,Existing Customer,46,M,4,High School,Married,$80K - $120K,Blue,38,5,1,2,28327,582,27745,0.912,3475,52,0.733,0.021 +716408058,Existing Customer,56,F,2,Uneducated,Single,Unknown,Blue,36,5,3,4,2500,1298,1202,0.626,3673,72,0.565,0.519 +713803158,Existing Customer,41,M,3,High School,Single,$60K - $80K,Blue,33,4,1,3,9246,0,9246,0.658,4611,91,0.569,0 +713593683,Existing Customer,43,F,3,Graduate,Married,$40K - $60K,Blue,28,5,3,3,11155,1583,9572,1.061,3504,60,0.765,0.142 +709339758,Existing Customer,43,M,3,Unknown,Single,$120K +,Blue,30,4,2,3,11926,1766,10160,0.875,3778,84,0.75,0.148 +789382758,Attrited Customer,54,M,3,Graduate,Single,$40K - $60K,Blue,44,6,3,3,5501,0,5501,0.519,2050,51,0.821,0 +813427833,Existing Customer,45,F,4,Graduate,Single,Less than $40K,Blue,40,3,2,1,2110,844,1266,1.109,4812,77,0.604,0.4 +717846108,Existing Customer,49,M,4,Uneducated,Married,$60K - $80K,Blue,34,5,3,2,12994,904,12090,0.627,3734,74,0.85,0.07 +720968583,Existing Customer,52,F,2,Unknown,Married,Unknown,Blue,45,3,1,2,29551,2095,27456,1.1,3226,63,0.853,0.071 +721437333,Attrited Customer,46,M,2,Graduate,Single,$80K - $120K,Blue,36,2,2,2,5054,2517,2537,0.605,2027,39,0.393,0.498 +709134333,Existing Customer,45,F,2,Graduate,Unknown,Less than $40K,Blue,28,6,2,3,3136,2253,883,0.722,4674,67,0.763,0.718 +712630608,Existing Customer,43,F,2,High School,Unknown,Unknown,Blue,35,3,3,4,6109,1549,4560,0.683,4430,69,0.865,0.254 +712404483,Existing Customer,49,M,2,High School,Married,$80K - $120K,Blue,36,4,3,1,3989,2514,1475,0.469,5189,82,0.519,0.63 +717812133,Existing Customer,33,F,1,Graduate,Unknown,Less than $40K,Blue,13,3,1,3,3315,1243,2072,0.709,4006,65,0.548,0.375 +714926508,Existing Customer,52,M,2,Graduate,Married,$80K - $120K,Silver,45,5,4,2,34516,1938,32578,0.807,2275,46,0.438,0.056 +771474108,Existing Customer,40,F,2,Uneducated,Married,Less than $40K,Blue,28,3,2,2,1794,1019,775,0.692,4455,63,0.658,0.568 +709774608,Existing Customer,51,M,3,Unknown,Married,$60K - $80K,Blue,36,4,3,4,5993,1582,4411,0.44,3464,64,0.684,0.264 +718802283,Existing Customer,44,F,3,Post-Graduate,Divorced,Less than $40K,Blue,31,3,2,1,8320,0,8320,0.421,4128,82,0.491,0 +711626658,Attrited Customer,62,F,1,High School,Single,Less than $40K,Blue,36,2,3,4,1930,0,1930,0.331,1971,45,0.25,0 +789354783,Existing Customer,45,F,3,Unknown,Single,Less than $40K,Blue,32,5,3,0,2329,1465,864,0.815,4286,86,0.72,0.629 +720486408,Existing Customer,55,F,1,Uneducated,Single,Less than $40K,Blue,36,3,3,0,1438.3,756,682.3,1.012,4436,73,0.622,0.526 +717793983,Attrited Customer,55,M,3,Graduate,Single,$40K - $60K,Silver,45,2,3,1,18128,0,18128,0.71,2503,49,0.885,0 +718582158,Existing Customer,48,M,2,Unknown,Married,$120K +,Blue,35,3,3,4,10642,1715,8927,0.705,4183,74,0.762,0.161 +713127708,Existing Customer,38,F,0,Uneducated,Married,Less than $40K,Blue,26,5,1,4,2230,0,2230,0.896,3766,63,0.909,0 +717112533,Existing Customer,52,F,1,Graduate,Unknown,Less than $40K,Blue,42,6,2,0,6946,0,6946,0.745,4058,88,0.725,0 +713681433,Existing Customer,50,F,2,High School,Divorced,Unknown,Blue,39,5,2,4,9716,874,8842,0.775,5007,91,0.655,0.09 +718846008,Existing Customer,58,F,0,Unknown,Married,Unknown,Blue,36,6,3,1,4377,1500,2877,0.789,3900,62,0.938,0.343 +714119283,Attrited Customer,42,F,2,Unknown,Single,$40K - $60K,Blue,34,3,3,3,2516,0,2516,0.53,2257,51,0.545,0 +713056083,Existing Customer,52,M,2,High School,Single,$120K +,Blue,46,4,2,4,34516,0,34516,0.775,4037,87,0.706,0 +718538958,Existing Customer,55,F,3,College,Single,Less than $40K,Blue,43,6,3,4,1844,0,1844,0.729,4564,82,0.608,0 +710353233,Existing Customer,48,M,3,College,Divorced,$60K - $80K,Blue,39,4,3,2,13233,1106,12127,0.882,4288,47,0.621,0.084 +713853858,Existing Customer,41,M,4,Unknown,Married,$80K - $120K,Silver,31,5,2,2,34516,1433,33083,0.758,2589,57,0.676,0.042 +710342508,Existing Customer,48,F,2,Uneducated,Married,$40K - $60K,Blue,36,3,3,4,1593,0,1593,0.718,4004,76,0.652,0 +787563858,Existing Customer,50,F,1,Graduate,Married,Less than $40K,Blue,41,4,2,3,8589,685,7904,0.858,3553,63,0.909,0.08 +799239033,Attrited Customer,53,F,3,High School,Single,$40K - $60K,Blue,47,1,3,4,1714,0,1714,0.661,2279,46,0.533,0 +710733183,Existing Customer,46,M,3,Post-Graduate,Unknown,$120K +,Blue,36,6,1,2,1438.3,845,593.3,0.642,3631,67,0.763,0.587 +718489608,Existing Customer,50,F,4,Graduate,Married,Less than $40K,Blue,36,6,2,2,2433,1948,485,0.752,4668,69,0.643,0.801 +758824608,Existing Customer,47,M,4,Uneducated,Married,$80K - $120K,Blue,40,5,2,4,21148,1746,19402,0.853,3370,69,0.769,0.083 +780984408,Existing Customer,65,F,0,Unknown,Divorced,Less than $40K,Blue,50,3,3,3,7487,1953,5534,0.891,4070,63,0.658,0.261 +814483608,Attrited Customer,47,F,4,Graduate,Divorced,Less than $40K,Blue,42,1,3,3,5798,2517,3281,0.58,1860,43,0.433,0.434 +708848208,Existing Customer,52,M,3,Uneducated,Single,$80K - $120K,Blue,40,6,3,2,34516,1757,32759,0.786,4223,81,0.653,0.051 +719713683,Existing Customer,52,F,0,Graduate,Married,Unknown,Blue,37,6,2,2,7608,2373,5235,0.95,4921,81,0.62,0.312 +715514133,Attrited Customer,44,F,4,Graduate,Married,Less than $40K,Blue,31,3,3,4,2184,0,2184,0.671,1973,42,0.556,0 +715955208,Existing Customer,35,F,1,High School,Single,Less than $40K,Blue,26,3,3,2,2189,1833,356,0.56,4530,72,0.846,0.837 +794707083,Attrited Customer,50,M,2,College,Single,$80K - $120K,Blue,44,5,2,4,3495,0,3495,0.639,2131,41,0.464,0 +805313808,Attrited Customer,52,F,3,High School,Married,$40K - $60K,Blue,47,2,2,3,8018,134,7884,0.717,2409,38,0.31,0.017 +772922883,Attrited Customer,41,M,3,Unknown,Married,$80K - $120K,Blue,22,3,3,4,20543,0,20543,0.547,1874,42,0.615,0 +715716333,Existing Customer,62,F,0,High School,Single,Unknown,Blue,50,6,2,2,18819,0,18819,0.894,4273,87,0.977,0 +714502458,Existing Customer,49,M,3,Unknown,Married,$60K - $80K,Blue,36,6,2,4,17811,643,17168,0.842,3748,79,0.646,0.036 +712444533,Existing Customer,43,M,2,High School,Single,$80K - $120K,Blue,36,6,2,0,14418,0,14418,1.043,3880,68,0.7,0 +797748708,Existing Customer,44,M,4,Unknown,Single,$80K - $120K,Blue,38,5,3,4,3936,2024,1912,0.988,5001,66,0.692,0.514 +780203883,Existing Customer,43,F,3,Doctorate,Divorced,Unknown,Blue,33,6,3,2,5738,0,5738,0.852,4375,73,0.622,0 +720616908,Existing Customer,54,M,1,Uneducated,Single,$120K +,Blue,36,5,1,2,34516,0,34516,0.452,3918,67,1.094,0 +817038333,Existing Customer,55,F,0,Graduate,Married,Less than $40K,Blue,40,4,3,4,1513,725,788,0.791,4042,72,0.714,0.479 +713333433,Attrited Customer,49,M,3,Uneducated,Unknown,$60K - $80K,Blue,41,3,4,4,18075,0,18075,0.531,1477,30,0.5,0 +710820783,Existing Customer,45,F,4,Graduate,Married,Unknown,Blue,36,6,1,2,5989,0,5989,0.668,4246,78,0.857,0 +720338658,Existing Customer,56,F,3,Post-Graduate,Single,Less than $40K,Blue,42,3,2,2,2490,1623,867,0.79,2998,60,0.622,0.652 +803938908,Existing Customer,49,F,4,Uneducated,Single,Less than $40K,Blue,44,4,2,2,2659,0,2659,0.84,4546,81,0.884,0 +787921383,Attrited Customer,53,M,0,High School,Single,$120K +,Silver,44,2,4,4,34516,2297,32219,0.416,1461,43,0.536,0.067 +787849833,Existing Customer,49,M,2,High School,Married,$80K - $120K,Blue,40,4,2,0,13490,1672,11818,0.799,4205,75,0.415,0.124 +721143258,Existing Customer,46,M,1,High School,Single,$40K - $60K,Blue,33,6,4,3,1664,798,866,0.703,4804,66,0.535,0.48 +709335558,Existing Customer,49,M,3,Uneducated,Married,$120K +,Blue,37,6,3,3,7753,1643,6110,0.798,3367,65,0.806,0.212 +806619333,Existing Customer,36,F,3,High School,Single,Less than $40K,Blue,31,4,2,3,2909,2085,824,1.035,5154,80,0.86,0.717 +719378658,Existing Customer,57,M,3,Graduate,Divorced,$80K - $120K,Silver,36,6,3,4,34516,1384,33132,0.887,4745,69,0.605,0.04 +720670458,Existing Customer,52,F,2,Unknown,Single,$40K - $60K,Blue,45,3,1,3,3476,1560,1916,0.894,3496,58,0.871,0.449 +716955783,Existing Customer,52,M,2,Graduate,Single,$80K - $120K,Blue,36,6,2,2,16026,1160,14866,0.386,4418,59,0.639,0.072 +817970208,Existing Customer,45,M,1,Uneducated,Divorced,Less than $40K,Blue,40,4,3,2,2705,1334,1371,0.886,4501,67,0.675,0.493 +708506508,Existing Customer,54,M,3,High School,Married,$120K +,Blue,43,5,3,2,2884,1144,1740,0.783,4887,90,0.698,0.397 +750147483,Existing Customer,49,M,2,High School,Single,$80K - $120K,Blue,37,6,1,4,24299,2517,21782,0.723,5320,62,0.771,0.104 +715540233,Existing Customer,43,M,3,Graduate,Single,$60K - $80K,Blue,34,6,1,2,20755,2276,18479,0.801,4615,79,0.837,0.11 +807584958,Attrited Customer,50,M,3,Uneducated,Married,$60K - $80K,Blue,45,2,2,5,21096,0,21096,0.637,1882,39,0.345,0 +720686583,Existing Customer,46,M,3,High School,Divorced,$120K +,Blue,37,5,3,4,6457,0,6457,0.531,4487,73,0.431,0 +820637433,Existing Customer,45,F,3,High School,Married,Less than $40K,Blue,40,5,2,3,1603,0,1603,0.467,4041,66,0.571,0 +716346183,Existing Customer,43,F,3,Unknown,Divorced,Unknown,Blue,37,3,6,3,9051,1557,7494,0.621,4169,72,0.5,0.172 +715405758,Attrited Customer,50,F,1,High School,Single,Unknown,Blue,42,5,0,4,10057,0,10057,0.792,2383,42,0.448,0 +710094108,Existing Customer,33,M,3,Graduate,Single,$60K - $80K,Blue,27,6,2,3,2043,1725,318,0.686,5212,79,0.646,0.844 +713168733,Existing Customer,65,F,0,Unknown,Single,Less than $40K,Blue,56,6,3,3,2802,2403,399,0.636,3887,61,0.419,0.858 +708614058,Existing Customer,56,F,2,Graduate,Divorced,Less than $40K,Blue,45,4,2,4,1960,1690,270,0.63,3870,67,0.558,0.862 +718088133,Existing Customer,40,F,3,Unknown,Divorced,Less than $40K,Blue,36,6,1,0,2348,1061,1287,1.062,1901,27,1.25,0.452 +720614658,Existing Customer,40,M,2,High School,Divorced,$60K - $80K,Blue,25,6,4,2,2978,0,2978,0.49,3879,95,0.583,0 +716695533,Existing Customer,49,F,3,College,Married,Less than $40K,Blue,29,3,3,3,2017,1557,460,0.738,3875,75,0.974,0.772 +717091533,Existing Customer,29,F,1,Graduate,Single,Unknown,Blue,36,5,2,3,13613,1172,12441,0.657,4253,84,0.75,0.086 +713231658,Existing Customer,45,F,2,Doctorate,Single,Less than $40K,Blue,33,6,2,3,5553,1117,4436,0.914,3744,52,0.793,0.201 +715675458,Existing Customer,51,M,1,High School,Unknown,$80K - $120K,Blue,41,6,1,2,6346,578,5768,0.55,3837,85,0.604,0.091 +712463883,Existing Customer,45,M,2,Unknown,Married,$120K +,Silver,38,4,2,3,34516,1406,33110,1.261,3342,63,0.969,0.041 +708489258,Existing Customer,40,F,3,Graduate,Married,Less than $40K,Blue,27,5,3,3,1438.3,988,450.3,0.556,3561,72,0.5,0.687 +708403308,Existing Customer,37,M,3,Unknown,Single,$40K - $60K,Silver,24,3,1,3,15133,1663,13470,0.646,4392,68,0.511,0.11 +769684158,Existing Customer,42,M,4,College,Single,$40K - $60K,Blue,36,3,3,2,2502,1488,1014,0.56,3763,75,0.875,0.595 +710349258,Existing Customer,45,F,3,High School,Single,Less than $40K,Blue,36,3,2,2,2589,2052,537,0.636,4133,68,0.789,0.793 +713940033,Existing Customer,47,F,3,Graduate,Single,Less than $40K,Blue,36,5,1,3,2049,1460,589,0.599,3514,79,0.646,0.713 +713482608,Existing Customer,47,M,4,College,Married,$40K - $60K,Blue,35,6,1,2,3560,751,2809,1.096,4060,79,0.975,0.211 +714571008,Existing Customer,49,F,3,Unknown,Married,Less than $40K,Blue,36,3,2,3,1438.3,0,1438.3,1.044,4553,78,1.167,0 +715354008,Existing Customer,43,M,3,Graduate,Unknown,$120K +,Blue,36,6,1,2,25937,0,25937,0.936,3785,68,0.7,0 +819363708,Existing Customer,43,M,1,Post-Graduate,Single,$60K - $80K,Blue,38,4,2,3,2387,1482,905,0.868,3909,67,0.675,0.621 +712014708,Existing Customer,48,M,4,Graduate,Married,Less than $40K,Blue,36,4,1,2,2912,1501,1411,0.825,4518,90,0.875,0.515 +788717358,Existing Customer,53,M,2,Uneducated,Single,$60K - $80K,Blue,38,3,2,2,7062,1255,5807,0.672,3432,68,0.744,0.178 +710413533,Existing Customer,56,M,2,Graduate,Married,$80K - $120K,Blue,51,3,3,3,12186,1080,11106,0.842,4785,66,0.65,0.089 +718515483,Attrited Customer,64,M,0,Graduate,Single,Less than $40K,Blue,52,2,3,5,3570,2517,1053,0.69,3289,47,0.958,0.705 +715059258,Existing Customer,38,F,3,Doctorate,Single,Unknown,Blue,32,6,4,4,3072,1970,1102,0.671,4245,82,0.952,0.641 +713852958,Existing Customer,51,F,2,Graduate,Single,Unknown,Silver,41,5,3,3,31501,1810,29691,0.71,3893,81,0.62,0.057 +767835558,Existing Customer,42,F,2,Unknown,Married,Less than $40K,Blue,36,5,1,3,5928,2517,3411,0.817,3536,69,0.769,0.425 +721531683,Existing Customer,44,F,4,Graduate,Single,Unknown,Blue,36,3,1,3,8482,0,8482,0.563,4076,81,0.688,0 +720660558,Existing Customer,50,M,2,Uneducated,Married,$120K +,Blue,36,4,3,4,23911,2100,21811,0.988,4770,89,0.712,0.088 +814845933,Existing Customer,62,M,0,Graduate,Single,$80K - $120K,Blue,56,4,3,3,1438.3,0,1438.3,0.794,3628,74,0.644,0 +773155533,Existing Customer,49,F,3,Unknown,Single,Less than $40K,Blue,42,5,3,3,3261,814,2447,0.85,4739,89,0.712,0.25 +711199908,Existing Customer,41,M,2,Graduate,Single,$60K - $80K,Blue,30,3,1,2,2317,1232,1085,0.733,3057,71,0.919,0.532 +721398858,Existing Customer,43,M,2,Unknown,Single,$120K +,Blue,34,5,3,4,33913,0,33913,0.901,4160,76,0.9,0 +715664808,Attrited Customer,43,M,2,Graduate,Single,$80K - $120K,Blue,30,3,3,3,34516,0,34516,0.688,2427,51,0.645,0 +715500558,Existing Customer,45,F,3,Graduate,Married,Unknown,Blue,36,3,1,4,1637,774,863,1.126,4120,78,1,0.473 +719239158,Existing Customer,48,M,3,High School,Married,$60K - $80K,Blue,39,4,3,2,5448,0,5448,0.549,3912,72,0.565,0 +820633833,Existing Customer,64,F,1,Graduate,Single,$40K - $60K,Blue,56,5,2,4,5152,948,4204,0.953,4074,72,1.057,0.184 +720551733,Attrited Customer,46,F,4,Doctorate,Married,Unknown,Blue,26,3,3,6,15195,0,15195,0.726,2631,41,0.64,0 +718487958,Existing Customer,53,F,2,High School,Married,Less than $40K,Blue,41,5,3,0,2799,1303,1496,0.763,3971,76,0.551,0.466 +710533233,Attrited Customer,38,F,1,Graduate,Married,Less than $40K,Blue,29,3,3,4,1438.3,0,1438.3,0.508,2139,47,0.567,0 +778878633,Existing Customer,51,M,3,Unknown,Married,$80K - $120K,Blue,32,6,3,1,1817,885,932,0.621,3400,67,0.675,0.487 +720197058,Attrited Customer,47,F,3,Graduate,Unknown,Unknown,Blue,33,1,3,4,3443,0,3443,0.832,2505,45,0.452,0 +716317458,Attrited Customer,51,F,2,Post-Graduate,Single,Less than $40K,Blue,36,3,3,3,4281,0,4281,0.447,1723,44,0.375,0 +718569258,Existing Customer,56,F,2,Unknown,Married,Less than $40K,Blue,36,5,3,3,2029,974,1055,0.624,4170,73,0.553,0.48 +711649908,Existing Customer,33,F,3,Graduate,Married,Unknown,Blue,15,5,3,2,1438.3,1055,383.3,0.901,4208,67,0.675,0.734 +720879708,Existing Customer,52,M,2,High School,Single,$80K - $120K,Blue,44,3,2,4,28186,1308,26878,0.679,2853,64,0.73,0.046 +815761908,Existing Customer,46,F,3,Unknown,Married,Unknown,Silver,41,6,3,2,34516,0,34516,0.896,3722,72,0.756,0 +711850533,Existing Customer,46,F,4,Uneducated,Single,Unknown,Blue,36,5,1,4,3818,0,3818,0.885,4272,71,0.578,0 +721028283,Existing Customer,40,F,4,High School,Married,$40K - $60K,Blue,28,4,1,3,11494,1160,10334,0.463,3353,86,0.593,0.101 +710763783,Existing Customer,49,M,2,High School,Married,$80K - $120K,Blue,32,4,1,3,28142,762,27380,0.982,3676,47,1.35,0.027 +720432858,Existing Customer,40,F,4,Post-Graduate,Married,Less than $40K,Blue,36,4,1,3,2316,1510,806,0.554,3471,63,0.75,0.652 +772525308,Existing Customer,43,M,3,College,Single,$40K - $60K,Blue,33,5,2,4,10533,1689,8844,0.359,3651,69,0.605,0.16 +767354208,Existing Customer,48,M,4,Graduate,Married,$80K - $120K,Blue,41,4,2,1,14322,0,14322,0.602,3993,75,0.531,0 +715670058,Existing Customer,50,M,3,Graduate,Married,$120K +,Blue,38,5,2,4,34516,1662,32854,0.504,3806,76,0.9,0.048 +713856708,Existing Customer,48,M,4,High School,Married,$80K - $120K,Blue,36,5,1,2,6798,2517,4281,0.873,4327,79,0.881,0.37 +758086458,Existing Customer,46,F,3,Graduate,Married,Unknown,Blue,39,3,3,4,1438.3,0,1438.3,0.646,4111,62,0.55,0 +717035283,Attrited Customer,46,M,1,Graduate,Single,$60K - $80K,Blue,37,2,3,4,2445,848,1597,0.771,2216,39,0.56,0.347 +709604958,Existing Customer,51,F,3,Graduate,Single,$40K - $60K,Blue,36,3,3,4,2585,1847,738,0.627,3480,64,0.6,0.715 +714931458,Existing Customer,52,F,2,Post-Graduate,Single,Unknown,Blue,42,3,2,3,1438.3,0,1438.3,0.607,4102,78,0.857,0 +711047658,Existing Customer,46,F,3,High School,Married,Less than $40K,Blue,38,4,2,2,1781,1315,466,0.704,4775,83,0.729,0.738 +718110858,Attrited Customer,42,M,4,Unknown,Married,$40K - $60K,Blue,36,2,3,5,1606,0,1606,0.87,2628,41,0.64,0 +716385858,Existing Customer,42,F,4,Graduate,Married,Less than $40K,Blue,28,5,2,4,2205,1245,960,0.925,4921,90,0.8,0.565 +708812133,Existing Customer,49,F,3,Graduate,Married,Unknown,Blue,39,5,3,0,2270,1647,623,0.759,4110,75,0.923,0.726 +787655058,Existing Customer,44,F,2,Uneducated,Single,Less than $40K,Blue,37,5,2,3,2568,1875,693,0.578,4254,85,0.735,0.73 +803113383,Attrited Customer,55,F,1,Uneducated,Single,Less than $40K,Blue,49,3,4,3,3292,0,3292,0.482,2222,54,0.636,0 +721273008,Attrited Customer,54,F,1,College,Unknown,Less than $40K,Silver,43,6,3,4,10797,1252,9545,0.489,1739,38,0.226,0.116 +715762083,Existing Customer,46,M,0,Uneducated,Single,$60K - $80K,Silver,36,6,3,2,30501,2030,28471,0.56,2525,45,0.5,0.067 +711629733,Existing Customer,45,F,2,Graduate,Married,Less than $40K,Blue,34,5,3,1,5371,1499,3872,0.737,3282,66,0.65,0.279 +718410258,Existing Customer,37,M,3,High School,Unknown,$80K - $120K,Blue,28,5,4,4,13441,0,13441,0.513,4207,80,0.702,0 +719745558,Existing Customer,52,M,3,Graduate,Single,$60K - $80K,Blue,36,4,2,2,9137,1729,7408,0.974,4626,77,0.75,0.189 +820282383,Attrited Customer,45,F,2,Graduate,Married,Less than $40K,Blue,40,6,3,3,5848,2517,3331,0.561,2000,32,0.28,0.43 +793543758,Existing Customer,47,M,2,Graduate,Single,$120K +,Blue,41,3,2,4,10614,784,9830,0.73,4601,77,0.638,0.074 +778224858,Existing Customer,42,F,2,College,Unknown,Unknown,Blue,32,3,3,4,4035,1003,3032,0.583,4589,89,0.648,0.249 +712555233,Existing Customer,59,F,0,Graduate,Single,$40K - $60K,Blue,48,4,1,2,4205,710,3495,0.504,2023,38,0.727,0.169 +718516533,Existing Customer,46,F,2,Graduate,Single,Less than $40K,Blue,36,6,2,3,2586,2196,390,0.693,3944,78,0.857,0.849 +708923658,Existing Customer,41,F,3,Unknown,Unknown,Less than $40K,Blue,28,3,2,2,7234,1420,5814,0.539,4466,92,0.736,0.196 +717708783,Existing Customer,57,M,2,Graduate,Single,$120K +,Silver,51,6,3,4,34516,1417,33099,0.966,4303,77,0.638,0.041 +780688383,Existing Customer,35,M,1,Graduate,Unknown,$80K - $120K,Blue,24,4,2,3,21114,0,21114,0.697,3534,56,1,0 +718821783,Existing Customer,53,M,1,Unknown,Married,$40K - $60K,Blue,48,4,1,3,2522,1704,818,0.988,4697,73,0.698,0.676 +718163808,Existing Customer,37,M,1,Graduate,Single,$80K - $120K,Blue,24,6,3,4,11309,0,11309,0.474,4809,71,0.479,0 +712693908,Attrited Customer,43,M,3,Graduate,Married,$120K +,Blue,31,2,4,1,13883,783,13100,0.749,1871,32,0.684,0.056 +711286533,Existing Customer,43,M,3,Graduate,Unknown,$60K - $80K,Blue,31,5,1,2,13448,0,13448,0.667,5067,62,0.722,0 +711655683,Existing Customer,55,M,1,Uneducated,Single,$60K - $80K,Silver,46,4,2,4,25991,0,25991,0.639,2996,62,0.879,0 +718188858,Existing Customer,52,F,0,Graduate,Single,Less than $40K,Blue,36,5,1,2,2537,1097,1440,0.874,4964,84,0.909,0.432 +718514283,Existing Customer,46,M,4,High School,Single,$40K - $60K,Blue,36,5,2,2,1438.3,794,644.3,0.807,3895,67,0.558,0.552 +708642708,Attrited Customer,40,F,2,Uneducated,Married,Unknown,Blue,36,3,2,3,13019,0,13019,0.487,1484,33,0.435,0 +811475733,Attrited Customer,53,F,1,College,Married,$40K - $60K,Blue,48,2,2,3,3339,0,3339,0.694,2432,48,0.6,0 +712089108,Existing Customer,49,M,3,Uneducated,Divorced,$80K - $120K,Blue,37,6,3,3,28390,1141,27249,0.919,4631,76,0.949,0.04 +710761533,Existing Customer,44,M,2,Graduate,Unknown,$80K - $120K,Blue,33,3,2,3,23665,1624,22041,0.574,4190,87,0.706,0.069 +714963558,Existing Customer,46,M,3,Graduate,Single,$40K - $60K,Blue,36,4,2,3,1438.3,0,1438.3,0.951,4374,71,0.775,0 +714834258,Existing Customer,43,F,4,High School,Unknown,Less than $40K,Blue,36,5,2,4,2459,1127,1332,0.765,4343,83,0.886,0.458 +713788083,Attrited Customer,28,F,1,Graduate,Single,Less than $40K,Blue,36,4,2,5,1624,0,1624,0.299,1897,35,0.25,0 +719583558,Existing Customer,49,F,3,Uneducated,Married,$40K - $60K,Blue,40,6,2,3,8900,1700,7200,0.906,4710,70,0.556,0.191 +744705408,Existing Customer,48,F,4,Graduate,Single,Unknown,Blue,41,5,3,2,5239,1172,4067,0.825,4241,61,0.968,0.224 +713240133,Existing Customer,42,F,3,High School,Married,Less than $40K,Blue,36,4,3,1,9351,1482,7869,0.464,5099,60,0.714,0.158 +815015283,Existing Customer,43,F,4,Graduate,Married,Less than $40K,Blue,38,4,2,2,2655,1650,1005,0.701,4025,62,0.59,0.621 +718072758,Existing Customer,51,M,2,Post-Graduate,Married,$120K +,Blue,45,5,2,1,3173,2517,656,0.708,4030,73,0.622,0.793 +709127808,Existing Customer,48,M,3,Post-Graduate,Divorced,$60K - $80K,Blue,35,5,2,1,6243,1331,4912,0.8,3502,57,1.036,0.213 +715080258,Existing Customer,37,F,1,High School,Single,Unknown,Blue,36,3,2,3,6730,1093,5637,1.01,4814,89,0.854,0.162 +709567758,Existing Customer,40,F,3,Uneducated,Married,Less than $40K,Blue,29,4,1,2,2490,2225,265,0.566,3339,71,0.543,0.894 +780067158,Attrited Customer,51,F,2,Uneducated,Single,Less than $40K,Blue,36,2,3,3,1746,1107,639,0.539,1907,47,0.621,0.634 +715357308,Existing Customer,44,M,2,Graduate,Married,$60K - $80K,Blue,36,3,1,2,4141,1424,2717,0.574,3512,65,0.477,0.344 +720559908,Existing Customer,58,F,2,Uneducated,Divorced,Less than $40K,Silver,46,6,1,4,11684,653,11031,0.622,4900,61,0.743,0.056 +720339558,Existing Customer,47,F,2,Graduate,Single,Less than $40K,Blue,36,3,1,2,2363,494,1869,0.736,3887,71,0.651,0.209 +809599158,Attrited Customer,48,M,4,Uneducated,Single,$80K - $120K,Silver,43,2,3,4,34516,0,34516,0.671,1626,28,0.4,0 +793269933,Existing Customer,46,M,3,Graduate,Unknown,$60K - $80K,Silver,40,6,3,2,28829,0,28829,0.463,4540,78,0.56,0 +809978733,Existing Customer,33,F,2,High School,Single,$40K - $60K,Blue,28,3,2,3,1438.3,746,692.3,0.913,4415,77,0.878,0.519 +788996058,Existing Customer,47,F,2,High School,Married,Less than $40K,Blue,34,4,2,4,2730,1970,760,0.848,3841,69,0.865,0.722 +712575708,Existing Customer,55,F,2,High School,Married,Less than $40K,Blue,36,5,1,4,1994,1175,819,0.794,4455,82,0.547,0.589 +789625383,Existing Customer,48,M,3,Uneducated,Married,$80K - $120K,Blue,42,4,3,3,9727,1626,8101,1.006,3543,62,0.676,0.167 +719730258,Existing Customer,41,M,4,Uneducated,Divorced,$60K - $80K,Silver,36,4,2,3,33771,0,33771,0.791,3819,75,0.829,0 +793717608,Existing Customer,39,M,0,Doctorate,Single,$60K - $80K,Blue,33,6,2,0,10452,1120,9332,0.802,3592,79,0.795,0.107 +709798908,Attrited Customer,45,F,4,Unknown,Single,Less than $40K,Blue,32,3,3,4,2858,0,2858,1.058,2611,43,0.483,0 +716077458,Existing Customer,46,M,3,Uneducated,Married,$40K - $60K,Blue,36,4,2,4,4707,1121,3586,0.604,3188,71,0.651,0.238 +813435108,Existing Customer,49,F,1,Graduate,Single,Less than $40K,Blue,44,5,2,1,3537,0,3537,0.763,4726,78,0.814,0 +708084558,Attrited Customer,46,M,3,Doctorate,Divorced,$80K - $120K,Blue,38,6,3,3,8258,1771,6487,0,1447,23,0,0.214 +719880408,Existing Customer,46,F,4,Graduate,Married,Less than $40K,Blue,35,6,3,1,3072,1611,1461,0.682,3992,57,0.727,0.524 +719343633,Existing Customer,48,M,3,High School,Unknown,Less than $40K,Blue,38,4,3,3,8892,889,8003,0.67,4900,89,0.745,0.1 +718711158,Attrited Customer,52,M,3,Graduate,Married,$120K +,Blue,36,1,2,3,3841,2517,1324,0.841,2680,51,0.545,0.655 +717443658,Existing Customer,37,F,0,Graduate,Divorced,$40K - $60K,Blue,28,4,3,1,1920,0,1920,0.688,4715,81,0.841,0 +715976433,Existing Customer,42,M,3,High School,Unknown,Less than $40K,Blue,31,4,2,4,7802,1885,5917,0.643,4212,75,0.744,0.242 +719038008,Existing Customer,48,F,4,Graduate,Single,Less than $40K,Blue,35,3,2,2,1705,1192,513,0.763,4862,41,0.242,0.699 +709143183,Attrited Customer,52,F,2,Doctorate,Married,$40K - $60K,Blue,43,3,2,4,1822,1605,217,0.756,2538,39,0.696,0.881 +710186958,Existing Customer,45,F,3,Unknown,Single,Unknown,Blue,32,6,3,4,9294,2000,7294,0.637,4431,82,0.673,0.215 +709274583,Existing Customer,40,M,2,High School,Married,$120K +,Blue,27,5,3,1,12248,1323,10925,0.882,4806,91,0.896,0.108 +816864483,Existing Customer,39,F,4,Uneducated,Single,$40K - $60K,Blue,34,4,2,2,10264,803,9461,0.802,4003,74,0.721,0.078 +708271833,Existing Customer,42,M,3,Graduate,Single,$40K - $60K,Silver,36,3,2,3,15069,1843,13226,0.84,3464,67,0.558,0.122 +821759658,Attrited Customer,41,F,4,High School,Divorced,$40K - $60K,Blue,37,3,2,3,4650,204,4446,0.685,2014,54,0.8,0.044 +820920408,Existing Customer,53,F,2,Graduate,Single,Less than $40K,Blue,48,3,2,2,3685,0,3685,0.762,4012,59,0.639,0 +718403358,Existing Customer,49,F,2,High School,Divorced,$40K - $60K,Blue,33,4,2,1,7231,2517,4714,0.865,3912,67,0.763,0.348 +713476758,Existing Customer,44,M,4,Unknown,Married,$60K - $80K,Blue,32,4,1,1,10007,1586,8421,0.921,4309,77,0.711,0.158 +720690933,Existing Customer,52,M,4,Uneducated,Married,$60K - $80K,Blue,39,5,1,3,2641,1584,1057,0.809,4279,67,0.718,0.6 +719252583,Existing Customer,29,F,1,High School,Single,Less than $40K,Blue,20,4,2,1,3095,1488,1607,0.924,4642,92,0.878,0.481 +712783083,Attrited Customer,48,F,4,High School,Married,Less than $40K,Blue,37,1,2,3,3607,0,3607,0.504,2013,35,0.458,0 +771204108,Existing Customer,36,F,2,Uneducated,Single,Unknown,Blue,23,3,1,0,1954,1179,775,0.867,3896,67,0.718,0.603 +817247658,Existing Customer,45,M,3,High School,Unknown,$60K - $80K,Blue,27,6,2,3,21317,0,21317,0.833,3814,67,1.03,0 +821749608,Attrited Customer,41,M,3,Graduate,Single,$80K - $120K,Blue,37,3,3,3,19402,0,19402,0.58,1937,51,0.594,0 +714389883,Existing Customer,45,M,4,Graduate,Single,$80K - $120K,Blue,36,6,3,1,8063,1485,6578,0.872,4275,77,0.833,0.184 +713648208,Existing Customer,40,F,2,Graduate,Unknown,$40K - $60K,Blue,32,6,2,2,3097,2409,688,0.912,4624,86,0.87,0.778 +826261008,Attrited Customer,48,F,3,Graduate,Unknown,Less than $40K,Blue,44,3,3,2,1438.3,0,1438.3,0.736,2054,46,0.586,0 +824163333,Existing Customer,43,F,5,Uneducated,Single,Less than $40K,Blue,39,3,2,4,3161,2424,737,0.617,4307,66,0.784,0.767 +709444983,Attrited Customer,38,F,3,Uneducated,Single,$40K - $60K,Blue,30,3,2,3,2435,2432,3,0.12,1460,32,0.103,0.999 +711154908,Existing Customer,59,F,0,Unknown,Single,Less than $40K,Blue,40,5,2,2,1845,1076,769,1.016,4319,76,0.551,0.583 +769575783,Attrited Customer,49,F,3,College,Married,Less than $40K,Blue,41,3,3,3,1603,749,854,0.733,2644,43,0.483,0.467 +720334833,Existing Customer,39,F,5,College,Single,Less than $40K,Blue,30,4,1,2,4710,1869,2841,0.858,4719,91,0.655,0.397 +709563258,Attrited Customer,50,F,2,Uneducated,Single,Unknown,Blue,41,2,3,2,2751,2253,498,0.497,2108,40,0.481,0.819 +708205083,Existing Customer,38,F,1,High School,Married,Less than $40K,Blue,28,6,4,3,1438.3,0,1438.3,0.767,4815,81,0.653,0 +715276683,Existing Customer,52,M,2,High School,Married,$60K - $80K,Blue,45,5,1,4,24287,1676,22611,0.506,5495,69,0.816,0.069 +721254858,Existing Customer,42,F,5,Graduate,Married,Less than $40K,Blue,18,6,1,1,1694,1074,620,0.78,3857,70,0.75,0.634 +712257258,Attrited Customer,50,F,1,High School,Single,Less than $40K,Blue,36,4,2,5,1457,0,1457,0.493,1441,39,0.393,0 +789616158,Existing Customer,33,M,3,Unknown,Divorced,Unknown,Blue,27,6,1,3,25045,0,25045,1.018,3444,52,0.926,0 +708773583,Existing Customer,52,F,3,Graduate,Unknown,$40K - $60K,Blue,45,5,2,0,10859,1710,9149,0.974,3987,64,0.829,0.157 +711110733,Existing Customer,45,M,3,High School,Married,$40K - $60K,Silver,33,3,2,1,16928,1519,15409,0.894,3355,66,0.886,0.09 +714043008,Existing Customer,37,M,2,High School,Single,$40K - $60K,Blue,30,6,3,4,4297,0,4297,0.797,4310,76,0.767,0 +780602733,Existing Customer,42,M,3,Uneducated,Single,$60K - $80K,Blue,30,4,2,3,8302,1294,7008,0.558,3221,66,0.61,0.156 +823557333,Existing Customer,43,F,2,Uneducated,Unknown,Less than $40K,Blue,39,5,3,3,2734,2517,217,0.7,4457,86,0.955,0.921 +772825308,Existing Customer,40,M,3,Graduate,Divorced,$80K - $120K,Blue,31,4,2,3,27374,1509,25865,0.803,4231,60,0.714,0.055 +713251008,Existing Customer,43,F,2,Uneducated,Married,Unknown,Blue,38,6,3,1,2960,1853,1107,0.949,3921,63,0.853,0.626 +711175083,Existing Customer,54,M,3,Doctorate,Single,$60K - $80K,Blue,41,4,2,3,9110,0,9110,0.662,2999,75,0.786,0 +756477333,Existing Customer,42,F,4,Uneducated,Married,Less than $40K,Blue,35,4,3,1,1539,0,1539,0.944,4793,71,0.614,0 +712294983,Existing Customer,39,F,2,Graduate,Married,$40K - $60K,Blue,36,4,2,4,1947,1160,787,1.227,4496,71,1.29,0.596 +717023508,Existing Customer,45,F,3,Unknown,Unknown,$40K - $60K,Blue,36,6,1,2,2667,1551,1116,0.672,4883,85,0.735,0.582 +709869708,Existing Customer,54,F,3,College,Single,Less than $40K,Blue,45,5,1,4,3062,2039,1023,1.057,4037,71,0.821,0.666 +772133808,Existing Customer,47,F,3,Post-Graduate,Single,$40K - $60K,Blue,36,6,5,0,3114,1059,2055,0.78,4342,62,0.771,0.34 +768196008,Existing Customer,54,M,1,Uneducated,Single,$60K - $80K,Blue,48,5,2,3,14948,2158,12790,0.844,3094,56,1,0.144 +708916083,Attrited Customer,49,F,0,Doctorate,Unknown,Less than $40K,Blue,37,5,2,3,1749,0,1749,1.006,2510,38,0.407,0 +789526458,Existing Customer,44,M,3,Unknown,Married,$40K - $60K,Blue,36,4,2,1,2534,1706,828,0.793,3965,57,1.111,0.673 +716079708,Existing Customer,46,F,3,College,Single,Less than $40K,Blue,36,5,2,2,2503,2373,130,0.697,4647,65,0.806,0.948 +720087708,Existing Customer,38,F,3,High School,Married,Less than $40K,Blue,31,4,3,2,1854,0,1854,0.885,5245,89,0.712,0 +714259533,Existing Customer,43,F,2,Graduate,Married,Less than $40K,Blue,35,3,1,3,4092,622,3470,0.775,5001,88,0.492,0.152 +714691683,Existing Customer,62,M,1,Graduate,Single,$60K - $80K,Blue,54,4,1,4,13284,607,12677,0.857,4942,76,0.652,0.046 +768420558,Existing Customer,59,F,0,Graduate,Single,Less than $40K,Blue,53,6,3,4,4830,1469,3361,0.634,3365,63,0.75,0.304 +778364583,Attrited Customer,45,F,2,Graduate,Married,Less than $40K,Blue,25,3,2,3,5911,916,4995,0.471,1656,31,0.722,0.155 +719186433,Existing Customer,53,F,1,College,Single,Unknown,Blue,44,3,2,2,11012,1328,9684,0.617,3793,86,0.654,0.121 +719951208,Existing Customer,43,M,4,Graduate,Single,$60K - $80K,Blue,24,5,3,2,19188,0,19188,0.453,4366,69,0.816,0 +720182658,Existing Customer,44,F,3,Uneducated,Single,Unknown,Blue,31,4,2,3,18056,940,17116,0.629,4473,72,0.6,0.052 +789022233,Existing Customer,50,F,2,Uneducated,Single,Less than $40K,Blue,37,6,5,2,1438.3,754,684.3,0.74,4457,69,0.683,0.524 +778353183,Existing Customer,31,F,0,High School,Married,Less than $40K,Blue,13,5,2,3,3201,984,2217,0.639,5155,77,0.925,0.307 +713789883,Existing Customer,50,F,4,High School,Married,$40K - $60K,Blue,36,6,1,1,1479,1004,475,0.827,5116,75,0.974,0.679 +773018583,Existing Customer,38,F,4,Graduate,Married,Less than $40K,Blue,30,5,1,2,3144,2216,928,0.741,4717,75,0.562,0.705 +771354633,Existing Customer,58,M,1,College,Single,$80K - $120K,Blue,45,5,3,4,1854,1480,374,0.853,3292,73,0.921,0.798 +717308433,Attrited Customer,49,M,5,Uneducated,Unknown,$60K - $80K,Blue,43,3,3,3,1960,0,1960,0.493,2253,39,0.345,0 +712271958,Existing Customer,37,M,3,Uneducated,Unknown,$80K - $120K,Blue,36,4,2,3,9782,1793,7989,0.886,3672,75,0.923,0.183 +716736858,Existing Customer,47,F,4,Graduate,Married,Less than $40K,Blue,39,3,3,2,3144,0,3144,0.561,3774,80,0.818,0 +713796033,Attrited Customer,47,M,2,Graduate,Married,$40K - $60K,Blue,42,6,3,3,4738,0,4738,0.641,1900,36,0.5,0 +710812533,Attrited Customer,46,F,3,High School,Single,Unknown,Silver,36,4,2,3,34516,154,34362,0.602,1987,46,0.586,0.004 +782555058,Existing Customer,35,F,1,Unknown,Married,Less than $40K,Blue,29,4,2,3,1438.3,856,582.3,0.792,4432,92,0.736,0.595 +714864333,Attrited Customer,43,M,2,College,Divorced,$120K +,Blue,37,4,1,2,34516,0,34516,0.536,1370,38,0.357,0 +787918158,Existing Customer,32,F,0,Uneducated,Married,Less than $40K,Blue,23,5,2,4,2156,1114,1042,0.603,4106,66,0.833,0.517 +779070033,Existing Customer,63,F,0,College,Single,Less than $40K,Blue,44,3,4,2,1938,0,1938,0.536,3974,56,0.931,0 +789945933,Existing Customer,61,F,1,Graduate,Single,Less than $40K,Blue,52,3,3,1,1438.3,0,1438.3,0.925,3560,67,0.861,0 +720810783,Attrited Customer,54,F,2,Graduate,Married,Unknown,Blue,44,2,3,3,3781,1692,2089,0.791,2310,43,0.72,0.448 +715627833,Existing Customer,48,M,3,High School,Married,$60K - $80K,Gold,37,6,2,0,34516,1948,32568,0.666,4539,75,0.705,0.056 +809538783,Existing Customer,49,M,1,High School,Single,$120K +,Blue,44,6,2,3,1438.3,1058,380.3,0.56,4109,72,0.8,0.736 +715987758,Attrited Customer,49,M,3,Graduate,Single,$80K - $120K,Blue,36,3,2,1,3261,0,3261,1.012,3081,50,0.667,0 +711967158,Existing Customer,35,F,3,Graduate,Single,Less than $40K,Blue,23,6,3,1,2211,1370,841,0.781,4359,79,0.927,0.62 +712325433,Existing Customer,39,F,2,Unknown,Single,Unknown,Blue,28,6,2,2,1493,792,701,0.688,4131,80,0.702,0.53 +716470683,Existing Customer,48,F,3,Post-Graduate,Married,Unknown,Blue,36,3,1,3,20631,2048,18583,0.676,4827,77,0.711,0.099 +713289183,Existing Customer,53,F,3,Doctorate,Married,Less than $40K,Blue,33,6,2,1,2255,1647,608,0.848,4270,76,0.767,0.73 +711549408,Existing Customer,51,M,3,Uneducated,Married,$80K - $120K,Blue,42,5,1,3,1507,961,546,0.678,4126,90,0.667,0.638 +709523508,Existing Customer,65,F,0,Uneducated,Unknown,Less than $40K,Silver,53,5,1,2,11097,0,11097,0.648,4836,83,0.566,0 +717578358,Existing Customer,49,F,4,Graduate,Married,Unknown,Blue,40,5,1,1,8162,1704,6458,0.819,4334,80,0.739,0.209 +711673983,Existing Customer,44,M,4,Unknown,Single,$60K - $80K,Blue,36,3,1,2,18721,1568,17153,0.788,4537,81,0.8,0.084 +713388108,Attrited Customer,62,F,0,High School,Unknown,Less than $40K,Blue,51,4,2,3,5210,0,5210,0.64,2162,36,0.161,0 +715679733,Existing Customer,43,F,2,Uneducated,Single,Less than $40K,Blue,36,5,2,4,1736,1513,223,0.829,3462,67,0.558,0.872 +779694183,Existing Customer,51,M,3,College,Married,$80K - $120K,Blue,34,5,2,4,1864,1427,437,0.725,3833,73,0.587,0.766 +788544108,Existing Customer,43,F,2,High School,Single,Less than $40K,Blue,37,4,3,0,6611,1041,5570,0.744,4037,74,0.682,0.157 +715583283,Existing Customer,34,F,0,Graduate,Married,Unknown,Blue,13,4,1,4,7942,2087,5855,0.754,4068,66,0.61,0.263 +719917233,Attrited Customer,49,M,3,Post-Graduate,Married,$80K - $120K,Blue,36,3,3,2,13382,1159,12223,0.404,1828,45,0.5,0.087 +717103758,Attrited Customer,63,M,0,Graduate,Single,Unknown,Blue,55,5,0,2,18550,0,18550,0.908,2616,42,0.826,0 +714621183,Existing Customer,39,F,3,Graduate,Single,Less than $40K,Blue,36,4,3,4,2650,1646,1004,0.747,4512,80,0.509,0.621 +721365033,Attrited Customer,37,M,3,Uneducated,Single,$40K - $60K,Blue,36,3,2,4,1696,0,1696,0.857,2095,43,0.536,0 +712999008,Existing Customer,40,F,3,Graduate,Single,Less than $40K,Blue,33,3,1,1,2628,1771,857,0.788,4316,72,0.6,0.674 +780790008,Existing Customer,46,F,3,Unknown,Married,$40K - $60K,Blue,39,6,3,2,1457,563,894,0.711,3967,69,0.568,0.386 +779499933,Existing Customer,46,M,5,Uneducated,Unknown,$80K - $120K,Blue,28,6,1,1,34516,1259,33257,0.671,4300,94,0.741,0.036 +717200508,Existing Customer,40,F,4,Uneducated,Single,Unknown,Blue,32,3,1,3,3056,2038,1018,0.675,4734,73,0.659,0.667 +716995083,Existing Customer,52,M,2,High School,Single,$80K - $120K,Blue,44,6,2,4,2650,1049,1601,0.874,4218,64,0.73,0.396 +718137183,Existing Customer,58,F,1,College,Married,Less than $40K,Blue,38,4,2,3,3331,2251,1080,1.044,5379,92,0.643,0.676 +787507833,Existing Customer,49,F,1,Uneducated,Unknown,Less than $40K,Blue,38,6,2,1,3343,1820,1523,0.727,4507,63,0.703,0.544 +810974958,Attrited Customer,51,M,2,High School,Married,$60K - $80K,Blue,46,5,3,2,4123,1760,2363,0.869,2447,40,0.429,0.427 +717967833,Existing Customer,55,F,1,Unknown,Married,Less than $40K,Blue,36,3,1,0,2677,1555,1122,0.639,4757,81,0.688,0.581 +712267983,Attrited Customer,57,F,0,Graduate,Single,Less than $40K,Blue,45,4,3,3,3023,2517,506,0.646,2477,42,0.615,0.833 +717376758,Existing Customer,56,F,2,High School,Married,Less than $40K,Blue,47,4,3,1,2238,1324,914,0.762,4108,72,0.846,0.592 +718250883,Attrited Customer,59,F,2,High School,Married,Unknown,Blue,51,3,3,3,3875,1397,2478,0.573,2312,49,0.581,0.361 +717491058,Existing Customer,42,M,2,Post-Graduate,Single,$60K - $80K,Blue,26,6,2,3,20803,1747,19056,0.311,4012,60,0.429,0.084 +802243458,Attrited Customer,48,M,2,Doctorate,Single,$40K - $60K,Blue,42,6,3,2,2760,0,2760,0.576,1759,34,0.214,0 +714485508,Existing Customer,45,M,3,Doctorate,Single,$80K - $120K,Blue,36,6,2,4,9086,1254,7832,0.93,3906,81,0.8,0.138 +711377808,Existing Customer,47,M,3,Graduate,Unknown,$60K - $80K,Blue,36,4,3,2,21142,0,21142,0.812,4360,66,1.357,0 +718565733,Existing Customer,62,M,0,Unknown,Single,Less than $40K,Blue,36,3,2,4,3653,1769,1884,0.825,4423,67,0.763,0.484 +712723608,Existing Customer,44,F,3,Uneducated,Unknown,Less than $40K,Blue,36,6,2,4,1713,0,1713,0.678,3999,66,1.062,0 +789948408,Existing Customer,55,M,2,Graduate,Single,$80K - $120K,Blue,46,3,1,4,34516,1718,32798,0.51,5220,74,0.423,0.05 +734909358,Existing Customer,43,M,4,Graduate,Single,$80K - $120K,Blue,33,4,1,1,6548,1244,5304,0.667,4354,79,0.927,0.19 +719267283,Existing Customer,35,F,2,Doctorate,Married,$40K - $60K,Blue,27,6,1,0,1953,1554,399,0.581,4598,71,0.651,0.796 +780684933,Existing Customer,49,M,3,High School,Unknown,$40K - $60K,Blue,38,4,1,3,3051,1783,1268,0.732,4887,69,0.725,0.584 +720330558,Attrited Customer,44,M,3,Graduate,Married,$80K - $120K,Blue,25,5,2,3,25256,966,24290,0.488,2048,40,0.333,0.038 +720784833,Attrited Customer,48,F,3,Graduate,Single,Unknown,Blue,36,3,3,1,1630,1243,387,0.4,1884,43,0.303,0.763 +789059958,Existing Customer,42,M,4,High School,Married,$120K +,Gold,30,6,2,4,34516,1045,33471,0.848,3574,75,0.923,0.03 +797138883,Existing Customer,43,M,4,Unknown,Married,$40K - $60K,Blue,37,3,2,3,10800,1491,9309,0.543,3966,77,0.638,0.138 +721448283,Attrited Customer,39,F,1,Graduate,Single,Less than $40K,Blue,26,3,3,1,1876,1536,340,0.712,2579,47,0.469,0.819 +710552733,Attrited Customer,42,M,5,Unknown,Married,$60K - $80K,Blue,36,2,3,2,4963,0,4963,0.637,2335,40,0.429,0 +742778358,Existing Customer,44,M,1,Graduate,Single,$60K - $80K,Blue,37,3,1,4,16739,1229,15510,0.497,4014,69,0.568,0.073 +713933658,Existing Customer,56,F,0,Graduate,Single,Less than $40K,Blue,45,3,6,2,2463,1621,842,0.568,4118,70,0.591,0.658 +788142483,Existing Customer,46,M,3,College,Single,$80K - $120K,Silver,38,3,3,1,34516,1278,33238,0.51,4699,73,0.622,0.037 +789705408,Existing Customer,50,M,2,College,Married,$60K - $80K,Blue,37,4,1,2,4743,1687,3056,0.957,3739,55,0.618,0.356 +780378633,Existing Customer,43,M,3,College,Unknown,$60K - $80K,Blue,33,4,3,4,9382,1455,7927,0.482,3412,71,0.821,0.155 +817422408,Existing Customer,45,F,3,Uneducated,Single,Less than $40K,Blue,30,3,2,3,2059,1118,941,0.788,4110,71,1.152,0.543 +781297983,Existing Customer,58,M,2,Unknown,Divorced,$60K - $80K,Blue,52,6,2,3,20410,1196,19214,0.726,3525,78,0.733,0.059 +710671608,Existing Customer,39,F,2,Graduate,Divorced,Less than $40K,Blue,31,5,3,4,6798,918,5880,0.671,3961,69,0.605,0.135 +719967708,Existing Customer,44,F,2,Unknown,Single,Less than $40K,Blue,32,3,1,4,6472,2128,4344,0.58,3592,66,0.833,0.329 +711879633,Existing Customer,45,M,3,High School,Single,Less than $40K,Blue,29,4,1,2,2766,1985,781,0.796,4480,70,0.75,0.718 +716444733,Existing Customer,55,F,2,Graduate,Married,Less than $40K,Blue,46,5,3,4,1438.3,0,1438.3,0.907,4271,79,0.756,0 +718460958,Existing Customer,49,F,2,College,Married,Less than $40K,Blue,35,3,3,4,3283,1856,1427,1.103,4498,64,0.829,0.565 +789953733,Existing Customer,46,F,3,Graduate,Married,Less than $40K,Blue,37,5,1,3,2470,1961,509,0.802,4519,78,0.733,0.794 +770278833,Existing Customer,43,M,4,Unknown,Married,$120K +,Blue,37,3,1,3,20695,1250,19445,0.605,3924,82,0.783,0.06 +787291308,Existing Customer,42,F,5,Graduate,Married,Less than $40K,Blue,36,5,2,4,4228,1709,2519,0.493,4389,79,0.58,0.404 +710644158,Existing Customer,45,M,3,Graduate,Unknown,$80K - $120K,Blue,28,5,3,1,31743,1332,30411,0.665,4293,73,0.622,0.042 +717095733,Existing Customer,48,F,4,Unknown,Unknown,Less than $40K,Blue,29,6,3,4,3212,2517,695,0.785,4284,69,1.3,0.784 +813338733,Existing Customer,47,F,3,Unknown,Single,Unknown,Blue,42,3,2,2,5884,1382,4502,0.91,4477,82,0.745,0.235 +787536933,Existing Customer,44,F,3,Unknown,Single,Less than $40K,Blue,33,6,2,3,1724,0,1724,0.669,4768,80,0.86,0 +714384783,Attrited Customer,59,F,1,Graduate,Married,Less than $40K,Blue,36,2,3,3,2468,0,2468,0.5,2017,37,0.762,0 +713847858,Attrited Customer,49,F,3,Graduate,Divorced,Less than $40K,Blue,36,3,3,3,1438.3,0,1438.3,0.409,1849,43,0.536,0 +809809008,Existing Customer,47,F,5,Graduate,Married,Less than $40K,Blue,42,5,1,2,3111,1541,1570,0.656,4570,68,0.511,0.495 +719446833,Existing Customer,58,F,1,High School,Married,Less than $40K,Blue,46,4,1,3,2799,1532,1267,0.583,4214,83,0.537,0.547 +720570333,Existing Customer,48,F,3,College,Married,Less than $40K,Blue,36,5,3,0,1912,1163,749,0.871,4786,81,0.723,0.608 +815308683,Existing Customer,46,M,3,College,Married,$80K - $120K,Blue,41,4,3,1,18927,887,18040,1.065,3101,54,1,0.047 +810875958,Attrited Customer,51,F,3,Graduate,Married,Less than $40K,Blue,46,1,4,3,2016,395,1621,0.711,2473,44,0.571,0.196 +717775608,Existing Customer,51,M,2,Post-Graduate,Unknown,$80K - $120K,Blue,43,4,2,0,4830,1970,2860,0.799,4850,80,0.633,0.408 +718766058,Attrited Customer,56,M,2,Graduate,Single,$80K - $120K,Blue,36,1,2,2,1438.3,0,1438.3,0.65,2123,37,0.542,0 +710656683,Existing Customer,50,F,3,High School,Single,Less than $40K,Blue,36,4,3,1,1986,1614,372,0.554,4442,64,0.73,0.813 +768390708,Existing Customer,47,M,2,Unknown,Single,$80K - $120K,Blue,41,6,1,1,2877,1136,1741,0.756,4006,68,0.478,0.395 +713263758,Existing Customer,53,F,1,College,Single,Less than $40K,Blue,45,3,2,2,2312,1997,315,0.787,5085,78,0.773,0.864 +754564308,Existing Customer,46,F,3,Graduate,Married,$40K - $60K,Blue,39,3,3,2,2644,2126,518,0.748,3601,66,0.65,0.804 +827890758,Existing Customer,39,F,1,Uneducated,Single,Less than $40K,Blue,35,5,3,0,2062,1302,760,0.631,3785,63,0.75,0.631 +779945508,Existing Customer,50,F,1,Graduate,Married,Less than $40K,Blue,35,5,2,2,3510,1881,1629,0.66,3808,81,0.884,0.536 +720807183,Existing Customer,55,M,2,Graduate,Single,$80K - $120K,Blue,36,3,2,1,15026,916,14110,0.721,3281,63,0.8,0.061 +709309308,Attrited Customer,50,M,3,College,Unknown,$80K - $120K,Blue,37,1,3,2,27186,0,27186,0.504,1704,34,0.478,0 +715844733,Existing Customer,45,M,5,High School,Married,$60K - $80K,Blue,36,6,3,2,2174,877,1297,0.644,4596,71,0.449,0.403 +712332183,Existing Customer,42,M,3,College,Single,$80K - $120K,Blue,36,6,1,0,29535,895,28640,0.952,3934,74,0.644,0.03 +790123983,Existing Customer,50,F,2,High School,Single,Less than $40K,Blue,43,4,2,1,2974,2090,884,0.975,4297,88,0.833,0.703 +711721458,Attrited Customer,50,F,2,Graduate,Unknown,Less than $40K,Blue,36,5,2,2,1438.3,0,1438.3,0.658,2329,43,0.593,0 +716860233,Existing Customer,51,F,3,Uneducated,Married,Less than $40K,Blue,39,3,3,0,8148,701,7447,0.819,4124,87,0.891,0.086 +714678408,Existing Customer,48,F,4,Post-Graduate,Married,Less than $40K,Blue,31,6,6,4,2646,1983,663,0.7,4727,83,0.804,0.749 +708798483,Attrited Customer,37,F,3,Unknown,Single,Unknown,Blue,24,2,3,2,2054,0,2054,0.87,2567,43,0.593,0 +708501783,Attrited Customer,43,M,2,High School,Married,$120K +,Blue,36,6,2,4,34516,1477,33039,0.324,1868,40,0.212,0.043 +713645883,Existing Customer,37,F,1,High School,Single,Less than $40K,Blue,23,6,3,4,1879,1486,393,0.836,5202,88,0.692,0.791 +718622658,Existing Customer,45,M,4,High School,Single,$80K - $120K,Blue,34,3,2,3,15913,1696,14217,0.632,4472,86,0.792,0.107 +710641008,Existing Customer,44,F,2,High School,Single,Less than $40K,Blue,36,5,3,4,8685,0,8685,0.666,2473,56,0.6,0 +718547358,Existing Customer,60,F,2,Uneducated,Unknown,$40K - $60K,Blue,52,4,3,2,2676,1740,936,0.735,3863,69,0.725,0.65 +716177583,Existing Customer,58,F,1,Post-Graduate,Single,Less than $40K,Blue,36,6,2,4,1438.3,0,1438.3,0.657,4722,89,0.745,0 +713417433,Existing Customer,42,M,2,Graduate,Single,$40K - $60K,Blue,28,3,1,3,1711,0,1711,0.983,4496,77,0.925,0 +713043183,Existing Customer,61,M,0,High School,Single,$40K - $60K,Blue,48,3,2,4,2572,1969,603,0.644,4313,84,0.787,0.766 +719328858,Attrited Customer,56,M,4,High School,Married,$60K - $80K,Blue,43,6,2,6,4535,0,4535,0.831,2342,40,0.6,0 +718501983,Existing Customer,44,M,2,Graduate,Married,$60K - $80K,Blue,36,5,6,1,5950,1117,4833,0.57,4682,89,0.679,0.188 +803800533,Attrited Customer,39,M,1,Unknown,Single,$40K - $60K,Blue,33,3,3,4,2088,975,1113,1.144,2866,59,0.735,0.467 +771790083,Existing Customer,43,F,3,Unknown,Married,Less than $40K,Silver,32,4,3,2,10466,2080,8386,0.648,4116,64,0.684,0.199 +712817808,Existing Customer,39,M,2,Graduate,Married,$60K - $80K,Blue,23,5,2,1,4761,1561,3200,0.69,2045,53,1.65,0.328 +811697958,Existing Customer,50,F,4,Unknown,Married,Less than $40K,Blue,45,4,1,4,1488,755,733,0.783,4451,65,0.711,0.507 +817089408,Existing Customer,44,M,2,College,Married,$60K - $80K,Blue,27,3,1,2,19114,1754,17360,0.865,4413,69,0.725,0.092 +803406558,Existing Customer,30,F,1,Uneducated,Single,Unknown,Blue,24,3,5,4,7536,1272,6264,0.683,4189,86,0.911,0.169 +717297708,Existing Customer,47,F,1,Graduate,Single,Unknown,Blue,37,6,3,3,2441,1672,769,0.893,4439,74,0.682,0.685 +808756458,Existing Customer,47,M,3,Graduate,Married,$80K - $120K,Blue,42,6,3,3,13189,1205,11984,0.708,3821,83,0.66,0.091 +718352358,Attrited Customer,49,F,3,Post-Graduate,Married,Less than $40K,Blue,35,3,3,2,1914,0,1914,0.677,2687,41,0.414,0 +780638958,Existing Customer,42,F,2,Graduate,Divorced,$40K - $60K,Blue,31,6,2,1,2468,1850,618,0.775,4483,77,0.54,0.75 +721026033,Existing Customer,57,F,1,Unknown,Single,Less than $40K,Blue,44,4,3,2,2564,1258,1306,1.156,2673,43,0.87,0.491 +719894433,Attrited Customer,43,F,4,Unknown,Married,Less than $40K,Blue,24,6,2,3,1679,951,728,0.706,2492,43,0.593,0.566 +812493033,Existing Customer,44,F,3,High School,Single,$40K - $60K,Blue,37,4,1,1,3410,1110,2300,0.63,5102,63,0.615,0.326 +718256658,Existing Customer,45,F,3,Uneducated,Married,Less than $40K,Blue,38,6,5,1,2728,0,2728,0.879,4554,75,0.744,0 +711421233,Existing Customer,51,M,3,High School,Single,$60K - $80K,Blue,43,5,3,3,7119,1513,5606,0.925,4969,84,0.909,0.213 +710335983,Existing Customer,57,F,0,High School,Divorced,Less than $40K,Blue,36,5,1,3,3532,869,2663,1.038,4297,64,0.778,0.246 +720108783,Existing Customer,60,F,1,Uneducated,Single,Unknown,Blue,50,6,3,3,7459,1717,5742,1.001,4328,68,0.581,0.23 +818259558,Existing Customer,64,F,0,Graduate,Single,Less than $40K,Blue,56,4,2,3,2294,1582,712,0.775,3951,79,0.881,0.69 +708511983,Existing Customer,37,M,3,Graduate,Married,$80K - $120K,Blue,18,5,3,2,1663,0,1663,0.778,3950,82,0.864,0 +708838908,Existing Customer,49,F,3,Unknown,Single,$40K - $60K,Blue,42,4,3,4,5129,1654,3475,0.618,3192,61,0.848,0.322 +778720533,Attrited Customer,53,F,4,Graduate,Married,Less than $40K,Blue,37,3,2,3,1722,0,1722,0.863,2141,35,0.346,0 +793015083,Existing Customer,46,F,4,Graduate,Married,Unknown,Blue,40,5,3,4,2586,1270,1316,0.675,4481,77,0.925,0.491 +821336133,Existing Customer,50,F,2,High School,Single,Less than $40K,Blue,46,5,3,2,8708,996,7712,0.527,3927,60,0.935,0.114 +713905608,Existing Customer,56,F,3,Unknown,Single,Less than $40K,Blue,50,5,2,2,8869,0,8869,0.721,3270,63,0.8,0 +779164608,Existing Customer,45,F,3,Graduate,Married,Less than $40K,Blue,34,6,2,3,2641,1336,1305,1.019,4224,77,0.791,0.506 +714835833,Existing Customer,43,M,4,High School,Divorced,$80K - $120K,Blue,36,3,3,2,34516,1048,33468,0.864,4192,73,0.738,0.03 +823863033,Existing Customer,52,M,2,Unknown,Married,$80K - $120K,Silver,48,6,6,1,34516,1473,33043,0.642,4254,73,0.587,0.043 +713321508,Existing Customer,47,F,3,Unknown,Single,Less than $40K,Blue,36,3,1,4,1965,1175,790,0.657,4579,87,0.74,0.598 +708992733,Existing Customer,50,F,0,High School,Married,Less than $40K,Blue,36,4,3,2,1513,0,1513,0.854,4759,98,0.719,0 +709488108,Attrited Customer,42,M,4,College,Single,$40K - $60K,Blue,36,5,2,3,10543,0,10543,0.509,1841,39,0.5,0 +716094333,Existing Customer,49,M,1,Graduate,Single,$80K - $120K,Blue,42,6,2,1,17764,1459,16305,0.964,2750,57,0.9,0.082 +778567983,Existing Customer,50,F,2,Graduate,Single,$40K - $60K,Blue,43,4,1,3,1438.3,0,1438.3,1.196,4512,77,0.833,0 +712178883,Existing Customer,49,F,2,College,Single,$40K - $60K,Blue,36,3,2,1,6371,1946,4425,0.582,3592,79,0.756,0.305 +717490008,Existing Customer,43,M,4,Graduate,Divorced,$80K - $120K,Blue,36,5,1,1,19188,1622,17566,0.75,4282,52,0.926,0.085 +718282983,Existing Customer,60,M,0,College,Unknown,Less than $40K,Blue,47,6,3,3,3076,2257,819,0.795,4522,75,0.471,0.734 +747208083,Existing Customer,49,M,4,Graduate,Single,$40K - $60K,Blue,42,3,3,2,2822,1501,1321,1.043,4344,68,1.194,0.532 +820276908,Attrited Customer,42,F,4,College,Married,$40K - $60K,Blue,37,3,3,1,4139,0,4139,0.547,2232,41,0.464,0 +719960133,Existing Customer,42,M,3,College,Single,$80K - $120K,Silver,26,3,2,2,34516,904,33612,0.726,3910,68,0.659,0.026 +711062958,Existing Customer,43,M,3,Graduate,Single,$120K +,Blue,23,5,2,2,4121,2084,2037,0.807,3462,49,1.042,0.506 +714917583,Existing Customer,42,F,2,Doctorate,Unknown,Less than $40K,Silver,36,6,1,2,10074,1079,8995,0.813,3338,65,0.711,0.107 +767256933,Existing Customer,43,M,5,Uneducated,Married,$60K - $80K,Blue,36,6,2,4,2621,598,2023,0.967,4852,85,0.771,0.228 +712568358,Existing Customer,47,M,1,High School,Married,$60K - $80K,Blue,29,3,2,2,3394,0,3394,0.454,3115,69,0.816,0 +789182358,Existing Customer,56,M,1,Uneducated,Single,$80K - $120K,Blue,45,3,1,2,17628,1414,16214,0.603,3991,76,0.617,0.08 +716989683,Existing Customer,56,M,2,Doctorate,Single,$80K - $120K,Blue,48,4,3,3,4480,2465,2015,0.772,3331,74,0.682,0.55 +827968383,Existing Customer,43,F,3,High School,Unknown,Less than $40K,Blue,39,5,3,2,3370,2284,1086,0.673,4084,70,0.628,0.678 +819647358,Attrited Customer,38,M,2,Unknown,Single,$60K - $80K,Blue,33,2,3,2,12871,0,12871,0.598,2413,53,0.606,0 +788966958,Existing Customer,47,F,1,Graduate,Married,Unknown,Blue,34,3,2,2,3112,2023,1089,0.757,4613,86,0.593,0.65 +789502308,Attrited Customer,57,F,3,Unknown,Single,Less than $40K,Blue,49,1,3,5,1551,790,761,0.811,2379,46,0.769,0.509 +756458508,Existing Customer,44,M,3,Graduate,Single,$60K - $80K,Blue,37,5,2,3,1682,930,752,0.903,3309,67,1.03,0.553 +714643983,Existing Customer,42,F,1,High School,Married,Less than $40K,Blue,36,5,3,3,2758,2017,741,0.883,4119,73,1.028,0.731 +711606558,Existing Customer,49,F,1,High School,Married,Less than $40K,Blue,39,5,2,2,1909,866,1043,0.88,4697,83,0.844,0.454 +824155458,Existing Customer,48,M,2,High School,Married,$80K - $120K,Blue,44,5,1,2,11332,1647,9685,0.542,4674,72,0.714,0.145 +710445183,Existing Customer,44,M,5,Doctorate,Single,$120K +,Blue,31,5,1,2,7567,2496,5071,0.709,4076,60,0.579,0.33 +802834158,Attrited Customer,42,M,4,Unknown,Married,$60K - $80K,Blue,36,3,2,2,6743,1737,5006,0.598,1934,30,0.579,0.258 +712038258,Attrited Customer,48,M,4,Unknown,Single,$80K - $120K,Blue,36,3,3,3,32838,1717,31121,0.995,2538,42,0.4,0.052 +712864683,Attrited Customer,42,F,3,Doctorate,Single,Less than $40K,Blue,30,2,3,3,1438.3,0,1438.3,0.373,1693,37,0.423,0 +813971283,Existing Customer,43,M,4,Unknown,Married,$80K - $120K,Blue,38,5,1,2,2510,1508,1002,0.728,3623,63,0.853,0.601 +764211033,Existing Customer,50,F,3,Uneducated,Unknown,Less than $40K,Blue,43,6,2,1,3199,2517,682,0.699,4483,87,0.776,0.787 +721424583,Existing Customer,35,F,1,High School,Married,Less than $40K,Blue,26,4,2,3,1918,900,1018,0.873,4237,76,0.9,0.469 +713886333,Attrited Customer,47,M,2,High School,Married,$60K - $80K,Blue,39,2,3,1,18660,728,17932,0.403,1682,43,0.303,0.039 +711741708,Attrited Customer,41,M,3,Post-Graduate,Unknown,$80K - $120K,Blue,33,3,2,3,7591,0,7591,0.648,2302,42,0.5,0 +794217108,Existing Customer,43,M,2,College,Single,$120K +,Blue,37,6,3,1,14315,1348,12967,0.681,3694,67,0.718,0.094 +715339758,Existing Customer,64,F,1,High School,Divorced,Unknown,Blue,36,3,3,1,18038,1184,16854,0.827,4168,64,0.6,0.066 +709610283,Existing Customer,42,F,4,Graduate,Single,Less than $40K,Blue,34,3,2,3,1853,0,1853,0.846,4544,72,0.565,0 +714575208,Existing Customer,49,M,5,Doctorate,Single,$40K - $60K,Blue,43,3,1,1,4951,2002,2949,0.684,4192,62,0.55,0.404 +716758908,Existing Customer,46,M,3,Uneducated,Single,$120K +,Blue,27,4,2,3,34516,2213,32303,0.584,4492,71,0.821,0.064 +778915233,Attrited Customer,51,F,0,Graduate,Married,Less than $40K,Blue,32,4,2,3,1757,331,1426,0.879,2377,47,0.516,0.188 +789466008,Existing Customer,47,M,5,Graduate,Married,$60K - $80K,Blue,38,5,3,4,24033,612,23421,0.635,3578,75,0.531,0.025 +716635758,Existing Customer,38,F,2,Unknown,Single,$40K - $60K,Blue,29,5,3,2,3276,2331,945,0.567,4345,68,0.511,0.712 +771819258,Existing Customer,52,M,1,Unknown,Married,$120K +,Blue,40,4,1,2,3614,0,3614,0.671,4561,82,0.907,0 +713451408,Existing Customer,47,M,4,High School,Divorced,$60K - $80K,Blue,36,6,1,3,1943,1654,289,0.648,3392,70,0.591,0.851 +780146658,Attrited Customer,40,F,2,Post-Graduate,Married,$40K - $60K,Blue,25,2,2,4,3795,2517,1278,0.563,1633,32,0.778,0.663 +711675108,Existing Customer,43,F,3,Graduate,Single,Less than $40K,Blue,30,3,3,1,4075,2189,1886,0.695,3956,71,0.732,0.537 +755467683,Attrited Customer,48,F,1,Graduate,Single,Less than $40K,Blue,41,6,2,4,3001,482,2519,0.814,2403,42,0.615,0.161 +792864858,Existing Customer,47,M,4,Unknown,Unknown,Less than $40K,Blue,37,6,3,3,5726,834,4892,0.569,2311,58,0.487,0.146 +713009208,Existing Customer,54,F,3,Graduate,Single,Less than $40K,Blue,44,3,2,3,2077,1634,443,0.771,4292,66,0.833,0.787 +772231233,Existing Customer,41,F,2,Graduate,Married,Less than $40K,Blue,30,6,2,4,2157,721,1436,0.769,4250,85,0.889,0.334 +720510333,Existing Customer,40,F,3,College,Unknown,$40K - $60K,Blue,20,6,2,2,2037,1349,688,0.743,4574,84,0.714,0.662 +780199233,Existing Customer,33,M,2,Doctorate,Single,$120K +,Blue,23,5,1,1,14914,1102,13812,0.823,4478,87,0.673,0.074 +711700158,Existing Customer,47,F,2,High School,Single,Less than $40K,Blue,39,5,3,2,1580,620,960,0.746,4384,70,0.522,0.392 +788275083,Existing Customer,46,M,3,College,Married,$60K - $80K,Blue,38,5,3,4,15483,1719,13764,0.686,4678,80,0.509,0.111 +708804633,Attrited Customer,44,F,2,Doctorate,Divorced,Less than $40K,Blue,36,1,2,2,1916,0,1916,1.041,2888,39,0.444,0 +714479358,Attrited Customer,51,M,3,Graduate,Single,$80K - $120K,Blue,36,6,3,3,3610,1554,2056,0.501,2216,34,0.308,0.43 +711406758,Existing Customer,48,F,3,Graduate,Married,Less than $40K,Blue,36,3,2,2,1667,0,1667,0.686,4385,80,0.951,0 +821424483,Existing Customer,51,F,1,High School,Single,Less than $40K,Blue,47,4,3,1,1438.3,0,1438.3,0.826,4242,70,0.458,0 +769438608,Attrited Customer,48,F,1,Graduate,Married,Less than $40K,Blue,42,3,3,2,1942,860,1082,0.708,2522,42,0.312,0.443 +822068583,Existing Customer,48,F,4,Uneducated,Single,Unknown,Blue,44,4,3,0,2231,0,2231,0.712,3946,48,1.286,0 +711371208,Existing Customer,50,F,4,College,Married,Unknown,Blue,36,4,2,2,6465,1863,4602,0.399,4490,68,0.789,0.288 +788832033,Existing Customer,35,M,2,High School,Unknown,$40K - $60K,Blue,19,4,3,3,8599,938,7661,0.537,3015,64,0.73,0.109 +713452533,Existing Customer,35,F,4,Graduate,Single,Less than $40K,Blue,22,6,3,3,1438.3,0,1438.3,0.512,3427,64,0.829,0 +720212508,Existing Customer,51,F,1,Graduate,Single,Less than $40K,Blue,37,4,3,4,4402,697,3705,0.7,3325,76,0.652,0.158 +717825033,Existing Customer,50,M,0,Unknown,Divorced,$60K - $80K,Blue,36,3,3,2,5444,2499,2945,0.468,4509,80,0.667,0.459 +779926608,Existing Customer,50,F,2,High School,Married,Less than $40K,Blue,36,6,2,1,1438.3,0,1438.3,0.909,4697,82,0.907,0 +713608383,Attrited Customer,54,F,1,Unknown,Married,Less than $40K,Blue,40,1,1,4,1438.3,0,1438.3,0.43,1632,36,0.44,0 +710125608,Existing Customer,45,F,5,Unknown,Single,Less than $40K,Blue,36,4,2,0,2679,1558,1121,0.997,4756,73,0.553,0.582 +712724733,Existing Customer,31,F,0,Post-Graduate,Single,Less than $40K,Blue,19,6,3,1,2766,1731,1035,0.569,3959,71,0.732,0.626 +718286658,Existing Customer,42,M,3,Graduate,Single,$60K - $80K,Silver,22,5,3,1,25293,1140,24153,1.01,4059,80,0.86,0.045 +714195108,Existing Customer,45,F,2,Post-Graduate,Single,Unknown,Blue,37,3,3,4,2707,1796,911,0.597,4077,70,1.059,0.663 +720867708,Attrited Customer,45,F,4,Graduate,Unknown,Less than $40K,Blue,33,1,3,2,1748,1103,645,0.739,2335,41,0.708,0.631 +752573508,Existing Customer,45,F,3,High School,Single,$40K - $60K,Blue,26,3,2,4,4034,1867,2167,0.656,3718,72,0.756,0.463 +768661758,Existing Customer,53,M,0,Uneducated,Divorced,$120K +,Blue,47,5,2,1,26129,1752,24377,0.742,4919,75,0.744,0.067 +721126833,Attrited Customer,51,M,2,High School,Married,$80K - $120K,Blue,41,5,2,3,14902,0,14902,0.312,2038,39,0.625,0 +716093133,Existing Customer,38,F,2,Uneducated,Single,$40K - $60K,Blue,31,5,2,2,12228,2137,10091,0.553,3831,68,0.511,0.175 +771092433,Existing Customer,55,F,2,Graduate,Single,Less than $40K,Blue,42,4,3,3,1724,0,1724,0.936,4434,67,0.811,0 +712807758,Attrited Customer,47,F,3,Graduate,Single,Less than $40K,Blue,39,3,3,3,1438.3,0,1438.3,0.502,2476,32,0.778,0 +721514883,Existing Customer,38,M,1,Graduate,Single,$80K - $120K,Blue,25,5,0,1,16665,1147,15518,0.799,4657,78,0.696,0.069 +824140908,Attrited Customer,52,M,3,Uneducated,Single,$120K +,Blue,48,5,3,4,20974,0,20974,0,1246,27,0,0 +712971708,Existing Customer,43,F,5,Unknown,Single,Less than $40K,Blue,26,6,0,3,3139,1089,2050,1.034,4648,80,0.778,0.347 +716471508,Existing Customer,54,M,2,Unknown,Single,$120K +,Blue,36,5,1,2,19865,0,19865,0.59,4350,83,0.766,0 +782548758,Existing Customer,42,F,5,High School,Divorced,Less than $40K,Blue,36,5,2,3,2069,1288,781,0.81,5668,82,0.64,0.623 +720444408,Attrited Customer,35,F,1,College,Single,Less than $40K,Blue,25,2,2,4,2231,1791,440,0.82,2576,42,0.75,0.803 +717389433,Existing Customer,62,F,0,High School,Single,Unknown,Silver,51,3,1,4,33371,0,33371,0.649,3638,67,0.634,0 +714292533,Existing Customer,48,F,3,College,Married,Less than $40K,Blue,36,4,1,2,2544,0,2544,0.759,3593,64,1,0 +709585758,Existing Customer,41,M,4,High School,Single,$120K +,Blue,28,5,1,4,34516,0,34516,0.791,4004,86,0.755,0 +712096758,Existing Customer,49,F,2,Graduate,Unknown,$40K - $60K,Blue,36,6,3,1,5370,653,4717,0.782,4504,81,0.929,0.122 +811463283,Existing Customer,54,M,0,Graduate,Single,$80K - $120K,Blue,42,3,1,1,22437,1389,21048,0.917,3283,50,1.273,0.062 +789358908,Attrited Customer,53,F,3,College,Married,Less than $40K,Blue,43,3,2,2,3573,0,3573,0.842,2562,36,0.44,0 +718146258,Existing Customer,51,M,2,Graduate,Divorced,$60K - $80K,Blue,41,4,3,1,1959,0,1959,0.454,3737,71,0.614,0 +710779083,Existing Customer,59,F,0,Graduate,Married,Less than $40K,Blue,48,3,3,4,1661,0,1661,0.672,4338,77,0.925,0 +709166883,Existing Customer,39,F,3,Uneducated,Single,Unknown,Blue,27,6,2,1,5363,0,5363,0.67,4121,78,0.625,0 +712554183,Existing Customer,65,F,2,College,Single,$40K - $60K,Blue,54,4,3,2,3009,721,2288,0.68,4070,71,0.614,0.24 +721315233,Existing Customer,47,M,4,High School,Single,$40K - $60K,Silver,32,3,3,4,18535,1192,17343,0.646,3780,70,0.667,0.064 +714766383,Existing Customer,42,M,3,High School,Single,Less than $40K,Blue,24,4,3,2,2171,1415,756,0.773,4992,77,0.833,0.652 +797491683,Attrited Customer,45,M,5,Unknown,Married,$80K - $120K,Silver,39,2,2,3,34516,1964,32552,0.624,2234,49,0.361,0.057 +714157908,Existing Customer,57,F,0,Unknown,Married,Less than $40K,Blue,42,5,1,4,2376,1515,861,0.72,3795,71,0.614,0.638 +714588408,Existing Customer,51,F,3,Uneducated,Married,Less than $40K,Blue,43,4,3,2,2882,0,2882,0.722,4446,68,0.744,0 +719627133,Existing Customer,50,F,1,Graduate,Single,Less than $40K,Blue,37,4,3,4,3277,2481,796,0.606,3965,59,0.844,0.757 +714125883,Existing Customer,47,M,2,Unknown,Married,$80K - $120K,Blue,36,6,2,1,2514,1845,669,0.683,3696,71,0.614,0.734 +712865583,Existing Customer,57,F,5,Graduate,Married,$40K - $60K,Blue,49,4,2,2,3301,2517,784,0.842,3939,69,1.226,0.762 +779363283,Existing Customer,48,M,3,Post-Graduate,Single,$60K - $80K,Blue,34,4,3,2,12391,784,11607,0.875,4376,86,0.72,0.063 +779224758,Existing Customer,47,F,2,Doctorate,Single,Less than $40K,Blue,37,4,3,2,2168,1485,683,0.546,3828,86,0.72,0.685 +718775808,Existing Customer,42,F,3,Unknown,Married,Unknown,Blue,31,3,1,4,7762,1319,6443,0.793,5153,77,0.75,0.17 +710267583,Existing Customer,45,F,3,Doctorate,Divorced,Unknown,Blue,33,6,3,2,12587,815,11772,0.576,3914,83,0.766,0.065 +711305208,Existing Customer,52,M,2,Unknown,Married,$60K - $80K,Blue,36,6,3,4,14785,1088,13697,0.961,4354,70,0.489,0.074 +717531483,Existing Customer,37,M,2,High School,Single,$60K - $80K,Blue,21,5,2,2,3433,964,2469,0.526,4444,87,0.642,0.281 +709170108,Attrited Customer,60,F,1,Unknown,Single,$40K - $60K,Blue,41,3,2,4,2425,0,2425,0.187,1522,36,0.2,0 +716056158,Attrited Customer,63,M,0,Graduate,Single,$60K - $80K,Blue,51,3,3,3,11619,0,11619,0.631,2395,49,0.361,0 +711326583,Existing Customer,62,F,0,High School,Single,Less than $40K,Blue,50,3,3,3,3989,0,3989,0.997,4274,68,0.545,0 +715406658,Attrited Customer,47,F,1,Unknown,Single,Less than $40K,Blue,37,4,2,1,2173,596,1577,0.81,2738,45,0.406,0.274 +712814658,Existing Customer,50,F,0,Graduate,Married,Less than $40K,Blue,43,4,1,2,2393,1499,894,0.784,4755,82,0.745,0.626 +773228133,Attrited Customer,39,F,2,Graduate,Married,Less than $40K,Blue,29,3,2,2,1677,0,1677,0.869,2437,41,0.708,0 +710453283,Existing Customer,40,F,3,Uneducated,Single,Less than $40K,Blue,27,5,4,2,2035,0,2035,0.779,4107,82,0.783,0 +795266208,Existing Customer,39,M,3,College,Single,$120K +,Blue,30,4,2,1,8842,0,8842,0.624,4493,79,0.756,0 +779090883,Existing Customer,42,F,2,Unknown,Unknown,Less than $40K,Blue,23,6,3,1,2483,1297,1186,0.744,3478,64,0.939,0.522 +712309758,Existing Customer,65,M,0,Graduate,Single,$40K - $60K,Blue,49,3,2,3,13921,1201,12720,0.556,4351,75,0.923,0.086 +716625033,Attrited Customer,32,F,1,Graduate,Single,Less than $40K,Blue,36,3,3,6,2761,0,2761,1.047,2753,43,0.654,0 +790112133,Existing Customer,47,F,2,Post-Graduate,Single,$40K - $60K,Blue,40,5,3,2,2623,1647,976,0.735,4388,83,0.804,0.628 +797238108,Existing Customer,49,F,4,Unknown,Divorced,Less than $40K,Blue,43,5,1,2,3232,824,2408,0.796,3915,74,0.644,0.255 +716782758,Attrited Customer,48,M,3,Graduate,Single,$60K - $80K,Blue,42,3,2,4,19075,0,19075,0.807,2013,32,0.455,0 +715588008,Existing Customer,45,M,4,College,Married,$80K - $120K,Blue,31,4,3,3,31978,1659,30319,0.556,2333,51,1.217,0.052 +713977308,Existing Customer,62,M,1,Graduate,Single,$120K +,Blue,53,4,3,4,34516,2061,32455,0.564,3820,76,0.767,0.06 +719059083,Existing Customer,45,F,3,High School,Unknown,Less than $40K,Blue,33,5,1,1,6225,1596,4629,0.826,4129,71,0.651,0.256 +708797583,Attrited Customer,49,F,4,Unknown,Single,Unknown,Blue,31,6,3,3,2672,0,2672,1.038,2576,39,0.5,0 +708809283,Attrited Customer,41,F,4,Graduate,Divorced,$40K - $60K,Blue,33,1,3,1,10360,2517,7843,0.632,2414,28,0.273,0.243 +771529608,Existing Customer,50,M,2,High School,Married,$120K +,Blue,38,5,6,0,10747,1027,9720,0.925,4538,63,0.658,0.096 +715776033,Existing Customer,46,M,5,Uneducated,Single,$60K - $80K,Blue,33,4,1,3,3135,0,3135,0.572,4116,68,0.7,0 +778619358,Existing Customer,42,F,3,Uneducated,Single,Less than $40K,Blue,22,4,1,4,1438.3,860,578.3,0.761,4754,79,0.837,0.598 +715717608,Existing Customer,41,F,4,Uneducated,Unknown,Less than $40K,Blue,32,4,3,1,3189,0,3189,0.91,4813,86,0.755,0 +789204933,Existing Customer,65,M,1,Uneducated,Single,Less than $40K,Blue,55,3,2,4,8963,0,8963,0.744,4511,76,0.689,0 +711100608,Attrited Customer,55,M,1,Uneducated,Single,$60K - $80K,Blue,48,5,2,2,1723,0,1723,1.038,2574,43,0.72,0 +713591283,Existing Customer,36,F,3,Uneducated,Married,Unknown,Blue,23,6,6,1,2161,1404,757,0.68,4389,77,0.878,0.65 +719344608,Existing Customer,46,F,3,Graduate,Single,Less than $40K,Blue,27,6,3,3,3901,1001,2900,0.822,4313,72,1.323,0.257 +787659483,Existing Customer,58,F,1,Doctorate,Married,Less than $40K,Blue,48,4,2,2,1438.3,801,637.3,0.595,4223,60,0.579,0.557 +822948708,Existing Customer,42,F,3,Uneducated,Divorced,Less than $40K,Blue,38,5,2,2,3131,849,2282,0.992,3108,62,0.59,0.271 +710080383,Existing Customer,38,F,2,Graduate,Single,$40K - $60K,Blue,36,6,2,3,2331,1709,622,0.851,4417,69,0.816,0.733 +715596783,Existing Customer,29,F,1,Uneducated,Married,Less than $40K,Blue,18,3,3,3,1895,1146,749,0.685,4333,72,0.714,0.605 +798773208,Existing Customer,46,F,4,Unknown,Divorced,Unknown,Blue,40,5,2,3,26496,1406,25090,0.96,3691,75,0.705,0.053 +768624258,Attrited Customer,55,F,2,Graduate,Single,Less than $40K,Blue,49,2,1,2,1583,234,1349,0.639,2541,36,0.385,0.148 +721412208,Existing Customer,57,F,2,High School,Married,Less than $40K,Blue,36,4,2,2,1438.3,904,534.3,0.761,3887,79,0.837,0.629 +708129933,Existing Customer,45,F,4,Graduate,Single,Less than $40K,Blue,36,5,3,2,2072,1544,528,0.903,4210,64,0.939,0.745 +719703483,Existing Customer,47,F,1,Doctorate,Divorced,Less than $40K,Blue,37,6,3,3,2707,1367,1340,0.794,4646,73,0.78,0.505 +708290208,Existing Customer,43,F,3,High School,Married,Less than $40K,Silver,31,3,3,4,13608,1190,12418,0.553,3118,76,0.767,0.087 +710431158,Existing Customer,52,F,3,Unknown,Single,Unknown,Blue,36,3,1,2,10273,1657,8616,0.71,3778,70,0.591,0.161 +816528333,Existing Customer,64,F,0,High School,Single,Less than $40K,Blue,56,6,6,1,2609,1115,1494,0.753,4546,59,0.903,0.427 +778760808,Existing Customer,52,F,2,Graduate,Married,Less than $40K,Blue,39,4,1,3,8431,1862,6569,0.59,2008,37,0.682,0.221 +718025808,Existing Customer,61,M,0,High School,Divorced,$60K - $80K,Blue,51,6,3,4,5852,1935,3917,0.829,3689,55,0.618,0.331 +815860008,Existing Customer,40,F,3,Uneducated,Married,Less than $40K,Blue,35,5,2,4,3140,2183,957,0.58,5109,78,0.733,0.695 +780126033,Attrited Customer,50,M,4,Unknown,Married,$40K - $60K,Blue,35,6,1,5,12914,1227,11687,0.392,2082,54,0.459,0.095 +720135333,Existing Customer,45,F,5,Graduate,Single,Less than $40K,Blue,34,5,1,0,8694,961,7733,0.551,1753,49,0.441,0.111 +719174433,Attrited Customer,36,F,1,Unknown,Single,Less than $40K,Blue,24,2,1,2,1735,0,1735,0.74,2467,35,0.346,0 +821521983,Existing Customer,51,F,3,High School,Single,Unknown,Blue,46,4,1,4,2286,1641,645,0.947,4321,89,0.712,0.718 +716961933,Existing Customer,43,F,2,Graduate,Married,Less than $40K,Blue,36,5,2,4,3589,1808,1781,0.75,4262,70,0.667,0.504 +712834533,Existing Customer,51,F,2,Unknown,Single,Less than $40K,Blue,39,5,2,4,2673,1275,1398,0.691,4119,75,1.027,0.477 +710544033,Existing Customer,47,M,2,Unknown,Married,$80K - $120K,Blue,36,3,1,3,9437,2024,7413,0.664,4715,78,0.696,0.214 +710622333,Existing Customer,39,F,2,High School,Single,$40K - $60K,Blue,28,3,2,2,2751,2258,493,0.634,4386,67,0.675,0.821 +714277758,Existing Customer,40,M,1,High School,Single,$40K - $60K,Blue,28,6,2,1,11557,1050,10507,0.754,4064,75,0.786,0.091 +713166333,Existing Customer,38,F,2,High School,Married,Unknown,Blue,27,5,2,1,14831,1302,13529,0.916,4467,73,0.698,0.088 +714346608,Attrited Customer,51,F,2,Graduate,Single,$40K - $60K,Blue,36,3,1,4,1495,0,1495,0.528,2220,50,0.562,0 +778284783,Existing Customer,44,M,5,Unknown,Married,$60K - $80K,Blue,34,5,3,2,2791,1979,812,0.807,4617,70,0.628,0.709 +714721608,Existing Customer,38,M,3,Graduate,Single,$120K +,Blue,29,4,3,0,9703,941,8762,0.721,4190,81,1.025,0.097 +716453883,Existing Customer,47,M,5,Unknown,Single,$120K +,Blue,39,6,3,1,3889,1839,2050,0.911,4423,63,0.703,0.473 +713876958,Existing Customer,32,F,0,Unknown,Single,Unknown,Blue,26,6,2,4,14140,845,13295,0.715,5036,76,0.689,0.06 +794967408,Existing Customer,53,M,3,Post-Graduate,Married,$80K - $120K,Blue,47,5,2,1,9106,975,8131,0.588,3863,74,0.644,0.107 +798481383,Attrited Customer,40,F,3,Uneducated,Married,Less than $40K,Blue,34,5,1,2,2694,0,2694,0.872,2684,38,0.31,0 +718697583,Existing Customer,45,M,3,Graduate,Divorced,$60K - $80K,Blue,36,6,3,2,19629,0,19629,0.766,4073,79,0.881,0 +711799458,Existing Customer,41,M,4,Graduate,Single,$40K - $60K,Blue,36,3,1,1,6507,1452,5055,0.802,4544,89,0.854,0.223 +823904133,Attrited Customer,53,F,2,College,Single,Unknown,Blue,49,2,2,4,10195,0,10195,0.629,2489,54,0.385,0 +718005108,Existing Customer,44,F,5,College,Married,Less than $40K,Blue,34,4,1,2,2096,1711,385,0.746,3692,68,0.744,0.816 +717877533,Existing Customer,39,F,2,Graduate,Single,$40K - $60K,Blue,36,5,1,1,11314,0,11314,0.674,3761,70,0.628,0 +711883833,Existing Customer,50,F,1,Uneducated,Single,Less than $40K,Blue,37,6,1,1,1837,665,1172,0.844,4752,88,0.66,0.362 +711646908,Attrited Customer,39,M,3,Unknown,Single,$60K - $80K,Blue,23,1,2,3,7821,2517,5304,0.408,2010,43,0.344,0.322 +718171308,Attrited Customer,44,F,3,Graduate,Married,Less than $40K,Blue,36,6,3,4,1984,0,1984,0.89,2506,46,0.643,0 +709627983,Existing Customer,56,F,3,Post-Graduate,Single,Less than $40K,Blue,36,4,3,0,2535,1699,836,0.72,4497,68,0.789,0.67 +716580933,Existing Customer,63,M,0,Uneducated,Single,$40K - $60K,Blue,36,3,3,3,1970,1224,746,0.54,4533,65,0.625,0.621 +713600958,Existing Customer,50,M,1,Unknown,Married,$120K +,Blue,38,4,5,3,34516,2076,32440,0.812,3647,65,0.667,0.06 +772248408,Existing Customer,40,F,3,Graduate,Single,Less than $40K,Blue,29,5,1,4,2694,1833,861,1.044,3366,56,1.074,0.68 +720196158,Existing Customer,48,M,3,Unknown,Single,$60K - $80K,Blue,40,6,3,3,4476,0,4476,0.683,3350,67,0.634,0 +770024733,Attrited Customer,53,F,2,Uneducated,Single,$40K - $60K,Blue,47,1,2,3,1699,0,1699,0.602,2520,49,0.531,0 +710912733,Existing Customer,44,F,1,Uneducated,Married,Less than $40K,Blue,36,3,2,4,1953,1762,191,0.743,4590,91,0.655,0.902 +712860858,Existing Customer,56,F,2,Graduate,Unknown,Unknown,Blue,45,5,1,3,5264,0,5264,0.852,4943,70,0.795,0 +708702258,Attrited Customer,40,F,3,Uneducated,Single,Unknown,Blue,36,3,2,2,3698,478,3220,0.611,2051,31,0.632,0.129 +797169633,Existing Customer,41,M,4,Graduate,Single,$120K +,Blue,35,5,3,3,34516,825,33691,0.982,3127,51,0.962,0.024 +709922508,Existing Customer,40,F,4,Unknown,Married,Less than $40K,Blue,28,4,1,1,2712,0,2712,0.835,5207,79,0.927,0 +712802733,Existing Customer,45,F,4,High School,Divorced,Less than $40K,Blue,36,3,1,4,5486,685,4801,0.879,2965,70,0.556,0.125 +716981358,Existing Customer,40,F,2,Post-Graduate,Married,Less than $40K,Blue,32,3,3,0,2107,941,1166,0.975,4858,73,0.738,0.447 +758787333,Existing Customer,52,M,3,Uneducated,Unknown,$120K +,Blue,45,4,1,2,18096,2404,15692,0.734,3880,68,0.478,0.133 +720519333,Attrited Customer,59,F,2,Unknown,Single,Unknown,Blue,45,1,3,3,2721,1885,836,0.853,2594,48,0.455,0.693 +717387933,Existing Customer,49,F,2,High School,Divorced,Less than $40K,Blue,36,6,3,3,2976,2257,719,0.75,3837,57,0.781,0.758 +738195708,Existing Customer,47,M,2,Graduate,Divorced,$80K - $120K,Blue,40,6,1,3,16741,1225,15516,0.641,3608,56,0.514,0.073 +708560733,Existing Customer,42,F,3,Graduate,Divorced,Less than $40K,Blue,36,5,2,3,3714,2517,1197,0.857,4715,85,0.848,0.678 +717001908,Attrited Customer,41,F,5,Graduate,Married,Less than $40K,Blue,28,6,2,2,6936,0,6936,0.883,2874,44,0.63,0 +768972558,Existing Customer,43,M,5,High School,Married,$120K +,Blue,37,4,3,4,11099,0,11099,0.89,3980,77,0.75,0 +716899233,Existing Customer,40,F,4,Graduate,Single,Less than $40K,Gold,20,6,4,3,15987,1965,14022,0.722,4542,70,0.591,0.123 +715567608,Existing Customer,45,F,1,High School,Unknown,Less than $40K,Blue,35,4,4,4,4406,1247,3159,1.037,3964,76,0.854,0.283 +713264583,Existing Customer,43,M,2,High School,Married,$120K +,Silver,23,3,3,2,34516,1153,33363,0.89,4486,71,0.69,0.033 +716769783,Existing Customer,48,F,2,Graduate,Married,Unknown,Blue,40,3,2,4,5104,736,4368,0.679,3943,78,0.696,0.144 +719564208,Attrited Customer,46,F,1,Uneducated,Single,$40K - $60K,Blue,30,3,2,1,7195,0,7195,1.035,2751,47,1.136,0 +716680983,Existing Customer,41,F,3,Doctorate,Married,Less than $40K,Blue,36,3,1,1,1956,1053,903,0.941,4924,70,0.795,0.538 +715719033,Existing Customer,38,F,3,Post-Graduate,Married,Less than $40K,Blue,32,4,3,2,3317,2517,800,0.862,3772,74,1,0.759 +713229633,Attrited Customer,45,F,0,Unknown,Married,$40K - $60K,Blue,30,3,2,4,2759,0,2759,0.535,2061,47,0.424,0 +788246958,Existing Customer,44,F,2,Graduate,Married,Unknown,Blue,36,3,1,2,6038,0,6038,0.666,4375,81,0.688,0 +720419358,Existing Customer,35,F,2,Uneducated,Single,Less than $40K,Blue,36,3,2,1,2942,2100,842,0.694,4548,71,0.821,0.714 +772545858,Existing Customer,49,F,4,Graduate,Married,Less than $40K,Blue,39,4,2,3,5095,0,5095,0.729,3808,89,0.508,0 +771431133,Existing Customer,47,F,4,Graduate,Unknown,Less than $40K,Blue,35,4,2,4,1438.3,0,1438.3,0.571,3778,69,0.816,0 +717800358,Existing Customer,48,M,3,High School,Single,$80K - $120K,Blue,36,3,3,4,10111,868,9243,0.748,4791,68,0.889,0.086 +798041508,Attrited Customer,50,F,4,Graduate,Single,Less than $40K,Blue,44,2,3,2,3201,2517,684,0.445,1880,42,0.355,0.786 +710626758,Existing Customer,44,M,4,Uneducated,Unknown,$60K - $80K,Blue,36,6,1,3,2761,0,2761,0.619,3706,65,0.585,0 +718982058,Existing Customer,37,M,3,Graduate,Divorced,$40K - $60K,Blue,36,5,2,0,5987,1405,4582,0.952,4011,72,0.674,0.235 +791822733,Existing Customer,47,F,3,High School,Single,Unknown,Blue,41,5,1,3,5630,748,4882,0.804,4904,81,0.761,0.133 +718762308,Existing Customer,35,F,1,Graduate,Single,Unknown,Blue,36,6,2,3,6622,2126,4496,1.041,3668,60,0.818,0.321 +716841783,Existing Customer,51,M,0,Graduate,Married,$120K +,Blue,36,4,2,3,18733,1292,17441,0.442,5080,85,0.491,0.069 +794524833,Existing Customer,36,F,3,Graduate,Single,$40K - $60K,Blue,18,4,3,3,2265,1345,920,0.808,4009,73,0.49,0.594 +721359183,Existing Customer,33,F,2,Unknown,Married,$40K - $60K,Blue,19,4,3,4,2907,1537,1370,0.79,4390,76,1,0.529 +715014633,Attrited Customer,32,F,0,Uneducated,Married,Unknown,Blue,36,6,3,2,8791,0,8791,0.894,2579,51,0.594,0 +714372333,Attrited Customer,59,F,0,Doctorate,Married,Less than $40K,Blue,52,6,4,2,2302,0,2302,0.52,2256,40,0.667,0 +766946058,Existing Customer,51,F,2,Unknown,Unknown,$40K - $60K,Blue,44,4,6,4,5489,1665,3824,0.742,4010,75,0.786,0.303 +708549033,Existing Customer,50,F,1,High School,Married,Less than $40K,Blue,32,4,1,3,2055,1276,779,0.869,5025,70,0.707,0.621 +708378108,Existing Customer,39,F,1,Post-Graduate,Married,$40K - $60K,Blue,36,5,3,2,2147,771,1376,0.69,4631,76,0.767,0.359 +826168083,Existing Customer,49,F,4,Unknown,Divorced,Less than $40K,Blue,45,3,3,3,1757,1307,450,0.769,4750,72,0.756,0.744 +779320008,Attrited Customer,43,M,3,College,Married,$80K - $120K,Blue,25,3,3,3,2900,2517,383,0.719,2180,31,0.409,0.868 +715312158,Existing Customer,41,F,2,Graduate,Single,Less than $40K,Blue,29,4,2,3,2670,2079,591,0.649,3895,59,0.788,0.779 +711688983,Existing Customer,51,M,2,Unknown,Divorced,$80K - $120K,Blue,38,4,2,3,21382,1692,19690,0.731,3060,66,0.65,0.079 +714393708,Existing Customer,54,F,0,College,Married,$40K - $60K,Blue,46,6,2,3,2254,533,1721,1.043,4913,84,0.909,0.236 +789477483,Existing Customer,40,F,5,Unknown,Single,Unknown,Blue,31,6,3,1,4433,1488,2945,0.669,3847,76,0.9,0.336 +712481733,Existing Customer,55,F,2,Graduate,Married,Less than $40K,Blue,36,4,2,4,1438.3,739,699.3,0.727,4078,77,0.54,0.514 +713153733,Attrited Customer,49,F,2,Graduate,Unknown,Less than $40K,Blue,29,6,3,3,2520,1473,1047,0.515,2061,36,0.241,0.585 +780201633,Attrited Customer,41,F,3,Graduate,Single,$40K - $60K,Blue,31,4,3,2,5655,1154,4501,0.702,2189,51,0.7,0.204 +709285683,Existing Customer,48,M,4,Unknown,Divorced,$60K - $80K,Blue,31,4,1,1,1438.3,0,1438.3,0.836,4509,74,0.451,0 +789823383,Existing Customer,44,F,3,Unknown,Single,Less than $40K,Blue,34,3,3,4,2786,1635,1151,0.921,4532,82,1,0.587 +709980783,Existing Customer,51,F,3,High School,Divorced,Less than $40K,Blue,36,4,3,0,3961,1729,2232,0.783,4066,63,0.8,0.437 +772054458,Existing Customer,43,M,3,Unknown,Unknown,$60K - $80K,Blue,32,4,1,3,2476,1944,532,0.881,4025,65,0.585,0.785 +788095158,Attrited Customer,52,M,3,Uneducated,Married,$80K - $120K,Blue,44,3,3,3,11606,0,11606,0.797,2623,39,0.393,0 +717045033,Existing Customer,45,F,3,Unknown,Married,Unknown,Blue,36,6,1,3,8459,757,7702,0.648,4677,87,0.673,0.089 +710503308,Existing Customer,48,F,2,Graduate,Single,Unknown,Blue,29,6,1,2,9554,2337,7217,0.79,4049,71,0.69,0.245 +757167633,Existing Customer,50,M,2,Uneducated,Single,$60K - $80K,Blue,43,4,3,3,4388,642,3746,0.815,3836,81,0.723,0.146 +779739783,Existing Customer,43,M,2,Graduate,Married,$60K - $80K,Blue,28,6,3,2,19826,1389,18437,0.614,3561,73,0.659,0.07 +758653833,Existing Customer,34,F,1,Graduate,Married,$40K - $60K,Blue,27,3,1,3,2173,0,2173,0.922,4392,83,0.766,0 +771288258,Existing Customer,48,F,3,Unknown,Unknown,$40K - $60K,Blue,36,6,2,2,2545,1894,651,0.911,4660,68,0.789,0.744 +716855058,Attrited Customer,49,F,4,Graduate,Married,Less than $40K,Blue,38,5,2,4,1757,0,1757,0.89,2557,45,0.406,0 +708433683,Existing Customer,54,M,2,Graduate,Married,$80K - $120K,Blue,37,3,2,3,3164,2201,963,0.679,4410,86,0.623,0.696 +713175483,Existing Customer,44,F,2,Graduate,Married,Less than $40K,Blue,40,6,2,2,6022,871,5151,0.6,3745,74,0.423,0.145 +709500183,Attrited Customer,46,F,3,College,Married,Less than $40K,Blue,36,2,3,4,1804,0,1804,0.537,2077,44,0.419,0 +789238683,Existing Customer,53,M,2,Uneducated,Divorced,$120K +,Blue,42,4,2,2,22664,0,22664,0.749,4586,89,0.745,0 +710502258,Existing Customer,39,M,3,Graduate,Single,$60K - $80K,Blue,36,5,3,4,2527,2204,323,0.9,4598,85,0.771,0.872 +715445058,Attrited Customer,49,F,0,Doctorate,Married,Less than $40K,Blue,40,3,4,4,3547,2517,1030,0.805,2715,45,0.731,0.71 +719464758,Existing Customer,52,F,1,College,Single,Less than $40K,Blue,43,5,2,3,1438.3,604,834.3,0.81,4219,83,0.694,0.42 +708442158,Existing Customer,51,F,1,College,Married,Unknown,Blue,38,3,2,4,6182,1516,4666,1.137,3801,61,0.968,0.245 +718524783,Attrited Customer,40,M,3,High School,Unknown,$80K - $120K,Blue,34,1,3,4,29715,0,29715,0.399,2128,39,0.345,0 +717093858,Existing Customer,49,F,2,College,Married,Less than $40K,Blue,36,4,3,3,2154,1490,664,0.727,3664,63,0.853,0.692 +711654558,Existing Customer,46,M,3,Graduate,Unknown,$60K - $80K,Blue,36,6,3,4,2179,1632,547,0.801,4025,69,0.683,0.749 +718924983,Existing Customer,59,M,0,Uneducated,Single,$60K - $80K,Blue,48,5,1,3,4906,1302,3604,0.862,4833,80,0.905,0.265 +717463608,Existing Customer,38,F,1,Unknown,Married,$40K - $60K,Blue,26,5,3,1,2346,1407,939,0.77,4116,79,0.975,0.6 +715779333,Existing Customer,45,F,3,Graduate,Single,Less than $40K,Blue,36,5,2,3,4753,0,4753,0.856,3895,71,0.578,0 +708117933,Attrited Customer,44,F,2,Graduate,Divorced,Less than $40K,Blue,36,3,2,3,1880,0,1880,0.519,2469,34,0.417,0 +789563658,Existing Customer,64,M,0,College,Single,Less than $40K,Silver,56,5,4,4,12155,0,12155,0.446,4618,60,0.875,0 +709239483,Existing Customer,49,F,1,Graduate,Married,$40K - $60K,Blue,36,5,3,1,2721,1527,1194,0.743,4622,88,0.725,0.561 +766456683,Existing Customer,51,F,1,Graduate,Married,Less than $40K,Blue,44,6,2,0,6160,2258,3902,0.717,3986,80,0.6,0.367 +779703258,Existing Customer,41,F,4,Graduate,Single,Less than $40K,Blue,24,3,3,1,2069,1393,676,0.875,4962,70,0.75,0.673 +709719333,Existing Customer,41,M,2,High School,Single,$80K - $120K,Blue,29,6,3,4,28422,1258,27164,0.672,4841,80,0.6,0.044 +717016833,Existing Customer,39,M,4,Uneducated,Married,$80K - $120K,Blue,27,6,4,2,1438.3,0,1438.3,0.797,4282,69,0.725,0 +711017433,Existing Customer,41,M,3,Graduate,Divorced,Less than $40K,Blue,23,5,2,4,1438.3,0,1438.3,0.735,4416,68,0.744,0 +712777233,Attrited Customer,65,M,0,Graduate,Single,Unknown,Blue,48,1,4,3,1671,0,1671,0.725,2701,51,0.889,0 +712706058,Attrited Customer,44,F,5,Graduate,Single,Less than $40K,Blue,37,1,2,4,1491,0,1491,0.551,1970,46,0.484,0 +720905133,Attrited Customer,43,M,3,Graduate,Unknown,$80K - $120K,Blue,29,1,2,6,11422,1095,10327,0.773,2439,45,0.8,0.096 +712947333,Attrited Customer,54,F,4,Unknown,Married,Less than $40K,Blue,43,3,3,0,5139,0,5139,0.33,1653,44,0.692,0 +806995683,Existing Customer,61,M,0,Doctorate,Single,$60K - $80K,Blue,56,4,1,3,4783,2517,2266,1.024,2870,50,1.174,0.526 +720575058,Existing Customer,47,M,3,Unknown,Single,$60K - $80K,Blue,36,3,2,1,2589,1693,896,0.878,4259,83,0.766,0.654 +770828358,Existing Customer,38,M,1,Graduate,Unknown,$80K - $120K,Blue,25,4,2,4,8138,0,8138,0.596,4839,61,0.649,0 +721361433,Existing Customer,51,F,3,Graduate,Married,Unknown,Blue,37,6,1,1,4502,1785,2717,1.014,4469,87,0.812,0.396 +770268933,Existing Customer,44,M,5,Unknown,Married,$60K - $80K,Silver,38,3,2,2,33521,928,32593,0.732,4115,66,0.535,0.028 +789209283,Existing Customer,48,F,3,High School,Single,Less than $40K,Blue,37,5,3,0,4361,806,3555,0.627,4518,84,0.75,0.185 +716204883,Existing Customer,53,M,4,College,Unknown,$60K - $80K,Blue,44,5,3,1,7026,1728,5298,0.669,3935,66,1,0.246 +715506258,Existing Customer,50,M,2,High School,Married,$80K - $120K,Blue,36,6,2,1,16388,2001,14387,0.547,4477,83,0.66,0.122 +711871758,Attrited Customer,30,F,1,Graduate,Married,Less than $40K,Blue,36,2,2,3,2905,2517,388,0.725,2487,39,0.393,0.866 +772655733,Existing Customer,41,M,1,Uneducated,Single,$80K - $120K,Blue,31,6,2,4,2404,1887,517,0.592,4489,75,0.744,0.785 +719519058,Attrited Customer,55,F,4,High School,Married,Less than $40K,Blue,36,4,2,3,1477,0,1477,0.719,2419,49,0.531,0 +716873733,Attrited Customer,43,F,4,Post-Graduate,Divorced,Less than $40K,Blue,30,4,3,3,3556,2517,1039,0.651,2639,53,0.71,0.708 +780383358,Existing Customer,48,M,3,Graduate,Married,$60K - $80K,Blue,38,6,1,0,5649,748,4901,1.077,4683,72,0.946,0.132 +718522308,Existing Customer,41,F,3,Post-Graduate,Unknown,$40K - $60K,Blue,29,6,1,3,14345,960,13385,0.817,4045,72,0.946,0.067 +716308683,Existing Customer,47,F,3,High School,Married,Less than $40K,Blue,36,6,2,3,6524,1993,4531,0.815,4267,66,0.886,0.305 +719056833,Existing Customer,55,F,1,Unknown,Married,Less than $40K,Blue,46,5,1,4,2281,920,1361,0.576,3968,66,0.833,0.403 +712303908,Existing Customer,47,F,4,College,Married,Less than $40K,Blue,38,3,1,2,2633,1924,709,0.806,3407,66,0.535,0.731 +715572783,Existing Customer,51,M,3,Graduate,Married,$80K - $120K,Blue,31,6,1,2,7693,0,7693,0.579,4573,93,0.632,0 +713641233,Existing Customer,44,F,3,High School,Single,Unknown,Blue,31,5,6,4,10262,1888,8374,0.508,3553,65,0.757,0.184 +712854633,Existing Customer,49,F,2,Unknown,Single,Unknown,Blue,39,4,1,3,11320,0,11320,0.669,2845,57,0.727,0 +779340183,Existing Customer,53,F,1,College,Single,Less than $40K,Blue,35,3,2,4,2482,916,1566,0.632,4295,72,0.532,0.369 +771952683,Existing Customer,47,F,3,High School,Married,Less than $40K,Blue,36,3,2,2,3035,0,3035,1.222,3847,63,0.658,0 +716639058,Existing Customer,51,M,2,Graduate,Single,$120K +,Blue,40,4,3,3,26308,0,26308,0.647,3278,53,0.828,0 +779027733,Existing Customer,53,F,4,Unknown,Single,Less than $40K,Blue,34,6,2,2,6721,1115,5606,0.79,3718,51,0.759,0.166 +713368833,Existing Customer,49,M,2,College,Single,$60K - $80K,Blue,41,6,3,4,6205,2233,3972,0.662,3906,64,0.684,0.36 +713926308,Existing Customer,35,F,3,Uneducated,Single,Less than $40K,Blue,36,4,2,3,2624,1458,1166,0.809,4487,61,0.743,0.556 +720206658,Attrited Customer,40,F,3,Graduate,Married,Less than $40K,Blue,29,6,2,4,1479,458,1021,0.466,1811,44,0.517,0.31 +708720558,Existing Customer,44,M,3,College,Married,$60K - $80K,Blue,30,5,2,0,4489,0,4489,0.693,3773,64,0.455,0 +713857758,Attrited Customer,53,F,1,Graduate,Married,Unknown,Blue,36,6,3,1,5842,198,5644,0.396,1828,44,0.517,0.034 +711255858,Existing Customer,42,F,4,Unknown,Married,Less than $40K,Blue,30,4,2,3,8777,1668,7109,0.85,4141,83,0.66,0.19 +798717783,Existing Customer,51,F,2,Unknown,Single,Less than $40K,Blue,45,3,6,1,3250,0,3250,0.601,4752,84,0.75,0 +710674533,Attrited Customer,46,M,1,Uneducated,Married,$60K - $80K,Blue,34,3,3,4,15060,0,15060,0.545,1611,42,0.4,0 +718642458,Existing Customer,40,M,4,High School,Unknown,$80K - $120K,Blue,36,6,1,0,2126,1321,805,0.596,2992,72,1,0.621 +709788783,Existing Customer,47,M,4,Unknown,Divorced,$40K - $60K,Blue,35,3,2,1,4907,773,4134,0.517,5088,71,0.651,0.158 +752199183,Existing Customer,51,F,1,Uneducated,Married,Unknown,Blue,44,6,2,1,3553,0,3553,0.844,4923,89,0.648,0 +789707433,Existing Customer,41,F,4,High School,Single,Unknown,Blue,28,4,2,2,2515,1313,1202,0.981,4370,68,0.7,0.522 +717448383,Attrited Customer,41,M,4,Unknown,Single,$80K - $120K,Blue,28,1,2,4,4428,0,4428,0.865,2331,36,0.286,0 +779468808,Existing Customer,43,M,1,High School,Married,$40K - $60K,Blue,25,6,3,3,1616,0,1616,0.794,4961,78,0.814,0 +790000608,Existing Customer,64,F,1,Graduate,Single,Less than $40K,Blue,56,4,1,1,6723,968,5755,0.832,3838,67,0.811,0.144 +770917608,Existing Customer,42,F,1,Uneducated,Married,Less than $40K,Blue,29,3,4,2,2756,1911,845,0.774,4656,62,0.879,0.693 +716307558,Attrited Customer,50,F,3,High School,Married,Less than $40K,Blue,40,6,2,4,2897,1506,1391,0.618,2214,46,0.484,0.52 +719048133,Existing Customer,52,F,2,Uneducated,Married,Less than $40K,Blue,42,6,3,0,5456,0,5456,0.337,3470,65,0.625,0 +771488583,Existing Customer,46,F,1,Graduate,Single,$40K - $60K,Blue,34,4,2,2,3569,0,3569,0.706,4186,72,0.636,0 +717202908,Existing Customer,39,M,5,College,Married,$80K - $120K,Blue,29,3,3,4,34198,1804,32394,0.934,4270,59,0.639,0.053 +720696558,Existing Customer,44,M,2,Graduate,Single,$80K - $120K,Blue,31,5,2,4,34516,1311,33205,0.6,4485,85,0.771,0.038 +788989083,Existing Customer,57,F,3,College,Single,$40K - $60K,Blue,44,3,1,2,2817,1864,953,0.7,4535,82,0.745,0.662 +720398958,Existing Customer,53,F,1,Uneducated,Single,Less than $40K,Blue,43,6,2,3,2126,1257,869,0.632,4340,70,0.892,0.591 +716530533,Existing Customer,43,F,2,Uneducated,Single,Less than $40K,Blue,36,3,1,4,2573,1640,933,0.873,4094,77,0.638,0.637 +714499908,Existing Customer,45,F,3,Unknown,Married,$40K - $60K,Blue,31,5,5,3,2016,1303,713,0.599,3243,63,0.615,0.646 +708879483,Existing Customer,48,F,1,College,Divorced,Less than $40K,Blue,36,6,3,0,4006,1646,2360,0.746,5006,89,0.534,0.411 +716044383,Existing Customer,41,F,3,High School,Unknown,Unknown,Blue,36,5,1,2,5869,0,5869,0.713,4191,65,0.857,0 +781320783,Attrited Customer,47,M,2,Graduate,Divorced,$80K - $120K,Blue,41,3,2,3,4586,0,4586,0.812,2529,43,0.433,0 +711657783,Existing Customer,50,F,2,College,Single,Less than $40K,Blue,41,6,3,4,1438.3,0,1438.3,0.872,4617,67,0.634,0 +715423233,Existing Customer,46,M,5,Unknown,Married,$60K - $80K,Blue,35,3,3,3,1790,796,994,0.722,3539,57,0.966,0.445 +719264058,Existing Customer,51,F,0,Graduate,Married,Unknown,Blue,36,5,2,3,5862,2306,3556,0.807,4305,51,1.318,0.393 +711120333,Existing Customer,43,M,5,Unknown,Married,$60K - $80K,Blue,36,3,5,1,7411,1341,6070,0.799,4278,80,0.633,0.181 +714100008,Attrited Customer,47,F,2,College,Married,Less than $40K,Blue,36,6,2,3,5667,2517,3150,0.684,2176,38,0.267,0.444 +798030933,Existing Customer,47,M,4,College,Single,$60K - $80K,Blue,41,5,2,3,15594,0,15594,0.631,4745,75,0.786,0 +708223383,Attrited Customer,47,F,3,High School,Married,Unknown,Blue,39,6,3,4,11410,979,10431,1.049,2736,38,0.462,0.086 +708705783,Attrited Customer,47,M,3,Doctorate,Married,$60K - $80K,Blue,36,6,3,1,1584,1214,370,0.887,2628,41,0.64,0.766 +778949133,Existing Customer,44,M,1,Uneducated,Married,$80K - $120K,Blue,29,4,3,3,13298,1694,11604,0.824,3476,66,0.784,0.127 +709017258,Attrited Customer,51,F,2,Unknown,Married,Less than $40K,Blue,36,1,2,2,2114,0,2114,0.875,2872,45,0.5,0 +709161108,Attrited Customer,44,M,1,Unknown,Single,$60K - $80K,Blue,33,3,2,4,2540,0,2540,0.212,1531,31,0.107,0 +716842908,Existing Customer,41,F,5,Uneducated,Single,Less than $40K,Blue,30,4,2,1,1762,1051,711,0.785,4986,80,0.739,0.596 +787513533,Existing Customer,47,F,1,Uneducated,Married,Less than $40K,Blue,36,6,3,3,2245,1503,742,0.754,3344,54,0.543,0.669 +717949983,Existing Customer,47,M,1,Uneducated,Married,$40K - $60K,Blue,36,3,2,3,8168,2137,6031,0.659,3554,82,0.822,0.262 +714089658,Attrited Customer,41,M,2,Graduate,Single,$60K - $80K,Blue,36,3,2,1,2238,0,2238,0.452,2063,42,0.5,0 +718863258,Attrited Customer,54,F,2,Doctorate,Married,Less than $40K,Blue,41,2,2,3,3881,2517,1364,0.815,2463,38,0.407,0.649 +717549408,Existing Customer,44,M,4,Graduate,Married,$80K - $120K,Blue,36,3,1,3,20485,0,20485,0.751,3024,51,1.04,0 +807600633,Existing Customer,44,F,2,Doctorate,Divorced,Unknown,Blue,39,6,4,1,9856,671,9185,0.662,5408,83,0.729,0.068 +770293758,Existing Customer,44,M,3,High School,Single,Less than $40K,Blue,38,6,1,2,2111,1047,1064,0.971,4830,82,0.952,0.496 +765584208,Existing Customer,43,F,3,Unknown,Divorced,Less than $40K,Blue,30,3,2,1,2905,2079,826,0.789,4444,84,0.909,0.716 +811989858,Existing Customer,49,M,4,Uneducated,Unknown,$60K - $80K,Silver,44,6,3,2,32244,0,32244,0.647,3501,65,0.757,0 +721276383,Existing Customer,47,F,2,Post-Graduate,Divorced,$40K - $60K,Blue,33,6,2,3,5624,1216,4408,0.691,3843,66,1,0.216 +708585933,Existing Customer,44,F,4,High School,Single,Less than $40K,Blue,36,6,2,3,1656,1429,227,0.777,4258,77,0.75,0.863 +713283933,Attrited Customer,42,M,2,Uneducated,Married,$40K - $60K,Blue,30,1,3,3,3032,0,3032,0.429,2273,44,0.517,0 +714915633,Attrited Customer,42,M,0,High School,Single,$60K - $80K,Blue,36,4,3,6,15699,0,15699,0.569,1793,40,0.6,0 +709236633,Existing Customer,40,F,3,Uneducated,Divorced,$40K - $60K,Blue,28,3,1,3,6608,2270,4338,0.75,4033,58,0.657,0.344 +827948133,Existing Customer,47,F,3,Graduate,Single,Less than $40K,Blue,43,4,2,4,5062,1423,3639,0.775,4535,68,0.417,0.281 +718946358,Existing Customer,44,M,3,Uneducated,Single,$40K - $60K,Blue,30,3,3,2,1547,0,1547,0.792,4348,63,0.615,0 +714400308,Existing Customer,60,F,0,Uneducated,Single,Less than $40K,Silver,49,3,1,1,11060,1647,9413,0.938,4545,83,0.766,0.149 +789670533,Existing Customer,41,F,2,High School,Married,$40K - $60K,Blue,26,5,1,2,1438.3,0,1438.3,0.66,4300,67,0.675,0 +770942283,Existing Customer,46,F,2,Unknown,Single,Less than $40K,Blue,33,4,3,2,3670,0,3670,0.797,4811,68,0.889,0 +827074758,Existing Customer,42,F,3,Uneducated,Single,Less than $40K,Blue,38,4,1,4,1538,868,670,0.828,5228,61,0.694,0.564 +818326083,Existing Customer,54,F,3,High School,Married,$40K - $60K,Blue,49,5,1,2,1438.3,886,552.3,0.822,4385,91,0.717,0.616 +712292133,Attrited Customer,45,F,3,College,Married,Less than $40K,Blue,36,4,2,4,2330,2294,36,0.456,2107,40,0.333,0.985 +709449333,Existing Customer,49,M,1,High School,Single,$60K - $80K,Blue,40,6,2,2,3170,1428,1742,0.876,4097,72,0.565,0.45 +788840283,Existing Customer,42,F,2,Post-Graduate,Divorced,Less than $40K,Blue,26,5,2,3,2120,1527,593,0.744,4741,86,0.72,0.72 +716013858,Existing Customer,53,M,0,Graduate,Single,$80K - $120K,Blue,34,3,1,4,20231,1434,18797,0.543,5002,78,0.66,0.071 +712229283,Attrited Customer,48,F,4,Doctorate,Unknown,Unknown,Blue,24,4,2,3,1438.3,0,1438.3,0.738,2306,46,0.484,0 +751422258,Existing Customer,45,F,4,Graduate,Married,Less than $40K,Blue,38,6,3,2,5583,0,5583,0.748,3317,71,0.821,0 +715691808,Existing Customer,41,F,3,Uneducated,Divorced,Less than $40K,Blue,30,5,3,4,7764,621,7143,0.67,3955,72,0.756,0.08 +794273283,Attrited Customer,51,M,3,Uneducated,Single,$80K - $120K,Blue,45,3,3,3,25670,0,25670,0.952,2709,51,0.645,0 +788838033,Attrited Customer,45,M,2,College,Single,$60K - $80K,Blue,29,3,2,4,3841,0,3841,0.794,2832,48,0.846,0 +712778658,Existing Customer,52,F,3,Graduate,Married,Less than $40K,Blue,39,4,3,3,2001,909,1092,0.772,4238,63,0.8,0.454 +789580908,Existing Customer,44,F,3,High School,Single,Less than $40K,Blue,37,3,2,2,8512,1471,7041,0.867,4056,81,0.841,0.173 +778965183,Existing Customer,47,F,3,Uneducated,Divorced,$40K - $60K,Blue,30,5,3,2,5869,2517,3352,0.505,4166,85,0.809,0.429 +714462558,Existing Customer,44,F,5,Unknown,Married,Unknown,Blue,36,4,2,3,5791,0,5791,0.645,4556,67,0.861,0 +789013833,Attrited Customer,50,M,2,High School,Married,$120K +,Silver,37,5,2,1,34516,399,34117,0.726,2118,41,0.519,0.012 +800869758,Existing Customer,49,M,3,Unknown,Married,$80K - $120K,Blue,43,6,1,1,2191,1414,777,0.635,3967,76,0.767,0.645 +807426033,Existing Customer,37,M,2,Unknown,Single,$60K - $80K,Blue,32,4,1,1,2865,1176,1689,0.665,3462,61,0.906,0.41 +720091083,Existing Customer,43,M,4,Graduate,Married,$120K +,Blue,31,6,1,3,6467,1887,4580,0.442,4098,61,0.605,0.292 +711918033,Attrited Customer,37,F,3,Unknown,Married,Less than $40K,Blue,17,3,1,3,1468,1074,394,0.697,2050,32,0.524,0.732 +709679658,Existing Customer,58,F,2,Graduate,Single,$40K - $60K,Blue,50,4,3,3,5386,0,5386,0.777,4846,84,0.68,0 +779296908,Existing Customer,46,F,3,Graduate,Single,Less than $40K,Blue,28,5,3,3,1438.3,576,862.3,0.774,5098,66,0.833,0.4 +720682308,Existing Customer,59,F,0,Uneducated,Single,Unknown,Blue,46,5,1,4,5402,892,4510,0.782,4770,83,0.596,0.165 +714084483,Attrited Customer,49,F,3,Uneducated,Single,Unknown,Blue,36,4,2,3,3855,211,3644,0.485,1724,34,0.308,0.055 +719495958,Attrited Customer,42,F,1,Unknown,Married,Less than $40K,Blue,36,3,3,4,2983,0,2983,0.865,2509,46,0.586,0 +789775308,Existing Customer,54,F,2,Doctorate,Divorced,Less than $40K,Blue,43,6,1,3,1438.3,1120,318.3,0.817,4880,77,0.75,0.779 +714726858,Attrited Customer,31,F,0,Post-Graduate,Divorced,Less than $40K,Blue,36,6,3,3,4871,0,4871,0.89,2773,34,0.789,0 +709749483,Existing Customer,40,F,2,Graduate,Unknown,Less than $40K,Blue,29,5,1,2,2636,1953,683,0.916,4584,70,0.591,0.741 +710926383,Existing Customer,32,F,2,Post-Graduate,Married,$40K - $60K,Blue,24,5,3,1,1553,1177,376,0.638,4549,68,0.659,0.758 +717172308,Attrited Customer,45,F,3,High School,Married,$40K - $60K,Blue,37,4,2,4,3304,0,3304,0.532,1731,32,0.28,0 +771795933,Attrited Customer,49,M,4,Unknown,Single,$120K +,Blue,38,3,3,4,34516,2517,31999,0.7,2376,55,0.486,0.073 +785024808,Existing Customer,53,F,1,High School,Single,Less than $40K,Blue,47,6,2,3,3378,2134,1244,0.541,4464,83,0.93,0.632 +710277183,Existing Customer,34,F,3,Uneducated,Single,$40K - $60K,Blue,27,3,2,4,2313,1775,538,0.773,4317,68,0.545,0.767 +714647808,Existing Customer,49,F,0,Graduate,Single,Less than $40K,Blue,39,4,3,0,2434,0,2434,0.788,4628,73,0.622,0 +709857033,Existing Customer,60,F,1,College,Single,$40K - $60K,Blue,50,5,1,3,1438.3,0,1438.3,0.578,4148,84,0.714,0 +714283458,Existing Customer,40,M,2,College,Single,$80K - $120K,Blue,36,5,1,4,14544,0,14544,0.768,4064,92,0.769,0 +804829533,Attrited Customer,59,M,0,High School,Single,$60K - $80K,Blue,54,3,6,6,24621,471,24150,0.85,2864,51,0.759,0.019 +716702358,Existing Customer,44,F,2,Unknown,Married,Less than $40K,Blue,33,5,3,2,2337,698,1639,0.836,4048,83,0.886,0.299 +720028683,Existing Customer,49,F,2,High School,Married,$40K - $60K,Blue,39,5,3,4,2720,1926,794,0.602,3806,61,0.794,0.708 +757044033,Existing Customer,44,M,2,Graduate,Unknown,$80K - $120K,Blue,37,3,1,3,1965,1021,944,0.516,3968,57,0.781,0.52 +719672283,Existing Customer,47,M,4,Graduate,Married,$60K - $80K,Silver,39,4,2,4,33122,1587,31535,0.475,3145,63,0.75,0.048 +719054733,Existing Customer,52,F,0,Post-Graduate,Single,Less than $40K,Blue,40,4,3,2,1438.3,797,641.3,0.87,4673,69,0.568,0.554 +793336383,Existing Customer,47,F,1,High School,Married,Less than $40K,Blue,41,3,3,4,2709,2034,675,0.606,4915,92,0.84,0.751 +795599883,Attrited Customer,57,F,2,Uneducated,Married,Unknown,Blue,51,3,6,2,2404,284,2120,0.866,2511,51,0.5,0.118 +715650783,Existing Customer,41,M,2,High School,Married,$60K - $80K,Blue,36,6,2,2,4499,0,4499,0.765,4906,75,0.667,0 +711819708,Attrited Customer,33,F,3,Post-Graduate,Unknown,Unknown,Blue,25,3,2,4,4734,2517,2217,0.483,2275,55,0.897,0.532 +713041683,Attrited Customer,55,M,2,Graduate,Married,$120K +,Blue,36,3,2,4,4697,0,4697,0.544,1867,34,0.478,0 +779544708,Existing Customer,50,M,2,Unknown,Married,$120K +,Gold,35,4,5,3,34516,668,33848,0.894,3931,77,0.791,0.019 +712967508,Existing Customer,47,M,3,Doctorate,Unknown,$60K - $80K,Blue,36,4,1,2,2572,1093,1479,0.615,5038,86,0.83,0.425 +710231433,Existing Customer,56,M,1,Uneducated,Unknown,$60K - $80K,Blue,43,5,1,4,3110,2378,732,0.974,3395,75,0.829,0.765 +817960533,Existing Customer,41,M,4,Unknown,Married,$60K - $80K,Blue,36,5,3,2,1734,857,877,0.752,4741,84,0.714,0.494 +713431008,Existing Customer,46,F,5,High School,Married,Unknown,Blue,36,5,3,0,3562,0,3562,0.753,4198,77,0.75,0 +709663608,Attrited Customer,43,F,1,Graduate,Married,Less than $40K,Blue,36,4,2,4,1536,0,1536,0.571,1973,36,0.333,0 +754851783,Existing Customer,39,M,4,High School,Married,$60K - $80K,Blue,32,4,2,2,19198,2218,16980,0.802,4423,90,0.667,0.116 +808743558,Existing Customer,42,F,3,High School,Married,Unknown,Blue,37,3,3,3,4540,2517,2023,0.89,4804,66,0.737,0.554 +778905033,Existing Customer,45,F,5,Graduate,Divorced,Less than $40K,Blue,26,3,5,2,1438.3,1226,212.3,0.638,3889,60,0.818,0.852 +720844008,Existing Customer,54,F,4,Graduate,Single,Less than $40K,Blue,45,6,2,2,1990,1747,243,0.924,5216,87,0.891,0.878 +714286383,Existing Customer,59,M,0,High School,Single,$120K +,Blue,36,4,3,3,3422,1039,2383,0.475,3337,65,0.512,0.304 +718767183,Existing Customer,45,F,4,Post-Graduate,Unknown,Less than $40K,Blue,36,6,3,1,2192,1464,728,0.66,4905,89,0.978,0.668 +712707408,Existing Customer,43,F,2,Unknown,Married,Less than $40K,Blue,33,4,2,2,5152,1713,3439,0.746,3919,57,1.036,0.332 +789859833,Existing Customer,41,M,4,Doctorate,Unknown,Less than $40K,Blue,31,6,2,1,2515,1767,748,0.665,4388,67,0.675,0.703 +812411058,Attrited Customer,49,F,0,Uneducated,Single,Less than $40K,Blue,44,3,3,2,2094,0,2094,0.897,2690,46,0.484,0 +712311258,Existing Customer,48,F,3,Uneducated,Single,$40K - $60K,Blue,36,5,3,3,1906,1259,647,0.932,4634,54,0.862,0.661 +778397358,Attrited Customer,42,M,5,Unknown,Married,$60K - $80K,Blue,22,6,2,4,5096,0,5096,0.808,2574,43,0.483,0 +715340733,Existing Customer,39,M,1,High School,Unknown,$40K - $60K,Blue,28,5,2,4,2222,0,2222,0.843,4792,62,0.722,0 +797495958,Existing Customer,42,F,3,Unknown,Unknown,$40K - $60K,Blue,36,3,2,2,3015,0,3015,0.927,4277,80,0.951,0 +720384633,Existing Customer,48,M,3,Uneducated,Single,$40K - $60K,Blue,36,6,3,2,3786,0,3786,0.715,3403,70,0.489,0 +810868758,Existing Customer,39,M,3,Uneducated,Married,$40K - $60K,Blue,34,5,1,2,12078,1687,10391,0.482,2384,52,1.167,0.14 +719105433,Existing Customer,48,F,3,College,Single,Unknown,Blue,38,3,3,3,6448,1087,5361,0.868,4990,85,0.667,0.169 +715609533,Attrited Customer,47,F,3,Unknown,Single,Less than $40K,Blue,35,1,3,3,5398,0,5398,0.621,1887,36,0.333,0 +712160058,Attrited Customer,59,F,2,Uneducated,Married,Less than $40K,Blue,51,5,5,4,1438.3,0,1438.3,0.656,2146,44,0.63,0 +779130108,Attrited Customer,33,F,0,Uneducated,Single,$40K - $60K,Blue,15,3,2,6,1438.3,0,1438.3,0.835,2527,49,0.69,0 +712335858,Existing Customer,48,F,4,Graduate,Married,Less than $40K,Blue,36,4,3,2,2620,2081,539,0.99,4867,67,0.763,0.794 +789643383,Existing Customer,49,M,2,Uneducated,Married,$60K - $80K,Blue,35,3,3,3,13435,0,13435,0.747,3575,56,1.154,0 +717733158,Existing Customer,43,F,3,Doctorate,Married,Less than $40K,Blue,29,4,2,3,3186,2517,669,0.59,4197,84,0.909,0.79 +713205108,Existing Customer,42,F,4,Graduate,Married,$40K - $60K,Blue,27,3,1,1,1950,1062,888,0.48,3873,76,0.854,0.545 +719749083,Existing Customer,63,M,0,Doctorate,Single,Less than $40K,Blue,54,5,2,0,7098,2224,4874,0.864,3465,59,0.788,0.313 +811762383,Existing Customer,42,F,2,Graduate,Married,Less than $40K,Blue,37,4,2,1,2250,1788,462,0.523,4908,71,1.152,0.795 +708710283,Existing Customer,45,M,5,Doctorate,Married,$120K +,Silver,36,6,1,4,34516,2038,32478,1.007,4067,75,1.206,0.059 +708542283,Existing Customer,58,F,1,Doctorate,Married,Less than $40K,Blue,47,5,3,4,2495,2061,434,0.849,4399,70,0.707,0.826 +720667383,Existing Customer,39,F,2,High School,Married,Less than $40K,Blue,32,5,3,1,3086,2213,873,0.695,4684,81,0.8,0.717 +822952158,Existing Customer,53,F,2,Graduate,Married,Less than $40K,Blue,49,4,2,4,1520,0,1520,0.566,4256,73,0.622,0 +716922633,Attrited Customer,38,M,2,Uneducated,Single,$120K +,Blue,30,6,3,4,4043,2517,1526,0.602,2600,47,0.621,0.623 +709081683,Existing Customer,65,M,1,High School,Single,Less than $40K,Blue,54,3,1,3,4599,1438,3161,0.832,4208,69,0.865,0.313 +710211783,Attrited Customer,38,F,4,Unknown,Married,Less than $40K,Blue,26,3,2,2,1438.3,0,1438.3,0.777,2264,39,0.625,0 +720364158,Existing Customer,55,F,3,Graduate,Unknown,Unknown,Blue,36,4,3,3,7869,1251,6618,0.722,4314,83,0.729,0.159 +713064783,Existing Customer,60,F,1,Unknown,Unknown,$40K - $60K,Blue,48,3,3,4,5362,2057,3305,0.763,4205,83,0.766,0.384 +709873683,Existing Customer,60,M,0,Doctorate,Unknown,$40K - $60K,Silver,53,4,2,1,16541,1428,15113,0.846,4352,82,0.907,0.086 +758106108,Existing Customer,45,F,2,Uneducated,Single,Less than $40K,Blue,38,3,2,1,7486,1758,5728,0.613,4604,70,0.707,0.235 +711445233,Existing Customer,42,F,5,Uneducated,Single,Less than $40K,Blue,36,6,3,1,1438.3,0,1438.3,0.813,4653,78,0.95,0 +778912683,Existing Customer,51,F,2,Graduate,Single,Unknown,Blue,32,3,3,1,8365,1504,6861,0.679,4778,88,0.956,0.18 +780496833,Attrited Customer,56,F,1,College,Single,Less than $40K,Blue,43,3,2,2,2846,0,2846,0.747,2122,44,0.419,0 +720057183,Existing Customer,49,F,4,Doctorate,Single,Less than $40K,Blue,42,5,1,4,7789,957,6832,0.724,3412,70,0.842,0.123 +789081408,Attrited Customer,44,F,4,Uneducated,Single,Less than $40K,Blue,32,6,3,4,1438.3,170,1268.3,0.889,2527,45,0.406,0.118 +720634683,Attrited Customer,48,F,2,College,Married,Unknown,Blue,37,5,2,4,2220,0,2220,0.737,2456,45,0.452,0 +808732458,Existing Customer,48,M,3,Unknown,Married,$120K +,Blue,43,5,3,0,6626,1558,5068,1.02,2838,49,1.333,0.235 +719947533,Existing Customer,46,F,2,Graduate,Married,Unknown,Blue,36,6,2,1,5547,0,5547,0.85,4585,79,0.795,0 +715452408,Existing Customer,37,F,2,Graduate,Divorced,Less than $40K,Blue,36,4,3,3,1734,987,747,0.879,4727,67,0.914,0.569 +718103733,Existing Customer,41,F,4,Unknown,Married,Less than $40K,Blue,31,4,3,4,2934,933,2001,0.898,4253,66,0.737,0.318 +788705358,Existing Customer,44,M,4,High School,Married,$120K +,Blue,33,4,1,4,14527,2070,12457,0.525,3965,58,0.568,0.142 +772105608,Existing Customer,48,F,4,Uneducated,Single,Less than $40K,Blue,37,6,3,4,2646,872,1774,0.865,4246,80,0.739,0.33 +718396533,Existing Customer,47,M,3,College,Single,$80K - $120K,Blue,38,5,3,3,8185,1556,6629,0.806,4527,83,0.93,0.19 +712949733,Existing Customer,46,M,5,High School,Single,$40K - $60K,Blue,37,3,2,3,6340,1985,4355,0.403,3536,61,0.419,0.313 +772036233,Existing Customer,62,M,1,Graduate,Single,$80K - $120K,Blue,51,6,2,3,5711,0,5711,0.583,4320,72,0.674,0 +713285058,Existing Customer,46,F,3,Doctorate,Single,Less than $40K,Blue,34,4,3,4,2258,1600,658,0.607,4275,76,0.551,0.709 +710289783,Attrited Customer,43,F,2,Uneducated,Divorced,Less than $40K,Blue,25,5,2,4,2086,2007,79,1.051,2537,48,0.6,0.962 +780390108,Existing Customer,44,F,3,College,Married,$40K - $60K,Blue,34,3,1,2,3256,1013,2243,0.988,5079,81,0.841,0.311 +720585183,Existing Customer,50,M,3,High School,Married,$60K - $80K,Blue,35,3,3,2,14854,2136,12718,0.568,3659,68,0.581,0.144 +711831558,Existing Customer,49,M,4,College,Divorced,$120K +,Blue,41,3,1,1,7184,1207,5977,0.657,3244,58,1,0.168 +710854008,Existing Customer,48,M,3,Unknown,Unknown,$40K - $60K,Blue,37,3,2,4,6541,1119,5422,0.496,3902,63,0.432,0.171 +717017808,Existing Customer,62,M,0,Uneducated,Single,$40K - $60K,Blue,52,6,1,2,9065,641,8424,0.788,4693,83,0.627,0.071 +823615983,Attrited Customer,54,M,2,Uneducated,Single,$40K - $60K,Blue,50,2,1,3,3682,2517,1165,0.379,1642,35,0.25,0.684 +807587433,Attrited Customer,56,F,2,Doctorate,Married,Less than $40K,Blue,51,4,6,5,1438.3,0,1438.3,0.699,2229,40,0.6,0 +709987683,Attrited Customer,46,F,4,Graduate,Married,Unknown,Blue,36,4,3,4,2286,0,2286,1.057,2798,40,0.481,0 +714435408,Existing Customer,57,M,3,High School,Single,$80K - $120K,Blue,38,4,3,1,12663,1028,11635,0.791,3297,54,0.688,0.081 +718994583,Existing Customer,48,F,2,College,Single,Less than $40K,Blue,35,3,3,1,1438.3,816,622.3,0.842,4777,69,0.917,0.567 +793616883,Existing Customer,39,F,5,Graduate,Single,Less than $40K,Blue,33,5,2,2,1438.3,668,770.3,0.931,5205,78,0.773,0.464 +779978283,Existing Customer,45,F,3,High School,Married,Unknown,Blue,34,4,2,1,5056,0,5056,0.905,4428,78,0.696,0 +713370033,Attrited Customer,53,F,0,Graduate,Single,Less than $40K,Blue,40,4,1,4,1438.3,0,1438.3,0.503,2014,53,0.472,0 +710482533,Existing Customer,26,M,0,Unknown,Married,$120K +,Blue,17,4,2,1,30928,2005,28923,0.52,3863,72,0.756,0.065 +778830933,Existing Customer,40,M,3,Graduate,Married,$80K - $120K,Blue,21,3,2,0,1804,1040,764,1.002,5308,78,0.773,0.576 +736145283,Existing Customer,43,M,2,College,Married,$80K - $120K,Blue,24,6,1,4,1669,0,1669,0.698,3591,59,0.788,0 +778718658,Existing Customer,33,F,2,High School,Divorced,Unknown,Blue,15,3,3,4,9725,0,9725,0.75,4062,65,0.711,0 +719482008,Existing Customer,45,M,1,Uneducated,Single,$60K - $80K,Blue,35,5,3,2,21696,1036,20660,0.965,3354,76,0.854,0.048 +715004808,Existing Customer,49,F,2,High School,Married,Less than $40K,Blue,39,5,3,1,2992,1845,1147,0.707,4339,84,0.75,0.617 +720014358,Existing Customer,38,F,1,Doctorate,Single,Less than $40K,Blue,26,5,2,4,1934,985,949,0.72,4019,78,0.857,0.509 +718208358,Existing Customer,43,M,5,Uneducated,Married,$120K +,Blue,31,4,3,4,34516,830,33686,0.54,3789,57,0.541,0.024 +713380308,Existing Customer,42,F,4,Uneducated,Single,Less than $40K,Blue,36,6,2,1,1734,0,1734,0.593,4092,76,1.054,0 +716477133,Existing Customer,42,F,4,Uneducated,Single,Less than $40K,Blue,32,3,3,4,1438.3,838,600.3,0.61,3910,75,0.63,0.583 +713949858,Attrited Customer,39,F,2,Doctorate,Married,Less than $40K,Blue,36,4,3,4,1438.3,886,552.3,0.24,1674,42,0.312,0.616 +827619933,Existing Customer,48,M,2,Uneducated,Single,$40K - $60K,Blue,44,3,1,2,9673,0,9673,0.655,3541,87,0.851,0 +779135808,Existing Customer,56,F,2,Doctorate,Single,$40K - $60K,Blue,38,5,1,4,3609,1026,2583,0.67,4318,81,0.588,0.284 +719751483,Attrited Customer,39,F,2,Uneducated,Single,Less than $40K,Blue,36,4,3,1,1438.3,576,862.3,0.849,2567,48,0.6,0.4 +708219858,Existing Customer,39,M,2,Graduate,Single,$40K - $60K,Blue,26,6,3,2,6423,0,6423,1.051,4295,70,0.795,0 +779681433,Attrited Customer,48,F,3,Graduate,Married,$40K - $60K,Blue,31,6,3,4,14899,0,14899,0.381,1519,26,0.368,0 +720169383,Existing Customer,52,F,2,College,Married,$40K - $60K,Blue,41,3,1,1,3224,2111,1113,0.601,3707,74,0.682,0.655 +718056033,Existing Customer,44,F,3,High School,Married,Less than $40K,Blue,34,5,3,2,4135,1606,2529,0.734,3334,56,0.6,0.388 +789226683,Existing Customer,44,M,1,Unknown,Married,$60K - $80K,Blue,33,6,2,3,4969,1187,3782,0.714,3878,82,0.783,0.239 +822902508,Existing Customer,41,F,3,College,Single,$40K - $60K,Blue,37,3,3,3,8376,1219,7157,0.644,4015,77,0.75,0.146 +780462183,Existing Customer,44,M,2,Unknown,Single,$80K - $120K,Blue,31,5,5,2,3454,2065,1389,0.816,4026,67,0.718,0.598 +715502808,Existing Customer,42,M,3,High School,Married,$80K - $120K,Blue,36,4,3,2,25944,1987,23957,0.566,4442,76,0.767,0.077 +788755158,Existing Customer,49,M,3,High School,Married,$60K - $80K,Blue,29,4,3,1,1438.3,535,903.3,0.678,3016,80,0.739,0.372 +780038058,Attrited Customer,38,F,0,High School,Single,Less than $40K,Blue,22,3,2,5,1556,0,1556,0.69,2283,46,0.586,0 +709536483,Attrited Customer,57,M,3,Graduate,Married,$60K - $80K,Blue,49,5,0,3,8701,215,8486,0.527,1999,41,0.414,0.025 +712563408,Attrited Customer,33,M,2,Uneducated,Single,$40K - $60K,Blue,18,1,1,6,5600,2517,3083,0.628,2296,46,0.586,0.449 +771222558,Existing Customer,45,F,3,Graduate,Unknown,Less than $40K,Blue,32,6,1,3,2900,2018,882,0.705,4467,79,0.756,0.696 +708145908,Existing Customer,61,F,0,Graduate,Married,$40K - $60K,Blue,50,3,3,0,4906,2185,2721,0.66,3999,71,1.088,0.445 +717755058,Existing Customer,41,F,4,Doctorate,Single,Less than $40K,Blue,36,4,3,4,2687,1317,1370,0.58,4096,76,0.727,0.49 +789109983,Existing Customer,40,F,3,High School,Divorced,$40K - $60K,Blue,28,4,1,4,4464,1418,3046,0.92,3870,73,0.46,0.318 +802600233,Existing Customer,51,F,2,Graduate,Single,$40K - $60K,Blue,45,5,1,3,1438.3,869,569.3,0.791,4124,59,0.967,0.604 +720449208,Existing Customer,34,F,1,College,Married,Less than $40K,Blue,16,6,1,4,2221,1814,407,0.82,4758,64,0.641,0.817 +719557983,Existing Customer,42,M,4,Uneducated,Married,$60K - $80K,Blue,36,5,3,3,2966,2371,595,0.969,4416,83,0.844,0.799 +766111383,Existing Customer,38,F,2,High School,Married,$40K - $60K,Blue,31,4,2,4,1593,1091,502,0.87,4136,67,0.718,0.685 +789367083,Existing Customer,41,F,2,Uneducated,Single,Less than $40K,Blue,31,5,3,3,2450,1490,960,0.747,3778,64,0.684,0.608 +710538183,Existing Customer,53,F,3,Graduate,Divorced,Less than $40K,Blue,42,3,2,4,1529,563,966,0.785,4220,83,0.844,0.368 +708534033,Existing Customer,45,F,3,Graduate,Single,$40K - $60K,Blue,36,5,2,2,6274,883,5391,0.626,4726,82,0.708,0.141 +716739258,Existing Customer,43,F,4,Unknown,Single,Less than $40K,Blue,33,5,2,4,1438.3,0,1438.3,0.679,3932,62,0.771,0 +788940558,Existing Customer,41,F,3,Graduate,Married,Less than $40K,Blue,27,6,1,2,2134,1085,1049,0.656,4224,75,1.027,0.508 +714722808,Existing Customer,50,M,1,College,Married,$80K - $120K,Blue,33,5,3,2,17158,1211,15947,0.778,4153,91,0.685,0.071 +713249883,Existing Customer,51,F,2,Uneducated,Married,$40K - $60K,Blue,36,6,3,3,3359,873,2486,0.785,4572,81,0.688,0.26 +714207483,Existing Customer,47,M,3,Graduate,Married,$80K - $120K,Blue,41,6,1,4,11997,1424,10573,0.749,4125,80,0.86,0.119 +720068808,Existing Customer,41,F,2,Graduate,Married,Less than $40K,Blue,32,3,3,2,3302,1980,1322,0.625,3899,65,0.711,0.6 +778601733,Attrited Customer,55,F,3,High School,Single,$40K - $60K,Blue,47,5,4,3,2687,1689,998,0.714,2370,34,0.789,0.629 +709779258,Existing Customer,53,F,3,Post-Graduate,Married,Less than $40K,Blue,43,4,3,4,1438.3,0,1438.3,0.939,4075,71,0.614,0 +713696808,Attrited Customer,46,F,3,High School,Married,Less than $40K,Blue,39,3,3,0,1801,316,1485,0.494,2252,42,0.4,0.175 +720044658,Attrited Customer,53,M,1,Post-Graduate,Single,$60K - $80K,Blue,46,6,2,4,4573,2076,2497,0.839,2720,46,0.484,0.454 +716373483,Attrited Customer,48,F,5,Graduate,Married,Less than $40K,Blue,40,4,3,2,2860,2517,343,0.38,1544,45,0.364,0.88 +714305508,Existing Customer,46,F,3,Uneducated,Married,$40K - $60K,Blue,36,6,3,2,13387,0,13387,0.746,3706,81,0.62,0 +712202433,Existing Customer,46,F,2,High School,Single,Less than $40K,Blue,36,3,3,4,2283,1020,1263,0.944,3687,68,1.125,0.447 +716600733,Attrited Customer,47,F,4,Unknown,Married,Less than $40K,Blue,36,3,3,3,2033,228,1805,0.904,2572,43,0.72,0.112 +778372158,Existing Customer,49,F,5,High School,Married,$40K - $60K,Blue,33,6,3,2,2506,1549,957,0.752,4747,91,0.936,0.618 +714176133,Existing Customer,47,F,1,Uneducated,Single,Less than $40K,Blue,36,5,2,3,1438.3,735,703.3,0.762,4220,87,0.673,0.511 +708969633,Existing Customer,42,M,4,Uneducated,Unknown,$80K - $120K,Blue,36,6,5,1,2447,2195,252,0.717,4544,80,0.667,0.897 +715765758,Existing Customer,54,F,2,Uneducated,Single,Less than $40K,Blue,41,5,2,4,1438.3,814,624.3,0.675,4217,72,0.5,0.566 +803097333,Existing Customer,41,M,2,Graduate,Married,$80K - $120K,Blue,35,3,3,4,10873,1514,9359,0.879,5089,82,0.783,0.139 +710411358,Attrited Customer,39,F,4,College,Married,$40K - $60K,Blue,28,4,2,4,7596,2199,5397,0.633,2164,45,0.5,0.289 +715660308,Attrited Customer,54,F,3,College,Married,Less than $40K,Blue,44,5,3,2,2921,2412,509,0.823,2612,33,0.375,0.826 +711866358,Existing Customer,42,F,3,High School,Single,$40K - $60K,Blue,30,4,2,3,10136,0,10136,0.428,4429,78,0.472,0 +710738883,Existing Customer,52,F,3,High School,Married,Less than $40K,Blue,36,4,2,3,2187,1094,1093,0.843,4222,61,0.649,0.5 +717822108,Existing Customer,60,F,0,Uneducated,Single,Less than $40K,Blue,48,3,2,3,3302,2517,785,0.785,4613,85,0.932,0.762 +714407058,Existing Customer,40,M,3,Uneducated,Divorced,$80K - $120K,Blue,29,3,2,1,30997,2330,28667,0.65,3821,81,0.841,0.075 +710744433,Existing Customer,48,F,1,Uneducated,Single,Less than $40K,Blue,38,5,2,0,2578,2424,154,0.517,4077,78,0.625,0.94 +778959258,Attrited Customer,51,F,1,Unknown,Married,Less than $40K,Blue,32,5,3,3,1438.3,0,1438.3,0.905,2585,45,0.5,0 +713320008,Existing Customer,48,M,3,Graduate,Single,$80K - $120K,Blue,37,3,3,2,3034,468,2566,0.553,4172,66,0.784,0.154 +766795983,Existing Customer,46,F,1,Unknown,Single,Less than $40K,Blue,40,4,2,2,1438.3,0,1438.3,0.756,4692,91,0.596,0 +716256483,Existing Customer,50,F,2,Graduate,Single,Unknown,Blue,36,6,2,4,2611,1824,787,0.711,4232,80,0.633,0.699 +712364283,Existing Customer,54,F,2,Doctorate,Married,$40K - $60K,Blue,43,5,3,2,2222,1398,824,0.785,3960,79,0.756,0.629 +714620358,Attrited Customer,37,F,2,Graduate,Divorced,Less than $40K,Blue,30,3,3,4,3328,2517,811,0.553,2196,47,0.621,0.756 +709145958,Attrited Customer,43,F,3,Unknown,Married,Less than $40K,Blue,36,2,2,2,2440,1002,1438,0.061,1533,42,0.105,0.411 +709787733,Existing Customer,54,F,4,College,Single,Unknown,Blue,48,3,2,2,9723,1307,8416,0.803,4043,76,0.9,0.134 +809071083,Existing Customer,60,F,1,Graduate,Single,Less than $40K,Blue,55,4,1,0,2346,2150,196,0.666,4592,90,0.8,0.916 +721165608,Existing Customer,51,M,2,Graduate,Married,$60K - $80K,Silver,36,3,6,3,26142,0,26142,0.651,3969,78,0.902,0 +716668308,Attrited Customer,39,F,4,High School,Single,Unknown,Blue,36,3,2,4,12405,0,12405,0.949,3151,39,0.444,0 +708760458,Existing Customer,47,M,1,High School,Single,$80K - $120K,Blue,36,4,3,4,17655,0,17655,0.583,3692,79,0.549,0 +720333783,Existing Customer,51,F,2,Unknown,Married,Less than $40K,Blue,33,3,1,4,4941,786,4155,0.833,3822,50,1.083,0.159 +789212883,Attrited Customer,30,F,1,Uneducated,Divorced,Less than $40K,Blue,19,6,1,2,1644,0,1644,0.82,2533,44,0.517,0 +711341433,Existing Customer,34,F,2,Graduate,Single,Unknown,Blue,24,6,3,3,3095,2010,1085,0.668,3901,77,0.711,0.649 +720235608,Existing Customer,60,F,0,Graduate,Unknown,Less than $40K,Blue,36,4,3,1,3828,0,3828,0.599,4470,58,0.812,0 +716890533,Existing Customer,49,F,2,Uneducated,Single,Less than $40K,Blue,36,6,2,2,2182,1722,460,0.937,5377,86,0.654,0.789 +708491508,Existing Customer,51,M,2,Unknown,Single,$60K - $80K,Blue,42,3,3,2,13906,1430,12476,0.772,3856,68,1.061,0.103 +718542858,Existing Customer,50,M,1,High School,Married,$80K - $120K,Blue,36,6,3,2,10588,994,9594,0.786,4623,84,0.585,0.094 +717750858,Existing Customer,32,F,2,Post-Graduate,Single,Less than $40K,Blue,16,3,3,2,2973,2446,527,0.612,3769,78,0.95,0.823 +712450008,Attrited Customer,50,F,2,Post-Graduate,Married,Unknown,Blue,36,5,2,4,4045,0,4045,0.66,2438,41,0.464,0 +827628408,Existing Customer,40,M,4,Graduate,Married,$80K - $120K,Blue,36,3,3,2,2165,1465,700,0.622,3672,64,0.73,0.677 +713492583,Attrited Customer,34,F,2,Graduate,Married,Less than $40K,Blue,29,5,2,2,5845,0,5845,0.504,2308,35,0.591,0 +718054833,Existing Customer,50,M,2,Unknown,Single,$120K +,Blue,37,6,3,4,15341,1016,14325,0.709,2916,65,0.548,0.066 +788770908,Existing Customer,45,M,4,College,Married,$60K - $80K,Blue,26,6,2,2,3035,1498,1537,0.903,4275,67,0.675,0.494 +710175783,Existing Customer,45,F,3,High School,Single,Unknown,Blue,25,4,2,1,1986,1042,944,0.593,4303,59,0.788,0.525 +715429608,Existing Customer,45,F,3,College,Married,Less than $40K,Blue,37,4,3,1,4602,1517,3085,1.292,3520,66,1,0.33 +714058308,Attrited Customer,43,F,5,Uneducated,Single,Less than $40K,Blue,36,5,3,4,2689,2384,305,0.365,1941,53,0.656,0.887 +717965808,Existing Customer,65,M,0,Unknown,Single,$40K - $60K,Blue,54,5,1,4,9383,829,8554,0.515,5783,73,0.622,0.088 +709265208,Existing Customer,47,F,4,Graduate,Single,Less than $40K,Blue,37,4,3,2,1438.3,780,658.3,0.66,4422,59,0.844,0.542 +713114133,Attrited Customer,42,F,2,Uneducated,Single,Less than $40K,Blue,23,4,2,3,1443,0,1443,0.529,2092,38,0.31,0 +721349883,Existing Customer,51,F,4,Graduate,Single,Less than $40K,Blue,39,3,2,1,2847,2082,765,0.787,3672,59,0.553,0.731 +758965158,Existing Customer,44,M,5,High School,Single,$80K - $120K,Blue,37,4,2,3,15638,1729,13909,0.843,4396,83,0.566,0.111 +749722908,Existing Customer,43,M,2,Post-Graduate,Married,$120K +,Blue,36,3,3,2,10700,1346,9354,0.639,4054,68,0.7,0.126 +709495833,Attrited Customer,44,F,2,Graduate,Single,Less than $40K,Blue,36,5,2,4,1438.3,0,1438.3,0.421,1944,36,0.5,0 +717575958,Attrited Customer,50,F,1,Post-Graduate,Married,$40K - $60K,Blue,41,6,3,3,1694,479,1215,0.838,2349,42,0.312,0.283 +714406158,Attrited Customer,53,F,3,High School,Divorced,Unknown,Blue,36,4,3,6,7939,0,7939,0.551,2269,42,0.312,0 +767243208,Existing Customer,42,F,3,Graduate,Single,Less than $40K,Blue,35,3,2,2,2555,1587,968,1.088,4193,79,0.881,0.621 +711515433,Existing Customer,55,F,2,Unknown,Single,Less than $40K,Blue,36,3,1,2,2850,2517,333,0.625,4320,85,0.735,0.883 +720190908,Existing Customer,59,M,1,High School,Single,$60K - $80K,Blue,51,6,2,4,8973,1300,7673,0.568,4699,72,0.714,0.145 +818814933,Existing Customer,58,F,1,Unknown,Single,$40K - $60K,Blue,53,3,3,1,6960,1536,5424,0.437,3112,79,0.549,0.221 +719794383,Existing Customer,60,F,2,College,Married,Less than $40K,Blue,41,6,2,2,4167,0,4167,0.917,5039,85,0.809,0 +709766808,Existing Customer,49,F,2,Uneducated,Married,Unknown,Blue,36,4,3,2,5099,1178,3921,0.912,3819,82,0.864,0.231 +709666908,Existing Customer,42,F,4,Graduate,Divorced,Unknown,Blue,36,3,3,1,2782,1782,1000,0.853,4669,93,0.755,0.641 +794653983,Existing Customer,44,F,3,Graduate,Married,Less than $40K,Blue,27,3,1,4,1480,1017,463,1.008,5245,80,0.86,0.687 +716593533,Existing Customer,56,M,1,High School,Single,$80K - $120K,Blue,45,4,1,3,5070,0,5070,1.01,3651,76,0.652,0 +714113658,Existing Customer,52,M,2,Unknown,Single,$80K - $120K,Blue,41,3,3,1,2757,1425,1332,0.574,3992,76,1.054,0.517 +708776658,Existing Customer,54,M,2,Unknown,Married,$80K - $120K,Blue,43,6,3,2,5774,1519,4255,0.458,4444,70,0.667,0.263 +712225008,Existing Customer,55,M,2,Graduate,Married,$60K - $80K,Blue,44,6,6,3,6054,1103,4951,0.613,3998,80,0.739,0.182 +787450758,Existing Customer,57,M,1,Unknown,Single,$60K - $80K,Blue,43,3,3,1,19090,0,19090,0.53,4712,88,0.517,0 +789099783,Existing Customer,43,F,2,Unknown,Married,Less than $40K,Blue,31,6,3,3,2069,839,1230,0.923,4117,70,0.707,0.406 +711751533,Existing Customer,47,F,4,Graduate,Married,Less than $40K,Blue,37,3,1,3,2447,1973,474,0.476,4784,75,0.562,0.806 +708367908,Existing Customer,56,F,1,Uneducated,Married,Less than $40K,Blue,47,6,1,2,3022,1627,1395,0.835,4390,82,0.783,0.538 +714951858,Existing Customer,44,F,2,Graduate,Married,Less than $40K,Blue,36,5,1,3,4473,0,4473,0.543,4047,56,0.75,0 +720436008,Existing Customer,54,F,1,Doctorate,Unknown,Less than $40K,Blue,43,4,6,4,5267,0,5267,0.631,4196,81,0.588,0 +718984533,Existing Customer,37,M,3,Graduate,Single,$80K - $120K,Blue,29,6,2,4,7199,1274,5925,0.639,4552,100,0.786,0.177 +716982483,Existing Customer,49,F,2,Graduate,Married,Less than $40K,Blue,38,3,4,2,1438.3,0,1438.3,0.584,4497,79,0.612,0 +708681708,Attrited Customer,51,F,2,Unknown,Single,Less than $40K,Blue,43,5,3,2,3245,0,3245,0.553,1977,29,0.261,0 +720202008,Existing Customer,47,F,5,Unknown,Single,$40K - $60K,Blue,40,4,3,4,3888,2517,1371,0.641,4377,88,0.725,0.647 +714483033,Existing Customer,45,F,5,Unknown,Married,Unknown,Blue,40,3,2,2,14728,0,14728,0.708,4660,85,0.735,0 +711468708,Attrited Customer,38,F,4,High School,Single,$40K - $60K,Blue,31,4,3,2,1438.3,0,1438.3,0.406,1986,52,0.486,0 +821724483,Attrited Customer,48,M,4,Unknown,Single,$40K - $60K,Blue,43,2,3,2,11272,1744,9528,0.347,1455,34,0.214,0.155 +716402508,Existing Customer,49,F,3,Graduate,Unknown,Less than $40K,Blue,36,4,3,3,2705,1681,1024,0.577,4265,87,0.776,0.621 +721189008,Existing Customer,41,M,4,Graduate,Married,$80K - $120K,Blue,27,4,2,4,12270,0,12270,0.543,4578,67,0.811,0 +712867983,Existing Customer,54,F,2,Uneducated,Single,Less than $40K,Blue,43,6,1,4,3006,633,2373,0.733,5177,66,0.65,0.211 +713814408,Existing Customer,39,M,2,Uneducated,Single,$80K - $120K,Blue,36,6,2,4,7901,1184,6717,0.863,3667,66,0.784,0.15 +716671983,Existing Customer,38,M,0,High School,Single,$80K - $120K,Blue,29,3,3,2,5983,1885,4098,0.601,4141,65,0.711,0.315 +708252108,Existing Customer,64,M,0,College,Single,$40K - $60K,Blue,53,6,3,2,7362,1907,5455,0.693,4065,65,0.711,0.259 +717212958,Existing Customer,55,M,2,Doctorate,Single,$80K - $120K,Blue,36,6,3,3,3046,2415,631,0.492,3153,57,0.583,0.793 +713048733,Existing Customer,50,M,2,Uneducated,Married,$120K +,Blue,40,3,1,1,34516,1871,32645,0.356,4054,75,0.364,0.054 +779841483,Attrited Customer,55,F,1,Doctorate,Married,Unknown,Blue,39,1,3,3,12972,1424,11548,0.525,2238,36,0.2,0.11 +710701233,Existing Customer,44,F,5,Graduate,Single,Unknown,Blue,37,3,1,1,17785,1259,16526,0.806,3890,72,1.118,0.071 +718837683,Existing Customer,55,M,2,High School,Single,$120K +,Blue,49,6,3,4,3029,1505,1524,0.56,2394,50,0.471,0.497 +718127958,Existing Customer,58,M,0,Graduate,Divorced,Unknown,Blue,36,4,2,2,9097,1656,7441,0.813,4174,85,0.7,0.182 +718685358,Existing Customer,51,F,2,Uneducated,Single,Less than $40K,Blue,44,6,1,4,1438.3,0,1438.3,0.827,4488,84,0.826,0 +771559158,Existing Customer,58,M,3,Uneducated,Unknown,$80K - $120K,Blue,46,3,1,3,2375,1163,1212,0.917,4769,80,0.905,0.49 +710138883,Attrited Customer,47,F,3,Graduate,Unknown,Less than $40K,Blue,36,5,2,2,8109,0,8109,0.601,1835,43,0.344,0 +711197658,Existing Customer,53,F,1,Post-Graduate,Single,$40K - $60K,Blue,43,5,1,0,2618,2026,592,0.669,4198,68,0.619,0.774 +709045683,Existing Customer,42,F,3,Uneducated,Married,Unknown,Blue,30,3,2,1,3549,0,3549,0.584,3921,63,0.8,0 +708272808,Existing Customer,45,M,5,Graduate,Single,Less than $40K,Blue,36,4,2,1,2718,1474,1244,0.71,3542,59,0.639,0.542 +720292983,Existing Customer,60,F,0,Graduate,Married,Less than $40K,Blue,51,6,1,2,2230,1796,434,0.637,4929,61,0.488,0.805 +709112508,Attrited Customer,42,F,3,College,Single,Less than $40K,Blue,36,3,3,4,3802,1300,2502,0.627,2165,36,0.385,0.342 +712840608,Existing Customer,55,F,2,Uneducated,Married,Less than $40K,Blue,43,6,2,3,2736,993,1743,1.06,4078,85,0.977,0.363 +788920308,Existing Customer,51,F,2,High School,Married,Less than $40K,Blue,37,3,2,1,2258,1250,1008,0.611,4368,75,0.596,0.554 +718160358,Attrited Customer,51,F,1,Graduate,Married,Less than $40K,Blue,39,5,3,2,1438.3,0,1438.3,0.885,2492,35,0.296,0 +719325783,Attrited Customer,65,M,2,Unknown,Single,Less than $40K,Blue,36,4,2,3,2954,2517,437,0.619,1909,28,0.474,0.852 +712885533,Existing Customer,50,M,4,Graduate,Married,$80K - $120K,Blue,31,6,3,2,11882,1472,10410,0.413,3291,62,0.722,0.124 +719268333,Existing Customer,49,F,3,Uneducated,Married,Less than $40K,Blue,36,5,3,4,1438.3,0,1438.3,0.929,4205,88,0.66,0 +721004133,Existing Customer,38,F,2,Graduate,Single,Less than $40K,Blue,25,6,2,2,1438.3,538,900.3,0.675,4093,73,0.659,0.374 +714103908,Existing Customer,54,F,3,Doctorate,Single,Less than $40K,Blue,36,4,2,2,2778,743,2035,0.812,4515,74,0.51,0.267 +771502383,Existing Customer,54,F,1,High School,Married,Less than $40K,Blue,42,3,5,4,2474,1539,935,0.649,4884,80,0.509,0.622 +713014533,Existing Customer,54,F,3,Unknown,Single,$40K - $60K,Blue,43,6,3,4,5632,1596,4036,0.951,3557,64,1.065,0.283 +713980383,Attrited Customer,49,F,3,Graduate,Single,Unknown,Blue,38,1,2,4,11025,0,11025,0.501,1902,28,0.273,0 +711294258,Existing Customer,43,F,1,Graduate,Single,Less than $40K,Blue,38,3,3,3,2642,2377,265,0.829,4780,88,0.725,0.9 +719954733,Existing Customer,43,M,2,Graduate,Married,$80K - $120K,Blue,28,5,6,3,30357,1255,29102,0.788,4435,68,0.889,0.041 +711561933,Existing Customer,57,F,1,Uneducated,Divorced,Less than $40K,Blue,47,6,6,1,2201,1420,781,0.762,4256,70,0.591,0.645 +826077033,Attrited Customer,46,F,2,Unknown,Married,Less than $40K,Blue,42,1,0,4,2002,0,2002,0.803,2423,39,0.857,0 +711555483,Existing Customer,43,F,3,High School,Unknown,Unknown,Blue,36,3,3,2,8777,2517,6260,0.696,4551,83,0.729,0.287 +715194183,Attrited Customer,53,F,2,Unknown,Single,Less than $40K,Blue,36,3,3,4,2575,411,2164,0.833,2423,43,0.593,0.16 +716929233,Existing Customer,43,F,3,Post-Graduate,Single,$40K - $60K,Blue,24,3,3,4,5182,1607,3575,0.874,5235,92,0.586,0.31 +709014558,Existing Customer,49,M,2,Uneducated,Married,$60K - $80K,Blue,42,3,3,2,3783,0,3783,0.59,4383,82,0.783,0 +710636208,Existing Customer,51,M,3,Uneducated,Married,$120K +,Blue,40,3,5,3,34516,0,34516,0.922,3847,74,0.805,0 +815525508,Existing Customer,46,F,3,High School,Unknown,Less than $40K,Blue,41,2,1,4,1515,0,1515,0.819,3894,60,0.818,0 +718746933,Existing Customer,56,F,3,High School,Married,Less than $40K,Blue,47,6,3,4,2865,2022,843,0.547,3441,66,0.65,0.706 +715686183,Existing Customer,46,F,4,Graduate,Single,$40K - $60K,Blue,34,6,2,1,2711,0,2711,0.636,4795,65,1.031,0 +741778458,Existing Customer,54,F,2,Unknown,Single,Less than $40K,Blue,47,3,2,3,2341,1550,791,0.656,3406,57,1.478,0.662 +801056358,Existing Customer,51,M,1,High School,Single,$80K - $120K,Blue,45,6,1,3,13287,1864,11423,0.603,3851,75,0.705,0.14 +709486158,Existing Customer,33,F,3,Graduate,Married,Less than $40K,Blue,20,5,1,3,1438.3,0,1438.3,0.896,4530,72,0.636,0 +713826183,Attrited Customer,41,M,3,High School,Unknown,$40K - $60K,Blue,33,4,3,4,1639,0,1639,0.481,2242,44,0.571,0 +803342358,Existing Customer,55,M,3,Graduate,Married,$60K - $80K,Blue,49,3,1,4,5668,2517,3151,0.704,3382,56,0.931,0.444 +780292683,Attrited Customer,55,M,1,Uneducated,Single,$120K +,Blue,41,3,4,4,24542,2354,22188,0.314,984,24,0.263,0.096 +788646858,Existing Customer,41,F,3,Graduate,Married,Less than $40K,Blue,29,6,3,1,1959,1268,691,0.731,4275,61,0.649,0.647 +711116133,Attrited Customer,50,F,1,Uneducated,Single,Less than $40K,Blue,37,3,2,4,1838,0,1838,0.743,2461,47,1.136,0 +708584208,Attrited Customer,36,F,2,Graduate,Unknown,Less than $40K,Blue,36,5,2,4,3111,2517,594,0.646,2367,41,0.519,0.809 +789097833,Existing Customer,39,F,0,High School,Single,Less than $40K,Blue,27,4,3,3,3927,720,3207,0.63,4230,93,0.898,0.183 +709443633,Existing Customer,38,F,1,Uneducated,Married,Less than $40K,Blue,26,5,1,1,4345,838,3507,0.593,4770,62,0.722,0.193 +767280633,Existing Customer,46,F,2,Graduate,Unknown,Less than $40K,Blue,39,5,2,2,3003,1454,1549,0.595,4378,96,0.548,0.484 +713096583,Attrited Customer,40,F,1,High School,Single,Less than $40K,Blue,36,4,3,2,1438.3,544,894.3,0.543,2294,40,0.739,0.378 +721033908,Existing Customer,58,M,1,Uneducated,Single,$60K - $80K,Blue,46,6,3,1,2541,1053,1488,0.926,4552,82,0.745,0.414 +756025233,Attrited Customer,43,F,4,Uneducated,Single,Less than $40K,Blue,36,5,3,2,2422,1014,1408,0.688,2437,44,0.467,0.419 +711977508,Attrited Customer,56,F,2,Uneducated,Single,Less than $40K,Blue,43,1,2,4,1440,1211,229,0.465,2141,40,0.481,0.841 +772076208,Existing Customer,58,M,4,College,Single,$80K - $120K,Blue,47,6,3,0,26108,1146,24962,0.476,3677,70,0.892,0.044 +710666583,Attrited Customer,29,F,1,Uneducated,Single,Less than $40K,Blue,36,3,2,4,2516,2312,204,0.625,2321,36,0.5,0.919 +712369308,Attrited Customer,48,F,4,Doctorate,Divorced,$40K - $60K,Blue,35,4,3,2,3646,1047,2599,0.633,1969,38,0.52,0.287 +794784633,Existing Customer,61,F,0,Uneducated,Single,$40K - $60K,Blue,55,6,1,2,2214,2123,91,0.64,4478,77,0.791,0.959 +716437533,Existing Customer,51,M,2,College,Single,$80K - $120K,Blue,43,5,3,3,11862,0,11862,0.52,4101,88,0.66,0 +715109508,Existing Customer,44,F,3,College,Married,Unknown,Blue,36,3,1,4,8729,1427,7302,0.829,5347,96,0.524,0.163 +795392433,Existing Customer,35,F,2,Uneducated,Single,Unknown,Blue,29,3,1,1,2423,0,2423,0.663,4651,69,0.568,0 +712721358,Attrited Customer,48,F,3,Uneducated,Divorced,Less than $40K,Blue,36,5,3,2,4073,2517,1556,0.575,2059,43,0.433,0.618 +720118908,Existing Customer,26,M,0,Graduate,Married,Less than $40K,Blue,36,5,2,4,9916,0,9916,0.793,3477,65,0.667,0 +799486158,Existing Customer,39,F,1,Graduate,Married,Less than $40K,Blue,29,4,2,4,1438.3,949,489.3,0.736,4222,65,0.667,0.66 +718980633,Existing Customer,38,M,2,College,Married,$80K - $120K,Blue,36,3,3,3,6452,1151,5301,0.884,4835,84,0.714,0.178 +717336408,Attrited Customer,51,F,1,Doctorate,Single,Less than $40K,Blue,45,5,3,1,1952,1411,541,0.642,2452,44,0.63,0.723 +709546608,Existing Customer,37,F,2,Uneducated,Married,Less than $40K,Blue,36,6,5,4,1438.3,647,791.3,0.889,4803,64,0.684,0.45 +823624158,Existing Customer,53,F,2,Doctorate,Single,Unknown,Blue,49,3,2,2,4500,0,4500,0.761,4579,78,0.814,0 +771688983,Existing Customer,53,F,2,High School,Single,Less than $40K,Blue,41,4,1,2,2252,1811,441,0.68,4201,68,1.125,0.804 +708701358,Existing Customer,39,F,2,Uneducated,Single,Less than $40K,Blue,36,3,2,3,2370,2031,339,0.889,4000,79,0.975,0.857 +712048008,Existing Customer,56,F,4,High School,Single,$40K - $60K,Blue,44,3,2,2,2610,1988,622,0.576,4127,69,0.533,0.762 +710712783,Existing Customer,52,F,4,Unknown,Married,Less than $40K,Blue,41,3,3,3,2294,1787,507,0.748,3904,76,0.854,0.779 +716626008,Existing Customer,51,F,2,Graduate,Divorced,Unknown,Blue,36,4,3,4,5062,1659,3403,0.836,4243,102,0.672,0.328 +718284408,Existing Customer,43,F,3,Unknown,Married,Less than $40K,Blue,30,5,2,2,2415,1452,963,0.609,3970,68,0.619,0.601 +717414933,Existing Customer,51,F,1,High School,Single,Less than $40K,Blue,45,3,3,3,2918,2049,869,0.501,3818,61,0.605,0.702 +713032233,Existing Customer,53,F,2,Graduate,Single,Less than $40K,Blue,36,5,1,4,2708,2271,437,0.61,4812,83,0.766,0.839 +714234858,Existing Customer,54,F,3,High School,Married,Less than $40K,Blue,36,5,1,4,3666,1739,1927,0.779,4735,84,0.826,0.474 +714818058,Existing Customer,36,F,4,High School,Married,$40K - $60K,Blue,30,3,3,1,1438.3,0,1438.3,0.71,4591,74,0.644,0 +708731658,Attrited Customer,53,F,0,High School,Married,Less than $40K,Blue,41,3,3,4,1438.3,0,1438.3,0.387,1587,42,0.448,0 +708706833,Attrited Customer,39,F,3,Uneducated,Divorced,Unknown,Blue,36,4,3,3,2809,0,2809,0.854,2466,40,0.538,0 +780100533,Existing Customer,46,M,3,Graduate,Married,$80K - $120K,Blue,31,5,2,4,26303,2376,23927,0.583,3586,67,0.914,0.09 +711712983,Existing Customer,56,M,2,Graduate,Single,$80K - $120K,Blue,46,6,2,3,15982,0,15982,0.687,4503,80,0.667,0 +712549758,Existing Customer,40,F,4,Graduate,Married,Unknown,Blue,25,6,2,1,25060,0,25060,0.758,3749,61,0.743,0 +713348433,Existing Customer,42,F,3,High School,Single,$40K - $60K,Blue,29,6,3,2,1545,751,794,0.551,4477,62,0.59,0.486 +820599333,Existing Customer,43,F,5,Graduate,Single,Less than $40K,Blue,38,6,2,2,1438.3,604,834.3,0.771,4469,85,0.932,0.42 +787261008,Existing Customer,43,M,1,Post-Graduate,Unknown,$60K - $80K,Blue,37,4,3,4,4112,1128,2984,0.587,4446,75,0.667,0.274 +778343958,Existing Customer,47,F,3,Graduate,Married,Less than $40K,Blue,27,3,3,0,1451,0,1451,0.5,3866,72,0.714,0 +788407833,Existing Customer,49,F,4,Graduate,Single,Unknown,Blue,42,5,3,2,16424,1368,15056,0.55,4025,79,0.881,0.083 +760807608,Existing Customer,48,F,4,Uneducated,Married,Less than $40K,Blue,41,5,3,4,2340,1680,660,0.791,4751,83,0.804,0.718 +771108933,Existing Customer,47,F,4,Graduate,Married,Less than $40K,Blue,34,5,3,4,1926,879,1047,0.536,4385,71,0.614,0.456 +715954158,Attrited Customer,48,M,3,Post-Graduate,Married,$40K - $60K,Blue,36,3,2,4,2954,931,2023,0.575,2433,29,0.381,0.315 +715499058,Attrited Customer,36,F,2,High School,Married,$40K - $60K,Blue,36,4,3,2,1848,0,1848,0.906,2775,33,0.435,0 +717995958,Existing Customer,47,F,3,Unknown,Married,Unknown,Blue,38,5,1,4,1634,1463,171,0.873,4397,72,0.565,0.895 +718736883,Existing Customer,49,F,3,Uneducated,Single,Less than $40K,Blue,36,4,1,4,4328,2058,2270,0.835,3421,61,1.033,0.476 +721045608,Existing Customer,51,F,3,High School,Married,Less than $40K,Blue,32,6,3,3,2943,2131,812,0.597,4554,75,0.562,0.724 +715215108,Existing Customer,54,F,2,Unknown,Married,Less than $40K,Blue,46,4,3,3,2611,1573,1038,0.902,4899,68,0.581,0.602 +795823383,Existing Customer,43,F,4,Graduate,Single,Less than $40K,Blue,37,5,1,3,2419,0,2419,0.762,3888,63,0.853,0 +718338708,Existing Customer,49,F,1,Graduate,Married,$40K - $60K,Blue,38,5,2,2,5481,0,5481,0.784,3380,73,0.78,0 +713588958,Existing Customer,40,F,4,Unknown,Single,Less than $40K,Blue,25,4,1,1,2129,1507,622,0.636,3655,70,0.667,0.708 +710120358,Existing Customer,40,M,3,Unknown,Married,$60K - $80K,Blue,27,6,2,4,9026,2312,6714,0.561,2229,37,0.762,0.256 +809582058,Existing Customer,48,M,2,Unknown,Unknown,$40K - $60K,Blue,43,5,2,2,1761,1249,512,0.936,4410,73,0.622,0.709 +709199358,Attrited Customer,60,M,1,Uneducated,Married,Less than $40K,Blue,36,1,3,4,3316,0,3316,0.372,1684,19,0.188,0 +821889858,Attrited Customer,50,F,1,Doctorate,Single,Unknown,Blue,46,6,4,3,1970,1477,493,0.662,2493,44,0.571,0.75 +815324433,Existing Customer,46,F,4,High School,Married,Less than $40K,Blue,41,6,3,1,1438.3,0,1438.3,0.921,4200,86,0.536,0 +793656633,Existing Customer,35,F,3,Uneducated,Married,Unknown,Blue,29,3,3,1,2278,1303,975,0.645,5101,76,0.617,0.572 +713246208,Existing Customer,65,M,1,Unknown,Single,$40K - $60K,Blue,56,6,2,4,13364,1318,12046,1.063,4548,54,0.862,0.099 +711493158,Existing Customer,52,M,3,Graduate,Single,$60K - $80K,Blue,36,5,2,2,2801,2467,334,0.701,4926,90,0.731,0.881 +721163133,Existing Customer,44,M,2,Graduate,Single,Unknown,Blue,36,6,3,1,28292,0,28292,0.542,3948,60,0.538,0 +826417233,Existing Customer,35,F,4,College,Married,Less than $40K,Blue,31,3,3,4,2933,1011,1922,0.814,5089,71,0.868,0.345 +711619608,Existing Customer,45,M,3,Graduate,Married,$80K - $120K,Blue,36,6,3,2,21630,0,21630,0.804,4584,84,0.75,0 +712244733,Existing Customer,56,F,1,Unknown,Married,Less than $40K,Blue,45,4,1,2,3132,2230,902,0.78,4412,73,0.659,0.712 +709638783,Existing Customer,50,F,1,High School,Married,$40K - $60K,Blue,43,4,3,4,2961,2048,913,0.913,4056,92,0.769,0.692 +720296808,Attrited Customer,52,F,3,Graduate,Married,Unknown,Blue,39,3,3,2,4173,1771,2402,0.711,2554,47,0.516,0.424 +718926258,Existing Customer,37,F,1,High School,Single,Unknown,Blue,28,4,3,2,2458,642,1816,0.666,4627,90,0.698,0.261 +714706083,Existing Customer,44,M,2,College,Married,$60K - $80K,Blue,36,5,3,4,12229,997,11232,0.811,4284,75,0.596,0.082 +721473783,Existing Customer,35,F,3,Graduate,Married,Less than $40K,Blue,21,3,1,1,2272,604,1668,0.987,4614,75,0.974,0.266 +712230408,Existing Customer,42,M,4,Uneducated,Married,$120K +,Blue,37,3,2,4,6953,1445,5508,0.591,3700,80,0.569,0.208 +716186883,Existing Customer,48,F,4,College,Married,$40K - $60K,Blue,37,3,6,2,1792,933,859,0.821,4120,78,0.773,0.521 +715204083,Existing Customer,47,F,4,Doctorate,Single,Less than $40K,Blue,36,3,2,2,2765,901,1864,0.898,4990,80,0.905,0.326 +709283358,Attrited Customer,43,F,4,Unknown,Married,Less than $40K,Blue,29,6,2,3,2895,0,2895,0.663,2473,42,0.273,0 +817887408,Existing Customer,39,F,1,Uneducated,Single,Less than $40K,Blue,34,3,1,4,6904,1148,5756,0.649,3485,84,0.615,0.166 +789481233,Attrited Customer,39,M,2,High School,Married,$40K - $60K,Blue,30,5,3,3,2220,0,2220,0.872,2859,55,0.833,0 +718184883,Existing Customer,48,F,3,High School,Married,Less than $40K,Blue,34,5,2,2,1495,0,1495,0.802,3878,63,0.703,0 +821157183,Existing Customer,42,F,5,Unknown,Married,Less than $40K,Blue,37,5,2,3,2541,1398,1143,0.635,4698,88,0.833,0.55 +709837308,Existing Customer,34,F,3,Graduate,Single,Unknown,Blue,19,6,1,2,7531,0,7531,1.007,3833,71,0.578,0 +779491908,Existing Customer,47,F,4,Post-Graduate,Unknown,Unknown,Blue,29,5,2,1,8644,1391,7253,0.896,4272,59,0.686,0.161 +718399233,Existing Customer,43,F,4,College,Single,$40K - $60K,Blue,36,6,3,1,1531,0,1531,0.704,4152,77,0.54,0 +779447358,Existing Customer,50,F,2,Graduate,Married,Less than $40K,Blue,32,3,3,4,2884,2104,780,0.857,4486,93,0.86,0.73 +710661333,Attrited Customer,55,F,2,Unknown,Single,Unknown,Blue,36,4,3,2,10241,1545,8696,0.581,2513,47,0.424,0.151 +789114408,Existing Customer,50,F,1,Post-Graduate,Single,$40K - $60K,Blue,38,3,1,4,4182,0,4182,0.853,4693,82,0.608,0 +710570058,Attrited Customer,44,F,1,Graduate,Single,Less than $40K,Blue,25,3,2,4,3101,0,3101,0.66,2512,37,0.37,0 +712681608,Existing Customer,54,F,3,Uneducated,Single,Less than $40K,Blue,36,5,4,2,4542,1355,3187,0.48,4011,70,0.556,0.298 +709086933,Existing Customer,40,F,3,College,Single,Less than $40K,Blue,22,4,2,4,3372,2517,855,0.729,4209,72,0.756,0.746 +709179708,Existing Customer,40,M,2,Graduate,Divorced,$60K - $80K,Blue,36,3,1,2,3099,0,3099,0.72,3622,75,0.667,0 +711206958,Existing Customer,41,F,3,High School,Divorced,Unknown,Blue,31,3,1,2,2416,1305,1111,0.93,4163,73,0.698,0.54 +823928058,Existing Customer,52,F,2,Uneducated,Married,Less than $40K,Blue,48,3,2,4,5299,578,4721,0.931,4509,79,0.717,0.109 +796330983,Existing Customer,41,F,4,Graduate,Single,Less than $40K,Blue,35,3,1,4,2138,1283,855,0.645,4785,85,0.518,0.6 +771284658,Attrited Customer,47,F,1,Unknown,Married,Less than $40K,Blue,35,6,2,4,1850,896,954,0.724,2613,41,0.708,0.484 +779307558,Existing Customer,53,F,1,College,Unknown,$40K - $60K,Blue,35,4,3,3,3585,0,3585,0.782,4806,81,0.653,0 +788846508,Existing Customer,48,F,4,Uneducated,Married,$40K - $60K,Blue,32,6,1,3,2690,1903,787,0.824,4567,81,0.8,0.707 +783500283,Existing Customer,62,M,0,Graduate,Unknown,$80K - $120K,Blue,56,5,3,2,29100,1228,27872,0.722,5041,74,0.805,0.042 +802247658,Attrited Customer,59,M,2,Uneducated,Single,$40K - $60K,Blue,53,4,5,4,2699,2422,277,0.773,2599,43,0.433,0.897 +795573333,Existing Customer,41,M,3,High School,Married,$80K - $120K,Blue,35,6,2,1,8376,1165,7211,0.888,4142,67,0.634,0.139 +721366308,Existing Customer,50,M,3,Unknown,Single,$40K - $60K,Blue,39,4,3,1,13509,2060,11449,0.729,3702,64,0.829,0.152 +720377433,Existing Customer,38,F,3,Graduate,Married,Less than $40K,Blue,36,4,2,4,2396,2217,179,0.978,4593,74,0.721,0.925 +711243108,Existing Customer,50,M,1,Doctorate,Married,$80K - $120K,Blue,36,5,3,3,18964,2207,16757,0.625,3835,78,0.625,0.116 +789351783,Existing Customer,40,F,5,Graduate,Married,Less than $40K,Blue,30,3,2,2,2114,1618,496,0.664,4518,88,0.692,0.765 +719699208,Existing Customer,39,F,4,Uneducated,Single,Less than $40K,Blue,36,5,3,4,1623,729,894,0.886,4423,65,0.806,0.449 +720774183,Existing Customer,40,F,1,High School,Divorced,Less than $40K,Blue,30,6,2,1,2579,1959,620,0.618,4300,69,0.683,0.76 +713590158,Attrited Customer,41,M,4,Graduate,Single,$60K - $80K,Blue,34,5,2,4,5045,2080,2965,0.738,2042,40,0.481,0.412 +715547058,Attrited Customer,35,F,0,Graduate,Married,Less than $40K,Blue,36,4,3,4,2089,0,2089,0.871,2707,51,0.5,0 +815596608,Existing Customer,48,F,5,Uneducated,Married,$40K - $60K,Blue,43,4,1,3,2866,921,1945,0.654,4615,72,0.6,0.321 +718921683,Existing Customer,49,M,4,Unknown,Married,$80K - $120K,Blue,38,6,6,3,9738,1835,7903,0.763,4816,49,0.885,0.188 +720031908,Existing Customer,55,M,2,Doctorate,Married,$60K - $80K,Blue,36,5,1,1,4370,0,4370,0.791,4326,74,0.721,0 +716716083,Existing Customer,58,M,3,Unknown,Single,$80K - $120K,Blue,36,6,2,3,3355,1878,1477,0.725,4578,84,0.953,0.56 +819969933,Existing Customer,43,F,2,High School,Single,$40K - $60K,Blue,38,4,2,2,5070,0,5070,0.67,4193,67,0.811,0 +714382608,Existing Customer,35,F,2,Graduate,Married,Less than $40K,Blue,36,4,2,0,2572,1161,1411,0.569,4315,85,0.518,0.451 +720092283,Existing Customer,40,F,3,Graduate,Single,Less than $40K,Blue,31,4,2,3,2016,978,1038,0.736,4379,78,0.95,0.485 +720531633,Attrited Customer,55,F,1,Graduate,Unknown,Less than $40K,Blue,36,4,2,2,3552,2517,1035,0.865,2665,36,0.333,0.709 +718508883,Attrited Customer,43,F,3,Unknown,Single,Less than $40K,Blue,36,6,3,3,2325,238,2087,0.64,2306,47,0.621,0.102 +708794133,Existing Customer,46,F,4,High School,Unknown,Less than $40K,Blue,37,3,1,4,2533,2136,397,0.757,3197,50,1.174,0.843 +713447583,Existing Customer,48,F,3,High School,Single,$40K - $60K,Blue,36,5,3,2,3871,2055,1816,0.824,5480,58,0.933,0.531 +716107158,Attrited Customer,32,F,0,Graduate,Single,Less than $40K,Blue,20,5,1,5,3983,431,3552,0.887,3098,46,0.438,0.108 +712713108,Existing Customer,61,F,0,Graduate,Married,Unknown,Blue,36,6,2,3,2035,1883,152,0.955,4802,85,0.604,0.925 +719245083,Existing Customer,53,F,1,Uneducated,Single,Less than $40K,Blue,39,4,3,4,1773,1539,234,0.893,4087,74,0.762,0.868 +708269583,Existing Customer,42,F,3,Uneducated,Divorced,Less than $40K,Blue,28,6,2,4,2029,1377,652,0.838,4014,86,0.686,0.679 +720234708,Attrited Customer,45,M,2,High School,Single,$120K +,Blue,33,6,3,2,15490,0,15490,0.742,2429,50,0.471,0 +709436883,Existing Customer,56,F,2,Uneducated,Single,$40K - $60K,Blue,48,6,2,2,2941,1619,1322,0.9,5000,87,0.673,0.55 +714140133,Existing Customer,42,F,4,Graduate,Unknown,Less than $40K,Blue,32,3,1,2,2314,1547,767,0.804,4678,74,1,0.669 +716136333,Attrited Customer,40,F,4,Uneducated,Single,Less than $40K,Blue,24,5,2,1,4212,2517,1695,0.718,2725,41,0.519,0.598 +715031433,Existing Customer,57,M,2,Graduate,Married,$80K - $120K,Blue,36,6,3,3,6248,1493,4755,0.597,4664,60,0.579,0.239 +810667158,Existing Customer,40,M,2,High School,Divorced,$40K - $60K,Blue,35,3,1,1,2430,974,1456,0.677,4344,75,0.596,0.401 +715253433,Existing Customer,48,M,4,Unknown,Single,$80K - $120K,Blue,38,5,2,3,5543,1372,4171,0.744,5266,79,0.795,0.248 +809937933,Existing Customer,42,F,3,Graduate,Married,$40K - $60K,Blue,37,4,3,2,2470,2013,457,0.97,4384,82,1,0.815 +708997833,Existing Customer,49,F,4,Doctorate,Single,$40K - $60K,Blue,39,5,3,1,3255,603,2652,0.617,4045,62,0.824,0.185 +718296558,Attrited Customer,44,F,4,Unknown,Married,$40K - $60K,Blue,31,4,3,5,1691,1327,364,0.774,2345,33,0.435,0.785 +780086658,Attrited Customer,43,M,4,Doctorate,Unknown,$60K - $80K,Blue,28,3,2,4,18229,0,18229,0.544,2060,39,0.625,0 +708754833,Existing Customer,48,F,3,Uneducated,Single,Unknown,Blue,40,3,4,4,2827,1182,1645,0.902,4583,72,1,0.418 +788638908,Existing Customer,43,F,2,Graduate,Divorced,Less than $40K,Blue,30,4,2,4,2351,2127,224,0.703,4278,71,0.821,0.905 +715607958,Existing Customer,45,F,2,Graduate,Married,Less than $40K,Blue,36,6,1,3,4202,2201,2001,0.714,4385,78,0.66,0.524 +708515358,Existing Customer,40,F,1,High School,Married,Less than $40K,Blue,36,6,3,2,4712,0,4712,0.84,4216,82,0.64,0 +716357058,Existing Customer,53,M,3,Uneducated,Single,$80K - $120K,Blue,36,4,3,1,2611,787,1824,0.298,2955,56,0.6,0.301 +714569958,Existing Customer,38,F,2,Unknown,Single,Less than $40K,Blue,28,6,2,1,3206,2459,747,0.696,3852,65,0.625,0.767 +716822583,Existing Customer,39,F,2,High School,Single,Less than $40K,Blue,36,4,2,3,5245,802,4443,0.504,3648,74,0.574,0.153 +721109358,Existing Customer,39,M,3,High School,Married,$60K - $80K,Blue,27,6,2,1,2583,0,2583,0.781,4162,87,0.812,0 +827635083,Existing Customer,59,F,0,Graduate,Unknown,Unknown,Blue,55,4,3,3,1438.3,755,683.3,0.62,4222,75,0.744,0.525 +715492983,Existing Customer,40,M,3,Post-Graduate,Married,$120K +,Blue,36,4,2,4,7464,2517,4947,0.9,4348,62,0.879,0.337 +712234308,Existing Customer,54,F,3,Graduate,Married,Unknown,Blue,36,6,1,2,4928,1805,3123,0.641,4767,90,0.698,0.366 +708334158,Existing Customer,46,F,3,Graduate,Divorced,Less than $40K,Blue,34,4,2,4,9863,686,9177,0.581,3068,58,0.933,0.07 +812488608,Existing Customer,44,F,3,College,Unknown,Less than $40K,Blue,39,6,1,3,5024,2209,2815,0.66,4908,73,0.659,0.44 +793345008,Existing Customer,44,F,3,Uneducated,Single,Less than $40K,Blue,38,4,1,3,1438.3,0,1438.3,0.801,4287,80,0.667,0 +715487733,Attrited Customer,44,F,4,Graduate,Married,$40K - $60K,Blue,36,6,3,3,1452,0,1452,0.553,2287,42,0.5,0 +788856408,Existing Customer,50,F,5,Uneducated,Married,Unknown,Blue,34,5,5,2,3317,1041,2276,0.923,4264,75,1.027,0.314 +708154833,Attrited Customer,39,F,2,Graduate,Single,Less than $40K,Blue,27,1,3,3,1438.3,811,627.3,0.571,2336,46,0.278,0.564 +721147383,Existing Customer,37,F,2,High School,Single,Less than $40K,Blue,22,4,2,4,2448,1740,708,0.901,4087,81,0.841,0.711 +803973483,Existing Customer,49,F,3,Unknown,Single,Less than $40K,Blue,44,4,2,4,1546,0,1546,0.793,4496,83,0.66,0 +788941983,Attrited Customer,36,F,3,Graduate,Single,$40K - $60K,Blue,22,1,3,1,2013,0,2013,0.602,2425,50,0.923,0 +715603233,Existing Customer,53,F,3,Uneducated,Married,$40K - $60K,Blue,42,6,1,2,2293,1460,833,0.658,4436,74,0.542,0.637 +709945458,Existing Customer,52,M,3,Uneducated,Single,$60K - $80K,Blue,40,3,1,1,1438.3,512,926.3,0.776,4791,82,0.708,0.356 +714614133,Attrited Customer,53,F,3,Unknown,Married,Less than $40K,Blue,36,3,3,3,2819,0,2819,0.4,2128,39,0.444,0 +768167358,Existing Customer,37,M,4,Doctorate,Single,$60K - $80K,Blue,31,6,3,0,1702,1018,684,0.645,4301,86,0.72,0.598 +737967708,Existing Customer,52,F,1,Unknown,Married,$40K - $60K,Blue,45,5,1,1,1611,938,673,0.601,4087,86,0.911,0.582 +712920633,Existing Customer,49,F,2,Unknown,Married,$40K - $60K,Blue,35,4,1,1,1438.3,0,1438.3,0.618,4348,79,0.646,0 +780373233,Existing Customer,39,F,4,Unknown,Single,Less than $40K,Blue,29,5,3,0,2863,1940,923,0.823,4985,90,0.636,0.678 +721384308,Existing Customer,39,F,1,Uneducated,Married,$40K - $60K,Blue,36,4,1,4,3272,2323,949,1.123,4763,86,0.593,0.71 +712242633,Existing Customer,42,F,2,Unknown,Single,Less than $40K,Blue,36,6,1,4,2677,2517,160,0.609,3911,76,0.81,0.94 +713610933,Existing Customer,40,F,2,Uneducated,Married,Less than $40K,Blue,26,3,2,1,2708,0,2708,0.572,4277,90,0.636,0 +714257958,Existing Customer,41,F,3,Doctorate,Single,Less than $40K,Blue,31,4,2,1,1738,0,1738,0.654,4220,68,0.889,0 +772172883,Existing Customer,46,F,2,Uneducated,Unknown,$40K - $60K,Blue,35,6,2,1,6145,1349,4796,0.971,4893,93,0.824,0.22 +720204558,Existing Customer,45,F,2,High School,Married,Less than $40K,Blue,36,4,1,3,1640,999,641,0.811,4597,77,0.878,0.609 +779635533,Existing Customer,38,F,3,Graduate,Single,Unknown,Blue,21,5,1,3,2348,1028,1320,0.469,5125,71,0.578,0.438 +804658833,Existing Customer,53,F,3,Unknown,Married,Less than $40K,Blue,48,5,1,2,1657,0,1657,0.664,4068,73,0.622,0 +756691608,Existing Customer,37,F,3,Graduate,Married,Unknown,Blue,30,5,3,3,4554,780,3774,0.658,4816,81,0.588,0.171 +806219808,Existing Customer,52,M,3,College,Unknown,$120K +,Blue,47,5,6,3,5119,1972,3147,0.835,5146,88,0.956,0.385 +826266483,Existing Customer,39,F,2,College,Single,Unknown,Blue,35,6,2,2,10600,598,10002,0.843,4586,81,0.929,0.056 +775152708,Attrited Customer,49,M,3,Post-Graduate,Unknown,$80K - $120K,Blue,39,2,3,4,20769,901,19868,0.371,1835,43,0.72,0.043 +787596558,Existing Customer,50,M,1,Uneducated,Married,$120K +,Blue,23,5,2,1,7116,981,6135,0.858,4748,85,0.735,0.138 +803205258,Existing Customer,51,F,3,Graduate,Single,Unknown,Blue,45,4,3,4,2420,2379,41,0.741,4348,86,0.955,0.983 +716041908,Existing Customer,54,F,1,High School,Single,Less than $40K,Blue,43,5,2,4,2082,805,1277,1.049,4383,75,0.875,0.387 +708837858,Existing Customer,44,F,4,Doctorate,Unknown,Less than $40K,Blue,34,5,2,2,2718,1718,1000,0.679,4423,68,0.619,0.632 +828227433,Existing Customer,50,M,2,High School,Single,$60K - $80K,Blue,46,6,2,4,5626,778,4848,1.009,4957,84,1.049,0.138 +714487458,Attrited Customer,49,F,5,Graduate,Divorced,$40K - $60K,Blue,40,6,4,2,2920,0,2920,0.516,2306,39,0.625,0 +711390333,Attrited Customer,59,M,0,Post-Graduate,Married,$80K - $120K,Blue,46,5,4,2,6526,489,6037,0.678,2331,45,0.452,0.075 +787974108,Attrited Customer,37,F,1,High School,Single,$40K - $60K,Blue,27,4,2,2,1793,792,1001,0.723,2374,40,0.429,0.442 +714036258,Existing Customer,47,F,3,Unknown,Single,Less than $40K,Blue,36,4,1,4,2798,1963,835,0.805,4255,64,0.561,0.702 +788752833,Existing Customer,52,F,2,High School,Divorced,Less than $40K,Blue,32,6,3,4,2427,1581,846,0.694,3857,69,0.816,0.651 +773108958,Existing Customer,55,F,2,Uneducated,Married,$40K - $60K,Blue,48,4,1,1,3011,2138,873,0.565,4439,75,0.875,0.71 +782437008,Existing Customer,41,F,3,College,Married,Unknown,Blue,35,6,2,4,2255,1769,486,0.767,4717,83,0.804,0.784 +710729358,Attrited Customer,40,F,2,High School,Single,Unknown,Blue,30,6,3,4,6479,0,6479,0.946,2539,42,0.5,0 +827423433,Existing Customer,41,F,4,Graduate,Divorced,Less than $40K,Blue,37,5,1,4,7492,1399,6093,0.533,3668,67,0.675,0.187 +756919683,Existing Customer,48,F,2,Unknown,Married,Less than $40K,Blue,41,6,1,3,3632,1294,2338,0.924,4339,86,0.686,0.356 +779219208,Existing Customer,38,F,2,High School,Single,Less than $40K,Blue,28,5,1,3,1744,0,1744,0.702,4811,86,0.686,0 +712342833,Existing Customer,52,F,2,Graduate,Married,Unknown,Blue,36,5,3,1,5905,2248,3657,0.728,4042,80,0.86,0.381 +721121283,Existing Customer,37,F,2,Graduate,Single,$40K - $60K,Blue,24,4,1,4,2573,1280,1293,0.718,4289,81,0.841,0.497 +790006383,Existing Customer,45,M,0,Unknown,Married,$80K - $120K,Blue,37,4,3,2,9654,2035,7619,0.648,4221,67,0.634,0.211 +756989583,Existing Customer,41,M,4,Graduate,Unknown,$40K - $60K,Blue,24,4,2,2,1605,0,1605,0.637,4418,68,0.659,0 +717477783,Attrited Customer,49,F,4,Unknown,Single,Less than $40K,Silver,37,1,2,2,10195,2389,7806,0.427,1563,36,0.44,0.234 +716614683,Existing Customer,49,M,3,College,Single,$60K - $80K,Gold,36,5,3,1,34516,1255,33261,0.731,3847,73,0.698,0.036 +789942033,Attrited Customer,43,M,4,Graduate,Single,$60K - $80K,Blue,34,5,3,3,10573,0,10573,0.794,2237,43,0.387,0 +740784258,Existing Customer,47,F,2,College,Single,Less than $40K,Blue,40,4,3,3,1789,1088,701,0.683,4191,90,0.525,0.608 +711336033,Existing Customer,26,F,0,Unknown,Single,Unknown,Blue,36,3,3,2,7595,1032,6563,1.035,4080,72,0.8,0.136 +768141558,Existing Customer,51,M,3,College,Single,$40K - $60K,Blue,45,4,3,0,3272,1896,1376,0.725,4220,74,0.897,0.579 +717179508,Existing Customer,33,F,0,Graduate,Single,Less than $40K,Blue,26,6,1,3,2382,1565,817,0.73,4011,68,0.838,0.657 +716520033,Existing Customer,52,M,2,Post-Graduate,Married,$80K - $120K,Blue,36,6,4,1,1981,1448,533,0.723,4639,61,0.743,0.731 +783625008,Existing Customer,51,M,2,Post-Graduate,Single,$120K +,Blue,45,4,2,2,22294,0,22294,0.647,3444,71,0.614,0 +769330908,Existing Customer,49,F,4,High School,Married,Less than $40K,Blue,43,5,3,4,2574,1555,1019,0.583,4134,62,0.55,0.604 +789396783,Existing Customer,30,F,0,High School,Single,Less than $40K,Blue,20,3,3,4,2112,1109,1003,0.693,4729,78,0.733,0.525 +709310433,Existing Customer,65,F,0,Unknown,Single,Less than $40K,Blue,56,3,2,2,5441,812,4629,0.534,4480,76,0.551,0.149 +713094483,Existing Customer,43,F,3,Unknown,Married,$40K - $60K,Blue,32,3,2,4,4391,0,4391,0.757,4741,78,0.814,0 +770753733,Existing Customer,42,F,5,College,Single,Less than $40K,Blue,28,4,3,2,3044,1865,1179,0.852,4854,85,1.024,0.613 +712659408,Existing Customer,57,M,1,High School,Married,$40K - $60K,Blue,45,3,3,2,2721,2159,562,0.846,4578,81,0.653,0.793 +768475383,Existing Customer,62,F,0,Unknown,Single,$40K - $60K,Blue,56,6,1,2,4467,0,4467,0.888,4007,74,0.542,0 +779655183,Existing Customer,48,M,4,College,Single,$80K - $120K,Blue,31,6,1,3,5033,0,5033,0.597,4054,82,0.822,0 +711278283,Existing Customer,61,F,1,High School,Unknown,Less than $40K,Blue,50,5,1,2,8604,1075,7529,0.464,4705,65,0.806,0.125 +713345508,Existing Customer,43,F,2,High School,Single,Less than $40K,Blue,36,4,3,2,2325,1662,663,0.8,4471,83,0.804,0.715 +711379083,Existing Customer,60,F,0,Doctorate,Single,Less than $40K,Blue,42,5,3,3,2758,1429,1329,0.718,5124,74,0.644,0.518 +789144633,Existing Customer,45,M,1,Graduate,Married,$80K - $120K,Blue,34,3,2,2,9705,850,8855,0.481,2001,34,0.889,0.088 +708393633,Existing Customer,41,F,0,High School,Married,Less than $40K,Blue,31,4,2,4,2685,1647,1038,0.812,4625,94,0.516,0.613 +708657033,Existing Customer,60,F,2,College,Single,Less than $40K,Blue,54,5,3,2,2694,1923,771,0.714,3837,71,0.732,0.714 +717949008,Attrited Customer,40,F,4,High School,Single,$40K - $60K,Blue,29,5,2,3,1554,412,1142,0.568,2341,43,0.483,0.265 +788866983,Existing Customer,63,F,0,Unknown,Single,Less than $40K,Blue,48,5,2,1,1438.3,0,1438.3,0.923,3383,61,1.103,0 +751283658,Existing Customer,42,F,4,Unknown,Single,$40K - $60K,Blue,35,4,3,3,1786,1316,470,0.704,4306,73,1.086,0.737 +718243533,Existing Customer,48,M,3,Post-Graduate,Divorced,$60K - $80K,Blue,36,3,3,4,2648,0,2648,0.715,3880,74,0.721,0 +779754408,Existing Customer,44,M,3,Graduate,Single,$40K - $60K,Blue,33,3,2,2,2477,2123,354,0.699,4349,69,0.725,0.857 +794866983,Existing Customer,51,F,1,Doctorate,Married,Unknown,Blue,45,6,2,1,7336,1031,6305,0.658,3812,67,0.675,0.141 +711832533,Existing Customer,42,M,3,High School,Single,$80K - $120K,Silver,32,3,3,3,34516,1396,33120,0.688,3748,62,0.938,0.04 +788552658,Existing Customer,46,F,4,Uneducated,Married,Less than $40K,Blue,30,3,3,1,2479,1759,720,0.81,4562,86,0.72,0.71 +715415508,Existing Customer,42,F,4,Graduate,Single,Unknown,Blue,36,3,3,3,9396,1870,7526,0.714,4301,71,0.651,0.199 +719962458,Existing Customer,44,F,2,Graduate,Unknown,Less than $40K,Blue,34,3,2,2,2561,1491,1070,0.733,4869,70,0.522,0.582 +712734933,Attrited Customer,43,F,2,College,Married,Less than $40K,Blue,36,5,2,3,4020,0,4020,0.563,1952,39,0.345,0 +717410508,Existing Customer,43,M,3,Unknown,Married,$60K - $80K,Silver,30,4,3,4,25856,1281,24575,0.975,3303,70,0.795,0.05 +711796683,Existing Customer,50,F,2,Graduate,Single,Less than $40K,Blue,38,5,4,2,7398,1581,5817,0.428,4311,73,0.921,0.214 +709407933,Existing Customer,51,M,3,High School,Single,$80K - $120K,Silver,38,5,3,4,34516,1802,32714,0.912,4544,80,0.569,0.052 +810493458,Existing Customer,52,F,1,Uneducated,Single,Unknown,Blue,47,6,1,3,4058,1349,2709,0.723,4388,72,0.6,0.332 +720494058,Existing Customer,51,F,2,College,Married,Less than $40K,Blue,25,4,3,3,3042,0,3042,0.578,4781,79,0.756,0 +717050883,Existing Customer,60,F,1,High School,Single,Less than $40K,Blue,36,5,2,2,2688,1617,1071,0.552,4183,71,0.614,0.602 +713163258,Attrited Customer,38,F,2,Unknown,Married,Unknown,Blue,33,4,3,3,3388,0,3388,0.368,1959,52,0.857,0 +715659333,Existing Customer,43,F,4,High School,Single,$40K - $60K,Blue,36,3,3,2,4902,2517,2385,0.982,4508,69,0.643,0.513 +712414908,Existing Customer,45,F,4,Unknown,Married,Unknown,Blue,37,4,2,1,3241,0,3241,0.629,4992,80,0.739,0 +720175008,Existing Customer,48,F,2,Doctorate,Married,$40K - $60K,Blue,34,3,1,4,5069,1843,3226,0.826,4055,66,0.692,0.364 +719876808,Existing Customer,43,M,3,Unknown,Divorced,$80K - $120K,Blue,36,5,2,3,13625,0,13625,0.93,3902,62,0.632,0 +713334483,Attrited Customer,46,M,1,Post-Graduate,Single,$60K - $80K,Blue,32,5,2,3,8766,0,8766,0.702,2263,35,0.522,0 +708360108,Existing Customer,50,M,1,College,Single,$40K - $60K,Blue,41,3,1,1,2800,1338,1462,0.818,4869,90,0.8,0.478 +720676158,Existing Customer,34,F,4,Uneducated,Single,Unknown,Blue,21,6,3,2,9005,1994,7011,0.919,5223,89,0.712,0.221 +716631708,Existing Customer,56,M,2,High School,Married,$60K - $80K,Blue,36,4,3,1,2713,1990,723,0.7,4027,67,0.634,0.734 +713025558,Attrited Customer,53,F,5,Doctorate,Single,Less than $40K,Blue,38,3,2,3,1438.3,0,1438.3,0.367,1935,47,0.469,0 +710506683,Existing Customer,47,F,4,High School,Single,$40K - $60K,Blue,39,3,1,0,1746,0,1746,0.763,4543,75,0.974,0 +712428333,Existing Customer,49,M,3,Uneducated,Single,$80K - $120K,Blue,41,3,3,4,2930,1901,1029,0.638,4041,75,0.596,0.649 +718041033,Existing Customer,47,F,4,Graduate,Married,Less than $40K,Blue,36,6,1,4,2178,1455,723,1.001,5363,76,0.81,0.668 +709169133,Existing Customer,35,F,1,High School,Married,Unknown,Blue,23,3,3,1,1438.3,0,1438.3,0.751,3995,82,0.608,0 +718164858,Existing Customer,42,F,4,Post-Graduate,Married,Less than $40K,Blue,34,5,3,2,2021,1281,740,0.847,4642,97,0.672,0.634 +809565183,Attrited Customer,52,F,1,Graduate,Single,Less than $40K,Blue,47,3,3,4,1842,625,1217,0.729,2650,43,0.483,0.339 +778377183,Existing Customer,49,M,3,Graduate,Single,$120K +,Blue,29,5,2,2,18284,1144,17140,0.767,4846,92,0.736,0.063 +712845258,Existing Customer,41,M,2,Uneducated,Married,$80K - $120K,Gold,33,5,3,2,34516,1642,32874,0.891,4161,71,0.868,0.048 +716915133,Existing Customer,42,F,2,Unknown,Single,Less than $40K,Blue,36,5,3,4,1696,0,1696,0.666,4397,70,0.628,0 +771403008,Existing Customer,52,M,2,Graduate,Unknown,$60K - $80K,Blue,40,4,1,3,7215,0,7215,0.829,4409,75,0.974,0 +787441383,Existing Customer,52,F,0,Graduate,Married,Less than $40K,Blue,37,3,1,2,1793,1284,509,0.902,3989,62,0.938,0.716 +711345258,Existing Customer,52,F,2,High School,Married,$40K - $60K,Blue,44,3,3,1,5731,0,5731,0.685,4751,85,0.932,0 +713685033,Attrited Customer,44,F,2,Graduate,Married,Less than $40K,Blue,33,3,2,2,2417,0,2417,0.389,1848,38,0.407,0 +718205283,Existing Customer,48,F,3,College,Single,$40K - $60K,Blue,37,6,3,1,1438.3,0,1438.3,0.777,5035,76,0.767,0 +708337683,Existing Customer,51,M,2,Uneducated,Single,$60K - $80K,Blue,40,4,2,2,21800,893,20907,0.445,3820,62,0.676,0.041 +720941433,Attrited Customer,53,F,3,High School,Married,Less than $40K,Blue,41,3,3,2,1547,0,1547,0.845,2312,43,0.303,0 +710201058,Existing Customer,46,F,4,Graduate,Married,Less than $40K,Blue,38,3,3,2,1485,736,749,0.622,4198,65,0.912,0.496 +785218458,Existing Customer,44,M,2,Graduate,Married,$40K - $60K,Blue,38,4,1,3,2505,2282,223,0.712,4333,77,0.833,0.911 +770740308,Existing Customer,49,F,4,Graduate,Unknown,$40K - $60K,Blue,35,3,3,2,2631,1699,932,0.668,4691,92,0.704,0.646 +787493808,Attrited Customer,48,F,4,Graduate,Unknown,Less than $40K,Blue,36,5,2,2,2700,2480,220,0.686,2396,49,0.531,0.919 +708846183,Existing Customer,48,M,4,College,Single,$60K - $80K,Blue,30,4,2,2,3307,2234,1073,0.818,4006,68,0.838,0.676 +810586833,Existing Customer,38,F,3,Graduate,Divorced,Unknown,Blue,33,6,2,3,29638,857,28781,0.481,3429,78,0.696,0.029 +711151383,Attrited Customer,34,F,1,Post-Graduate,Single,Less than $40K,Blue,26,3,2,5,2066,347,1719,0.511,2157,37,0.321,0.168 +712425258,Existing Customer,46,F,4,Unknown,Single,Less than $40K,Blue,26,6,1,3,1859,1379,480,0.836,4260,72,0.714,0.742 +772063308,Existing Customer,45,M,2,Graduate,Single,$60K - $80K,Blue,34,5,1,1,13362,0,13362,0.682,4155,79,0.795,0 +718574808,Existing Customer,33,F,2,Graduate,Single,Less than $40K,Blue,17,4,3,4,2431,1846,585,0.612,4327,74,0.644,0.759 +717131283,Existing Customer,43,F,4,High School,Divorced,$40K - $60K,Blue,34,5,1,1,6034,1579,4455,0.753,4712,67,0.914,0.262 +798996183,Existing Customer,61,F,0,Unknown,Married,Less than $40K,Blue,55,4,2,3,2194,1512,682,0.725,4069,80,0.778,0.689 +716831508,Existing Customer,47,F,3,High School,Single,$40K - $60K,Blue,34,4,1,3,1963,1524,439,0.879,3492,59,1.034,0.776 +715297908,Attrited Customer,41,F,4,College,Unknown,Unknown,Blue,22,4,2,3,1438.3,1125,313.3,0.611,2534,52,0.486,0.782 +813234108,Existing Customer,45,F,3,Uneducated,Married,Less than $40K,Blue,40,4,1,3,2922,1212,1710,0.662,3895,70,0.591,0.415 +711027183,Existing Customer,50,M,4,College,Single,$40K - $60K,Blue,45,4,3,1,6943,600,6343,0.653,4946,80,0.739,0.086 +718812708,Attrited Customer,57,M,2,Graduate,Single,$120K +,Blue,44,5,3,4,34516,219,34297,0.482,1882,48,0.714,0.006 +709505808,Attrited Customer,45,F,3,College,Single,Unknown,Blue,33,5,3,4,4345,2198,2147,0.465,1918,31,0.292,0.506 +711267633,Attrited Customer,50,F,3,Graduate,Divorced,Less than $40K,Blue,40,5,4,4,4248,316,3932,0.661,2271,36,0.333,0.074 +719613783,Existing Customer,51,F,1,Doctorate,Married,Less than $40K,Blue,42,3,2,2,1438.3,0,1438.3,0.872,4211,64,0.778,0 +719035758,Existing Customer,53,F,3,Uneducated,Divorced,Less than $40K,Blue,43,5,1,2,2383,1516,867,0.857,4917,78,0.95,0.636 +708473133,Existing Customer,55,F,1,Graduate,Married,Less than $40K,Blue,45,4,2,3,1677,0,1677,0.824,4588,68,0.7,0 +712996833,Existing Customer,40,F,1,High School,Married,Unknown,Blue,33,4,2,2,2392,1129,1263,0.695,4309,86,0.72,0.472 +720963258,Attrited Customer,52,F,3,College,Married,Less than $40K,Blue,40,3,2,3,3474,0,3474,0.735,2675,37,0.48,0 +819606258,Existing Customer,48,M,4,Unknown,Married,$60K - $80K,Blue,43,5,3,3,8737,1629,7108,0.618,3876,55,0.774,0.186 +714634983,Attrited Customer,44,F,1,Unknown,Single,Unknown,Blue,36,3,3,3,3517,0,3517,0.634,2403,48,0.548,0 +806428908,Existing Customer,60,F,1,Graduate,Single,Unknown,Blue,55,3,3,3,13397,0,13397,0.814,5049,75,0.63,0 +710903358,Existing Customer,65,F,0,Unknown,Single,Less than $40K,Blue,55,5,2,1,6352,1386,4966,0.5,3709,77,0.604,0.218 +712676208,Existing Customer,46,F,5,High School,Single,Less than $40K,Blue,36,6,3,3,1787,1324,463,0.684,4084,79,1.026,0.741 +709005633,Attrited Customer,62,M,0,High School,Single,$60K - $80K,Blue,51,3,2,4,18734,0,18734,0.674,2112,52,0.857,0 +712102983,Existing Customer,47,F,2,College,Married,Less than $40K,Blue,36,6,3,3,1438.3,0,1438.3,0.634,3832,87,0.673,0 +754480233,Existing Customer,50,M,2,Post-Graduate,Divorced,$40K - $60K,Blue,43,5,2,4,3525,0,3525,0.798,4742,62,0.824,0 +719042208,Existing Customer,43,M,4,Doctorate,Unknown,$60K - $80K,Blue,33,4,3,4,2067,1250,817,0.891,4565,65,0.806,0.605 +716251608,Existing Customer,45,F,4,Unknown,Married,Less than $40K,Blue,36,6,1,4,2051,0,2051,0.989,4355,87,0.977,0 +715537383,Existing Customer,46,M,3,College,Single,$120K +,Blue,30,5,1,2,27378,1893,25485,0.432,3934,78,0.592,0.069 +709460883,Attrited Customer,38,F,2,Doctorate,Married,Less than $40K,Blue,28,5,2,4,1614,0,1614,0.609,2437,46,0.438,0 +789325008,Existing Customer,49,M,3,College,Single,Less than $40K,Blue,38,5,3,1,7862,1991,5871,0.654,3645,82,0.608,0.253 +719195733,Existing Customer,47,M,3,College,Married,$60K - $80K,Blue,36,5,1,3,4284,1900,2384,0.971,4948,85,0.848,0.444 +787665258,Attrited Customer,47,F,3,Unknown,Married,Less than $40K,Blue,37,1,2,2,1438.3,0,1438.3,0.749,2393,36,0.636,0 +710226708,Existing Customer,55,F,2,Uneducated,Divorced,Less than $40K,Blue,49,5,2,1,1438.3,680,758.3,0.77,4573,93,0.691,0.473 +711982383,Existing Customer,62,M,1,Graduate,Single,$60K - $80K,Blue,49,3,3,2,21805,1777,20028,0.519,4694,79,0.411,0.081 +716345283,Existing Customer,55,M,2,Uneducated,Single,$60K - $80K,Blue,36,5,1,4,4712,1920,2792,0.596,4277,66,0.571,0.407 +816850458,Attrited Customer,33,M,2,Unknown,Married,$60K - $80K,Blue,28,6,2,4,1698,0,1698,0.823,2448,40,0.379,0 +710842308,Existing Customer,41,F,5,Uneducated,Single,$40K - $60K,Blue,26,4,3,4,2264,928,1336,0.662,4150,83,0.844,0.41 +713132133,Existing Customer,54,F,1,Unknown,Married,Less than $40K,Blue,39,3,2,4,2720,1694,1026,0.843,5103,81,0.761,0.623 +788874333,Existing Customer,55,M,3,Post-Graduate,Unknown,$120K +,Blue,40,3,1,4,15631,1305,14326,0.668,4313,67,0.914,0.083 +717987258,Existing Customer,43,F,3,Unknown,Single,$40K - $60K,Blue,36,5,2,4,2594,1686,908,0.624,4503,67,0.811,0.65 +793712658,Attrited Customer,52,M,3,Graduate,Married,$80K - $120K,Blue,46,4,2,3,15011,2517,12494,0.713,1821,36,0.385,0.168 +708324483,Existing Customer,47,F,4,Unknown,Single,Less than $40K,Blue,39,3,3,4,1548,0,1548,0.664,4420,71,0.775,0 +768612258,Existing Customer,52,F,3,Unknown,Single,Less than $40K,Blue,46,3,3,3,2700,1623,1077,0.848,4171,78,0.814,0.601 +719659758,Existing Customer,45,F,4,High School,Married,$40K - $60K,Blue,35,6,1,0,2919,1670,1249,1.041,4194,72,0.756,0.572 +711313158,Existing Customer,50,F,4,Unknown,Single,Unknown,Blue,44,5,1,1,10721,0,10721,0.861,4962,74,0.51,0 +716483358,Existing Customer,44,M,3,Graduate,Single,$40K - $60K,Blue,29,5,1,4,6125,1329,4796,0.646,5481,68,0.7,0.217 +719829633,Existing Customer,42,F,2,Unknown,Married,Less than $40K,Blue,29,5,3,4,3200,1733,1467,0.909,5026,79,0.837,0.542 +812465958,Existing Customer,53,F,3,Post-Graduate,Divorced,Unknown,Blue,48,5,2,2,12286,997,11289,0.726,4960,83,0.729,0.081 +786536808,Existing Customer,51,M,2,College,Married,$80K - $120K,Blue,45,3,3,1,21543,0,21543,0.53,3928,82,0.64,0 +807369708,Existing Customer,52,M,3,College,Married,$120K +,Blue,47,3,2,4,6355,0,6355,0.711,4009,74,0.947,0 +711397533,Existing Customer,52,F,2,High School,Married,Less than $40K,Blue,41,4,2,2,5616,2410,3206,0.962,3410,62,0.59,0.429 +711740508,Existing Customer,50,F,1,Unknown,Married,$40K - $60K,Blue,40,6,2,2,2661,1575,1086,0.735,4615,82,0.708,0.592 +715233108,Existing Customer,38,M,1,College,Married,$60K - $80K,Blue,36,4,1,2,2836,862,1974,0.772,4121,83,0.694,0.304 +813807258,Existing Customer,50,F,2,High School,Married,$40K - $60K,Blue,45,6,3,3,1438.3,0,1438.3,0.707,4670,82,0.864,0 +769183908,Existing Customer,51,F,2,Doctorate,Single,Unknown,Blue,45,6,3,1,2109,683,1426,0.593,4321,58,0.812,0.324 +718451133,Existing Customer,48,M,2,Graduate,Single,$60K - $80K,Blue,40,4,5,4,14951,1413,13538,0.784,3899,68,1.061,0.095 +721115733,Existing Customer,47,M,3,Unknown,Married,$60K - $80K,Blue,36,5,3,2,1591,894,697,0.786,3698,79,1.026,0.562 +720085233,Attrited Customer,51,F,2,Doctorate,Divorced,Unknown,Blue,40,6,3,4,8930,2517,6413,0.661,2167,38,0.357,0.282 +717036408,Existing Customer,36,F,1,Uneducated,Single,Unknown,Blue,36,6,3,1,4685,1626,3059,0.945,4560,81,0.588,0.347 +714427608,Existing Customer,45,F,5,Post-Graduate,Married,Unknown,Blue,29,5,3,1,2555,681,1874,0.576,4888,78,0.814,0.267 +780019908,Existing Customer,53,F,1,Graduate,Single,Less than $40K,Blue,43,6,3,2,2172,644,1528,0.673,4657,82,0.907,0.297 +827898033,Attrited Customer,54,F,1,Uneducated,Married,Unknown,Blue,50,4,0,3,2912,0,2912,0.621,2465,54,1.077,0 +720302883,Existing Customer,53,F,3,Graduate,Married,Less than $40K,Blue,35,4,3,1,3390,2180,1210,0.877,4585,78,0.95,0.643 +715893633,Existing Customer,47,F,4,Doctorate,Single,Less than $40K,Blue,36,4,3,2,2193,1084,1109,0.974,4755,81,0.761,0.494 +720730683,Existing Customer,51,F,2,Graduate,Married,Unknown,Blue,36,5,3,3,17412,730,16682,0.837,4997,84,0.615,0.042 +720638283,Existing Customer,40,F,4,College,Single,Less than $40K,Blue,20,4,3,2,2801,1731,1070,0.644,4568,83,0.93,0.618 +789053883,Existing Customer,43,M,3,Post-Graduate,Single,$60K - $80K,Blue,31,4,2,1,11186,2231,8955,0.708,3692,84,0.647,0.199 +719286708,Existing Customer,50,F,1,Graduate,Single,Less than $40K,Blue,39,4,5,2,2434,1340,1094,0.668,4498,76,0.81,0.551 +713952558,Attrited Customer,53,F,3,Doctorate,Single,Unknown,Blue,43,3,3,2,1790,1474,316,0.595,2128,40,0.429,0.823 +793395933,Existing Customer,59,F,1,High School,Single,Less than $40K,Blue,53,4,3,3,2716,1740,976,0.65,4208,69,0.568,0.641 +813895458,Existing Customer,49,F,0,Unknown,Single,Unknown,Blue,43,6,3,3,2874,0,2874,0.676,4617,89,0.78,0 +771733608,Attrited Customer,47,F,1,Graduate,Married,$40K - $60K,Blue,35,3,3,5,1438.3,0,1438.3,0.809,2276,40,0.538,0 +710102208,Existing Customer,56,M,2,Graduate,Single,$60K - $80K,Blue,36,3,2,2,18776,0,18776,0.81,4464,75,0.596,0 +719511783,Existing Customer,48,F,1,Unknown,Married,Unknown,Blue,41,3,2,2,1438.3,1197,241.3,0.917,4916,78,0.696,0.832 +712849158,Attrited Customer,55,M,0,High School,Divorced,$80K - $120K,Blue,44,4,3,3,19793,2488,17305,0.594,2186,44,0.467,0.126 +783070833,Existing Customer,34,F,4,Graduate,Single,$40K - $60K,Blue,28,5,2,3,2472,1899,573,0.77,4408,86,0.792,0.768 +713419908,Existing Customer,58,F,2,High School,Married,Unknown,Blue,50,3,2,3,12362,0,12362,0.635,4537,72,0.636,0 +789345408,Existing Customer,39,F,2,College,Married,$40K - $60K,Blue,29,5,3,2,1438.3,722,716.3,0.894,4983,53,1.12,0.502 +720992883,Existing Customer,47,F,4,Graduate,Married,Less than $40K,Blue,37,4,3,3,3189,1863,1326,0.77,4805,76,0.949,0.584 +803652633,Existing Customer,47,F,2,Uneducated,Single,Less than $40K,Blue,41,4,2,2,2092,1575,517,0.838,5124,70,0.522,0.753 +789248958,Existing Customer,37,F,2,High School,Married,$40K - $60K,Blue,26,3,2,3,2946,2517,429,0.841,5259,89,0.78,0.854 +716178483,Existing Customer,41,F,4,Uneducated,Unknown,$40K - $60K,Blue,29,4,3,2,2430,0,2430,0.569,4334,71,0.578,0 +715440558,Existing Customer,50,F,1,Graduate,Married,Less than $40K,Blue,36,3,1,2,4143,1888,2255,0.561,3940,74,0.805,0.456 +711535158,Attrited Customer,46,F,1,College,Unknown,Unknown,Blue,35,5,3,3,2197,461,1736,0.636,1955,42,0.448,0.21 +713647083,Existing Customer,53,F,2,Uneducated,Single,Unknown,Blue,36,5,2,3,9314,1761,7553,0.562,3696,80,0.778,0.189 +718311933,Attrited Customer,53,F,4,Doctorate,Married,Less than $40K,Blue,37,6,2,2,3719,2517,1202,0.666,2587,43,0.536,0.677 +718404783,Attrited Customer,59,F,0,Unknown,Married,Unknown,Blue,49,5,2,4,6996,0,6996,0.871,2384,33,0.375,0 +817332483,Attrited Customer,63,M,0,Doctorate,Single,Unknown,Blue,47,6,4,3,7306,0,7306,0.875,2445,43,0.593,0 +710015733,Attrited Customer,41,F,1,Doctorate,Divorced,Less than $40K,Blue,30,3,3,1,2029,621,1408,1.001,3142,37,0.85,0.306 +794965233,Attrited Customer,51,F,1,Graduate,Married,Less than $40K,Silver,45,6,3,3,13199,781,12418,0.411,1927,44,0.63,0.059 +710512833,Existing Customer,38,F,2,Graduate,Married,Less than $40K,Blue,29,6,1,1,3304,1338,1966,0.615,5178,79,0.756,0.405 +710803008,Existing Customer,40,F,3,Doctorate,Married,Less than $40K,Blue,30,6,3,2,3125,2041,1084,0.675,4372,68,0.659,0.653 +712987608,Existing Customer,51,F,2,Doctorate,Single,Less than $40K,Blue,40,3,3,3,1438.3,1153,285.3,0.866,4263,84,0.909,0.802 +716974383,Existing Customer,41,M,5,Graduate,Single,$80K - $120K,Blue,28,3,2,0,2491,1979,512,0.629,1911,35,0.75,0.794 +720930633,Attrited Customer,58,F,0,High School,Single,Less than $40K,Blue,46,5,4,2,1977,0,1977,0.868,2341,37,0.37,0 +710136258,Attrited Customer,33,F,2,Graduate,Single,Less than $40K,Blue,24,6,2,3,1806,0,1806,0.983,2833,43,0.654,0 +779438208,Existing Customer,38,F,3,Graduate,Single,Less than $40K,Blue,22,4,3,3,1938,1175,763,0.85,4606,75,0.875,0.606 +721017333,Existing Customer,42,F,4,Post-Graduate,Married,Less than $40K,Blue,36,4,2,3,3188,2002,1186,0.825,4606,83,0.804,0.628 +720952608,Existing Customer,44,F,2,High School,Single,Less than $40K,Blue,29,6,1,2,2288,1505,783,0.788,4396,68,0.659,0.658 +712886733,Existing Customer,44,F,1,Graduate,Unknown,Less than $40K,Blue,32,3,3,3,1780,1338,442,0.966,4268,87,0.673,0.752 +810545733,Existing Customer,47,F,2,College,Married,Unknown,Blue,42,3,3,3,2373,1480,893,0.631,4228,63,0.658,0.624 +822132858,Attrited Customer,41,M,4,Uneducated,Married,$80K - $120K,Blue,37,1,2,2,23250,0,23250,0.564,2205,43,0.654,0 +713526258,Attrited Customer,47,M,3,Uneducated,Single,$120K +,Blue,36,3,3,4,34516,0,34516,0.517,2020,33,0.375,0 +712877733,Existing Customer,48,M,5,Graduate,Married,$80K - $120K,Blue,42,6,3,3,12882,1402,11480,0.783,4407,84,0.647,0.109 +713339283,Existing Customer,54,M,3,Unknown,Married,$60K - $80K,Blue,39,4,3,4,6348,798,5550,1.042,4135,71,0.972,0.126 +720473433,Existing Customer,59,F,1,Graduate,Unknown,Less than $40K,Blue,36,5,1,3,2621,2486,135,0.755,4955,78,0.733,0.948 +780584658,Attrited Customer,33,F,2,Uneducated,Unknown,$40K - $60K,Blue,22,4,2,2,1843,1293,550,0.349,2077,61,0.694,0.702 +711824358,Existing Customer,44,F,4,College,Single,Less than $40K,Blue,31,3,3,2,3228,0,3228,0.747,4524,70,0.667,0 +789990333,Existing Customer,43,F,4,Graduate,Single,$40K - $60K,Blue,35,5,2,2,2303,722,1581,0.807,4469,80,0.778,0.314 +721332033,Existing Customer,42,M,2,Unknown,Single,$80K - $120K,Blue,30,4,2,1,29195,892,28303,0.565,4411,67,0.763,0.031 +709612983,Attrited Customer,41,F,2,Graduate,Married,$40K - $60K,Blue,36,5,2,4,2990,1828,1162,0.488,2265,41,0.414,0.611 +771058908,Existing Customer,55,F,3,High School,Single,$40K - $60K,Blue,42,3,3,2,2873,2455,418,1,4563,72,0.756,0.855 +715471833,Existing Customer,50,M,0,Post-Graduate,Married,$80K - $120K,Blue,36,5,1,3,28253,0,28253,0.479,4525,67,0.763,0 +711781233,Existing Customer,53,F,3,Graduate,Married,Unknown,Blue,45,6,1,3,1882,0,1882,0.8,5221,87,0.891,0 +713947908,Existing Customer,33,M,2,High School,Married,$80K - $120K,Blue,23,6,2,2,1630,0,1630,0.605,4426,91,0.784,0 +709741608,Existing Customer,51,M,2,Unknown,Single,$80K - $120K,Blue,36,3,1,2,4546,0,4546,0.651,3739,53,0.963,0 +709333608,Existing Customer,58,F,2,High School,Single,Unknown,Blue,46,6,2,2,2395,1345,1050,0.811,4983,84,0.867,0.562 +709688883,Attrited Customer,45,M,3,High School,Unknown,$80K - $120K,Blue,36,4,3,2,3845,0,3845,0.595,2174,39,0.393,0 +716269308,Existing Customer,56,F,3,Graduate,Single,Less than $40K,Blue,36,4,2,2,2836,1362,1474,0.661,4192,90,0.731,0.48 +708692583,Attrited Customer,44,F,2,High School,Single,Less than $40K,Blue,31,3,3,3,1506,168,1338,0.671,2312,44,0.467,0.112 +709892658,Existing Customer,48,F,5,Graduate,Single,Less than $40K,Blue,38,5,3,2,1605,1300,305,0.95,4495,67,0.718,0.81 +713815383,Attrited Customer,53,M,1,High School,Single,$80K - $120K,Blue,36,3,2,2,11778,0,11778,0.603,2147,44,0.375,0 +710183283,Existing Customer,55,F,1,High School,Married,Less than $40K,Blue,36,5,1,1,2747,0,2747,0.834,5032,84,0.68,0 +711937158,Existing Customer,49,M,3,College,Married,$60K - $80K,Blue,39,5,3,3,2501,0,2501,0.832,4837,87,0.74,0 +771486933,Existing Customer,64,M,1,Graduate,Single,Less than $40K,Blue,52,5,3,2,2563,2242,321,1.114,3942,84,0.826,0.875 +717450633,Attrited Customer,47,M,3,Uneducated,Single,$60K - $80K,Blue,36,3,2,4,1659,1544,115,0.408,1920,39,0.345,0.931 +718421808,Existing Customer,56,F,2,Uneducated,Married,Unknown,Blue,43,6,3,2,3068,1765,1303,0.853,4611,73,0.698,0.575 +716403633,Existing Customer,60,F,0,College,Divorced,Less than $40K,Blue,50,5,3,2,3426,1650,1776,0.622,4467,69,1.029,0.482 +717646983,Attrited Customer,59,F,1,Graduate,Single,Less than $40K,Blue,49,4,3,4,3214,424,2790,0.877,2720,53,0.71,0.132 +778837083,Attrited Customer,50,M,2,Graduate,Married,$80K - $120K,Blue,31,3,3,3,12906,321,12585,0.76,2078,62,0.55,0.025 +768632958,Attrited Customer,59,F,1,Graduate,Single,Unknown,Blue,49,3,4,6,8708,1091,7617,0.904,2508,49,0.885,0.125 +715622508,Attrited Customer,52,M,2,Unknown,Married,$80K - $120K,Blue,41,6,4,3,7904,0,7904,0.712,2094,32,0.231,0 +708402333,Existing Customer,48,F,2,Doctorate,Divorced,Unknown,Blue,37,6,2,0,4549,1313,3236,0.777,4782,88,0.66,0.289 +708946008,Attrited Customer,46,F,3,College,Married,Less than $40K,Blue,36,5,2,2,1438.3,1214,224.3,0.783,2445,39,0.444,0.844 +715625658,Existing Customer,49,F,3,High School,Married,Less than $40K,Blue,36,3,1,3,4476,1492,2984,0.933,4603,87,0.706,0.333 +789599283,Existing Customer,44,F,3,College,Divorced,Unknown,Blue,38,5,3,2,2002,1448,554,0.734,3406,62,0.632,0.723 +708960858,Existing Customer,40,M,4,High School,Married,$80K - $120K,Blue,21,3,2,3,11502,2066,9436,0.889,4786,85,1.125,0.18 +814840833,Attrited Customer,44,M,4,Doctorate,Married,$120K +,Blue,39,4,3,2,7924,2517,5407,0.663,2393,37,0.682,0.318 +772082208,Existing Customer,39,M,1,Graduate,Single,$120K +,Blue,28,4,2,2,16199,0,16199,0.771,4254,82,0.673,0 +711597183,Existing Customer,43,M,2,Uneducated,Divorced,$80K - $120K,Blue,34,5,3,2,1452,0,1452,0.97,4571,72,0.846,0 +712110333,Attrited Customer,37,F,3,High School,Single,Unknown,Blue,18,4,1,3,2179,0,2179,0.725,2568,48,0.297,0 +718673358,Attrited Customer,35,M,3,Doctorate,Married,$80K - $120K,Blue,30,5,3,4,13590,1528,12062,0.728,2137,52,0.486,0.112 +712479633,Attrited Customer,31,F,1,Unknown,Single,Less than $40K,Blue,20,3,1,2,1695,0,1695,0.561,2428,43,0.593,0 +716108283,Existing Customer,53,F,4,Graduate,Married,Less than $40K,Blue,46,6,3,3,4430,1579,2851,0.836,4833,82,0.673,0.356 +779360808,Existing Customer,49,F,3,Graduate,Married,Less than $40K,Blue,35,3,3,3,2919,2032,887,0.654,4937,75,0.667,0.696 +716352033,Existing Customer,49,F,2,Graduate,Married,Less than $40K,Blue,39,3,3,3,2796,1035,1761,0.664,4869,78,0.857,0.37 +716643033,Attrited Customer,41,F,2,Graduate,Married,Less than $40K,Blue,31,3,3,3,2580,2137,443,1.056,2981,40,0.481,0.828 +711567333,Existing Customer,43,M,1,High School,Single,$60K - $80K,Blue,31,5,3,2,2834,1720,1114,0.62,4581,70,0.591,0.607 +788756133,Existing Customer,44,F,3,Unknown,Divorced,Less than $40K,Blue,24,4,1,2,2617,1508,1109,1.393,4400,60,0.818,0.576 +755437533,Existing Customer,48,F,4,Graduate,Single,Less than $40K,Blue,41,3,3,2,1522,1273,249,0.735,5005,77,0.674,0.836 +713573508,Attrited Customer,41,M,4,Graduate,Unknown,$40K - $60K,Silver,32,4,2,4,16509,425,16084,0.356,1740,43,0.387,0.026 +709430508,Attrited Customer,40,M,4,High School,Unknown,$40K - $60K,Blue,32,1,2,3,7316,1335,5981,0.563,1849,50,0.471,0.182 +710645583,Existing Customer,44,F,2,Uneducated,Single,Unknown,Blue,37,5,1,2,7627,1742,5885,0.771,4349,75,0.705,0.228 +714253983,Existing Customer,44,M,3,Unknown,Married,$40K - $60K,Blue,36,4,2,3,9465,0,9465,0.657,3675,59,1.107,0 +771566208,Existing Customer,48,M,3,College,Married,Less than $40K,Blue,36,3,1,2,8795,1318,7477,0.563,4681,74,0.682,0.15 +713314533,Attrited Customer,40,M,2,Unknown,Single,$60K - $80K,Blue,27,6,2,3,12283,0,12283,0.413,1993,41,0.323,0 +720725883,Existing Customer,34,F,2,College,Single,Less than $40K,Blue,20,5,2,3,2715,1503,1212,0.704,4177,68,0.659,0.554 +708539583,Existing Customer,44,F,3,Unknown,Married,Unknown,Blue,25,6,1,3,19897,2232,17665,0.672,3979,63,0.5,0.112 +716747283,Existing Customer,44,F,2,Uneducated,Single,Less than $40K,Blue,36,5,2,2,2097,1224,873,0.819,5059,79,0.681,0.584 +787519683,Existing Customer,41,F,2,Graduate,Single,Less than $40K,Blue,30,3,2,2,3028,2270,758,0.804,4727,78,0.66,0.75 +721044333,Existing Customer,34,F,2,College,Single,Less than $40K,Blue,22,5,2,0,1695,761,934,0.797,4905,91,0.75,0.449 +713679633,Attrited Customer,41,F,3,Graduate,Married,Less than $40K,Blue,33,6,3,5,1438.3,0,1438.3,0.305,1813,51,0.759,0 +711126483,Existing Customer,37,F,1,Graduate,Single,Less than $40K,Blue,28,4,3,3,1438.3,599,839.3,0.897,5136,76,0.9,0.416 +814191333,Attrited Customer,55,M,2,Unknown,Divorced,$120K +,Blue,50,5,4,3,24250,278,23972,0.647,2153,41,0.577,0.011 +715040208,Existing Customer,49,F,2,Graduate,Single,Unknown,Blue,38,6,3,3,5076,871,4205,0.693,4115,72,0.6,0.172 +710769258,Existing Customer,40,F,2,Graduate,Single,Unknown,Blue,27,4,2,3,4438,1513,2925,0.807,3895,75,0.829,0.341 +715227633,Existing Customer,36,F,3,College,Single,Less than $40K,Blue,36,5,2,3,1964,0,1964,0.776,4240,60,0.622,0 +708635058,Existing Customer,53,F,0,High School,Single,Less than $40K,Blue,44,4,1,1,1904,886,1018,0.695,4798,85,0.809,0.465 +709051533,Existing Customer,46,F,1,Graduate,Married,$40K - $60K,Blue,26,6,3,0,2933,1569,1364,0.648,4956,92,0.673,0.535 +718940208,Existing Customer,55,F,0,Graduate,Single,Unknown,Blue,44,6,1,3,18202,1841,16361,0.76,3551,68,0.7,0.101 +712361583,Existing Customer,47,M,5,Graduate,Married,$80K - $120K,Silver,36,3,3,1,34516,760,33756,0.407,3756,67,0.558,0.022 +708390633,Existing Customer,52,F,3,Graduate,Married,Less than $40K,Blue,44,5,5,3,2421,2312,109,0.674,4219,69,0.605,0.955 +720281508,Existing Customer,44,F,2,Doctorate,Divorced,Less than $40K,Blue,34,3,1,2,2406,1491,915,0.606,4625,91,0.685,0.62 +720885558,Existing Customer,51,F,2,High School,Single,$40K - $60K,Blue,37,5,1,1,2621,2426,195,0.727,4885,74,1.114,0.926 +709781208,Existing Customer,34,F,0,Unknown,Married,Less than $40K,Blue,26,5,3,1,2291,0,2291,0.892,5409,82,0.822,0 +710086308,Existing Customer,46,F,4,High School,Unknown,$40K - $60K,Blue,38,6,2,0,3645,1179,2466,0.559,4680,87,0.933,0.323 +713282733,Existing Customer,37,F,2,Graduate,Single,$40K - $60K,Blue,24,4,3,1,3375,1730,1645,0.514,4341,64,0.684,0.513 +815812683,Existing Customer,47,M,3,Unknown,Single,$120K +,Blue,42,5,3,2,8856,1433,7423,0.811,5072,77,0.711,0.162 +708204033,Existing Customer,36,F,5,Unknown,Single,Less than $40K,Blue,24,3,1,1,2980,2093,887,0.522,4132,70,0.667,0.702 +720040158,Existing Customer,47,M,3,Uneducated,Single,$60K - $80K,Blue,36,3,3,2,17656,0,17656,0.727,4633,71,0.868,0 +755996583,Attrited Customer,57,F,2,Uneducated,Single,Less than $40K,Blue,50,5,0,3,2475,0,2475,0.823,2574,43,0.654,0 +711359058,Existing Customer,46,F,4,High School,Single,Less than $40K,Blue,33,3,2,2,3942,1711,2231,0.61,4622,71,0.614,0.434 +714064908,Existing Customer,57,F,1,Graduate,Single,Less than $40K,Blue,36,4,2,3,1771,1289,482,0.911,4813,84,0.867,0.728 +717074283,Attrited Customer,45,F,3,Graduate,Divorced,Unknown,Blue,37,5,2,6,17678,0,17678,0.788,2566,49,0.815,0 +765847383,Existing Customer,50,M,1,Graduate,Married,$120K +,Blue,43,4,5,3,20958,0,20958,0.769,4425,78,0.696,0 +789531633,Existing Customer,53,F,4,Graduate,Single,Less than $40K,Blue,46,4,1,2,4117,777,3340,0.592,5218,88,0.6,0.189 +820593033,Existing Customer,43,F,2,Graduate,Single,$40K - $60K,Silver,39,3,1,2,18524,1736,16788,0.762,4496,64,0.882,0.094 +710078358,Existing Customer,36,M,4,Post-Graduate,Married,Less than $40K,Blue,26,5,1,1,2222,1291,931,0.988,4095,88,0.63,0.581 +715025208,Existing Customer,56,F,2,College,Married,Less than $40K,Blue,46,5,3,3,3119,1778,1341,1.01,4168,63,0.853,0.57 +709596783,Existing Customer,46,M,3,College,Married,$40K - $60K,Blue,34,5,1,2,1611,0,1611,0.731,4444,78,0.857,0 +715960308,Attrited Customer,53,F,1,Graduate,Divorced,Less than $40K,Blue,44,3,3,3,4090,2517,1573,0.562,2016,49,0.69,0.615 +716653758,Existing Customer,55,M,0,Unknown,Single,$60K - $80K,Blue,36,3,3,3,1467,0,1467,0.739,4226,74,0.85,0 +787268733,Existing Customer,52,F,1,Graduate,Married,$40K - $60K,Blue,46,5,1,2,2442,1507,935,0.631,4535,85,0.809,0.617 +789923058,Attrited Customer,53,F,1,High School,Married,$40K - $60K,Blue,44,3,3,3,1816,0,1816,0.884,2474,44,0.692,0 +771079833,Existing Customer,40,F,3,High School,Single,Less than $40K,Blue,27,3,3,3,1438.3,0,1438.3,0.845,4332,78,0.696,0 +710507733,Existing Customer,42,M,4,Graduate,Single,$60K - $80K,Blue,35,3,3,1,14958,1644,13314,0.686,4038,68,0.511,0.11 +779269158,Attrited Customer,43,F,2,Graduate,Married,Unknown,Blue,25,4,2,4,21961,0,21961,0.653,2237,39,0.393,0 +711627558,Existing Customer,40,F,3,Uneducated,Single,Less than $40K,Blue,30,5,1,2,1625,912,713,0.877,3968,73,0.698,0.561 +710536983,Existing Customer,49,F,0,Post-Graduate,Married,Less than $40K,Blue,36,6,3,3,3007,2517,490,0.853,4423,67,0.675,0.837 +712237458,Existing Customer,47,M,3,Unknown,Married,$120K +,Blue,28,3,2,2,11629,802,10827,0.912,3752,78,0.902,0.069 +778289883,Attrited Customer,42,F,2,Graduate,Unknown,Less than $40K,Blue,32,3,3,3,1507,0,1507,0.806,2528,41,0.64,0 +714154533,Existing Customer,45,F,3,High School,Single,Unknown,Blue,36,6,1,2,3111,1994,1117,0.753,4478,56,0.697,0.641 +803657133,Existing Customer,60,M,1,Graduate,Single,$40K - $60K,Blue,54,6,3,3,1848,1408,440,0.779,4757,75,0.923,0.762 +769053033,Attrited Customer,44,F,1,Graduate,Single,$40K - $60K,Blue,38,3,2,5,4142,2517,1625,0.809,2104,44,0.833,0.608 +713613258,Existing Customer,46,M,4,High School,Single,$80K - $120K,Blue,36,6,1,2,1438.3,0,1438.3,0.746,4461,71,0.821,0 +768544833,Existing Customer,45,F,4,Uneducated,Single,Less than $40K,Blue,39,6,2,3,2202,1414,788,0.593,4531,77,0.54,0.642 +720782658,Existing Customer,42,M,4,Graduate,Married,$60K - $80K,Blue,36,4,2,3,3591,1749,1842,0.733,5079,80,0.905,0.487 +768162108,Attrited Customer,49,M,3,College,Married,$120K +,Blue,43,5,3,3,4781,0,4781,0.788,2451,50,0.667,0 +710511858,Existing Customer,58,F,0,Unknown,Married,Less than $40K,Blue,36,3,3,3,3832,1439,2393,0.851,4741,88,0.76,0.376 +714516033,Existing Customer,53,M,3,High School,Married,$120K +,Blue,44,4,2,0,9025,1005,8020,0.568,4412,87,0.706,0.111 +788630958,Existing Customer,44,M,2,Uneducated,Single,$40K - $60K,Blue,28,3,1,2,11627,0,11627,0.638,3264,67,0.396,0 +717646008,Existing Customer,61,F,1,College,Married,Unknown,Blue,46,6,2,2,5686,0,5686,1.027,4338,67,0.675,0 +712290258,Existing Customer,49,F,1,Unknown,Married,Less than $40K,Blue,40,5,1,3,2636,1840,796,0.844,4056,67,0.811,0.698 +716292033,Existing Customer,37,F,4,High School,Single,Less than $40K,Blue,36,6,2,3,1438.3,0,1438.3,0.568,4815,84,0.787,0 +780372408,Existing Customer,43,F,5,High School,Single,Less than $40K,Blue,33,6,2,2,4976,866,4110,0.985,4317,69,0.568,0.174 +720853158,Existing Customer,38,F,3,High School,Single,Unknown,Blue,24,6,3,3,13951,1607,12344,0.932,4576,70,0.591,0.115 +823507833,Existing Customer,44,M,4,High School,Single,$60K - $80K,Blue,40,4,3,2,14370,945,13425,0.557,4510,79,0.646,0.066 +711111633,Existing Customer,60,M,1,High School,Single,$40K - $60K,Silver,49,5,2,2,21681,0,21681,0.704,3844,75,1.083,0 +709904508,Existing Customer,59,F,0,Post-Graduate,Single,$40K - $60K,Blue,40,5,3,3,2634,1644,990,1.092,4190,71,0.732,0.624 +712022883,Existing Customer,37,F,2,High School,Single,$40K - $60K,Blue,27,4,1,2,2204,919,1285,0.712,4555,82,1,0.417 +712173108,Existing Customer,48,F,1,Unknown,Unknown,$40K - $60K,Blue,36,3,1,3,2447,1991,456,0.719,4228,82,0.708,0.814 +714156633,Existing Customer,60,F,0,Unknown,Single,Unknown,Blue,36,3,3,2,3068,0,3068,0.897,4533,79,0.795,0 +714581358,Attrited Customer,48,F,3,Graduate,Single,Less than $40K,Blue,43,3,3,4,1502,0,1502,0.529,2204,36,0.44,0 +713256033,Existing Customer,39,F,3,Uneducated,Single,Unknown,Blue,25,5,3,3,4181,1604,2577,0.659,3955,74,0.574,0.384 +825831933,Existing Customer,52,F,3,High School,Married,Less than $40K,Blue,48,4,2,2,3136,1103,2033,0.812,4528,81,0.884,0.352 +720274158,Existing Customer,42,F,4,High School,Married,Less than $40K,Blue,35,4,2,2,4478,1700,2778,0.655,3879,76,1.235,0.38 +772394883,Attrited Customer,60,F,1,Uneducated,Single,Unknown,Blue,50,3,6,3,7359,0,7359,0.768,2869,43,0.433,0 +794253108,Existing Customer,52,M,4,Graduate,Single,$40K - $60K,Blue,46,3,3,2,13090,0,13090,0.75,3851,78,1,0 +720899883,Existing Customer,44,F,1,High School,Married,$40K - $60K,Blue,35,6,2,2,6849,0,6849,0.736,3770,82,0.864,0 +714313608,Existing Customer,36,F,4,Uneducated,Married,Less than $40K,Blue,36,5,3,0,4228,1886,2342,1.076,4356,74,0.682,0.446 +716602683,Existing Customer,49,F,3,Graduate,Married,$40K - $60K,Blue,36,3,3,2,5678,2082,3596,0.83,5092,70,0.707,0.367 +715928808,Existing Customer,42,F,2,High School,Married,Less than $40K,Blue,31,3,5,2,3964,1218,2746,0.593,4580,75,1.419,0.307 +771899433,Attrited Customer,48,M,3,Graduate,Married,$80K - $120K,Blue,37,5,2,4,7970,2434,5536,0.406,1263,27,0.35,0.305 +714771708,Existing Customer,36,F,0,College,Unknown,Unknown,Blue,26,5,3,3,4692,0,4692,0.837,4281,69,0.643,0 +709711758,Attrited Customer,45,F,3,Uneducated,Divorced,Less than $40K,Blue,32,3,2,2,1942,0,1942,0.366,1853,31,0.107,0 +721137558,Attrited Customer,40,M,4,Graduate,Divorced,$40K - $60K,Blue,28,1,2,3,5821,894,4927,0.461,2011,42,0.273,0.154 +820268358,Existing Customer,48,F,4,Post-Graduate,Unknown,Less than $40K,Blue,43,4,1,3,2357,1462,895,0.734,4534,75,1.027,0.62 +709273383,Existing Customer,54,F,0,Unknown,Married,Unknown,Blue,36,3,1,2,8294,696,7598,0.806,4136,77,1.2,0.084 +822959133,Existing Customer,32,F,3,Post-Graduate,Married,$40K - $60K,Blue,26,4,3,3,3174,2084,1090,0.636,4508,83,1.075,0.657 +720491958,Existing Customer,34,F,3,Uneducated,Single,Less than $40K,Blue,36,4,3,3,1438.3,0,1438.3,0.734,4302,74,0.762,0 +713607108,Existing Customer,46,F,2,College,Divorced,Less than $40K,Blue,31,6,1,2,1852,1428,424,0.795,4486,61,0.848,0.771 +709729533,Attrited Customer,47,M,3,Uneducated,Single,$40K - $60K,Blue,39,4,3,1,1809,457,1352,0.703,2169,49,0.485,0.253 +717890583,Existing Customer,48,F,1,Graduate,Divorced,$40K - $60K,Blue,38,4,1,2,3503,1572,1931,0.866,4671,93,0.632,0.449 +718384233,Existing Customer,52,M,5,Doctorate,Single,$40K - $60K,Silver,39,4,2,2,17835,868,16967,0.723,4258,58,0.657,0.049 +713401758,Existing Customer,45,M,2,Uneducated,Married,$120K +,Blue,36,6,2,3,3383,1458,1925,0.678,4897,75,0.562,0.431 +773257233,Existing Customer,46,F,4,Unknown,Single,Less than $40K,Blue,39,4,2,3,7128,1457,5671,0.553,3534,70,0.591,0.204 +713556033,Existing Customer,36,F,1,Graduate,Married,Less than $40K,Blue,22,5,2,3,1438.3,790,648.3,0.615,3959,59,0.735,0.549 +719265108,Existing Customer,42,F,3,High School,Married,Less than $40K,Blue,33,6,3,2,3815,1190,2625,0.852,4430,94,0.741,0.312 +778740708,Existing Customer,39,F,3,Graduate,Married,Less than $40K,Blue,27,3,3,2,1902,962,940,0.534,4203,69,0.725,0.506 +710952933,Existing Customer,43,F,1,Uneducated,Divorced,Less than $40K,Blue,36,5,2,3,2077,1254,823,0.821,4226,75,1.143,0.604 +720991833,Attrited Customer,48,F,2,Doctorate,Married,Less than $40K,Blue,36,4,3,4,2514,2090,424,0.842,2603,53,0.606,0.831 +779954658,Existing Customer,56,M,4,High School,Single,$80K - $120K,Blue,40,4,3,3,34516,0,34516,0.846,4714,82,0.745,0 +714204108,Existing Customer,45,F,5,Graduate,Single,Less than $40K,Blue,38,3,3,0,2144,1492,652,0.96,3859,55,0.571,0.696 +805546308,Existing Customer,65,F,0,High School,Single,Less than $40K,Blue,56,3,3,2,5951,2517,3434,0.787,4554,83,0.694,0.423 +716244933,Existing Customer,54,F,3,High School,Divorced,Unknown,Blue,36,3,5,3,4806,0,4806,0.827,4674,87,0.74,0 +712018233,Existing Customer,42,F,3,Graduate,Single,Unknown,Blue,34,3,3,3,16612,2517,14095,0.602,4697,94,0.808,0.152 +802878408,Existing Customer,53,F,1,Graduate,Married,$40K - $60K,Blue,47,6,2,2,2799,0,2799,0.689,4116,88,0.571,0 +719504433,Existing Customer,63,M,0,Unknown,Single,$40K - $60K,Silver,54,4,3,3,18064,1695,16369,0.838,3434,71,0.479,0.094 +794558658,Existing Customer,49,F,4,Graduate,Married,Less than $40K,Blue,34,3,1,3,2560,1430,1130,0.766,4783,86,0.792,0.559 +711634008,Existing Customer,42,F,3,Uneducated,Married,Less than $40K,Blue,36,6,2,2,5821,0,5821,0.859,4591,70,1.188,0 +708260208,Existing Customer,43,F,5,Uneducated,Single,Less than $40K,Blue,36,4,3,2,2057,1279,778,0.562,4321,76,0.689,0.622 +713435058,Existing Customer,49,F,5,High School,Divorced,Less than $40K,Blue,42,5,2,3,1972,1489,483,0.69,4715,66,0.65,0.755 +719656533,Existing Customer,44,M,3,High School,Married,$60K - $80K,Blue,36,6,2,3,2675,0,2675,0.7,4149,79,0.717,0 +719709558,Existing Customer,48,M,3,Graduate,Married,$40K - $60K,Blue,33,3,1,2,6223,2126,4097,0.681,4518,79,0.795,0.342 +710311233,Existing Customer,44,F,4,High School,Single,Unknown,Blue,37,3,3,3,7632,0,7632,0.557,4498,86,0.623,0 +719216508,Existing Customer,55,F,1,Unknown,Unknown,Less than $40K,Blue,36,5,2,1,3258,2517,741,0.985,4960,77,0.75,0.773 +713105508,Existing Customer,46,M,3,High School,Single,$60K - $80K,Silver,29,4,3,3,34516,2040,32476,0.764,3754,53,1.038,0.059 +710719683,Existing Customer,49,F,1,High School,Divorced,$40K - $60K,Blue,43,3,3,2,3054,845,2209,0.731,4460,88,0.692,0.277 +817892208,Existing Customer,35,F,2,Doctorate,Single,Less than $40K,Blue,30,5,1,1,1438.3,0,1438.3,1.126,4006,72,0.946,0 +714102183,Attrited Customer,50,M,3,Uneducated,Single,$120K +,Blue,36,1,2,3,7970,2282,5688,0.28,1872,41,0.206,0.286 +715410783,Attrited Customer,55,F,1,Unknown,Single,Less than $40K,Blue,36,5,2,3,1836,572,1264,0.758,2400,34,0.789,0.312 +718202658,Existing Customer,47,M,3,Graduate,Unknown,$120K +,Blue,36,3,2,3,9397,795,8602,0.749,5265,98,0.581,0.085 +719445633,Existing Customer,60,F,0,Uneducated,Married,Less than $40K,Blue,36,4,2,3,1601,0,1601,0.829,4919,69,1.091,0 +709820658,Existing Customer,45,M,4,High School,Married,$80K - $120K,Blue,36,3,2,3,34516,1170,33346,0.678,3785,64,0.6,0.034 +718481283,Existing Customer,51,F,1,High School,Married,Less than $40K,Blue,43,5,1,3,1822,1114,708,0.539,5210,73,0.553,0.611 +789300408,Existing Customer,41,M,4,High School,Married,Less than $40K,Blue,30,3,2,2,1614,700,914,0.842,4293,87,0.812,0.434 +711970533,Existing Customer,54,F,4,Unknown,Married,Less than $40K,Blue,41,3,2,0,1491,1349,142,0.756,4365,71,0.732,0.905 +815088483,Existing Customer,28,F,1,Graduate,Divorced,Less than $40K,Blue,23,4,1,3,2543,1156,1387,0.641,3864,64,0.684,0.455 +717139608,Existing Customer,50,F,2,College,Divorced,Less than $40K,Blue,36,3,2,3,3462,1817,1645,0.717,4635,65,0.711,0.525 +717626508,Existing Customer,44,F,3,Graduate,Married,Less than $40K,Blue,36,3,3,1,1699,0,1699,0.653,5495,87,0.642,0 +767668908,Attrited Customer,46,F,3,Graduate,Married,Unknown,Blue,40,3,4,3,13095,1836,11259,0.432,1552,32,0.185,0.14 +712484733,Existing Customer,47,M,5,Unknown,Single,$60K - $80K,Blue,32,6,2,3,8823,2517,6306,0.812,4674,85,0.848,0.285 +716216958,Existing Customer,48,M,1,Uneducated,Married,$60K - $80K,Blue,42,6,1,1,4429,883,3546,0.688,4386,63,0.537,0.199 +714246333,Attrited Customer,58,F,4,High School,Married,Unknown,Blue,48,1,4,3,5396,1803,3593,0.493,2107,39,0.393,0.334 +718693683,Existing Customer,65,F,0,High School,Single,$40K - $60K,Blue,53,4,1,3,2418,2205,213,0.84,3918,74,0.51,0.912 +716298633,Existing Customer,56,F,1,Graduate,Single,Less than $40K,Blue,47,5,2,3,2086,1792,294,0.859,5774,84,0.909,0.859 +755661933,Attrited Customer,48,F,3,Graduate,Single,$40K - $60K,Blue,41,5,3,3,1899,671,1228,0.736,2434,45,0.406,0.353 +712914783,Existing Customer,43,M,5,Graduate,Single,$40K - $60K,Blue,31,4,1,2,7564,0,7564,0.61,4743,82,0.822,0 +711240108,Existing Customer,41,M,2,Graduate,Married,$60K - $80K,Blue,31,3,2,2,13116,1225,11891,0.735,4800,61,0.605,0.093 +721396758,Existing Customer,35,F,4,Doctorate,Married,Less than $40K,Blue,36,3,1,3,1438.3,606,832.3,0.692,5062,80,0.818,0.421 +715636533,Existing Customer,48,F,3,High School,Married,Less than $40K,Blue,36,4,1,2,3716,0,3716,0.886,4833,73,0.521,0 +711508608,Existing Customer,50,F,1,Unknown,Married,Less than $40K,Blue,36,3,5,3,3069,1482,1587,0.663,4351,74,0.721,0.483 +716669658,Attrited Customer,51,F,1,High School,Single,Less than $40K,Blue,33,6,3,3,2006,1608,398,1.043,2760,38,0.652,0.802 +718212633,Existing Customer,45,F,4,High School,Married,$40K - $60K,Blue,36,5,2,1,2948,2232,716,0.858,3635,79,0.58,0.757 +708357183,Existing Customer,47,F,3,Unknown,Single,Less than $40K,Blue,38,4,2,3,1438.3,0,1438.3,1.001,3511,64,0.882,0 +713629533,Existing Customer,35,F,1,Uneducated,Married,Less than $40K,Blue,36,3,2,3,1438.3,670,768.3,0.909,4321,83,0.804,0.466 +771450708,Existing Customer,58,F,3,Graduate,Married,$40K - $60K,Blue,46,5,3,1,4669,1913,2756,0.591,4363,73,0.973,0.41 +711311883,Existing Customer,48,F,2,Graduate,Married,Less than $40K,Silver,35,5,2,2,13994,0,13994,0.57,3299,63,0.853,0 +802673508,Attrited Customer,57,M,2,Graduate,Single,$120K +,Blue,51,3,5,3,8760,0,8760,0.726,2460,39,0.56,0 +708113208,Existing Customer,53,F,1,High School,Married,Less than $40K,Blue,36,3,2,2,1688,0,1688,0.641,4375,69,0.605,0 +788786208,Existing Customer,46,F,2,College,Married,Unknown,Blue,27,6,3,3,9881,1794,8087,0.582,4725,85,0.735,0.182 +720043533,Existing Customer,39,M,4,Graduate,Single,$60K - $80K,Blue,26,6,2,0,4534,917,3617,0.84,4211,66,0.61,0.202 +801083133,Existing Customer,57,F,4,Uneducated,Single,Less than $40K,Blue,51,5,3,3,3545,1446,2099,0.638,3691,69,0.917,0.408 +716246733,Existing Customer,57,F,2,College,Single,Less than $40K,Blue,49,4,2,2,1857,1528,329,0.698,4681,71,0.868,0.823 +807157833,Existing Customer,56,F,4,Uneducated,Single,Unknown,Blue,51,5,1,1,3334,1272,2062,1.12,4284,73,0.587,0.382 +721032633,Attrited Customer,55,F,3,Unknown,Single,$40K - $60K,Blue,32,5,3,4,2496,1999,497,0.724,2590,50,0.667,0.801 +828285858,Existing Customer,41,F,3,College,Married,Less than $40K,Blue,37,3,1,2,1438.3,765,673.3,0.644,4053,66,0.692,0.532 +718890933,Attrited Customer,45,F,4,Doctorate,Married,Less than $40K,Blue,27,3,2,2,1438.3,0,1438.3,0.68,2429,38,0.652,0 +711148308,Existing Customer,52,M,3,Graduate,Single,$60K - $80K,Blue,46,4,2,2,9357,1285,8072,0.694,4173,77,0.711,0.137 +712810233,Existing Customer,40,F,2,Graduate,Married,Less than $40K,Blue,36,3,2,3,2423,1674,749,0.644,4258,80,0.538,0.691 +714098883,Existing Customer,45,F,1,Graduate,Single,$40K - $60K,Blue,36,5,2,2,1936,1613,323,0.841,4773,80,0.818,0.833 +779327733,Existing Customer,43,M,1,Graduate,Divorced,$60K - $80K,Blue,25,4,3,3,1783,1014,769,0.956,3861,81,0.558,0.569 +716364408,Existing Customer,59,F,0,Unknown,Married,Less than $40K,Blue,36,4,1,2,1438.3,0,1438.3,0.622,4155,62,0.632,0 +710461083,Existing Customer,56,F,2,Graduate,Single,Less than $40K,Blue,46,4,1,3,1438.3,0,1438.3,0.622,4333,84,0.826,0 +709306983,Existing Customer,44,F,2,Post-Graduate,Married,Less than $40K,Silver,36,6,3,2,10580,1023,9557,0.907,4721,81,0.8,0.097 +769035933,Existing Customer,54,F,2,Unknown,Single,Less than $40K,Blue,48,5,3,2,4597,1316,3281,0.646,3507,68,0.511,0.286 +813182658,Existing Customer,49,F,4,High School,Married,Less than $40K,Blue,44,4,2,3,1656,929,727,0.898,4408,79,0.681,0.561 +781110408,Existing Customer,39,F,0,High School,Single,Less than $40K,Blue,23,5,3,2,3279,0,3279,0.765,5048,75,0.923,0 +818007783,Existing Customer,49,F,3,College,Married,$40K - $60K,Blue,44,6,2,3,2578,1590,988,0.657,4683,89,0.618,0.617 +708862233,Existing Customer,44,F,4,Graduate,Married,$40K - $60K,Blue,30,3,3,3,4068,0,4068,1.121,5161,83,0.766,0 +714006333,Attrited Customer,42,F,4,Graduate,Married,Less than $40K,Blue,36,5,2,3,2128,528,1600,0.525,2289,41,0.414,0.248 +770596458,Attrited Customer,45,F,2,Doctorate,Married,Less than $40K,Blue,31,4,3,4,2704,2262,442,0.87,2362,39,0.444,0.837 +789392883,Existing Customer,38,F,3,Post-Graduate,Unknown,Less than $40K,Blue,29,4,1,0,1878,1247,631,0.67,4650,71,0.614,0.664 +803805483,Existing Customer,46,F,3,College,Married,Unknown,Blue,40,3,3,3,10600,0,10600,0.777,4697,67,0.523,0 +709534083,Attrited Customer,58,F,0,Uneducated,Divorced,Less than $40K,Blue,36,3,2,6,9909,0,9909,0.466,1844,41,0.64,0 +710579583,Existing Customer,57,F,1,Graduate,Married,Less than $40K,Blue,50,3,2,3,1665,983,682,0.889,4420,86,0.72,0.59 +708949908,Attrited Customer,50,M,1,Graduate,Divorced,$120K +,Blue,42,1,3,2,1656,0,1656,0.626,2073,44,0.833,0 +711907083,Existing Customer,53,M,1,High School,Unknown,$80K - $120K,Blue,36,3,3,4,14111,1034,13077,0.505,2950,64,0.684,0.073 +718696458,Existing Customer,52,F,1,Graduate,Married,Less than $40K,Blue,42,4,2,3,2012,1230,782,0.668,3822,68,0.659,0.611 +710611683,Existing Customer,43,F,2,Post-Graduate,Married,Less than $40K,Blue,31,6,1,1,2837,1807,1030,0.609,4279,83,0.627,0.637 +721511883,Existing Customer,40,F,3,Graduate,Single,Less than $40K,Blue,28,6,2,2,1709,0,1709,0.685,4981,79,0.975,0 +779116158,Existing Customer,49,F,1,Unknown,Married,Less than $40K,Blue,31,5,2,1,5714,868,4846,0.636,4331,85,0.7,0.152 +720193533,Existing Customer,41,M,3,Unknown,Married,$60K - $80K,Blue,32,4,1,3,5071,1043,4028,0.667,3358,62,0.722,0.206 +753094533,Existing Customer,51,M,3,Uneducated,Married,$80K - $120K,Blue,44,3,3,3,24028,0,24028,0.496,3531,73,0.738,0 +719545983,Existing Customer,31,F,2,Post-Graduate,Unknown,Unknown,Blue,13,5,3,3,13882,0,13882,0.87,4798,82,0.822,0 +716494383,Existing Customer,49,F,3,Graduate,Unknown,$40K - $60K,Blue,41,3,2,2,3585,931,2654,0.62,4399,78,0.733,0.26 +769892058,Existing Customer,40,M,3,Uneducated,Single,$80K - $120K,Blue,34,4,2,2,9124,2126,6998,0.449,4564,65,0.548,0.233 +709098108,Existing Customer,45,F,4,Graduate,Married,Unknown,Blue,35,4,2,2,2705,0,2705,0.736,4749,80,0.778,0 +715705683,Existing Customer,56,F,1,Graduate,Single,Less than $40K,Blue,36,4,3,2,1936,1101,835,0.984,4578,70,0.892,0.569 +715724808,Existing Customer,49,M,3,High School,Married,$80K - $120K,Blue,41,5,2,3,8051,2138,5913,0.716,4370,83,0.886,0.266 +717123858,Existing Customer,36,F,1,Graduate,Married,$40K - $60K,Blue,36,5,1,3,3635,1617,2018,0.828,4045,62,1.067,0.445 +716236683,Existing Customer,46,F,1,High School,Married,Less than $40K,Blue,37,4,2,2,2532,1487,1045,0.581,4143,71,1.029,0.587 +771224358,Existing Customer,54,F,4,Unknown,Married,Less than $40K,Blue,41,3,1,3,2028,0,2028,0.823,4030,78,0.733,0 +779310033,Attrited Customer,42,F,4,Doctorate,Married,Less than $40K,Blue,24,3,2,3,4304,0,4304,0.183,1788,36,0.091,0 +710595783,Existing Customer,46,F,3,Graduate,Unknown,Unknown,Blue,39,4,1,2,6644,2082,4562,0.915,4659,76,0.854,0.313 +711409833,Existing Customer,45,F,5,Uneducated,Married,Less than $40K,Blue,33,3,1,3,1830,650,1180,0.724,4838,71,0.972,0.355 +721174008,Existing Customer,37,M,2,Uneducated,Married,$120K +,Blue,23,4,3,3,7607,2170,5437,0.377,4495,77,0.674,0.285 +714192933,Attrited Customer,55,F,3,Graduate,Single,Less than $40K,Blue,36,3,3,5,2060,0,2060,0.251,1976,44,0.257,0 +709632483,Existing Customer,49,F,2,High School,Single,Less than $40K,Blue,40,3,2,2,1438.3,906,532.3,0.541,4457,84,0.714,0.63 +718431258,Existing Customer,41,M,4,High School,Single,$60K - $80K,Blue,28,4,3,3,3126,1503,1623,0.892,3662,74,0.644,0.481 +817029108,Existing Customer,47,F,4,Post-Graduate,Single,$40K - $60K,Blue,27,4,6,3,6885,1611,5274,0.955,3804,67,0.861,0.234 +796931508,Attrited Customer,42,M,4,High School,Unknown,$60K - $80K,Blue,36,4,3,4,1871,0,1871,0.73,2593,48,0.548,0 +769577358,Existing Customer,31,F,0,Graduate,Single,Less than $40K,Blue,17,4,2,3,2787,1761,1026,0.67,4358,89,0.648,0.632 +815589558,Existing Customer,50,M,2,Post-Graduate,Married,$80K - $120K,Blue,45,6,3,2,1867,1478,389,0.727,4097,70,0.707,0.792 +714287583,Attrited Customer,41,F,3,Unknown,Married,Less than $40K,Blue,32,3,2,3,1438.3,0,1438.3,0.372,1852,38,0.31,0 +718975083,Attrited Customer,47,F,4,Graduate,Single,Less than $40K,Blue,40,6,4,3,2473,0,2473,0.547,2133,44,0.419,0 +715315008,Existing Customer,40,M,4,Post-Graduate,Single,$40K - $60K,Blue,30,6,3,2,4640,1555,3085,0.78,3870,70,0.707,0.335 +779252283,Existing Customer,47,F,4,High School,Married,Less than $40K,Blue,29,6,3,0,2712,2411,301,0.844,5201,82,0.907,0.889 +714031083,Attrited Customer,46,F,3,Graduate,Unknown,Unknown,Blue,30,3,2,1,8869,0,8869,0.413,1935,40,0.429,0 +772442883,Attrited Customer,51,F,4,Graduate,Married,Unknown,Blue,41,2,3,5,3853,696,3157,0.882,2443,38,0.583,0.181 +714533058,Existing Customer,53,F,3,College,Married,Less than $40K,Blue,43,4,2,3,1438.3,721,717.3,0.601,4606,86,0.955,0.501 +716570958,Attrited Customer,50,M,3,Post-Graduate,Divorced,$60K - $80K,Blue,36,3,2,3,14409,511,13898,0.799,2351,39,0.3,0.035 +710116833,Attrited Customer,59,F,1,High School,Single,$40K - $60K,Blue,36,5,3,3,1665,0,1665,1.01,2748,40,0.333,0 +718586133,Existing Customer,43,F,3,Graduate,Married,Less than $40K,Blue,31,6,1,3,2639,0,2639,0.892,4892,85,0.771,0 +773322558,Existing Customer,59,F,2,High School,Married,Less than $40K,Blue,48,6,1,1,2338,1566,772,0.533,3964,69,0.5,0.67 +714554808,Existing Customer,51,F,1,Graduate,Married,Less than $40K,Blue,40,3,3,0,2774,1362,1412,0.866,4802,91,0.685,0.491 +717903108,Existing Customer,57,F,1,College,Single,Unknown,Blue,46,6,1,1,4283,488,3795,0.865,4689,65,0.477,0.114 +815908908,Attrited Customer,47,F,4,Uneducated,Single,Unknown,Blue,42,3,4,3,6263,2517,3746,0.857,2613,50,0.724,0.402 +771464808,Existing Customer,35,F,2,Graduate,Single,Less than $40K,Blue,23,6,3,3,2317,1301,1016,0.925,4161,71,1.219,0.562 +708234558,Existing Customer,55,F,2,College,Divorced,Less than $40K,Blue,43,5,2,1,2239,1340,899,0.658,4540,73,0.587,0.598 +715737258,Existing Customer,41,F,1,College,Married,Less than $40K,Blue,32,6,3,3,2225,0,2225,1.06,4917,84,0.75,0 +710188308,Existing Customer,51,F,3,Graduate,Single,Less than $40K,Blue,41,6,2,3,1519,1148,371,0.767,4927,73,0.738,0.756 +708670608,Existing Customer,48,F,5,Uneducated,Married,Unknown,Blue,36,4,2,3,5495,2200,3295,0.696,5125,85,0.771,0.4 +714839808,Existing Customer,51,F,3,Graduate,Married,Less than $40K,Blue,35,6,1,1,2141,1176,965,0.746,4317,64,0.778,0.549 +811140933,Existing Customer,43,F,2,High School,Married,Less than $40K,Blue,29,4,1,2,2616,1786,830,0.876,5219,63,0.75,0.683 +788937933,Existing Customer,39,F,3,Graduate,Divorced,Less than $40K,Blue,25,3,1,1,5494,1356,4138,0.463,3566,81,0.884,0.247 +721527858,Attrited Customer,52,F,3,High School,Married,Less than $40K,Blue,40,3,5,1,2003,1735,268,0.855,2343,42,0.355,0.866 +718265658,Existing Customer,47,F,4,Uneducated,Single,Less than $40K,Blue,36,3,1,2,2092,1499,593,0.811,4130,80,1.162,0.717 +714312708,Existing Customer,44,M,0,High School,Single,$60K - $80K,Blue,36,6,3,2,6606,2517,4089,0.825,4493,68,0.659,0.381 +715821183,Existing Customer,42,F,4,College,Married,Unknown,Blue,23,3,3,2,7102,0,7102,0.599,4083,68,0.744,0 +709487058,Existing Customer,51,F,2,Unknown,Married,Less than $40K,Silver,36,6,2,3,13812,1132,12680,0.699,3723,56,0.867,0.082 +712675158,Existing Customer,56,M,1,Graduate,Single,$60K - $80K,Blue,36,5,3,2,7075,1676,5399,1.268,4160,75,0.667,0.237 +826473858,Existing Customer,44,M,1,College,Single,$40K - $60K,Blue,40,6,1,2,4274,1680,2594,0.78,4820,60,0.765,0.393 +817382958,Existing Customer,47,F,3,High School,Single,Less than $40K,Blue,31,5,1,3,2317,0,2317,0.57,4894,89,0.854,0 +712927383,Attrited Customer,51,F,2,Uneducated,Single,Less than $40K,Blue,36,3,3,3,1438.3,642,796.3,0.405,1939,49,0.4,0.446 +712894308,Existing Customer,47,M,4,High School,Married,$80K - $120K,Blue,37,5,3,3,2888,0,2888,0.717,4345,75,0.786,0 +712349808,Existing Customer,44,F,4,College,Single,Unknown,Blue,34,4,1,2,12310,670,11640,0.801,4176,76,0.767,0.054 +778780008,Existing Customer,48,M,4,Unknown,Married,$60K - $80K,Blue,36,4,3,3,1622,1249,373,0.585,4164,66,0.61,0.77 +711430908,Attrited Customer,45,F,4,Graduate,Married,Less than $40K,Blue,34,3,2,1,1438.3,0,1438.3,0.685,2153,35,0.346,0 +779670783,Existing Customer,40,M,3,Unknown,Single,$80K - $120K,Blue,23,6,2,2,12559,0,12559,0.715,4700,71,0.511,0 +718757808,Existing Customer,56,F,1,Uneducated,Unknown,$40K - $60K,Blue,46,4,3,3,2929,1287,1642,0.497,3875,67,0.595,0.439 +779530908,Attrited Customer,48,F,3,Unknown,Divorced,Less than $40K,Blue,31,5,2,4,1438.3,0,1438.3,0.5,1897,58,0.706,0 +716389833,Existing Customer,50,F,1,Unknown,Single,Less than $40K,Blue,40,4,1,2,2319,1026,1293,0.521,4099,74,0.721,0.442 +718469658,Existing Customer,37,F,2,Uneducated,Married,Unknown,Blue,22,4,3,3,7927,996,6931,0.521,4094,85,0.771,0.126 +809849358,Attrited Customer,55,F,2,Graduate,Divorced,Less than $40K,Blue,50,2,6,3,1720,0,1720,0.707,2719,36,0.44,0 +719772258,Existing Customer,38,M,3,Unknown,Single,$80K - $120K,Blue,30,5,1,3,3642,724,2918,0.68,4517,79,0.837,0.199 +809363958,Existing Customer,49,F,3,High School,Married,$40K - $60K,Blue,44,5,1,2,3881,0,3881,0.601,4177,66,0.737,0 +709165533,Existing Customer,47,M,3,Doctorate,Unknown,$120K +,Blue,41,6,2,2,6143,1151,4992,0.866,4330,72,0.895,0.187 +809846283,Existing Customer,42,F,1,Unknown,Married,Less than $40K,Blue,37,3,3,0,1438.3,0,1438.3,0.72,4154,78,0.814,0 +708427908,Existing Customer,52,F,4,College,Unknown,Less than $40K,Blue,39,6,3,1,2035,1343,692,0.835,4643,86,0.686,0.66 +721228308,Attrited Customer,47,F,2,High School,Married,Less than $40K,Blue,39,5,3,3,3899,0,3899,0.718,2182,40,0.429,0 +713374533,Existing Customer,52,F,1,Unknown,Single,$40K - $60K,Blue,43,4,2,2,1981,1082,899,0.584,3913,90,0.731,0.546 +708708858,Attrited Customer,50,F,1,Graduate,Single,Less than $40K,Blue,36,1,3,4,2422,502,1920,0.997,2548,46,0.484,0.207 +721111233,Existing Customer,52,M,2,Graduate,Married,$80K - $120K,Blue,43,6,3,3,11964,800,11164,0.954,4853,85,0.848,0.067 +708538608,Existing Customer,50,F,4,College,Married,Unknown,Blue,36,6,4,3,3862,0,3862,0.578,4058,81,0.723,0 +718866633,Existing Customer,46,M,2,College,Married,$80K - $120K,Blue,36,5,4,2,33142,0,33142,0.846,4347,63,0.575,0 +719100633,Existing Customer,40,M,2,High School,Single,$120K +,Silver,36,3,4,2,34516,1436,33080,0.688,3564,73,0.825,0.042 +789328083,Attrited Customer,42,F,4,High School,Married,Less than $40K,Blue,32,6,3,3,3454,0,3454,0.862,2826,39,0.625,0 +822905058,Existing Customer,29,F,2,Graduate,Married,Less than $40K,Blue,25,6,3,2,2732,1746,986,1.028,4702,85,0.771,0.639 +816549933,Existing Customer,50,M,4,High School,Divorced,$80K - $120K,Blue,45,4,2,2,1687,992,695,0.721,4342,82,0.783,0.588 +716421633,Attrited Customer,43,F,3,Graduate,Married,Less than $40K,Blue,36,4,2,4,3523,0,3523,0.973,3174,44,0.222,0 +712667958,Existing Customer,40,M,4,Uneducated,Single,$120K +,Blue,36,4,3,2,5773,2024,3749,0.977,3732,71,0.972,0.351 +809559933,Attrited Customer,45,F,3,Graduate,Married,Unknown,Blue,40,3,5,3,4462,706,3756,0.886,2526,41,0.414,0.158 +819979458,Existing Customer,35,F,3,Doctorate,Married,Less than $40K,Blue,30,5,2,2,3976,1789,2187,0.931,4419,75,0.829,0.45 +708100533,Existing Customer,55,F,3,College,Single,Less than $40K,Blue,36,3,3,3,2679,2277,402,0.736,4943,85,0.735,0.85 +778669608,Existing Customer,49,F,4,Unknown,Married,$40K - $60K,Blue,29,6,3,2,1564,0,1564,1.114,5172,78,0.733,0 +802867683,Existing Customer,53,F,2,High School,Single,$40K - $60K,Blue,47,5,2,3,1536,728,808,0.604,4133,78,0.529,0.474 +711893358,Existing Customer,46,M,5,High School,Married,$40K - $60K,Blue,37,6,2,1,2375,1196,1179,0.641,4087,66,0.833,0.504 +785410158,Existing Customer,50,F,3,High School,Married,Less than $40K,Blue,42,4,3,3,2719,0,2719,0.794,4172,65,0.97,0 +718596858,Existing Customer,53,F,4,Graduate,Divorced,$40K - $60K,Blue,45,5,3,1,3369,2424,945,0.825,5220,78,0.592,0.72 +708338958,Existing Customer,58,F,1,Graduate,Single,Less than $40K,Blue,36,5,1,1,3173,1713,1460,0.609,3797,75,0.786,0.54 +714688833,Existing Customer,47,F,2,High School,Unknown,Less than $40K,Blue,36,4,2,2,3139,0,3139,0.728,4892,95,0.827,0 +789662283,Attrited Customer,50,F,3,High School,Married,Less than $40K,Blue,33,3,3,4,2140,0,2140,0.765,2915,50,0.316,0 +712805658,Existing Customer,56,F,3,Uneducated,Single,Less than $40K,Blue,46,4,3,2,2258,0,2258,0.617,4803,72,0.714,0 +815598858,Existing Customer,48,M,3,Graduate,Married,$40K - $60K,Blue,43,5,1,1,2423,1779,644,0.503,4035,74,0.805,0.734 +779412783,Existing Customer,55,F,1,High School,Single,Less than $40K,Blue,37,4,3,3,2376,1969,407,0.788,4301,79,1.026,0.829 +780036483,Existing Customer,38,M,1,Graduate,Single,Less than $40K,Blue,28,4,5,2,1690,1459,231,0.667,3928,69,0.643,0.863 +711527508,Attrited Customer,46,F,3,High School,Married,$40K - $60K,Blue,34,2,3,2,8583,0,8583,0.358,1794,31,0.292,0 +720768258,Existing Customer,52,F,3,Graduate,Single,Less than $40K,Blue,34,5,2,1,2996,2147,849,0.503,4724,66,0.737,0.717 +716023533,Existing Customer,49,F,1,Post-Graduate,Single,Unknown,Blue,39,6,3,2,2880,1996,884,0.719,4334,81,0.884,0.693 +714075708,Existing Customer,48,M,4,Uneducated,Divorced,$80K - $120K,Gold,38,4,3,1,34516,1426,33090,0.621,4814,71,0.69,0.041 +787475433,Existing Customer,36,F,2,Doctorate,Single,Unknown,Blue,23,5,2,3,6966,905,6061,0.755,4855,69,0.5,0.13 +787505133,Attrited Customer,36,M,3,College,Married,$120K +,Blue,24,2,2,3,11316,1599,9717,0.713,2595,49,0.361,0.141 +712241433,Existing Customer,38,F,0,High School,Single,Less than $40K,Blue,30,4,2,1,1438.3,1003,435.3,0.629,4247,84,0.714,0.697 +807990108,Existing Customer,44,M,1,Uneducated,Divorced,$120K +,Blue,39,3,2,3,11362,0,11362,0.668,3197,61,0.564,0 +719018208,Attrited Customer,52,F,0,Doctorate,Married,Unknown,Blue,46,6,4,3,7210,0,7210,0.769,2516,36,0.8,0 +716641983,Existing Customer,55,F,4,College,Single,Unknown,Blue,36,5,3,3,7790,753,7037,0.968,4835,84,0.826,0.097 +708989358,Existing Customer,37,F,2,Unknown,Married,Less than $40K,Blue,18,3,3,1,2023,1587,436,0.647,4391,79,0.837,0.784 +708807483,Existing Customer,51,F,3,Graduate,Married,$40K - $60K,Blue,45,5,2,3,9117,1259,7858,0.88,3837,75,0.705,0.138 +715774833,Existing Customer,41,F,2,Doctorate,Unknown,Less than $40K,Blue,36,4,1,2,1801,940,861,0.594,3797,74,0.721,0.522 +714733908,Existing Customer,51,M,2,High School,Married,$60K - $80K,Blue,37,6,6,3,8787,1087,7700,0.974,4537,75,1.273,0.124 +721067658,Existing Customer,40,M,4,Graduate,Married,$60K - $80K,Silver,36,6,1,3,27436,642,26794,0.705,4051,81,0.761,0.023 +788997408,Existing Customer,65,F,2,Doctorate,Single,Less than $40K,Blue,53,6,3,2,2195,1917,278,0.535,4205,65,0.625,0.873 +719835033,Existing Customer,46,M,4,College,Married,$80K - $120K,Blue,34,5,3,2,13734,568,13166,0.719,4283,67,0.861,0.041 +771854808,Existing Customer,45,M,4,Graduate,Married,$60K - $80K,Blue,34,6,2,3,2731,1868,863,0.533,3915,66,0.65,0.684 +717299958,Existing Customer,49,M,3,Graduate,Single,$80K - $120K,Blue,45,3,2,0,2453,1534,919,0.785,4185,66,0.784,0.625 +720778458,Existing Customer,49,M,3,Unknown,Married,$60K - $80K,Blue,36,6,3,3,7451,1542,5909,0.684,4960,97,0.565,0.207 +713019783,Existing Customer,41,F,3,High School,Married,$40K - $60K,Blue,35,3,3,3,2644,1794,850,0.863,4081,72,0.8,0.679 +770968383,Attrited Customer,41,M,4,Graduate,Married,$80K - $120K,Silver,28,3,2,3,34516,825,33691,0.616,2022,52,0.733,0.024 +709747308,Existing Customer,41,M,5,Graduate,Married,$60K - $80K,Blue,36,4,4,3,4575,1344,3231,0.46,4726,64,0.561,0.294 +801366783,Existing Customer,51,F,1,College,Single,Less than $40K,Blue,45,3,3,2,4860,1772,3088,0.561,4329,80,0.86,0.365 +798786333,Existing Customer,46,F,2,Graduate,Married,Less than $40K,Blue,40,6,4,2,1438.3,510,928.3,0.711,3399,66,0.784,0.355 +771723408,Attrited Customer,37,F,2,Unknown,Single,Less than $40K,Blue,25,3,2,4,1690,0,1690,0.69,2645,60,0.622,0 +715117008,Existing Customer,39,M,5,Uneducated,Married,$40K - $60K,Blue,36,4,2,3,1438.3,0,1438.3,0.677,4596,82,0.745,0 +713944833,Existing Customer,46,M,5,Uneducated,Single,$60K - $80K,Blue,36,3,3,2,24512,766,23746,0.509,4561,78,0.368,0.031 +713569158,Attrited Customer,43,F,3,High School,Single,$40K - $60K,Blue,34,1,3,2,1654,1474,180,0.586,2086,47,0.621,0.891 +713037333,Existing Customer,63,M,1,Graduate,Single,$80K - $120K,Blue,55,6,1,2,21430,0,21430,0.511,3561,57,0.676,0 +718267233,Existing Customer,50,M,1,Graduate,Married,$120K +,Silver,38,4,3,3,34516,1915,32601,0.625,3828,65,1.321,0.055 +709736658,Existing Customer,37,M,4,Uneducated,Married,$40K - $60K,Blue,27,6,3,2,1438.3,759,679.3,0.858,4446,86,0.72,0.528 +710929233,Existing Customer,33,F,2,Doctorate,Single,Less than $40K,Blue,36,5,2,3,2800,1559,1241,0.598,4253,83,0.694,0.557 +714290583,Existing Customer,44,M,4,Post-Graduate,Married,$60K - $80K,Blue,36,3,2,2,3117,1400,1717,0.913,4391,85,0.809,0.449 +717972408,Existing Customer,44,M,2,Uneducated,Married,$80K - $120K,Blue,34,6,3,3,2558,2016,542,0.806,3792,78,0.5,0.788 +718626033,Attrited Customer,47,M,3,High School,Married,$60K - $80K,Blue,39,2,3,2,10061,0,10061,0.787,2802,52,0.529,0 +720008133,Existing Customer,45,F,4,Graduate,Unknown,Unknown,Blue,36,4,1,3,3416,727,2689,0.58,4121,83,0.729,0.213 +710476908,Existing Customer,39,F,3,Graduate,Married,Unknown,Blue,28,3,3,3,9371,1066,8305,0.89,4754,78,0.857,0.114 +709888383,Existing Customer,47,F,3,Graduate,Married,Less than $40K,Blue,36,3,1,2,3147,2453,694,0.744,4465,82,0.952,0.779 +788864508,Existing Customer,52,F,3,Unknown,Single,Less than $40K,Blue,37,4,2,2,1554,926,628,0.785,4997,79,0.927,0.596 +714010383,Attrited Customer,47,F,5,Uneducated,Single,Unknown,Blue,40,5,4,5,3502,0,3502,0.531,1895,42,0.4,0 +719549508,Existing Customer,49,F,4,Graduate,Single,Less than $40K,Blue,40,4,2,2,2712,1686,1026,0.791,4678,74,0.644,0.622 +718670808,Existing Customer,59,F,0,College,Married,Less than $40K,Blue,51,6,1,0,1438.3,0,1438.3,0.715,4817,81,0.688,0 +718211208,Existing Customer,39,M,3,High School,Married,$120K +,Blue,36,6,3,2,3281,1682,1599,0.577,4109,69,0.5,0.513 +712578933,Attrited Customer,35,F,5,High School,Married,$40K - $60K,Blue,25,3,2,6,1438.3,0,1438.3,0.763,2500,44,0.517,0 +709343433,Existing Customer,39,F,2,Graduate,Single,Less than $40K,Blue,26,5,3,3,2469,1826,643,0.666,3837,74,0.721,0.74 +767488908,Existing Customer,41,M,4,Unknown,Married,$80K - $120K,Blue,35,4,2,3,3497,0,3497,0.696,4345,72,0.756,0 +719531133,Existing Customer,46,F,4,Unknown,Unknown,$40K - $60K,Blue,38,4,2,3,2505,0,2505,0.8,4384,80,0.86,0 +719006508,Existing Customer,34,M,2,Graduate,Married,$60K - $80K,Blue,36,5,1,3,2763,1913,850,0.598,4136,69,0.568,0.692 +721287183,Existing Customer,49,F,2,Uneducated,Married,Less than $40K,Blue,35,5,2,3,2081,0,2081,1.004,4863,87,0.706,0 +711144183,Attrited Customer,55,F,3,Graduate,Married,Unknown,Blue,45,1,3,1,2815,1848,967,0.563,2618,29,0.45,0.656 +709080783,Existing Customer,56,F,1,Graduate,Single,Less than $40K,Blue,38,4,1,3,1737,0,1737,0.953,4723,78,0.625,0 +710520408,Existing Customer,52,F,4,High School,Single,Unknown,Blue,36,5,3,3,9078,1194,7884,0.745,4458,87,0.812,0.132 +785262333,Attrited Customer,46,M,5,Uneducated,Unknown,$40K - $60K,Blue,40,5,4,3,6185,1960,4225,0.669,2225,45,0.875,0.317 +716513358,Existing Customer,51,F,2,Graduate,Divorced,Unknown,Blue,36,5,3,3,2069,1802,267,0.651,4402,91,0.75,0.871 +719073483,Attrited Customer,45,M,3,Uneducated,Married,$80K - $120K,Blue,38,3,3,3,9234,0,9234,0.629,2586,44,0.257,0 +715372083,Existing Customer,37,F,1,Graduate,Single,Less than $40K,Blue,36,3,3,3,2684,0,2684,0.66,4796,85,0.635,0 +780034083,Existing Customer,48,F,3,High School,Married,$40K - $60K,Blue,38,3,2,2,2151,0,2151,0.763,4604,86,0.72,0 +794581533,Existing Customer,52,M,2,College,Single,$60K - $80K,Blue,37,4,3,3,2749,1380,1369,0.937,3882,90,0.765,0.502 +710013258,Existing Customer,44,F,3,High School,Single,Less than $40K,Blue,31,3,2,2,1980,823,1157,0.861,4467,69,0.683,0.416 +719084358,Attrited Customer,55,F,1,Graduate,Married,Less than $40K,Blue,46,6,4,3,4232,0,4232,0.878,2312,37,0.609,0 +789173958,Existing Customer,45,F,2,Graduate,Married,Less than $40K,Blue,34,4,1,2,1438.3,877,561.3,0.743,4283,76,0.617,0.61 +789575583,Existing Customer,43,F,2,Uneducated,Unknown,Unknown,Blue,36,5,1,0,6931,1380,5551,0.795,4437,64,0.882,0.199 +712434708,Attrited Customer,52,F,3,High School,Married,Less than $40K,Blue,39,5,3,2,3302,2517,785,0.705,2682,47,0.516,0.762 +808675083,Existing Customer,61,M,1,Graduate,Single,Unknown,Blue,56,5,3,2,4235,1675,2560,1.079,3862,76,0.949,0.396 +710864358,Existing Customer,51,F,2,Doctorate,Married,Unknown,Blue,45,6,6,2,6501,0,6501,0.651,5074,81,0.688,0 +712574583,Existing Customer,34,F,1,Graduate,Single,Unknown,Blue,21,6,1,3,6376,1322,5054,0.709,5192,70,0.628,0.207 +708412758,Attrited Customer,33,F,3,Graduate,Single,Less than $40K,Blue,36,5,2,3,1457,0,1457,0.677,2200,45,0.364,0 +714389058,Existing Customer,38,F,3,Unknown,Married,$40K - $60K,Blue,36,3,3,2,5576,0,5576,0.686,4322,85,0.809,0 +715767033,Existing Customer,56,F,3,College,Single,Unknown,Blue,36,5,1,3,1438.3,0,1438.3,0.76,4919,83,0.627,0 +779281233,Existing Customer,45,F,3,Graduate,Single,Unknown,Blue,27,4,3,3,2478,1748,730,0.643,4353,80,0.667,0.705 +717147708,Existing Customer,44,M,2,Uneducated,Divorced,$60K - $80K,Blue,34,6,3,2,3650,1270,2380,0.792,4250,81,0.929,0.348 +715029333,Existing Customer,52,F,2,Unknown,Divorced,Less than $40K,Blue,36,4,2,3,2111,0,2111,0.831,4459,72,0.756,0 +806989008,Existing Customer,30,F,0,High School,Single,Unknown,Blue,25,4,1,2,12917,1157,11760,0.668,4108,82,0.745,0.09 +713158083,Attrited Customer,56,M,2,High School,Single,$120K +,Blue,46,2,4,4,7327,0,7327,0.598,2185,41,0.864,0 +771037008,Existing Customer,46,M,1,Uneducated,Married,$80K - $120K,Blue,33,3,1,2,13324,0,13324,0.917,4245,76,1,0 +710587458,Existing Customer,34,M,2,High School,Unknown,$80K - $120K,Blue,22,4,3,2,11154,1612,9542,0.633,4339,77,1.026,0.145 +710563458,Existing Customer,43,F,1,Graduate,Divorced,Unknown,Blue,30,5,3,3,9535,660,8875,0.944,4210,81,0.723,0.069 +720010608,Attrited Customer,37,M,2,Unknown,Single,$40K - $60K,Blue,24,6,2,4,10226,0,10226,0.614,2243,44,0.571,0 +710343783,Existing Customer,37,F,5,Unknown,Married,Less than $40K,Blue,29,6,1,2,2140,0,2140,0.602,4610,65,1.321,0 +772578858,Existing Customer,49,F,1,Unknown,Married,Less than $40K,Blue,39,3,4,2,2904,2203,701,0.796,3848,66,0.692,0.759 +708559533,Existing Customer,40,M,1,Uneducated,Married,$80K - $120K,Blue,36,6,3,2,1770,584,1186,0.706,4442,83,0.844,0.33 +711939558,Attrited Customer,37,F,2,Unknown,Single,Less than $40K,Blue,36,3,2,3,1534,0,1534,0.642,2596,39,0.393,0 +772143333,Existing Customer,46,F,2,High School,Single,Less than $40K,Blue,35,6,3,3,2170,1498,672,0.64,4569,79,0.881,0.69 +711067383,Existing Customer,53,M,1,Unknown,Single,$120K +,Blue,45,6,2,3,10001,0,10001,0.676,4167,74,0.644,0 +817041408,Existing Customer,56,F,3,High School,Married,Unknown,Blue,41,3,2,3,4169,1549,2620,0.768,4519,82,0.708,0.372 +771942333,Existing Customer,65,M,1,College,Single,Less than $40K,Blue,54,5,2,2,5363,1309,4054,0.574,3855,63,0.703,0.244 +755247108,Existing Customer,50,F,2,Doctorate,Single,Less than $40K,Blue,43,4,1,0,3206,0,3206,0.631,4731,82,0.822,0 +715710708,Existing Customer,50,M,2,Unknown,Married,$60K - $80K,Blue,37,6,3,2,18085,747,17338,0.681,4583,76,0.52,0.041 +713858733,Existing Customer,61,F,0,Post-Graduate,Married,$40K - $60K,Blue,53,4,3,2,2566,2164,402,0.578,4344,73,0.659,0.843 +717129333,Existing Customer,35,F,2,Graduate,Married,$40K - $60K,Blue,25,3,1,2,1438.3,0,1438.3,0.744,4434,73,0.78,0 +716924958,Attrited Customer,65,F,2,Graduate,Single,Less than $40K,Blue,56,3,0,3,6812,1926,4886,0.735,2288,48,0.778,0.283 +719614758,Existing Customer,45,F,4,Graduate,Single,$40K - $60K,Blue,34,3,2,2,2700,1977,723,0.801,4984,75,1.083,0.732 +721537683,Existing Customer,50,F,3,Post-Graduate,Married,Unknown,Blue,41,3,3,3,5471,1342,4129,0.577,4002,67,0.763,0.245 +771500358,Existing Customer,43,F,2,Uneducated,Divorced,Less than $40K,Blue,31,5,3,1,4332,1313,3019,0.671,4093,84,0.826,0.303 +711531858,Attrited Customer,48,F,4,Unknown,Married,Less than $40K,Blue,41,3,3,3,2447,1267,1180,0.449,2132,37,0.37,0.518 +715060158,Existing Customer,41,F,4,Graduate,Single,Less than $40K,Blue,26,5,2,2,1783,1282,501,0.504,3853,76,0.617,0.719 +779725833,Existing Customer,42,M,2,Graduate,Single,$60K - $80K,Blue,26,4,3,2,11761,1775,9986,0.925,4946,73,0.698,0.151 +716592558,Existing Customer,52,F,1,High School,Single,Less than $40K,Blue,36,3,3,3,2340,1101,1239,0.766,4501,68,0.7,0.471 +771020133,Existing Customer,45,F,5,Uneducated,Single,Less than $40K,Blue,32,3,3,0,2859,1776,1083,0.79,4440,79,0.756,0.621 +709153008,Existing Customer,37,M,3,High School,Married,$40K - $60K,Blue,36,3,3,3,2523,2481,42,0.744,4683,76,0.689,0.983 +713394858,Existing Customer,48,M,2,Post-Graduate,Married,$40K - $60K,Blue,34,4,2,2,4776,0,4776,0.626,4581,60,0.622,0 +721175283,Existing Customer,59,F,1,Graduate,Married,Less than $40K,Blue,36,3,1,1,2697,1410,1287,0.925,4489,58,0.706,0.523 +715503558,Existing Customer,57,F,3,High School,Married,Less than $40K,Blue,36,6,2,3,3542,2417,1125,0.687,4127,71,0.479,0.682 +819943458,Attrited Customer,57,M,3,Graduate,Single,$120K +,Blue,52,6,4,3,34516,1000,33516,0.694,1777,37,0.542,0.029 +717094758,Existing Customer,40,F,4,Post-Graduate,Married,Unknown,Blue,29,5,3,1,8823,0,8823,0.812,4453,84,0.787,0 +772073508,Attrited Customer,52,F,1,College,Single,Less than $40K,Blue,41,5,3,6,1764,0,1764,0.824,2740,47,0.343,0 +721351983,Attrited Customer,43,F,4,Uneducated,Married,Less than $40K,Blue,36,5,3,3,3492,2517,975,0.6,2510,47,0.621,0.721 +714477408,Attrited Customer,36,F,3,High School,Married,Less than $40K,Blue,36,3,3,3,2977,1340,1637,0.507,2201,39,0.345,0.45 +718471758,Existing Customer,49,M,4,Doctorate,Single,$60K - $80K,Silver,37,5,2,2,30976,2051,28925,0.684,3193,69,0.725,0.066 +711607833,Existing Customer,43,M,5,High School,Married,$60K - $80K,Blue,36,5,2,1,2810,2384,426,0.859,4875,97,0.764,0.848 +708621408,Existing Customer,39,F,1,Unknown,Single,Less than $40K,Blue,28,3,2,1,1438.3,0,1438.3,0.799,4173,82,0.64,0 +719277033,Existing Customer,44,M,3,High School,Single,$40K - $60K,Blue,34,5,3,1,8997,708,8289,0.586,4558,62,0.676,0.079 +813905508,Existing Customer,57,F,3,Uneducated,Single,Less than $40K,Blue,52,4,3,3,2002,1188,814,0.63,3735,73,0.659,0.593 +719761458,Existing Customer,55,M,4,Post-Graduate,Single,$60K - $80K,Blue,36,3,2,1,4998,1626,3372,0.695,4329,61,0.694,0.325 +708222558,Existing Customer,37,F,2,Post-Graduate,Married,Less than $40K,Blue,36,6,2,3,2310,1513,797,0.682,4191,77,0.833,0.655 +713937558,Existing Customer,54,F,2,High School,Married,$40K - $60K,Blue,36,3,3,3,3892,0,3892,0.738,4318,74,0.762,0 +709603608,Existing Customer,34,M,3,Uneducated,Married,$60K - $80K,Blue,25,6,1,1,2345,1643,702,0.678,4634,69,0.643,0.701 +804661083,Existing Customer,50,M,0,Graduate,Single,$80K - $120K,Blue,45,3,2,2,2135,1506,629,0.883,4821,77,0.711,0.705 +720977358,Existing Customer,50,F,2,Unknown,Single,Less than $40K,Blue,36,3,2,2,2528,1689,839,0.514,4269,78,0.857,0.668 +718420308,Existing Customer,50,F,2,High School,Married,Less than $40K,Blue,36,3,1,3,3397,1658,1739,0.724,4208,75,0.786,0.488 +714046608,Existing Customer,49,M,0,Doctorate,Married,$60K - $80K,Blue,39,5,6,3,19719,1395,18324,0.565,3572,73,0.738,0.071 +718048608,Existing Customer,41,F,3,Graduate,Married,Unknown,Blue,33,5,3,0,15292,1325,13967,1.008,5120,74,0.805,0.087 +718497033,Existing Customer,52,M,1,High School,Married,$120K +,Blue,36,5,3,3,31733,0,31733,0.735,3723,53,0.767,0 +711801933,Attrited Customer,54,F,4,High School,Single,$40K - $60K,Blue,36,3,3,4,1438.3,0,1438.3,0.641,2092,42,0.68,0 +716282208,Attrited Customer,54,F,2,Post-Graduate,Married,Less than $40K,Blue,48,3,6,3,1638,0,1638,0.163,1702,36,0.125,0 +789076083,Existing Customer,50,F,3,High School,Single,Less than $40K,Blue,38,6,3,2,2775,1475,1300,0.854,4608,84,0.647,0.532 +714045783,Attrited Customer,37,F,2,Graduate,Married,$40K - $60K,Blue,29,2,2,6,2547,1965,582,0.535,2160,46,0.353,0.771 +769720683,Existing Customer,50,F,1,Graduate,Married,Unknown,Blue,44,5,2,2,5708,1884,3824,0.791,4914,60,0.765,0.33 +721092783,Existing Customer,46,M,3,Graduate,Married,$80K - $120K,Blue,36,6,3,1,19838,1290,18548,0.59,3982,68,0.581,0.065 +720243933,Attrited Customer,47,M,2,Uneducated,Married,$60K - $80K,Blue,32,1,3,6,1789,0,1789,0.637,2784,49,0.581,0 +818502708,Existing Customer,51,F,1,Uneducated,Single,$40K - $60K,Blue,46,5,3,2,2284,1674,610,0.784,4885,86,0.83,0.733 +712942308,Existing Customer,42,M,3,Doctorate,Single,$60K - $80K,Blue,36,6,1,3,11535,1527,10008,0.664,3730,67,0.718,0.132 +714262533,Existing Customer,28,F,0,Unknown,Married,Unknown,Blue,36,3,4,2,3524,1306,2218,0.8,4252,78,0.814,0.371 +714708183,Existing Customer,58,M,2,High School,Single,$60K - $80K,Silver,49,4,3,3,30186,0,30186,0.606,4070,74,0.574,0 +718285308,Existing Customer,44,F,1,Unknown,Single,Less than $40K,Blue,31,6,3,1,1438.3,0,1438.3,0.561,3576,55,0.833,0 +720595083,Existing Customer,40,F,3,Unknown,Married,Less than $40K,Blue,30,4,2,3,1620,1278,342,0.595,4530,69,1.029,0.789 +787501758,Existing Customer,51,F,3,High School,Single,Less than $40K,Blue,39,5,2,1,4038,1237,2801,0.61,4188,68,0.545,0.306 +714990633,Existing Customer,56,M,4,Graduate,Single,$80K - $120K,Blue,36,5,3,2,2078,1696,382,0.562,4382,82,0.783,0.816 +714652383,Existing Customer,51,F,4,Graduate,Married,Less than $40K,Blue,36,5,3,2,1571,0,1571,0.89,4580,74,1.056,0 +788776008,Existing Customer,43,M,3,College,Married,$80K - $120K,Blue,24,6,3,1,4726,1161,3565,0.698,4683,91,0.896,0.246 +709176108,Existing Customer,56,F,4,Post-Graduate,Unknown,Less than $40K,Blue,49,5,3,3,4604,621,3983,0.814,4586,79,0.646,0.135 +719354433,Existing Customer,48,M,1,College,Single,$80K - $120K,Silver,36,6,3,3,34516,1629,32887,0.815,4042,78,0.592,0.047 +709368483,Existing Customer,56,M,2,Graduate,Married,$40K - $60K,Blue,45,5,2,1,1438.3,0,1438.3,0.913,4323,77,0.571,0 +717621333,Existing Customer,48,F,3,Unknown,Divorced,Less than $40K,Blue,36,5,2,1,2680,1871,809,0.955,4592,78,0.902,0.698 +716272158,Attrited Customer,41,F,3,College,Married,$40K - $60K,Blue,15,5,3,4,4312,2517,1795,0.741,2693,56,0.436,0.584 +803355408,Existing Customer,50,M,2,Unknown,Married,$60K - $80K,Blue,44,5,3,1,2205,1659,546,0.891,4813,77,0.674,0.752 +717073308,Existing Customer,44,F,3,College,Married,Less than $40K,Blue,31,5,6,2,2679,727,1952,0.894,4804,78,0.814,0.271 +789105183,Existing Customer,54,M,3,Post-Graduate,Single,$80K - $120K,Silver,42,3,1,2,34516,2488,32028,0.552,4401,87,0.776,0.072 +721305408,Existing Customer,48,F,2,Graduate,Married,Less than $40K,Blue,37,4,2,1,3378,0,3378,0.58,4761,81,0.884,0 +715739733,Existing Customer,34,M,1,High School,Single,$40K - $60K,Blue,25,4,1,2,1793,1141,652,0.715,5293,88,0.76,0.636 +779217333,Existing Customer,59,F,0,Graduate,Divorced,Less than $40K,Blue,49,6,2,3,2228,1502,726,0.719,3922,75,1.027,0.674 +712133508,Existing Customer,41,F,3,College,Single,$40K - $60K,Blue,22,5,0,2,2577,1582,995,0.697,4734,75,0.596,0.614 +714602658,Attrited Customer,39,F,1,Graduate,Married,Less than $40K,Blue,36,1,2,3,1462,0,1462,0.393,1998,36,0.161,0 +712446783,Attrited Customer,50,F,4,Graduate,Married,Less than $40K,Blue,30,5,3,4,4038,1530,2508,0.724,2400,41,0.323,0.379 +720049083,Attrited Customer,35,F,1,Unknown,Divorced,Unknown,Blue,24,5,3,3,1438.3,0,1438.3,0.849,2355,47,0.567,0 +824172258,Existing Customer,34,F,2,Unknown,Divorced,Less than $40K,Blue,30,3,1,2,4408,1510,2898,0.73,4495,77,0.833,0.343 +717695058,Existing Customer,46,F,5,High School,Married,Unknown,Blue,35,3,1,3,4163,0,4163,0.743,4763,76,0.854,0 +719782458,Existing Customer,49,F,1,Graduate,Married,$40K - $60K,Blue,39,3,3,3,7201,1992,5209,0.778,3981,76,0.949,0.277 +718141983,Existing Customer,49,M,0,High School,Single,$80K - $120K,Blue,43,6,3,1,1883,1295,588,0.81,5187,89,0.712,0.688 +718853358,Existing Customer,42,F,3,Graduate,Single,Less than $40K,Blue,36,5,1,2,3308,2517,791,0.543,5104,85,0.545,0.761 +772539558,Existing Customer,65,F,0,College,Single,Less than $40K,Blue,55,3,3,0,2022,0,2022,0.579,4623,65,0.548,0 +817094283,Existing Customer,43,F,5,Graduate,Married,Less than $40K,Blue,23,5,3,3,8597,903,7694,0.773,5173,78,0.733,0.105 +716932308,Existing Customer,38,F,2,College,Married,Unknown,Blue,28,5,1,3,4693,634,4059,0.909,4460,79,0.837,0.135 +714738858,Existing Customer,52,F,1,Graduate,Unknown,Less than $40K,Blue,36,6,1,3,2873,1714,1159,0.796,4620,81,0.884,0.597 +772409733,Existing Customer,39,F,3,High School,Divorced,$40K - $60K,Blue,28,4,1,3,3400,2307,1093,0.901,4742,90,0.698,0.679 +717534108,Existing Customer,48,F,3,High School,Divorced,$40K - $60K,Blue,40,3,1,3,2405,1410,995,0.866,4421,79,0.881,0.586 +816378033,Attrited Customer,46,M,4,Uneducated,Single,$80K - $120K,Gold,41,6,3,2,34516,1104,33412,0.591,1989,47,0.741,0.032 +790141308,Existing Customer,44,M,2,College,Married,$80K - $120K,Blue,37,5,3,1,8241,0,8241,0.723,4436,79,0.756,0 +710770383,Existing Customer,53,F,2,Graduate,Married,$40K - $60K,Blue,36,4,3,1,1438.3,582,856.3,0.611,4915,92,0.769,0.405 +711351108,Existing Customer,44,F,3,High School,Unknown,Less than $40K,Blue,36,3,3,2,2608,1804,804,0.847,4671,61,0.694,0.692 +713744058,Existing Customer,41,F,3,High School,Married,Less than $40K,Blue,36,6,2,3,2359,1509,850,1.1,5232,78,0.814,0.64 +708998583,Existing Customer,47,F,4,Post-Graduate,Married,Less than $40K,Blue,39,6,2,2,1790,0,1790,0.516,4141,87,0.74,0 +827451333,Attrited Customer,54,F,2,Uneducated,Married,Less than $40K,Blue,50,3,6,3,2247,0,2247,0.641,2615,37,0.423,0 +714228558,Existing Customer,40,M,3,High School,Single,$80K - $120K,Blue,36,5,3,3,3624,0,3624,0.74,4749,82,0.864,0 +797668983,Existing Customer,42,F,4,Graduate,Married,Less than $40K,Blue,36,6,2,1,1438.3,0,1438.3,0.795,4396,70,0.628,0 +713023158,Existing Customer,39,F,2,College,Married,$40K - $60K,Blue,31,3,1,2,2901,2143,758,0.948,4239,78,0.733,0.739 +709982658,Existing Customer,41,F,2,College,Married,Less than $40K,Blue,31,4,2,3,9759,2038,7721,0.622,4226,77,0.638,0.209 +715398858,Existing Customer,57,F,3,Post-Graduate,Married,Less than $40K,Blue,36,4,3,2,2525,1203,1322,0.725,4360,78,0.857,0.476 +715615233,Existing Customer,60,F,1,High School,Divorced,Less than $40K,Blue,48,5,3,3,2737,1812,925,0.703,4507,86,0.955,0.662 +710650608,Existing Customer,51,M,2,Graduate,Married,$80K - $120K,Blue,36,4,3,2,19262,1480,17782,0.649,4812,85,0.771,0.077 +803214108,Existing Customer,33,F,0,High School,Single,Unknown,Blue,27,6,1,1,2252,1826,426,0.716,5055,68,1,0.811 +717202083,Attrited Customer,46,M,2,Unknown,Single,$80K - $120K,Blue,34,2,3,3,7077,0,7077,0.838,2619,41,0.519,0 +719051733,Existing Customer,63,M,0,College,Single,$60K - $80K,Blue,51,4,2,1,2706,889,1817,0.73,5047,64,0.882,0.329 +789900633,Existing Customer,49,F,2,High School,Married,$40K - $60K,Blue,40,5,3,2,3263,1522,1741,0.58,4288,69,0.725,0.466 +789122808,Attrited Customer,41,F,4,College,Married,$40K - $60K,Blue,29,5,2,3,3281,0,3281,0.875,2907,45,0.406,0 +709902108,Existing Customer,51,M,2,High School,Married,$80K - $120K,Blue,40,4,3,2,8169,794,7375,0.665,4927,70,0.944,0.097 +713666058,Existing Customer,46,F,5,College,Divorced,$40K - $60K,Blue,38,6,1,3,3276,1915,1361,0.672,4264,76,0.617,0.585 +711453783,Existing Customer,41,F,3,Unknown,Single,Less than $40K,Blue,29,4,2,3,1966,1452,514,0.621,4666,74,0.682,0.739 +778936008,Existing Customer,46,F,4,High School,Married,Unknown,Blue,30,3,1,3,5869,0,5869,0.852,5103,83,0.844,0 +708085458,Existing Customer,34,F,2,Uneducated,Single,Less than $40K,Blue,24,6,2,2,1438.3,0,1438.3,0.827,3940,82,0.952,0 +749067633,Existing Customer,45,F,2,Unknown,Married,Less than $40K,Blue,38,3,2,3,3682,0,3682,0.797,4015,77,0.51,0 +716170308,Existing Customer,27,F,0,Graduate,Divorced,Unknown,Blue,36,5,1,0,13439,2003,11436,0.936,4715,86,0.72,0.149 +711507783,Attrited Customer,54,F,2,Doctorate,Single,Less than $40K,Blue,42,3,4,3,1694,0,1694,0.354,1930,41,0.519,0 +819752133,Existing Customer,41,M,2,High School,Divorced,$80K - $120K,Blue,36,6,2,2,1636,986,650,0.833,4695,73,0.872,0.603 +711061908,Existing Customer,48,F,1,Graduate,Married,Less than $40K,Blue,38,6,2,3,1449,749,700,0.943,4039,50,0.852,0.517 +744231708,Existing Customer,45,F,2,Graduate,Married,Less than $40K,Blue,38,3,3,3,1513,788,725,0.677,4166,71,0.868,0.521 +716856408,Attrited Customer,39,F,4,Graduate,Single,Less than $40K,Blue,28,5,2,4,1438.3,0,1438.3,0.777,2392,44,0.375,0 +711780108,Existing Customer,46,F,4,Doctorate,Divorced,Less than $40K,Blue,38,4,3,2,4120,1578,2542,0.379,4792,81,0.588,0.383 +715178733,Existing Customer,47,F,2,Unknown,Single,Less than $40K,Blue,41,5,3,1,2289,1611,678,0.648,4817,77,0.75,0.704 +721418133,Existing Customer,45,F,3,Graduate,Single,Less than $40K,Blue,33,6,2,3,2016,972,1044,0.685,4535,82,0.745,0.482 +720124758,Attrited Customer,49,M,3,Uneducated,Married,$80K - $120K,Blue,40,5,4,3,2509,450,2059,0.654,2239,47,0.621,0.179 +809068983,Existing Customer,40,F,2,Graduate,Married,Less than $40K,Blue,35,3,1,3,3511,0,3511,0.758,5238,82,0.708,0 +711052308,Existing Customer,45,M,3,Post-Graduate,Divorced,$60K - $80K,Blue,37,6,3,3,2751,2432,319,0.905,4453,75,0.923,0.884 +718967433,Existing Customer,34,F,2,High School,Divorced,Less than $40K,Blue,36,3,6,3,2426,0,2426,0.888,4918,81,0.8,0 +709827933,Existing Customer,44,M,2,Graduate,Married,$80K - $120K,Blue,36,3,3,2,12230,1196,11034,0.62,3659,76,0.52,0.098 +787568433,Existing Customer,42,M,3,Graduate,Single,$60K - $80K,Blue,33,3,1,3,7328,936,6392,0.689,4518,79,0.795,0.128 +720256158,Existing Customer,47,F,2,High School,Married,Unknown,Blue,40,5,1,3,2264,0,2264,0.67,4279,75,0.531,0 +715435758,Existing Customer,42,M,2,Graduate,Single,$80K - $120K,Blue,36,3,1,3,3046,1231,1815,0.692,4711,77,0.878,0.404 +719505483,Existing Customer,51,F,0,Uneducated,Married,Unknown,Blue,36,6,3,2,5881,0,5881,0.71,4431,89,0.816,0 +721247883,Existing Customer,52,M,2,College,Married,$80K - $120K,Blue,41,4,2,3,16207,922,15285,0.635,3621,83,0.886,0.057 +772220433,Existing Customer,44,M,3,College,Unknown,$60K - $80K,Blue,33,6,3,2,15468,1187,14281,0.93,4484,81,0.841,0.077 +789692283,Existing Customer,47,F,5,College,Single,Less than $40K,Blue,34,4,3,2,5950,0,5950,0.44,4655,66,0.784,0 +815091333,Existing Customer,48,F,3,Unknown,Married,Less than $40K,Blue,43,3,1,2,3119,2196,923,0.81,4705,77,1.2,0.704 +778732158,Existing Customer,50,F,3,Uneducated,Unknown,Unknown,Blue,30,4,1,3,1507,0,1507,0.648,4037,83,0.729,0 +715129233,Existing Customer,51,F,4,High School,Single,Less than $40K,Blue,36,6,3,3,2902,1634,1268,0.588,4748,74,0.51,0.563 +714083208,Existing Customer,47,F,3,College,Married,Less than $40K,Blue,38,5,2,2,1585,1304,281,0.727,4656,80,0.6,0.823 +716559108,Existing Customer,47,F,1,High School,Single,Less than $40K,Blue,36,6,2,3,2899,2418,481,0.575,4296,68,0.838,0.834 +715102308,Existing Customer,50,F,2,Unknown,Married,$40K - $60K,Blue,36,5,1,2,2295,1277,1018,0.308,2245,47,0.679,0.556 +768814983,Existing Customer,39,F,2,Unknown,Married,Less than $40K,Blue,33,3,1,3,3251,1937,1314,0.685,4284,85,0.809,0.596 +788744058,Existing Customer,48,F,2,High School,Married,Unknown,Blue,27,3,1,2,4009,1361,2648,0.886,4506,80,0.86,0.339 +782802033,Attrited Customer,45,F,4,Unknown,Married,Less than $40K,Blue,39,3,2,2,3411,1472,1939,0.585,2108,55,0.618,0.432 +708499608,Existing Customer,49,M,5,Post-Graduate,Single,$40K - $60K,Silver,36,6,1,2,15525,1299,14226,0.452,4042,78,0.95,0.084 +794947683,Existing Customer,35,F,4,Graduate,Single,Less than $40K,Blue,29,6,3,0,2118,1189,929,1.158,4541,60,0.818,0.561 +716442333,Existing Customer,34,F,3,Graduate,Married,$40K - $60K,Blue,25,6,2,2,2275,1468,807,0.757,4977,88,0.692,0.645 +772189308,Existing Customer,59,F,1,College,Single,Less than $40K,Blue,48,5,2,0,2601,1888,713,0.773,4899,62,0.771,0.726 +721529583,Existing Customer,52,M,3,High School,Single,$80K - $120K,Blue,41,6,3,3,4642,2413,2229,0.797,3532,72,0.674,0.52 +713578608,Existing Customer,58,M,0,Doctorate,Single,Less than $40K,Blue,46,6,4,3,1438.3,0,1438.3,0.808,4082,82,0.822,0 +718976283,Existing Customer,51,F,2,Unknown,Single,Less than $40K,Blue,36,3,2,2,1858,1071,787,0.611,4388,66,0.535,0.576 +711505308,Existing Customer,59,F,1,Graduate,Single,Less than $40K,Blue,52,5,3,3,2636,1619,1017,0.565,4727,83,0.627,0.614 +711131958,Existing Customer,50,F,3,Doctorate,Single,$40K - $60K,Blue,42,4,3,3,3743,881,2862,0.77,4621,71,0.821,0.235 +714687858,Existing Customer,49,F,1,Graduate,Single,Less than $40K,Blue,41,6,1,3,1438.3,0,1438.3,0.53,4538,82,1.05,0 +780289308,Attrited Customer,61,F,0,High School,Married,Less than $40K,Blue,47,1,3,4,4130,0,4130,0.814,2418,57,0.781,0 +708504783,Existing Customer,47,M,3,Uneducated,Unknown,$40K - $60K,Blue,36,3,3,3,10960,1333,9627,0.678,3480,62,0.632,0.122 +778857108,Existing Customer,52,F,3,Post-Graduate,Married,$40K - $60K,Blue,33,3,2,0,3900,0,3900,1.092,4337,81,0.8,0 +756598833,Existing Customer,38,M,1,Uneducated,Married,Less than $40K,Blue,31,6,3,3,6236,1204,5032,0.817,5389,84,0.826,0.193 +718748133,Existing Customer,34,F,3,Graduate,Single,Unknown,Blue,23,5,1,0,2591,0,2591,0.61,3876,67,0.763,0 +714503433,Attrited Customer,57,F,2,Doctorate,Married,Less than $40K,Blue,36,1,3,3,1615,950,665,0.507,2212,43,0.387,0.588 +710869008,Existing Customer,47,F,3,Graduate,Single,Unknown,Blue,36,5,1,2,8332,0,8332,0.92,5108,78,1,0 +779643858,Existing Customer,55,F,1,Graduate,Married,Less than $40K,Blue,38,5,5,2,2033,1037,996,1.064,4100,82,0.708,0.51 +715250583,Existing Customer,55,M,2,Unknown,Single,$80K - $120K,Blue,48,3,2,3,8082,1138,6944,0.723,4277,59,0.788,0.141 +714396558,Existing Customer,57,F,3,High School,Married,Less than $40K,Blue,51,6,2,3,1511,0,1511,0.678,4683,87,0.706,0 +752766783,Existing Customer,43,F,4,Graduate,Divorced,Unknown,Blue,36,5,2,2,11536,2074,9462,0.549,4106,81,0.723,0.18 +715532208,Existing Customer,65,F,1,High School,Single,Less than $40K,Blue,55,3,3,2,4010,1504,2506,0.766,3807,61,0.564,0.375 +719130558,Existing Customer,55,F,2,Uneducated,Married,Less than $40K,Blue,44,5,2,3,1669,1000,669,0.717,4085,69,0.971,0.599 +806232408,Existing Customer,54,F,3,Graduate,Married,Unknown,Blue,49,5,1,2,11905,0,11905,0.881,4022,65,1.167,0 +715497558,Attrited Customer,44,F,1,College,Married,Less than $40K,Blue,36,6,3,3,3052,0,3052,0.868,2598,47,0.469,0 +716303583,Existing Customer,55,F,2,Graduate,Unknown,Less than $40K,Blue,36,5,1,2,2712,1617,1095,0.715,4858,73,0.738,0.596 +713522058,Existing Customer,39,F,0,College,Married,Less than $40K,Blue,30,3,2,3,1978,871,1107,0.636,4299,59,0.844,0.44 +719074308,Existing Customer,37,F,3,College,Married,Less than $40K,Blue,27,4,2,0,1438.3,687,751.3,0.778,4621,73,1.147,0.478 +711881733,Existing Customer,55,F,1,Graduate,Married,Less than $40K,Blue,46,3,3,3,1606,0,1606,0.855,4548,76,0.652,0 +710310108,Existing Customer,46,F,1,Doctorate,Married,Less than $40K,Blue,29,3,3,2,2406,1705,701,0.624,4665,89,0.816,0.709 +715814433,Existing Customer,44,M,4,Unknown,Single,$80K - $120K,Blue,36,6,2,3,5877,1160,4717,0.446,3565,83,0.729,0.197 +717252483,Attrited Customer,57,F,2,Graduate,Married,Less than $40K,Blue,41,3,3,3,2796,0,2796,0.729,2196,35,0.75,0 +770874483,Existing Customer,54,F,1,Post-Graduate,Married,Unknown,Blue,40,4,1,2,2876,1267,1609,0.617,4302,74,0.51,0.441 +719742108,Attrited Customer,38,F,1,High School,Single,Less than $40K,Blue,26,5,2,4,3554,0,3554,0.782,2372,44,0.63,0 +711064008,Existing Customer,48,F,2,Unknown,Single,Less than $40K,Blue,36,4,3,2,9505,2390,7115,0.727,3616,68,0.619,0.251 +717208833,Attrited Customer,34,F,3,High School,Single,Less than $40K,Blue,21,2,2,2,1576,0,1576,0.789,2703,56,1,0 +709022883,Existing Customer,44,F,4,College,Married,Less than $40K,Blue,36,6,3,2,1438.3,0,1438.3,0.651,4257,89,0.648,0 +713653983,Existing Customer,39,M,3,Uneducated,Single,$60K - $80K,Blue,26,4,2,1,2973,1136,1837,0.729,4342,87,0.776,0.382 +713463708,Attrited Customer,40,F,4,Graduate,Single,Less than $40K,Blue,25,4,2,3,1438.3,0,1438.3,0.628,2493,42,0.5,0 +789143283,Existing Customer,41,F,1,Uneducated,Single,Unknown,Blue,30,4,2,3,5647,1175,4472,0.802,4868,76,0.81,0.208 +778550583,Existing Customer,43,F,1,High School,Unknown,$40K - $60K,Blue,35,6,3,2,1766,0,1766,0.779,4808,87,0.673,0 +711181608,Existing Customer,50,F,2,Graduate,Unknown,Less than $40K,Blue,40,3,2,3,1606,0,1606,0.824,4129,68,0.744,0 +711790308,Attrited Customer,54,F,0,High School,Unknown,Less than $40K,Blue,34,4,3,3,2223,632,1591,0.665,2538,49,0.581,0.284 +779791908,Existing Customer,47,F,4,Post-Graduate,Single,$40K - $60K,Blue,36,6,3,3,2896,0,2896,0.961,4970,85,0.889,0 +789515283,Existing Customer,51,M,3,Graduate,Married,$60K - $80K,Blue,43,6,1,3,2157,1494,663,0.765,4784,69,0.605,0.693 +712046808,Attrited Customer,49,F,3,Doctorate,Divorced,Unknown,Blue,42,1,3,3,3802,1558,2244,0.489,2003,43,0.593,0.41 +712169883,Existing Customer,43,M,1,College,Married,$60K - $80K,Blue,36,3,3,2,13840,1079,12761,0.947,4190,74,0.805,0.078 +712637283,Existing Customer,36,F,2,Unknown,Unknown,Less than $40K,Blue,28,6,1,2,2169,1602,567,0.668,5182,78,0.814,0.739 +715555833,Existing Customer,47,F,3,Unknown,Single,Less than $40K,Blue,34,6,3,0,4862,0,4862,0.695,4167,86,0.593,0 +708712833,Existing Customer,45,F,5,Graduate,Married,Less than $40K,Blue,36,4,1,2,2289,1037,1252,0.504,4483,72,0.5,0.453 +717841683,Existing Customer,49,M,3,Unknown,Married,$60K - $80K,Blue,36,6,1,3,22651,1085,21566,0.81,3915,72,0.674,0.048 +708689958,Existing Customer,48,F,4,Unknown,Unknown,Less than $40K,Blue,36,4,3,2,2406,1744,662,0.694,4748,88,0.692,0.725 +708888633,Attrited Customer,52,M,3,Doctorate,Married,$80K - $120K,Blue,36,2,3,3,3022,895,2127,0.95,2724,38,0.9,0.296 +721012983,Existing Customer,46,M,3,Doctorate,Married,$80K - $120K,Blue,38,6,1,2,12935,1417,11518,0.738,3528,61,0.743,0.11 +812406183,Attrited Customer,45,F,4,Unknown,Single,Less than $40K,Blue,40,5,4,3,1438.3,0,1438.3,0.605,2207,41,0.64,0 +714595983,Attrited Customer,49,F,1,Uneducated,Married,$40K - $60K,Blue,41,4,3,3,1438.3,522,916.3,0.383,2030,37,0.37,0.363 +715725858,Existing Customer,43,F,3,Post-Graduate,Single,Less than $40K,Blue,26,6,2,2,2256,1346,910,0.911,4893,76,0.81,0.597 +720270633,Attrited Customer,40,F,3,Graduate,Single,Less than $40K,Blue,36,5,3,1,1516,0,1516,0.737,2709,54,0.385,0 +720269283,Existing Customer,48,F,3,Unknown,Unknown,$40K - $60K,Blue,33,3,2,2,2485,1651,834,1.1,4351,86,0.83,0.664 +710142258,Existing Customer,53,F,2,Unknown,Single,Less than $40K,Blue,36,5,2,2,1820,909,911,0.737,4665,67,0.763,0.499 +708525108,Existing Customer,54,F,2,Graduate,Married,Unknown,Blue,47,4,3,3,2156,1134,1022,0.669,4120,77,0.711,0.526 +709621008,Existing Customer,48,M,5,Post-Graduate,Single,$60K - $80K,Blue,30,6,3,2,5826,1482,4344,0.729,4135,76,0.767,0.254 +717181833,Existing Customer,39,F,1,Graduate,Single,Less than $40K,Silver,30,5,2,2,10190,891,9299,0.678,3768,59,0.967,0.087 +711288558,Existing Customer,45,F,3,Graduate,Single,Less than $40K,Blue,28,5,2,2,2035,1174,861,0.876,4670,77,0.638,0.577 +718653333,Attrited Customer,45,F,2,College,Single,Less than $40K,Blue,33,1,3,3,1833,0,1833,0.549,2037,31,0.292,0 +766628733,Existing Customer,56,M,3,Uneducated,Single,$60K - $80K,Blue,49,3,3,3,1623,0,1623,1.058,4965,74,0.805,0 +711724083,Attrited Customer,27,F,0,Unknown,Single,Less than $40K,Blue,16,6,1,3,1835,1647,188,0.513,1903,44,0.63,0.898 +719690733,Existing Customer,47,F,4,High School,Married,Less than $40K,Blue,40,4,2,2,4490,1989,2501,0.604,4346,70,0.795,0.443 +770783508,Existing Customer,48,M,3,Graduate,Divorced,$60K - $80K,Blue,34,6,3,2,11062,0,11062,0.761,4084,72,0.8,0 +713422083,Attrited Customer,30,F,0,Graduate,Single,Less than $40K,Blue,36,5,3,3,1574,0,1574,0.582,2560,59,0.788,0 +718026858,Existing Customer,52,F,2,College,Single,Less than $40K,Blue,36,3,2,2,2370,1490,880,0.63,4751,80,0.86,0.629 +716028108,Existing Customer,35,F,2,College,Single,Less than $40K,Blue,18,6,2,0,2658,0,2658,0.891,4667,83,0.93,0 +712222758,Attrited Customer,38,F,3,Graduate,Married,Less than $40K,Blue,36,3,2,3,2300,0,2300,0.703,2500,47,0.119,0 +718436133,Existing Customer,44,F,2,Graduate,Single,Less than $40K,Blue,36,5,2,3,2368,1244,1124,0.935,4289,71,0.868,0.525 +719313633,Existing Customer,53,F,0,High School,Married,$40K - $60K,Blue,36,6,2,3,2883,1936,947,0.861,4244,53,0.656,0.672 +814586958,Existing Customer,43,F,2,College,Divorced,Unknown,Blue,38,4,3,2,3264,2042,1222,0.752,4624,75,0.705,0.626 +804344733,Existing Customer,46,F,3,Unknown,Single,Less than $40K,Blue,41,3,2,2,1937,916,1021,0.807,4303,89,0.78,0.473 +717166383,Existing Customer,40,F,4,Unknown,Married,$40K - $60K,Blue,30,5,2,2,2166,1465,701,0.857,5097,82,0.673,0.676 +713060283,Existing Customer,43,F,5,Graduate,Married,$40K - $60K,Blue,34,5,1,3,7135,1164,5971,1.127,3746,81,1.189,0.163 +713070033,Existing Customer,56,F,2,Graduate,Single,Less than $40K,Blue,43,5,3,2,1438.3,787,651.3,0.737,4830,79,0.756,0.547 +793625583,Existing Customer,48,F,3,High School,Single,$40K - $60K,Blue,42,6,1,1,3743,2090,1653,0.969,4674,67,0.718,0.558 +713918358,Existing Customer,31,F,0,Uneducated,Divorced,Unknown,Blue,36,6,3,1,5190,1682,3508,0.888,4900,81,0.8,0.324 +714308283,Existing Customer,41,M,2,Doctorate,Married,$40K - $60K,Blue,32,5,3,3,6059,1171,4888,0.678,4119,70,0.667,0.193 +714086133,Existing Customer,47,F,4,Uneducated,Single,Less than $40K,Blue,36,4,2,3,2577,1450,1127,0.747,4576,83,0.766,0.563 +718872858,Existing Customer,43,F,2,High School,Married,Less than $40K,Blue,36,5,1,3,3761,2121,1640,0.694,4476,79,0.927,0.564 +718148358,Attrited Customer,50,F,3,High School,Married,Less than $40K,Blue,36,2,3,3,1572,0,1572,0.74,2447,41,0.577,0 +709665783,Existing Customer,39,F,1,Unknown,Married,$40K - $60K,Blue,36,3,1,1,1637,0,1637,0.889,4800,70,0.795,0 +708483708,Existing Customer,51,M,2,Unknown,Married,$120K +,Blue,36,5,3,2,28600,0,28600,0.506,4336,66,0.61,0 +715347783,Existing Customer,40,M,4,High School,Married,Less than $40K,Blue,35,3,3,1,4402,1524,2878,0.628,3063,57,0.9,0.346 +709054083,Existing Customer,50,F,1,Graduate,Unknown,Less than $40K,Blue,32,6,1,3,2652,1911,741,0.831,4816,79,0.881,0.721 +807915408,Existing Customer,41,F,2,College,Married,$40K - $60K,Blue,36,6,2,3,6602,0,6602,0.743,4479,82,0.822,0 +794507133,Attrited Customer,37,F,2,Doctorate,Single,$40K - $60K,Blue,18,4,1,3,1900,0,1900,0.776,2880,46,0.353,0 +712569408,Existing Customer,56,F,4,Doctorate,Single,$40K - $60K,Blue,44,4,2,3,3455,1385,2070,0.773,4925,82,0.745,0.401 +788805108,Existing Customer,47,M,3,High School,Single,$60K - $80K,Blue,30,5,3,3,18123,1775,16348,0.593,4259,80,0.86,0.098 +710150208,Existing Customer,44,F,4,Post-Graduate,Divorced,Less than $40K,Blue,26,4,1,3,2295,1250,1045,0.912,3834,69,0.643,0.545 +711825558,Existing Customer,38,M,3,Graduate,Married,$80K - $120K,Blue,19,5,2,2,1518,1115,403,0.705,3595,65,0.857,0.735 +712891833,Existing Customer,45,F,2,Graduate,Unknown,Less than $40K,Blue,36,3,1,1,2723,1902,821,0.723,3875,84,0.75,0.698 +719680908,Existing Customer,47,F,0,College,Married,Less than $40K,Blue,27,3,1,3,1776,691,1085,0.878,4878,84,0.826,0.389 +801053208,Existing Customer,39,F,3,High School,Married,Less than $40K,Blue,33,3,3,1,1968,1270,698,0.975,4199,84,0.826,0.645 +758642733,Existing Customer,48,F,1,Graduate,Single,Less than $40K,Blue,41,5,1,1,1860,1054,806,0.963,5163,73,0.973,0.567 +771201408,Existing Customer,53,F,3,Graduate,Divorced,Less than $40K,Blue,40,3,2,3,2684,2126,558,0.69,5299,75,0.875,0.792 +789523683,Existing Customer,51,F,2,Graduate,Single,$40K - $60K,Blue,43,3,1,3,2180,1865,315,0.748,4348,77,0.51,0.856 +767266758,Attrited Customer,41,F,2,High School,Single,Less than $40K,Blue,34,1,3,4,1661,0,1661,0.786,2473,49,0.75,0 +713732883,Existing Customer,38,F,0,Uneducated,Single,Less than $40K,Blue,36,4,1,2,1679,0,1679,0.658,4771,81,0.761,0 +720739083,Attrited Customer,36,F,2,Post-Graduate,Married,Less than $40K,Blue,25,5,2,3,1691,0,1691,0.865,2716,63,0.703,0 +718010133,Existing Customer,46,F,2,Post-Graduate,Single,Less than $40K,Blue,35,4,2,3,2888,1641,1247,0.976,3703,61,1.179,0.568 +771518658,Existing Customer,58,F,1,High School,Married,$40K - $60K,Blue,46,5,3,1,1871,1339,532,0.79,4553,90,0.731,0.716 +710508858,Existing Customer,44,F,2,High School,Unknown,Less than $40K,Blue,34,5,1,3,3226,2517,709,0.818,4317,81,0.884,0.78 +772590408,Existing Customer,41,M,5,Unknown,Married,$80K - $120K,Blue,31,3,3,1,12114,1379,10735,0.676,3964,90,0.837,0.114 +719334408,Existing Customer,42,F,3,Post-Graduate,Married,Less than $40K,Blue,36,6,3,1,4959,1483,3476,0.902,4286,71,0.614,0.299 +717500133,Existing Customer,42,M,4,Uneducated,Single,$80K - $120K,Blue,36,3,2,3,10374,599,9775,0.635,4240,63,0.853,0.058 +720988083,Existing Customer,45,F,1,Uneducated,Married,Less than $40K,Blue,35,3,3,2,1438.3,1080,358.3,0.802,4425,79,0.717,0.751 +713594883,Attrited Customer,44,F,2,Uneducated,Single,Unknown,Blue,32,5,3,3,1486,849,637,0.621,2380,43,0.87,0.571 +719848908,Existing Customer,41,F,3,Graduate,Married,Unknown,Blue,33,3,3,3,2542,0,2542,0.587,4087,73,0.78,0 +714962658,Attrited Customer,35,M,2,Unknown,Single,Less than $40K,Blue,36,5,3,3,1931,0,1931,0.862,2482,40,0.6,0 +717429258,Attrited Customer,48,F,3,Doctorate,Single,Less than $40K,Blue,39,3,3,4,1644,500,1144,0.784,2450,45,0.406,0.304 +717022533,Existing Customer,43,F,2,Post-Graduate,Single,$40K - $60K,Blue,36,4,1,3,2283,0,2283,0.899,4088,66,0.886,0 +710853033,Existing Customer,36,F,1,Doctorate,Unknown,Less than $40K,Blue,36,3,2,2,4943,1204,3739,0.417,4024,82,0.783,0.244 +709548783,Attrited Customer,44,M,2,Doctorate,Unknown,$40K - $60K,Blue,36,5,3,4,1438.3,0,1438.3,0.602,2100,54,0.588,0 +780055308,Existing Customer,43,F,3,College,Single,Less than $40K,Blue,28,3,1,3,1438.3,0,1438.3,0.83,4482,54,0.636,0 +714252933,Existing Customer,52,F,2,College,Divorced,Less than $40K,Blue,45,4,2,3,1438.3,0,1438.3,0.744,4737,80,0.818,0 +713336883,Attrited Customer,61,F,0,High School,Single,Less than $40K,Blue,36,4,3,4,1760,0,1760,0.457,2285,46,0.643,0 +713119308,Existing Customer,50,F,3,Unknown,Single,Less than $40K,Blue,39,4,4,3,1852,0,1852,0.801,4339,82,0.783,0 +710815608,Existing Customer,43,M,2,High School,Married,$60K - $80K,Blue,25,3,2,3,2049,1530,519,1.344,4521,70,0.628,0.747 +809626983,Attrited Customer,48,F,3,High School,Married,Less than $40K,Blue,43,3,3,3,1670,0,1670,0.707,2790,37,0.321,0 +803398983,Existing Customer,35,F,3,Unknown,Divorced,Less than $40K,Blue,29,4,2,3,1511,864,647,0.712,4823,64,0.829,0.572 +717568308,Existing Customer,39,M,1,Unknown,Single,$80K - $120K,Blue,36,4,2,1,6018,0,6018,0.703,4355,78,0.857,0 +711694083,Existing Customer,59,F,0,Post-Graduate,Single,Less than $40K,Blue,48,4,2,2,3030,1251,1779,0.694,4724,71,0.775,0.413 +712258308,Existing Customer,58,F,4,High School,Single,Less than $40K,Blue,39,3,1,3,2755,1483,1272,0.806,4394,75,0.63,0.538 +713884458,Existing Customer,51,M,4,High School,Single,$80K - $120K,Blue,37,6,2,2,8783,2142,6641,0.662,4425,83,0.766,0.244 +716160708,Existing Customer,64,M,1,Graduate,Single,Less than $40K,Blue,36,4,3,1,1861,1677,184,0.742,5225,94,0.679,0.901 +772728933,Attrited Customer,50,M,2,High School,Married,$120K +,Blue,40,6,4,3,13709,813,12896,0.65,2511,40,0.6,0.059 +815320383,Attrited Customer,46,F,3,Unknown,Unknown,Less than $40K,Blue,41,5,3,2,4710,0,4710,0.717,2690,43,0.955,0 +712117983,Existing Customer,49,M,4,Graduate,Married,$80K - $120K,Blue,39,6,3,2,17285,1853,15432,0.882,4787,60,0.714,0.107 +788694558,Existing Customer,53,F,3,Uneducated,Single,Less than $40K,Blue,40,5,2,3,1438.3,661,777.3,0.573,4463,87,0.812,0.46 +709275558,Existing Customer,54,M,2,Graduate,Single,$60K - $80K,Blue,44,6,3,2,7866,0,7866,0.76,4238,55,0.719,0 +711216933,Existing Customer,42,F,1,High School,Married,Less than $40K,Blue,36,4,3,1,2190,1299,891,0.938,5026,77,0.711,0.593 +717069033,Existing Customer,43,F,4,Graduate,Married,Less than $40K,Blue,30,4,1,3,4829,1153,3676,0.534,4778,65,0.97,0.239 +714992733,Existing Customer,46,M,3,Graduate,Divorced,$80K - $120K,Blue,36,5,1,1,3210,2081,1129,0.615,3962,62,0.938,0.648 +809445858,Existing Customer,38,F,0,Graduate,Single,Less than $40K,Blue,32,6,3,3,1755,750,1005,0.659,5000,79,0.837,0.427 +708859158,Existing Customer,47,F,4,Graduate,Single,$40K - $60K,Blue,37,4,1,1,1438.3,703,735.3,0.865,4341,80,0.951,0.489 +710040483,Existing Customer,37,M,3,Uneducated,Unknown,$60K - $80K,Blue,26,6,2,1,14485,2124,12361,0.527,3895,87,0.776,0.147 +714667608,Existing Customer,47,M,5,Post-Graduate,Married,$40K - $60K,Blue,36,4,3,2,6043,0,6043,0.627,4256,78,0.529,0 +714475908,Attrited Customer,43,M,2,Uneducated,Single,$60K - $80K,Blue,35,5,3,2,6348,0,6348,0.4,1732,39,0.393,0 +713656308,Existing Customer,56,F,0,High School,Married,Less than $40K,Blue,48,3,3,1,1438.3,0,1438.3,0.618,4210,75,0.5,0 +716790633,Attrited Customer,43,M,3,Graduate,Married,$60K - $80K,Blue,36,4,2,3,17239,0,17239,0.393,1789,38,0.357,0 +716127333,Attrited Customer,45,F,3,Graduate,Married,Unknown,Blue,36,5,2,3,18432,484,17948,0.557,2300,45,0.552,0.026 +713017758,Existing Customer,47,F,1,Uneducated,Single,Less than $40K,Blue,32,6,2,2,1636,1135,501,0.754,5056,85,0.809,0.694 +717893358,Existing Customer,43,F,3,Graduate,Married,Unknown,Blue,33,6,1,3,7951,1456,6495,0.882,4452,65,0.512,0.183 +780032208,Attrited Customer,44,M,3,Graduate,Married,$60K - $80K,Blue,34,5,3,3,14201,0,14201,0.574,2223,47,0.679,0 +720219633,Existing Customer,52,F,0,Graduate,Unknown,$40K - $60K,Blue,42,4,3,2,2723,1544,1179,0.794,4108,70,1.258,0.567 +711676008,Existing Customer,52,F,1,Graduate,Single,Less than $40K,Blue,44,5,2,2,2019,991,1028,0.799,3603,59,0.967,0.491 +714192033,Existing Customer,43,F,3,High School,Single,Unknown,Blue,25,5,1,2,10305,1870,8435,0.722,4018,63,0.8,0.181 +713442933,Existing Customer,49,M,3,Unknown,Married,$40K - $60K,Blue,32,4,3,3,3114,2208,906,0.824,5219,86,0.686,0.709 +789052308,Attrited Customer,40,M,3,Graduate,Unknown,$40K - $60K,Blue,28,6,2,2,4323,0,4323,0.817,2451,38,0.727,0 +714948858,Attrited Customer,50,F,2,Unknown,Single,Less than $40K,Blue,36,3,2,2,3647,2517,1130,0.842,2935,58,0.933,0.69 +711772983,Existing Customer,43,M,2,High School,Single,$60K - $80K,Blue,35,5,2,2,1849,1293,556,0.835,4678,71,0.972,0.699 +802937058,Existing Customer,53,M,1,Graduate,Married,$80K - $120K,Blue,47,3,3,1,2540,1859,681,0.768,4480,80,0.702,0.732 +712493058,Existing Customer,42,F,5,High School,Single,Unknown,Blue,31,6,3,2,4972,0,4972,0.719,4524,72,0.756,0 +718808883,Existing Customer,55,F,2,Graduate,Single,Less than $40K,Silver,47,3,3,1,13565,0,13565,0.56,3705,69,0.917,0 +719685408,Attrited Customer,40,M,2,Uneducated,Married,$60K - $80K,Blue,29,3,2,2,6332,318,6014,0.783,2505,43,0.536,0.05 +708829758,Existing Customer,41,M,2,High School,Married,$60K - $80K,Blue,36,4,3,2,6062,761,5301,0.307,3877,66,0.375,0.126 +710792733,Existing Customer,47,F,3,Post-Graduate,Married,Less than $40K,Blue,29,4,2,2,2897,638,2259,1.041,4491,75,0.786,0.22 +716838633,Existing Customer,46,M,4,High School,Single,$60K - $80K,Blue,36,4,5,0,13407,1341,12066,0.928,4869,84,0.615,0.1 +714041283,Existing Customer,50,F,2,Graduate,Single,Unknown,Blue,40,5,2,2,6610,1663,4947,0.813,4735,83,0.766,0.252 +710284233,Attrited Customer,33,M,4,Uneducated,Married,$80K - $120K,Blue,36,5,3,4,1438.3,0,1438.3,0.98,2439,43,0.72,0 +752944533,Existing Customer,45,F,5,High School,Married,Less than $40K,Blue,34,4,1,2,2030,1269,761,0.646,5067,88,0.725,0.625 +713312208,Attrited Customer,53,M,1,High School,Married,$40K - $60K,Blue,43,1,2,3,3146,0,3146,0.414,1868,38,0.31,0 +804045933,Existing Customer,36,M,0,Graduate,Married,$80K - $120K,Blue,30,5,3,2,5302,2414,2888,0.779,4284,74,0.682,0.455 +716662683,Existing Customer,55,F,2,Unknown,Single,Less than $40K,Blue,45,6,2,3,3185,1820,1365,0.965,5069,81,1.025,0.571 +713432508,Existing Customer,42,F,3,Post-Graduate,Married,Less than $40K,Blue,36,4,3,2,4328,1749,2579,0.806,4593,72,1,0.404 +799475658,Existing Customer,51,F,3,Uneducated,Married,Less than $40K,Blue,45,3,3,3,2238,1300,938,1.071,4508,79,0.756,0.581 +719849958,Existing Customer,44,F,4,Graduate,Single,Less than $40K,Blue,36,4,3,3,2658,1884,774,0.627,4779,83,0.93,0.709 +715803933,Existing Customer,47,M,1,Post-Graduate,Single,$60K - $80K,Blue,36,4,2,2,9090,1371,7719,0.64,4422,65,0.585,0.151 +779486433,Existing Customer,46,F,5,Unknown,Single,Less than $40K,Blue,28,3,2,3,2424,2169,255,0.613,4209,76,0.767,0.895 +708281433,Existing Customer,57,F,2,Graduate,Married,Less than $40K,Blue,36,5,1,3,1438.3,0,1438.3,0.565,3848,75,0.705,0 +779844408,Attrited Customer,43,F,1,Post-Graduate,Married,Less than $40K,Blue,27,4,3,3,1438.3,0,1438.3,0.481,2137,40,0.333,0 +721306908,Existing Customer,61,F,1,Graduate,Single,Unknown,Blue,44,4,3,2,2303,540,1763,0.57,3440,46,0.704,0.234 +713964858,Existing Customer,51,M,2,Graduate,Divorced,$120K +,Blue,41,4,2,3,2792,887,1905,0.793,4074,81,0.8,0.318 +717545808,Existing Customer,44,F,4,Post-Graduate,Single,Less than $40K,Blue,32,3,1,2,2900,1987,913,0.667,4549,70,0.75,0.685 +771232533,Existing Customer,46,F,2,Graduate,Married,Less than $40K,Blue,33,3,3,3,2267,1283,984,0.761,4249,81,0.8,0.566 +710883483,Existing Customer,52,F,1,Graduate,Married,$40K - $60K,Blue,34,3,3,3,4189,2066,2123,0.686,4661,85,0.735,0.493 +801715383,Attrited Customer,45,M,4,Graduate,Married,$60K - $80K,Blue,39,6,3,2,12890,0,12890,0.576,2216,51,0.545,0 +719594433,Existing Customer,35,F,2,Graduate,Single,Unknown,Blue,26,6,1,2,3269,1434,1835,0.63,4672,66,0.65,0.439 +716310633,Existing Customer,59,F,1,Post-Graduate,Single,Less than $40K,Blue,36,6,2,2,2759,2481,278,0.588,5037,84,0.68,0.899 +714188883,Attrited Customer,46,F,5,Doctorate,Single,Less than $40K,Blue,37,3,2,2,1787,0,1787,0.654,2345,36,0.286,0 +772437633,Existing Customer,43,M,3,Graduate,Single,$60K - $80K,Blue,33,4,2,3,6854,0,6854,0.703,4578,72,0.756,0 +708536283,Attrited Customer,35,M,1,Doctorate,Single,$80K - $120K,Blue,27,3,2,2,2904,2517,387,0.624,2653,46,0.586,0.867 +772569033,Existing Customer,44,M,0,High School,Divorced,$80K - $120K,Blue,34,5,2,2,5293,1236,4057,0.848,4572,90,0.8,0.234 +714443883,Existing Customer,57,F,3,Graduate,Married,Less than $40K,Blue,49,4,2,1,1781,0,1781,0.57,4593,81,0.8,0 +710369658,Existing Customer,50,M,3,Unknown,Married,$60K - $80K,Blue,36,4,3,2,3276,2353,923,0.725,4488,92,0.736,0.718 +788440083,Existing Customer,55,M,2,Uneducated,Single,$60K - $80K,Silver,48,5,3,3,34516,1384,33132,0.625,3807,82,0.864,0.04 +773332908,Existing Customer,48,M,4,High School,Unknown,$60K - $80K,Blue,30,3,3,2,14670,1900,12770,0.806,4221,83,0.766,0.13 +709307808,Attrited Customer,59,F,2,High School,Married,$40K - $60K,Blue,36,3,3,3,4375,0,4375,0.621,2507,53,0.472,0 +712507758,Existing Customer,36,F,2,College,Unknown,Unknown,Blue,24,6,3,3,3448,1903,1545,0.841,5471,87,0.642,0.552 +715701033,Attrited Customer,43,M,2,Graduate,Married,$80K - $120K,Blue,33,5,3,3,2111,1761,350,0.753,2112,46,0.769,0.834 +718478883,Existing Customer,55,F,2,College,Single,Less than $40K,Blue,36,4,1,3,3123,0,3123,0.513,4424,81,0.723,0 +788734158,Existing Customer,42,M,4,Graduate,Married,$40K - $60K,Blue,19,5,3,2,8374,0,8374,0.885,4493,59,1.034,0 +794490858,Existing Customer,48,F,1,High School,Married,$40K - $60K,Silver,28,3,1,2,15713,1387,14326,0.904,4775,61,0.605,0.088 +718397658,Existing Customer,60,F,0,Unknown,Single,$40K - $60K,Blue,36,6,3,2,4115,1231,2884,0.745,3627,61,1.179,0.299 +718826883,Attrited Customer,50,M,3,Uneducated,Single,$80K - $120K,Blue,36,6,3,2,6925,0,6925,0.821,2506,36,0.44,0 +716733933,Existing Customer,42,F,2,High School,Married,Unknown,Blue,30,5,3,2,1898,725,1173,0.664,5051,64,1.065,0.382 +809307108,Existing Customer,44,F,1,High School,Single,Unknown,Blue,39,4,3,2,2021,1182,839,0.794,4209,77,0.833,0.585 +778671483,Existing Customer,33,F,3,Uneducated,Single,Less than $40K,Blue,13,5,3,3,1630,1008,622,0.695,4143,67,0.595,0.618 +815504583,Attrited Customer,48,F,4,Graduate,Single,$40K - $60K,Blue,43,3,2,4,1538,0,1538,0.684,2275,43,0.483,0 +789319458,Existing Customer,48,M,5,Uneducated,Single,$60K - $80K,Blue,38,6,2,3,22639,1481,21158,0.703,4219,65,0.477,0.065 +710382108,Existing Customer,39,F,3,Post-Graduate,Married,Less than $40K,Blue,19,5,1,2,2452,2423,29,0.778,4204,63,0.8,0.988 +720895533,Existing Customer,32,F,4,Unknown,Married,Less than $40K,Blue,22,6,3,3,1438.3,1056,382.3,0.986,4885,78,1.053,0.734 +709891608,Attrited Customer,41,M,2,High School,Married,$120K +,Blue,24,5,2,3,9924,0,9924,0.517,1949,43,0.483,0 +717136533,Existing Customer,37,F,2,Uneducated,Single,Less than $40K,Blue,26,4,2,2,2586,835,1751,0.721,4883,73,0.825,0.323 +790164408,Existing Customer,59,F,1,Unknown,Married,Less than $40K,Blue,52,6,3,3,2308,2094,214,0.722,4869,77,0.75,0.907 +795613233,Existing Customer,48,F,2,Graduate,Married,Unknown,Blue,42,4,2,0,10514,1494,9020,0.649,4949,76,0.81,0.142 +709009833,Existing Customer,54,M,3,Graduate,Married,$40K - $60K,Blue,44,3,3,3,1655,0,1655,0.766,4621,67,0.675,0 +720054183,Existing Customer,41,F,2,Graduate,Single,$40K - $60K,Blue,25,4,2,2,2768,2228,540,0.864,5112,86,0.87,0.805 +713193408,Existing Customer,59,F,0,Unknown,Single,Less than $40K,Blue,52,3,3,3,2533,2076,457,0.738,3816,75,0.829,0.82 +801508383,Existing Customer,48,M,2,Graduate,Married,$80K - $120K,Blue,42,6,3,2,25658,1721,23937,0.592,4498,85,0.635,0.067 +711949683,Attrited Customer,55,F,2,College,Divorced,$40K - $60K,Blue,36,6,2,3,4410,2517,1893,0.53,1883,44,0.63,0.571 +787747308,Attrited Customer,49,F,4,Uneducated,Unknown,Less than $40K,Blue,39,6,3,2,3468,2517,951,0.746,2494,39,0.345,0.726 +720064158,Existing Customer,51,F,3,Post-Graduate,Married,Less than $40K,Blue,36,4,2,3,1438.3,0,1438.3,0.709,4323,70,0.667,0 +779104608,Attrited Customer,34,F,3,High School,Unknown,Unknown,Blue,15,5,1,3,1438.3,0,1438.3,0.689,2819,48,0.6,0 +715477233,Existing Customer,55,F,1,High School,Unknown,Unknown,Blue,36,3,2,3,6968,1430,5538,0.95,4037,69,1.029,0.205 +719524383,Existing Customer,35,F,3,Graduate,Single,$40K - $60K,Blue,22,3,1,3,2441,1670,771,0.697,4105,73,0.553,0.684 +713804883,Attrited Customer,46,F,4,Post-Graduate,Single,Less than $40K,Blue,37,3,2,2,1836,0,1836,0.323,1799,28,0.167,0 +710359458,Existing Customer,50,F,1,Graduate,Married,$40K - $60K,Blue,36,5,1,3,2560,1807,753,0.995,4456,70,0.522,0.706 +716311683,Existing Customer,43,M,4,College,Married,$80K - $120K,Blue,36,4,1,2,32733,1448,31285,0.655,3452,54,0.862,0.044 +753795633,Attrited Customer,48,F,2,Uneducated,Married,Less than $40K,Blue,41,5,3,2,2964,2517,447,0.699,2327,38,0.81,0.849 +780076833,Existing Customer,44,M,1,Unknown,Unknown,$80K - $120K,Blue,29,6,1,2,8315,1008,7307,0.718,4088,66,0.61,0.121 +716019333,Existing Customer,65,F,0,Unknown,Single,Less than $40K,Blue,56,6,3,3,2279,1789,490,0.865,4091,82,0.907,0.785 +820657083,Existing Customer,53,M,4,College,Single,$80K - $120K,Silver,48,5,1,2,34516,800,33716,0.804,3819,72,0.6,0.023 +716901858,Existing Customer,49,M,4,Doctorate,Married,$40K - $60K,Blue,39,5,1,2,1438.3,0,1438.3,0.562,3691,77,0.51,0 +756571983,Existing Customer,45,F,3,High School,Single,Less than $40K,Blue,36,6,2,3,2020,1103,917,0.942,4951,85,0.932,0.546 +817607358,Attrited Customer,44,F,2,High School,Unknown,Unknown,Gold,35,3,3,3,34516,0,34516,0.767,2227,44,0.63,0 +778268508,Existing Customer,56,F,2,Uneducated,Single,Unknown,Blue,47,5,2,1,5261,1966,3295,0.672,4448,86,0.792,0.374 +778984383,Existing Customer,43,F,3,High School,Married,Unknown,Blue,31,3,3,1,2692,2039,653,0.853,4622,73,0.78,0.757 +720771933,Existing Customer,49,F,3,Post-Graduate,Married,$40K - $60K,Blue,36,5,2,1,1994,0,1994,0.829,4434,69,0.568,0 +748827033,Existing Customer,44,M,3,Graduate,Divorced,$60K - $80K,Blue,37,5,2,3,3290,0,3290,0.841,4780,84,0.615,0 +712591983,Existing Customer,52,F,5,Graduate,Single,$40K - $60K,Blue,41,4,2,3,3035,1960,1075,0.566,4104,79,0.927,0.646 +712181658,Existing Customer,37,F,2,Graduate,Single,$40K - $60K,Blue,36,4,3,1,2407,1552,855,0.62,4983,86,0.755,0.645 +712297683,Attrited Customer,47,F,3,College,Married,Less than $40K,Blue,35,6,3,2,1781,0,1781,0.693,2196,35,0.75,0 +714684933,Attrited Customer,40,F,1,Uneducated,Married,Less than $40K,Blue,28,5,2,3,3680,0,3680,0.729,2725,41,0.577,0 +720742083,Attrited Customer,48,F,4,Unknown,Married,Less than $40K,Blue,36,4,3,3,2740,2425,315,0.816,2431,46,0.394,0.885 +772310958,Existing Customer,42,F,2,Graduate,Married,Less than $40K,Blue,31,4,6,3,4311,822,3489,0.722,4965,94,0.541,0.191 +715343883,Existing Customer,42,F,3,High School,Single,Less than $40K,Blue,32,5,3,3,1931,1297,634,1.037,4693,66,0.833,0.672 +720470133,Existing Customer,59,M,0,Graduate,Single,Less than $40K,Blue,36,5,3,3,3604,1483,2121,0.597,4576,87,0.706,0.411 +710420133,Existing Customer,47,F,2,Graduate,Married,Less than $40K,Blue,34,6,2,2,2190,0,2190,0.63,4416,68,0.581,0 +720933408,Existing Customer,56,F,2,Uneducated,Unknown,Less than $40K,Blue,36,3,1,2,8438,1825,6613,0.589,4798,89,0.712,0.216 +716304483,Existing Customer,46,F,3,High School,Married,$40K - $60K,Blue,36,3,2,3,3413,2372,1041,0.7,5029,86,0.792,0.695 +719534058,Existing Customer,26,F,0,Graduate,Unknown,Less than $40K,Blue,14,3,2,1,2163,1942,221,0.582,4380,57,0.781,0.898 +710515308,Existing Customer,42,F,1,Graduate,Single,Less than $40K,Blue,36,4,3,1,3595,1904,1691,0.891,5025,84,0.647,0.53 +797241108,Existing Customer,47,M,1,Graduate,Married,$120K +,Blue,41,5,3,3,9036,1080,7956,0.742,4500,83,0.66,0.12 +708884658,Existing Customer,48,F,2,Graduate,Married,Less than $40K,Blue,31,5,1,1,2315,1565,750,0.873,4828,90,0.8,0.676 +794475483,Existing Customer,44,M,4,Uneducated,Married,$80K - $120K,Silver,27,4,3,2,34516,1043,33473,0.69,4654,59,0.639,0.03 +714315858,Existing Customer,56,F,3,High School,Married,Less than $40K,Blue,37,6,1,3,4008,1650,2358,1,5429,71,0.732,0.412 +717217983,Existing Customer,43,F,3,Graduate,Married,Less than $40K,Blue,30,6,2,3,3143,2517,626,0.959,5409,79,0.881,0.801 +721124658,Attrited Customer,40,M,3,Uneducated,Single,$80K - $120K,Blue,27,4,2,3,3427,0,3427,0.5,2625,63,0.5,0 +716753058,Existing Customer,38,F,3,Graduate,Single,Less than $40K,Blue,28,6,2,2,2699,564,2135,0.683,4813,78,0.814,0.209 +711069483,Existing Customer,40,F,2,Graduate,Single,Less than $40K,Blue,36,6,2,2,1538,0,1538,0.706,4884,79,0.881,0 +708478233,Existing Customer,48,F,3,Graduate,Married,$40K - $60K,Blue,36,4,2,2,5573,1238,4335,0.624,4348,90,0.837,0.222 +710783358,Existing Customer,46,M,3,High School,Unknown,$80K - $120K,Blue,35,5,3,2,2570,1764,806,0.786,4442,85,0.771,0.686 +713710383,Existing Customer,43,M,2,High School,Unknown,$80K - $120K,Blue,30,4,2,1,18008,2517,15491,0.775,2659,55,0.833,0.14 +720815208,Attrited Customer,52,M,0,High School,Single,$120K +,Blue,39,5,3,3,34516,216,34300,0.556,2395,47,0.306,0.006 +721338783,Existing Customer,49,F,4,Uneducated,Married,Unknown,Blue,36,3,2,3,13483,2517,10966,0.733,3427,72,0.6,0.187 +714121983,Existing Customer,49,F,3,Graduate,Single,Unknown,Blue,42,4,2,3,4349,1400,2949,0.641,4694,84,0.75,0.322 +715061733,Existing Customer,42,M,3,College,Single,$60K - $80K,Blue,36,4,1,3,11698,1060,10638,1.282,3539,81,0.929,0.091 +720520308,Attrited Customer,46,F,4,Graduate,Married,Less than $40K,Blue,28,4,2,3,8318,2517,5801,0.69,2427,52,0.625,0.303 +806908608,Existing Customer,46,F,2,Unknown,Married,Less than $40K,Blue,41,5,2,3,1438.3,0,1438.3,0.691,3942,78,1.229,0 +798972183,Attrited Customer,49,F,2,Unknown,Single,$40K - $60K,Blue,43,1,3,2,1643,526,1117,0.829,2520,38,0.583,0.32 +715030308,Existing Customer,42,M,4,Graduate,Married,$40K - $60K,Blue,27,5,1,2,1503,929,574,0.892,4680,67,0.971,0.618 +708244458,Existing Customer,47,F,2,Unknown,Married,Less than $40K,Blue,35,3,3,2,2793,1517,1276,0.712,3485,72,0.895,0.543 +789479058,Existing Customer,45,F,4,College,Divorced,$40K - $60K,Blue,37,5,3,3,1438.3,0,1438.3,0.835,4459,66,0.833,0 +784998108,Existing Customer,33,M,3,High School,Married,$80K - $120K,Blue,22,5,3,2,9094,0,9094,0.631,4203,76,0.727,0 +711808383,Existing Customer,50,M,3,Graduate,Divorced,$60K - $80K,Blue,39,5,1,3,6362,1709,4653,1.016,4476,85,0.735,0.269 +770839608,Existing Customer,60,F,1,Unknown,Single,Less than $40K,Blue,47,6,1,1,2394,1427,967,0.803,4611,82,0.783,0.596 +713866308,Existing Customer,45,M,4,Unknown,Single,$60K - $80K,Blue,36,5,2,1,15100,2004,13096,0.9,4135,76,0.689,0.133 +714250908,Attrited Customer,53,F,2,Graduate,Married,Less than $40K,Blue,47,3,4,2,2927,2517,410,0.419,2231,60,0.875,0.86 +739317558,Existing Customer,48,M,5,Graduate,Married,$80K - $120K,Blue,35,4,3,3,9030,2369,6661,0.662,4899,84,0.867,0.262 +718702908,Existing Customer,53,F,2,Unknown,Single,Less than $40K,Blue,36,6,2,1,1543,1041,502,0.92,4312,84,0.647,0.675 +720644883,Existing Customer,53,F,1,College,Married,Unknown,Blue,40,3,2,1,4941,1867,3074,0.73,5104,87,0.851,0.378 +717182883,Existing Customer,33,F,1,High School,Married,Unknown,Blue,36,3,2,2,2279,1432,847,0.855,4169,74,0.947,0.628 +719384433,Attrited Customer,44,F,3,High School,Divorced,Less than $40K,Blue,28,5,2,3,1877,1203,674,0.654,2581,57,0.781,0.641 +787301208,Existing Customer,52,M,2,Uneducated,Divorced,$40K - $60K,Blue,46,5,1,1,1438.3,0,1438.3,0.706,3763,74,0.85,0 +720924633,Existing Customer,40,F,5,Graduate,Unknown,Less than $40K,Blue,27,4,2,1,1438.3,0,1438.3,0.984,4397,73,0.553,0 +721316358,Existing Customer,41,M,3,High School,Married,$60K - $80K,Blue,28,5,1,1,9577,632,8945,0.379,4086,62,0.771,0.066 +716118633,Existing Customer,43,M,2,Post-Graduate,Divorced,$60K - $80K,Blue,36,6,1,1,5427,2177,3250,0.824,4328,73,0.622,0.401 +789880533,Attrited Customer,46,F,4,Graduate,Single,$40K - $60K,Blue,36,5,3,4,5913,1651,4262,0.79,2404,39,0.56,0.279 +711221958,Attrited Customer,43,F,3,Graduate,Single,$40K - $60K,Blue,26,3,2,2,2867,0,2867,0.703,2646,41,0.464,0 +715510683,Existing Customer,40,F,1,High School,Single,Less than $40K,Blue,29,3,2,2,2506,1362,1144,0.844,4665,82,0.745,0.543 +718689258,Existing Customer,39,F,2,Doctorate,Married,$40K - $60K,Blue,29,5,2,3,1693,1101,592,0.778,4203,87,0.851,0.65 +716368008,Attrited Customer,54,F,1,Graduate,Married,Unknown,Blue,36,4,2,2,3137,959,2178,1.008,2925,41,0.414,0.306 +712092783,Attrited Customer,47,F,3,Doctorate,Single,Less than $40K,Blue,40,6,2,3,2437,0,2437,0.664,2027,42,0.448,0 +789541458,Existing Customer,35,F,1,High School,Married,Less than $40K,Blue,28,6,0,2,1438.3,977,461.3,1.189,4840,85,1.073,0.679 +719539458,Existing Customer,46,F,3,Graduate,Single,Less than $40K,Blue,41,5,3,3,3913,0,3913,0.722,5170,93,0.86,0 +713082708,Existing Customer,41,F,2,High School,Married,Less than $40K,Blue,36,6,2,2,4953,991,3962,0.342,4183,67,0.489,0.2 +794665608,Existing Customer,48,F,3,Graduate,Single,$40K - $60K,Blue,33,4,2,3,5724,582,5142,0.817,4510,59,0.903,0.102 +712827258,Existing Customer,37,M,3,Uneducated,Married,$40K - $60K,Blue,25,5,0,3,1438.3,0,1438.3,1.023,5046,77,0.925,0 +714525633,Existing Customer,55,F,2,Unknown,Single,Less than $40K,Blue,36,3,3,2,1886,1023,863,0.708,4233,81,0.884,0.542 +708726708,Attrited Customer,42,F,3,Graduate,Single,$40K - $60K,Blue,36,6,2,3,1451,599,852,0.752,2192,35,0.458,0.413 +768498258,Existing Customer,47,F,1,High School,Married,Unknown,Blue,41,3,2,3,2950,1642,1308,0.8,4740,83,0.694,0.557 +712767858,Attrited Customer,42,F,0,College,Single,$40K - $60K,Blue,30,5,2,3,1438.3,1223,215.3,0.491,2181,43,0.593,0.85 +709231683,Existing Customer,36,F,2,Graduate,Unknown,$40K - $60K,Blue,23,6,2,3,2024,901,1123,0.659,4861,84,0.75,0.445 +712445583,Attrited Customer,33,F,0,College,Single,Unknown,Blue,15,3,1,4,2299,0,2299,0.663,2323,47,0.469,0 +711461658,Existing Customer,47,M,1,High School,Married,$40K - $60K,Blue,29,5,3,2,3291,1197,2094,0.672,3228,82,0.708,0.364 +713891133,Attrited Customer,41,F,2,Unknown,Single,Less than $40K,Blue,36,3,2,2,1438.3,834,604.3,0.407,1890,43,0.387,0.58 +710074458,Existing Customer,41,F,5,High School,Divorced,Less than $40K,Blue,34,3,1,3,2137,996,1141,0.625,4290,90,0.875,0.466 +779279883,Attrited Customer,60,F,2,High School,Married,Less than $40K,Blue,42,3,3,2,1438.3,0,1438.3,0.061,1628,42,0.077,0 +719674533,Existing Customer,48,M,3,Unknown,Single,$80K - $120K,Blue,44,5,1,3,16794,1527,15267,0.912,4040,76,0.689,0.091 +716535408,Existing Customer,43,M,3,Unknown,Married,$40K - $60K,Blue,32,3,1,3,12219,1462,10757,0.558,3843,69,0.605,0.12 +710319108,Existing Customer,54,F,2,High School,Married,Less than $40K,Blue,47,4,2,3,1804,1298,506,0.758,4542,73,0.921,0.72 +714777858,Existing Customer,60,F,2,Unknown,Married,Less than $40K,Blue,36,6,3,2,2343,2066,277,0.72,4858,69,0.917,0.882 +769974258,Existing Customer,44,M,3,Post-Graduate,Single,$80K - $120K,Blue,38,5,2,3,19724,0,19724,0.644,3830,82,0.673,0 +717819633,Existing Customer,49,F,3,Uneducated,Married,Less than $40K,Blue,42,6,1,2,3949,1463,2486,1.072,4124,57,0.839,0.37 +712953483,Attrited Customer,64,F,0,Graduate,Single,Less than $40K,Blue,36,1,3,4,1682,0,1682,0.75,1811,39,0.5,0 +779029458,Attrited Customer,54,F,1,Post-Graduate,Single,Less than $40K,Blue,35,4,3,3,1724,0,1724,0.67,2725,47,0.424,0 +721321383,Existing Customer,50,F,3,Doctorate,Married,Less than $40K,Blue,41,3,3,2,2372,1148,1224,0.872,4418,80,0.818,0.484 +716973333,Existing Customer,40,M,3,Uneducated,Married,$120K +,Blue,28,3,3,2,4642,1676,2966,0.615,5080,76,0.81,0.361 +709946658,Existing Customer,49,F,4,College,Single,$40K - $60K,Blue,30,5,3,3,2765,1211,1554,0.736,4629,58,0.706,0.438 +709243533,Existing Customer,49,F,2,Unknown,Single,Less than $40K,Blue,41,5,3,2,2555,1815,740,0.847,4552,75,0.829,0.71 +709999308,Existing Customer,51,M,3,Uneducated,Married,$80K - $120K,Blue,40,3,2,2,3150,0,3150,0.75,3477,78,0.857,0 +712389108,Existing Customer,43,F,2,Graduate,Married,Less than $40K,Blue,36,6,3,2,2570,2107,463,0.651,4058,83,0.766,0.82 +712305333,Existing Customer,59,M,0,Graduate,Single,$60K - $80K,Blue,53,4,2,2,4386,2505,1881,0.806,4064,65,0.806,0.571 +812785158,Existing Customer,42,M,4,Uneducated,Married,Less than $40K,Blue,37,4,3,2,2411,1797,614,0.607,4331,63,0.5,0.745 +765459858,Attrited Customer,47,M,3,Graduate,Divorced,Less than $40K,Blue,40,4,4,3,6397,0,6397,0.632,2511,56,0.556,0 +714894708,Attrited Customer,53,M,1,Uneducated,Unknown,$120K +,Blue,45,4,4,2,23958,2517,21441,0.702,2777,45,0.552,0.105 +711296508,Existing Customer,49,F,3,Graduate,Single,Less than $40K,Blue,42,5,2,3,2608,2455,153,0.886,4776,85,0.889,0.941 +795713058,Existing Customer,45,M,3,Post-Graduate,Married,$40K - $60K,Blue,39,3,1,2,4409,1753,2656,0.55,4292,76,0.652,0.398 +789487308,Existing Customer,48,M,2,Doctorate,Single,$60K - $80K,Blue,39,3,2,2,10033,0,10033,0.644,4106,78,0.902,0 +720130233,Attrited Customer,48,M,2,High School,Single,$60K - $80K,Blue,36,4,3,1,1641,0,1641,0.791,2536,45,0.364,0 +789047208,Existing Customer,57,F,2,High School,Single,Less than $40K,Blue,45,4,1,3,2454,1610,844,1.036,4983,79,0.795,0.656 +715864983,Existing Customer,56,F,2,High School,Married,Less than $40K,Blue,43,5,2,2,1978,0,1978,0.641,4870,83,0.844,0 +708765933,Existing Customer,46,M,2,Post-Graduate,Married,$60K - $80K,Blue,36,3,2,2,5464,887,4577,0.554,4866,81,0.62,0.162 +809320908,Existing Customer,42,M,3,High School,Single,$60K - $80K,Blue,37,3,3,3,5951,0,5951,0.742,4160,84,0.867,0 +779324358,Existing Customer,49,F,2,Uneducated,Single,Less than $40K,Blue,31,6,1,3,2381,1603,778,0.687,4013,79,0.756,0.673 +713730108,Existing Customer,48,M,4,Post-Graduate,Divorced,$60K - $80K,Blue,38,3,2,2,11596,1258,10338,0.426,4686,67,0.675,0.108 +711783483,Existing Customer,55,F,3,Post-Graduate,Single,$40K - $60K,Blue,46,4,3,2,5162,984,4178,0.842,3562,72,0.895,0.191 +719294433,Existing Customer,63,F,1,Uneducated,Single,Unknown,Blue,55,4,3,1,16312,520,15792,0.806,4366,68,0.659,0.032 +718279008,Attrited Customer,44,M,3,High School,Single,$60K - $80K,Silver,36,5,2,3,25276,0,25276,0.849,2282,38,0.583,0 +721238508,Existing Customer,38,F,3,High School,Single,Less than $40K,Blue,26,3,3,3,1939,1484,455,0.576,4790,77,0.75,0.765 +709365483,Existing Customer,45,F,2,Doctorate,Divorced,$40K - $60K,Blue,36,5,3,3,2788,1826,962,0.521,4437,67,0.595,0.655 +718477983,Existing Customer,54,F,3,High School,Married,Less than $40K,Blue,42,4,2,3,1438.3,1108,330.3,0.782,4776,90,0.765,0.77 +719809533,Existing Customer,59,F,0,Unknown,Married,Less than $40K,Blue,36,6,1,4,2448,1969,479,0.713,5066,84,0.75,0.804 +717239133,Existing Customer,52,F,1,College,Married,Unknown,Blue,40,5,3,1,10317,642,9675,0.553,3939,60,0.875,0.062 +814091058,Attrited Customer,38,F,1,College,Single,Less than $40K,Blue,33,6,2,3,3119,2517,602,0.722,2492,50,0.515,0.807 +710555433,Attrited Customer,42,F,4,Graduate,Single,Less than $40K,Blue,36,6,2,2,2803,0,2803,0.623,2216,40,0.6,0 +770956158,Existing Customer,43,F,4,Graduate,Unknown,Less than $40K,Blue,30,3,2,1,2397,2151,246,0.839,4140,68,0.744,0.897 +718263108,Attrited Customer,44,F,3,Unknown,Divorced,Less than $40K,Blue,32,3,3,2,1693,1457,236,0.919,2829,42,0.615,0.861 +715984908,Existing Customer,52,M,2,Graduate,Married,$80K - $120K,Blue,36,4,3,2,2866,1882,984,0.803,4850,84,0.826,0.657 +711020358,Existing Customer,52,F,3,Uneducated,Unknown,$40K - $60K,Blue,36,5,2,2,2498,1650,848,0.673,4434,79,0.837,0.661 +788769783,Existing Customer,42,F,4,College,Divorced,Less than $40K,Blue,23,6,1,3,1878,1024,854,0.76,4707,74,0.897,0.545 +715496808,Existing Customer,53,F,1,Graduate,Married,$40K - $60K,Blue,36,6,3,3,2712,2487,225,0.571,4159,69,0.683,0.917 +779931783,Attrited Customer,52,M,2,High School,Single,$120K +,Blue,38,6,3,3,34516,0,34516,0.639,2213,47,0.382,0 +818763033,Existing Customer,34,F,3,Graduate,Married,$40K - $60K,Blue,29,6,1,1,6169,2517,3652,1.117,4794,71,0.69,0.408 +711953358,Existing Customer,51,M,2,Graduate,Married,$80K - $120K,Blue,35,4,2,2,6205,2264,3941,0.773,4605,88,0.725,0.365 +716485308,Existing Customer,43,F,2,Unknown,Unknown,Less than $40K,Blue,36,4,3,3,1780,1541,239,0.839,5008,93,0.722,0.866 +716432658,Existing Customer,48,F,3,High School,Married,Less than $40K,Blue,36,5,2,1,1438.3,0,1438.3,0.646,4490,65,0.625,0 +712691883,Attrited Customer,41,F,2,High School,Married,Less than $40K,Blue,36,3,2,2,2811,2404,407,0.491,2245,41,0.464,0.855 +712611108,Attrited Customer,59,F,1,Unknown,Single,Less than $40K,Blue,53,5,6,2,7501,2517,4984,0.663,2280,49,0.531,0.336 +716245833,Existing Customer,62,M,1,Graduate,Unknown,Less than $40K,Blue,36,6,3,2,2856,2517,339,0.615,4473,67,0.489,0.881 +780052008,Existing Customer,37,M,3,Unknown,Single,$80K - $120K,Blue,22,4,2,2,29898,1414,28484,0.453,3883,68,0.7,0.047 +709759908,Existing Customer,46,M,2,Graduate,Married,$60K - $80K,Blue,36,4,2,2,1939,685,1254,0.421,4327,84,0.68,0.353 +788667408,Existing Customer,50,F,2,High School,Married,Less than $40K,Blue,21,6,1,1,2965,1819,1146,0.796,4475,66,0.692,0.613 +721449408,Existing Customer,40,F,4,Unknown,Single,Less than $40K,Blue,25,6,2,1,2812,2029,783,0.634,4763,74,0.762,0.722 +708316008,Attrited Customer,59,F,1,Graduate,Single,Unknown,Blue,36,3,2,3,10031,0,10031,0.238,1792,29,0.074,0 +714655758,Existing Customer,62,M,0,Graduate,Divorced,$40K - $60K,Blue,36,6,3,2,4049,0,4049,0.567,4003,73,0.659,0 +711846183,Attrited Customer,38,F,3,Graduate,Single,$40K - $60K,Blue,26,3,2,3,2669,0,2669,0.67,2271,31,0.722,0 +720612333,Attrited Customer,44,F,3,College,Single,Less than $40K,Blue,28,6,2,2,1951,0,1951,0.772,2697,45,0.731,0 +714673833,Existing Customer,59,F,1,Graduate,Single,$40K - $60K,Blue,36,3,3,1,1528,0,1528,0.669,4411,77,0.833,0 +710525508,Attrited Customer,48,F,2,High School,Married,Less than $40K,Blue,36,6,3,3,1438.3,455,983.3,0.626,2090,50,0.562,0.316 +757854858,Attrited Customer,50,M,2,Unknown,Married,$60K - $80K,Blue,43,4,3,4,3143,0,3143,0.764,2297,37,0.321,0 +714658233,Existing Customer,46,F,5,High School,Unknown,Less than $40K,Blue,37,4,3,3,1438.3,725,713.3,0.715,3916,79,0.795,0.504 +716381808,Existing Customer,43,M,2,Unknown,Single,$40K - $60K,Blue,36,4,4,1,8406,0,8406,0.743,3820,75,0.63,0 +720831783,Existing Customer,50,F,0,High School,Unknown,Less than $40K,Blue,36,3,2,1,2242,888,1354,0.661,4708,81,0.558,0.396 +714319233,Attrited Customer,44,M,5,Graduate,Divorced,$60K - $80K,Blue,36,3,3,6,6538,0,6538,0.556,2132,33,0.571,0 +718178583,Existing Customer,42,F,2,Unknown,Married,Less than $40K,Blue,29,3,3,1,4710,1604,3106,0.607,4663,78,0.814,0.341 +708886533,Existing Customer,50,M,1,Graduate,Single,$120K +,Blue,41,4,1,3,13032,1701,11331,0.904,4348,77,0.878,0.131 +716239383,Existing Customer,45,F,4,High School,Married,Less than $40K,Blue,36,5,2,2,2225,0,2225,0.611,4138,85,0.771,0 +714672933,Existing Customer,52,F,3,Graduate,Married,$40K - $60K,Blue,36,6,4,2,3143,2268,875,0.801,4417,84,0.68,0.722 +809954133,Existing Customer,49,M,2,Uneducated,Married,$60K - $80K,Blue,44,6,1,3,5013,0,5013,0.822,5223,84,0.909,0 +714855108,Existing Customer,60,F,0,High School,Married,Less than $40K,Blue,50,6,0,1,3466,973,2493,0.652,4073,69,0.605,0.281 +718730283,Existing Customer,38,F,2,Graduate,Married,Less than $40K,Blue,18,5,3,3,1686,1206,480,0.767,4891,68,0.511,0.715 +709232808,Attrited Customer,44,F,3,Unknown,Divorced,$40K - $60K,Blue,34,2,3,2,1689,0,1689,0.202,1588,37,0.276,0 +804428958,Existing Customer,47,M,1,Graduate,Married,$40K - $60K,Blue,42,3,2,1,1626,0,1626,0.783,4847,78,1.053,0 +711474333,Attrited Customer,57,F,2,Uneducated,Single,Less than $40K,Blue,51,3,5,2,1614,0,1614,0.241,1690,38,0.357,0 +720070383,Existing Customer,41,F,3,Uneducated,Single,Unknown,Blue,29,6,3,3,2429,1966,463,1.046,4775,84,0.787,0.809 +720322008,Existing Customer,35,F,2,Unknown,Married,$40K - $60K,Blue,15,4,2,1,1438.3,834,604.3,0.684,4551,82,0.64,0.58 +714527433,Attrited Customer,39,M,4,Graduate,Married,$80K - $120K,Blue,30,5,2,2,17523,0,17523,0.424,1974,54,0.688,0 +789267633,Existing Customer,54,F,2,College,Married,Less than $40K,Blue,43,3,4,1,2573,1760,813,0.676,4404,93,0.824,0.684 +714523383,Existing Customer,43,F,3,Graduate,Single,$40K - $60K,Blue,33,3,2,2,2900,2122,778,0.631,4656,59,1.458,0.732 +713996283,Existing Customer,32,F,2,Post-Graduate,Single,Less than $40K,Blue,36,4,5,1,2352,2176,176,0.857,5209,93,0.755,0.925 +714557583,Existing Customer,58,F,2,College,Single,Less than $40K,Blue,36,6,4,0,2212,1902,310,0.691,4976,79,0.975,0.86 +714014733,Attrited Customer,33,M,2,College,Single,$80K - $120K,Blue,36,4,3,2,9642,1431,8211,0.561,2172,33,0.571,0.148 +779065458,Existing Customer,56,M,1,High School,Married,$120K +,Blue,37,4,1,3,9257,0,9257,0.722,4212,72,0.895,0 +712733958,Attrited Customer,46,F,2,Unknown,Single,Less than $40K,Blue,36,6,3,3,1731,0,1731,0.529,2304,46,1,0 +719231583,Existing Customer,61,M,1,Graduate,Unknown,$60K - $80K,Blue,49,6,2,2,16929,1838,15091,0.551,4799,79,0.519,0.109 +778801608,Existing Customer,50,M,2,College,Married,$80K - $120K,Blue,39,6,4,2,3606,1862,1744,0.689,3568,92,0.804,0.516 +720728133,Existing Customer,44,M,4,Uneducated,Single,$40K - $60K,Blue,33,4,3,3,1714,0,1714,0.849,4180,71,0.919,0 +718153233,Existing Customer,46,M,3,Uneducated,Married,$80K - $120K,Blue,36,3,2,2,23512,1562,21950,0.632,3764,60,0.538,0.066 +716122008,Attrited Customer,44,F,3,Unknown,Married,Less than $40K,Blue,35,3,3,2,1855,0,1855,0.988,2544,27,0.929,0 +714960408,Attrited Customer,44,F,3,College,Single,Less than $40K,Blue,34,4,3,1,1605,890,715,0.742,2722,45,0.5,0.555 +772382283,Attrited Customer,46,F,3,Graduate,Married,Less than $40K,Blue,36,3,3,3,2302,1593,709,0.671,2689,49,0.324,0.692 +817236708,Existing Customer,42,M,3,Uneducated,Married,$60K - $80K,Blue,25,6,2,3,13546,1720,11826,0.538,3943,73,0.698,0.127 +714266883,Attrited Customer,54,F,4,Post-Graduate,Unknown,Less than $40K,Blue,44,5,3,3,2440,503,1937,0.415,2334,51,0.594,0.206 +792795933,Existing Customer,39,F,1,Graduate,Single,Less than $40K,Blue,30,5,6,2,2669,2397,272,0.807,3847,65,0.585,0.898 +717219933,Attrited Customer,47,F,3,Unknown,Single,Less than $40K,Blue,35,4,3,6,2402,628,1774,0.689,1930,48,0.6,0.261 +719986758,Attrited Customer,46,F,2,Unknown,Single,$40K - $60K,Blue,33,5,3,6,3001,0,3001,0.74,2577,39,0.444,0 +712326708,Existing Customer,42,F,2,Unknown,Married,Less than $40K,Blue,31,6,2,3,2552,2220,332,0.782,4437,61,1.033,0.87 +721505358,Existing Customer,41,F,3,Unknown,Married,Less than $40K,Blue,34,3,6,2,2679,2214,465,1.036,4682,81,0.841,0.826 +804337233,Existing Customer,45,F,4,High School,Single,Less than $40K,Blue,35,3,2,2,1502,0,1502,0.739,4890,61,0.794,0 +785351133,Existing Customer,61,F,1,Graduate,Unknown,$40K - $60K,Blue,55,4,3,3,1438.3,0,1438.3,0.573,4518,81,0.723,0 +714034158,Existing Customer,46,F,4,Unknown,Married,Less than $40K,Blue,38,5,2,3,3331,1307,2024,0.617,3946,69,0.683,0.392 +720349983,Existing Customer,32,F,1,Unknown,Divorced,Less than $40K,Blue,19,3,2,1,1438.3,0,1438.3,0.686,4593,79,0.612,0 +720155583,Existing Customer,55,F,2,Unknown,Single,Less than $40K,Blue,39,3,2,3,2426,1589,837,0.87,5175,82,0.822,0.655 +806140383,Attrited Customer,59,M,2,High School,Single,$80K - $120K,Blue,54,3,2,2,2791,2396,395,0.889,2658,43,0.344,0.858 +799031958,Existing Customer,49,M,2,Unknown,Unknown,$80K - $120K,Blue,43,5,2,2,18379,999,17380,0.466,4122,70,0.707,0.054 +719556558,Existing Customer,46,M,2,Doctorate,Married,$120K +,Blue,34,6,3,1,3499,1759,1740,0.635,3972,67,0.558,0.503 +771455508,Existing Customer,60,F,0,College,Single,Less than $40K,Blue,48,5,1,3,1438.3,0,1438.3,0.653,4104,83,0.729,0 +712214283,Existing Customer,40,M,2,Graduate,Married,$120K +,Blue,28,6,3,3,18295,0,18295,0.625,4827,70,0.75,0 +712667058,Existing Customer,39,F,1,Graduate,Single,Less than $40K,Blue,29,4,1,3,1568,995,573,0.908,4531,76,0.81,0.635 +715393908,Existing Customer,57,F,2,Post-Graduate,Married,Less than $40K,Blue,36,3,0,1,2712,1445,1267,0.819,4520,79,0.881,0.533 +751518633,Attrited Customer,48,M,5,Post-Graduate,Single,$120K +,Silver,41,5,3,1,34516,2517,31999,0.553,2260,50,0.786,0.073 +769100508,Existing Customer,55,F,5,High School,Single,Less than $40K,Blue,49,6,2,1,2177,1472,705,0.787,5228,77,0.674,0.676 +720582558,Existing Customer,44,F,2,Uneducated,Married,Less than $40K,Blue,34,3,3,1,2296,0,2296,0.749,5108,87,0.74,0 +710773533,Existing Customer,43,F,3,Post-Graduate,Married,Less than $40K,Blue,35,5,3,3,2435,1595,840,0.691,5268,88,0.66,0.655 +712395408,Attrited Customer,51,F,3,Graduate,Divorced,Less than $40K,Blue,41,5,3,3,1495,691,804,0.705,2552,42,0.556,0.462 +818459733,Attrited Customer,41,M,3,Doctorate,Single,$120K +,Blue,26,3,2,2,9220,0,9220,0.733,2276,32,0.6,0 +708867408,Attrited Customer,52,M,2,High School,Married,$60K - $80K,Blue,40,3,4,2,23128,1958,21170,0.604,2050,35,0.667,0.085 +772457583,Existing Customer,47,F,2,Doctorate,Single,Less than $40K,Blue,37,3,0,1,4254,1204,3050,0.538,5385,93,0.691,0.283 +810271083,Attrited Customer,47,F,3,Unknown,Single,$40K - $60K,Blue,42,1,5,3,14897,0,14897,0.489,2164,53,0.606,0 +712649058,Existing Customer,54,F,2,Uneducated,Single,Less than $40K,Blue,36,3,2,2,3554,0,3554,0.929,4121,82,0.783,0 +788737083,Existing Customer,34,F,2,High School,Married,Less than $40K,Blue,13,6,2,2,1798,833,965,0.882,4551,84,0.787,0.463 +714012258,Existing Customer,44,F,2,College,Single,Less than $40K,Blue,34,3,2,1,2429,1687,742,0.766,4122,74,0.85,0.695 +757662258,Existing Customer,46,F,4,Graduate,Divorced,$40K - $60K,Blue,39,3,1,1,2477,1480,997,0.826,5138,77,0.974,0.597 +714388158,Existing Customer,36,F,2,Uneducated,Divorced,Unknown,Blue,36,3,2,1,14304,699,13605,0.549,4746,73,0.521,0.049 +720067083,Existing Customer,30,F,0,High School,Single,Less than $40K,Blue,36,5,1,1,1536,801,735,0.944,3904,74,0.897,0.521 +814529508,Existing Customer,39,F,3,High School,Unknown,Unknown,Blue,34,4,3,2,15370,686,14684,0.81,4106,71,1.029,0.045 +794068308,Existing Customer,45,M,4,Unknown,Unknown,$40K - $60K,Gold,39,5,1,2,23981,1684,22297,0.736,4141,73,0.521,0.07 +824812983,Existing Customer,42,M,3,Unknown,Single,$60K - $80K,Blue,38,5,1,1,6318,1397,4921,0.517,4166,86,0.755,0.221 +713396358,Existing Customer,32,F,1,Graduate,Single,Unknown,Blue,13,5,1,3,3558,816,2742,0.77,4878,71,0.578,0.229 +719420883,Attrited Customer,56,F,4,Graduate,Unknown,Less than $40K,Blue,44,5,3,3,1677,0,1677,0.835,2477,45,0.324,0 +785500533,Existing Customer,53,F,4,Unknown,Married,Less than $40K,Blue,47,3,2,2,2734,2085,649,0.764,4064,66,0.784,0.763 +712138008,Existing Customer,52,F,2,Graduate,Married,$40K - $60K,Blue,36,5,3,1,2396,1663,733,0.645,4569,70,0.667,0.694 +709279608,Existing Customer,45,M,4,High School,Married,$80K - $120K,Blue,35,5,2,3,9852,2277,7575,0.831,3813,71,0.614,0.231 +788771733,Existing Customer,49,M,4,High School,Single,$60K - $80K,Blue,30,5,3,3,1579,900,679,0.592,4354,70,0.707,0.57 +753365883,Attrited Customer,44,F,3,Unknown,Single,Unknown,Blue,37,3,2,3,1900,0,1900,0.864,2298,45,0.452,0 +770717883,Existing Customer,42,F,2,College,Married,$40K - $60K,Blue,28,6,2,1,1820,0,1820,0.658,4592,67,0.811,0 +716919633,Existing Customer,58,F,1,Uneducated,Unknown,$40K - $60K,Blue,39,5,1,1,2406,0,2406,1.016,4450,73,0.698,0 +717915783,Attrited Customer,60,M,0,Unknown,Married,$60K - $80K,Blue,47,5,1,3,4541,1037,3504,0.825,2829,44,0.467,0.228 +720099708,Existing Customer,51,F,4,Unknown,Single,Less than $40K,Blue,43,6,3,2,3124,2517,607,0.635,4716,68,0.581,0.806 +711004533,Existing Customer,44,F,2,Graduate,Single,Less than $40K,Blue,26,6,3,1,2240,1664,576,0.691,4399,80,0.6,0.743 +709482633,Existing Customer,43,F,4,Uneducated,Married,$40K - $60K,Blue,31,4,1,3,1773,882,891,0.68,5400,84,0.615,0.497 +717381183,Existing Customer,27,F,0,Graduate,Married,Less than $40K,Blue,36,3,2,2,1674,752,922,0.963,4513,57,0.966,0.449 +719716983,Existing Customer,46,F,4,Graduate,Married,Unknown,Blue,39,4,3,3,3257,0,3257,0.757,4042,85,0.848,0 +711117108,Existing Customer,48,F,3,High School,Married,Unknown,Silver,36,4,2,3,32611,1718,30893,0.971,3916,61,0.605,0.053 +780567408,Existing Customer,47,F,3,Graduate,Divorced,Less than $40K,Blue,38,5,1,2,3027,1671,1356,0.934,3912,77,0.925,0.552 +778810083,Existing Customer,45,F,3,Graduate,Single,Less than $40K,Blue,35,4,3,3,4210,0,4210,1.027,4175,58,0.933,0 +778696608,Existing Customer,46,M,3,Graduate,Divorced,$40K - $60K,Blue,27,5,2,3,10931,2297,8634,0.639,4802,73,0.872,0.21 +771469758,Existing Customer,55,M,3,Graduate,Single,$120K +,Blue,43,5,1,3,34516,0,34516,0.813,4131,66,0.61,0 +714172158,Existing Customer,51,F,0,Doctorate,Single,$40K - $60K,Blue,36,3,2,1,2637,1009,1628,0.574,4525,83,0.729,0.383 +713713983,Existing Customer,42,F,4,Graduate,Single,Less than $40K,Blue,33,4,2,2,2899,1952,947,0.667,4906,94,0.679,0.673 +787454133,Existing Customer,40,M,2,Unknown,Divorced,$120K +,Blue,26,3,2,3,1438.3,0,1438.3,0.634,4776,82,0.673,0 +709597983,Existing Customer,65,M,0,Doctorate,Divorced,Less than $40K,Blue,56,6,1,3,1573,653,920,0.71,3349,77,0.674,0.415 +708298233,Attrited Customer,49,F,3,Graduate,Married,Less than $40K,Blue,37,4,2,1,6184,0,6184,0.476,1756,49,0.324,0 +779885358,Existing Customer,51,M,0,College,Married,$120K +,Silver,35,5,1,2,34516,2332,32184,0.8,4587,82,0.745,0.068 +709938708,Existing Customer,56,F,3,Uneducated,Married,Unknown,Blue,47,4,1,2,1822,1118,704,0.896,4576,78,0.529,0.614 +719620983,Existing Customer,41,F,2,Unknown,Single,Less than $40K,Blue,29,6,3,0,2701,1839,862,0.765,4406,80,0.778,0.681 +712329933,Attrited Customer,47,F,1,High School,Unknown,Less than $40K,Blue,41,6,3,2,3654,0,3654,0.63,1998,44,0.467,0 +798280683,Existing Customer,37,M,3,Post-Graduate,Single,$80K - $120K,Blue,31,6,3,3,2626,1736,890,0.786,4714,93,0.788,0.661 +715265208,Existing Customer,48,F,1,High School,Single,Less than $40K,Blue,36,4,3,3,1438.3,812,626.3,0.667,3868,80,0.702,0.565 +826069983,Existing Customer,46,F,4,Graduate,Single,Unknown,Blue,42,4,0,3,13376,1633,11743,0.98,4515,63,1.172,0.122 +708890958,Existing Customer,55,M,3,Graduate,Single,$120K +,Blue,42,3,3,2,31636,2517,29119,0.718,4231,68,1.061,0.08 +708818508,Existing Customer,36,M,1,Unknown,Married,Less than $40K,Blue,26,5,2,2,3453,2517,936,0.585,4386,68,0.789,0.729 +795784008,Attrited Customer,44,F,3,Graduate,Married,Less than $40K,Blue,38,4,2,3,3889,2517,1372,0.405,1718,37,0.276,0.647 +714965958,Existing Customer,47,F,4,Post-Graduate,Unknown,$40K - $60K,Blue,36,6,2,3,2216,1800,416,0.751,4711,83,0.694,0.812 +716328558,Existing Customer,46,M,2,Uneducated,Married,$80K - $120K,Blue,38,4,5,2,11434,0,11434,0.84,4520,83,0.844,0 +780747033,Existing Customer,43,F,5,Graduate,Married,Unknown,Blue,34,5,1,3,3146,808,2338,0.711,4149,66,0.784,0.257 +713923233,Existing Customer,46,M,3,High School,Married,$80K - $120K,Blue,36,6,3,3,2790,2185,605,0.671,3392,86,0.755,0.783 +710962308,Existing Customer,57,F,4,High School,Single,Unknown,Blue,36,3,6,3,4396,834,3562,0.66,4826,88,0.913,0.19 +713254983,Existing Customer,62,M,0,Uneducated,Single,$60K - $80K,Blue,50,5,2,2,14314,656,13658,0.822,4355,70,0.667,0.046 +720275358,Attrited Customer,47,M,2,Graduate,Married,$40K - $60K,Blue,30,4,3,2,1889,0,1889,0.874,2479,46,0.533,0 +715964058,Existing Customer,39,F,1,High School,Single,Less than $40K,Blue,31,5,2,1,1862,726,1136,0.63,5105,79,1.026,0.39 +721461258,Existing Customer,53,M,0,High School,Married,$40K - $60K,Blue,39,5,2,2,2875,1671,1204,0.923,4399,88,0.692,0.581 +710727333,Attrited Customer,49,F,3,High School,Married,Less than $40K,Blue,36,4,2,2,1763,0,1763,0.896,2813,43,0.536,0 +717325158,Existing Customer,46,F,5,Graduate,Married,$40K - $60K,Blue,33,3,1,1,1438.3,883,555.3,0.708,4474,63,0.853,0.614 +825856083,Existing Customer,39,M,1,Post-Graduate,Single,$40K - $60K,Blue,35,5,1,1,2623,2121,502,0.722,4078,70,0.795,0.809 +807136758,Attrited Customer,58,F,2,High School,Married,Less than $40K,Blue,53,3,0,2,1944,0,1944,0.613,2412,40,0.481,0 +715400733,Attrited Customer,43,F,3,Uneducated,Married,$40K - $60K,Blue,36,6,4,3,1438.3,0,1438.3,0.747,2116,38,0.583,0 +713927283,Existing Customer,39,F,1,Graduate,Single,Unknown,Blue,34,3,1,1,2884,2517,367,0.693,4809,87,0.74,0.873 +711594858,Existing Customer,44,F,1,Unknown,Single,Less than $40K,Blue,36,3,3,2,2936,1297,1639,0.556,4509,70,0.795,0.442 +711389358,Attrited Customer,42,M,3,Graduate,Married,$40K - $60K,Blue,23,5,3,2,5791,2517,3274,0.69,2516,64,0.641,0.435 +720769533,Existing Customer,65,M,0,Graduate,Single,$40K - $60K,Blue,36,4,0,1,1438.3,682,756.3,0.713,4427,63,1.172,0.474 +715736283,Existing Customer,55,F,4,Doctorate,Single,Less than $40K,Blue,44,3,1,1,1912,0,1912,0.783,4666,98,0.719,0 +768949983,Existing Customer,31,F,2,Unknown,Single,Unknown,Blue,25,5,3,1,3288,2495,793,0.805,4370,83,0.886,0.759 +711253383,Attrited Customer,48,F,2,Unknown,Married,Unknown,Blue,38,6,2,3,4382,0,4382,0.714,2446,34,0.417,0 +798457833,Existing Customer,46,F,3,Graduate,Married,Unknown,Blue,40,5,1,3,3595,1087,2508,0.528,4534,71,0.919,0.302 +794554683,Attrited Customer,41,F,4,Graduate,Married,Less than $40K,Blue,26,4,2,2,3159,0,3159,0.916,2925,46,0.353,0 +789996783,Existing Customer,36,F,3,Uneducated,Unknown,Unknown,Blue,28,5,3,2,5393,2509,2884,0.679,4769,102,0.729,0.465 +712220283,Existing Customer,37,M,2,Graduate,Unknown,$80K - $120K,Blue,28,3,2,3,12222,0,12222,0.861,4215,63,0.537,0 +751150233,Existing Customer,43,M,5,Graduate,Single,Less than $40K,Blue,36,3,2,2,1438.3,0,1438.3,0.644,4459,65,0.477,0 +715815783,Existing Customer,46,M,3,Graduate,Married,$60K - $80K,Blue,29,3,2,2,3429,0,3429,0.637,4591,85,0.771,0 +712599783,Existing Customer,39,M,3,Uneducated,Single,$80K - $120K,Blue,36,4,2,1,12618,1585,11033,0.586,4768,82,0.864,0.126 +719653308,Existing Customer,49,F,3,Uneducated,Married,Less than $40K,Blue,40,5,2,2,6049,796,5253,0.821,4468,71,0.511,0.132 +708928908,Existing Customer,39,F,1,Graduate,Single,Less than $40K,Blue,23,4,3,3,2533,0,2533,0.998,5128,74,0.947,0 +709780158,Existing Customer,52,F,1,Graduate,Single,Unknown,Blue,35,4,4,2,2411,1379,1032,0.869,4812,79,0.717,0.572 +768675483,Existing Customer,41,M,4,College,Divorced,$60K - $80K,Blue,35,5,3,2,2001,0,2001,0.791,4455,82,0.64,0 +714243408,Existing Customer,46,F,2,Graduate,Single,Unknown,Blue,36,4,6,2,2042,1359,683,0.796,4917,73,0.973,0.666 +711323283,Attrited Customer,57,M,2,Uneducated,Married,$60K - $80K,Blue,41,3,3,2,2527,1030,1497,0.714,2767,43,0.387,0.408 +713499408,Existing Customer,49,M,1,Unknown,Married,Less than $40K,Blue,35,5,2,2,1438.3,0,1438.3,0.681,4109,71,0.919,0 +719245983,Existing Customer,46,F,4,Post-Graduate,Married,Unknown,Blue,38,6,3,2,13816,955,12861,0.699,4238,73,0.659,0.069 +810789708,Existing Customer,38,F,1,Post-Graduate,Single,Less than $40K,Blue,33,4,2,1,2256,0,2256,0.713,4587,92,0.878,0 +710301858,Existing Customer,49,F,5,High School,Married,Unknown,Silver,36,6,2,2,34516,2019,32497,0.614,3820,72,0.532,0.058 +718611333,Existing Customer,55,M,3,Post-Graduate,Married,$80K - $120K,Blue,36,6,1,0,6400,1979,4421,0.696,4475,91,0.685,0.309 +787557258,Existing Customer,52,F,4,Graduate,Married,Unknown,Blue,42,5,3,2,1816,0,1816,0.664,4957,78,0.773,0 +711533058,Existing Customer,42,F,2,Doctorate,Single,$40K - $60K,Blue,29,6,2,3,3347,2240,1107,0.898,5533,85,0.735,0.669 +715805133,Existing Customer,52,F,1,High School,Single,Less than $40K,Blue,43,6,2,2,2705,1581,1124,0.851,5532,81,0.841,0.584 +708680583,Existing Customer,53,F,1,Graduate,Married,$40K - $60K,Blue,36,4,1,2,2043,1590,453,0.618,4940,68,0.619,0.778 +789454683,Existing Customer,45,F,3,High School,Single,$40K - $60K,Blue,36,4,2,2,1912,1281,631,0.693,5046,79,0.717,0.67 +711428733,Existing Customer,50,F,3,Post-Graduate,Divorced,$40K - $60K,Blue,39,3,2,2,3028,1339,1689,0.843,4144,64,0.684,0.442 +715842183,Existing Customer,42,F,5,High School,Married,Less than $40K,Blue,35,5,4,3,1514,745,769,0.694,4004,69,0.683,0.492 +815772333,Existing Customer,48,F,2,Unknown,Single,Less than $40K,Blue,43,6,3,3,1438.3,0,1438.3,0.816,4059,89,0.816,0 +778255083,Existing Customer,52,F,1,Uneducated,Married,Less than $40K,Blue,42,5,3,3,3103,2517,586,0.881,4641,80,1,0.811 +715571583,Existing Customer,57,F,2,Doctorate,Divorced,Less than $40K,Blue,47,5,1,2,2504,1915,589,0.897,4847,86,0.654,0.765 +720711483,Attrited Customer,56,F,1,High School,Married,Unknown,Blue,42,5,2,3,3674,2517,1157,0.854,2608,45,0.731,0.685 +827436483,Existing Customer,48,M,1,Graduate,Married,$80K - $120K,Blue,44,6,1,3,2916,0,2916,0.792,4336,72,0.714,0 +710715783,Existing Customer,52,F,1,Uneducated,Single,Less than $40K,Blue,45,5,2,3,1633,0,1633,0.725,4436,75,0.667,0 +758367933,Existing Customer,56,M,2,Uneducated,Single,$80K - $120K,Blue,49,5,3,2,5466,0,5466,0.587,4435,79,0.881,0 +721399833,Existing Customer,43,F,2,High School,Married,$40K - $60K,Blue,34,3,1,3,2032,1008,1024,0.879,4736,86,0.83,0.496 +708727983,Existing Customer,62,M,0,Uneducated,Single,$60K - $80K,Blue,36,6,1,3,3933,0,3933,0.884,3048,54,0.688,0 +802822833,Existing Customer,51,M,3,Uneducated,Unknown,$80K - $120K,Blue,45,5,2,2,21328,0,21328,0.783,3825,76,0.949,0 +713276733,Existing Customer,45,F,4,Graduate,Single,Less than $40K,Blue,36,3,1,3,3562,2107,1455,0.394,4490,90,0.667,0.592 +809440008,Attrited Customer,39,F,2,High School,Single,Unknown,Blue,34,3,3,1,2069,550,1519,0.783,2716,43,0.433,0.266 +716959833,Existing Customer,45,M,3,Graduate,Single,$120K +,Blue,31,5,2,2,3534,0,3534,0.536,3973,66,0.784,0 +714432108,Existing Customer,56,F,3,Uneducated,Married,$40K - $60K,Blue,46,5,3,3,2402,1892,510,0.645,4610,76,0.81,0.788 +772580958,Existing Customer,57,F,2,Uneducated,Married,Unknown,Blue,47,3,2,2,3136,2138,998,0.699,4930,80,0.739,0.682 +715071483,Existing Customer,60,F,1,Uneducated,Divorced,$40K - $60K,Blue,52,4,2,3,2802,2517,285,0.664,4392,81,0.723,0.898 +712410858,Existing Customer,50,F,4,Uneducated,Married,Unknown,Blue,40,4,1,3,2315,1336,979,0.771,4143,65,0.667,0.577 +715395933,Existing Customer,44,F,3,College,Unknown,Unknown,Blue,35,5,2,2,11238,2336,8902,0.911,5302,70,0.892,0.208 +711237633,Attrited Customer,49,M,0,Graduate,Married,$60K - $80K,Blue,29,3,3,3,1460,0,1460,0.738,2329,36,0.5,0 +781337658,Existing Customer,50,F,1,Graduate,Married,Less than $40K,Blue,44,3,1,2,2602,1612,990,0.906,5532,85,0.735,0.62 +718913358,Attrited Customer,36,M,2,Graduate,Single,Less than $40K,Blue,36,3,3,3,4225,2517,1708,0.662,2659,43,0.387,0.596 +715784808,Existing Customer,57,F,4,Post-Graduate,Single,$40K - $60K,Blue,48,4,2,1,2576,1678,898,0.771,3913,86,0.72,0.651 +718452633,Attrited Customer,35,F,4,Graduate,Married,Unknown,Blue,36,4,3,3,1931,0,1931,0.695,2569,46,0.394,0 +769883733,Attrited Customer,46,M,3,Post-Graduate,Single,$40K - $60K,Blue,40,3,4,2,2344,0,2344,0.412,2098,31,0.409,0 +709375158,Existing Customer,29,F,1,Unknown,Unknown,Unknown,Blue,36,6,3,2,7270,1835,5435,0.86,3759,69,0.917,0.252 +801977733,Existing Customer,40,F,2,High School,Single,Less than $40K,Blue,34,4,2,2,2395,1437,958,0.787,4481,82,0.822,0.6 +709175208,Existing Customer,50,F,4,Uneducated,Single,Less than $40K,Blue,43,4,3,2,2835,2292,543,0.732,4686,79,0.756,0.808 +788990508,Existing Customer,62,F,0,Unknown,Single,$40K - $60K,Blue,49,4,1,1,1540,796,744,0.805,3714,56,0.697,0.517 +720835308,Existing Customer,49,F,2,Uneducated,Married,Unknown,Blue,34,6,1,3,3017,0,3017,0.702,4389,72,0.636,0 +717365958,Existing Customer,50,F,1,Graduate,Married,Less than $40K,Blue,36,4,2,3,1438.3,0,1438.3,0.851,4765,71,1.088,0 +779577108,Existing Customer,49,F,1,Doctorate,Single,$40K - $60K,Blue,32,3,3,2,1438.3,0,1438.3,0.718,4052,65,0.757,0 +801497508,Existing Customer,56,F,1,Graduate,Married,Less than $40K,Blue,50,4,3,2,1584,1311,273,0.867,4203,73,0.78,0.828 +716131083,Existing Customer,47,M,2,Graduate,Single,$40K - $60K,Blue,35,6,1,3,2676,2157,519,0.901,4640,69,0.605,0.806 +784734258,Existing Customer,56,F,2,Unknown,Divorced,$40K - $60K,Blue,50,5,2,2,5084,1683,3401,0.923,4060,55,0.774,0.331 +711122958,Attrited Customer,41,F,3,Graduate,Single,Less than $40K,Blue,33,5,3,3,1764,0,1764,0.552,2105,57,0.839,0 +779508333,Existing Customer,63,M,0,Unknown,Unknown,$60K - $80K,Blue,46,6,2,2,23925,1494,22431,0.704,3677,55,0.719,0.062 +717699408,Existing Customer,51,F,3,Graduate,Married,Unknown,Blue,36,3,3,3,2886,2517,369,0.841,4884,89,0.618,0.872 +720210483,Existing Customer,43,F,3,High School,Unknown,Unknown,Blue,28,6,2,3,6720,2143,4577,0.814,5049,85,0.735,0.319 +709329558,Existing Customer,49,F,4,High School,Single,Less than $40K,Gold,34,4,3,2,15569,1554,14015,0.436,4566,73,0.78,0.1 +721222833,Existing Customer,51,F,3,Graduate,Married,$40K - $60K,Blue,36,3,3,3,1565,944,621,0.872,4798,73,1.147,0.603 +712682583,Existing Customer,44,M,5,High School,Single,$60K - $80K,Blue,35,3,2,2,5947,995,4952,0.724,4984,90,0.765,0.167 +710051658,Existing Customer,46,M,3,Graduate,Married,$60K - $80K,Blue,37,6,3,3,18821,774,18047,0.586,4402,75,0.562,0.041 +708606633,Attrited Customer,56,F,3,Graduate,Married,$40K - $60K,Blue,44,6,3,4,1544,0,1544,0.315,1902,35,0.4,0 +710862258,Existing Customer,41,F,2,Uneducated,Married,Less than $40K,Blue,36,3,2,2,1755,0,1755,0.77,4786,73,0.553,0 +720072933,Existing Customer,49,F,4,Graduate,Married,Less than $40K,Blue,36,3,3,3,1438.3,666,772.3,0.675,4759,90,0.667,0.463 +757527033,Existing Customer,53,F,2,College,Single,Less than $40K,Blue,46,3,5,2,2153,0,2153,0.766,4628,69,0.971,0 +713115483,Attrited Customer,44,F,3,Uneducated,Married,Less than $40K,Blue,36,6,3,3,1684,0,1684,0.557,2275,45,0.607,0 +816078708,Existing Customer,45,M,3,Unknown,Single,$40K - $60K,Blue,40,3,4,3,5662,1952,3710,0.519,4014,61,0.525,0.345 +713985183,Existing Customer,46,F,5,Graduate,Single,Less than $40K,Blue,38,4,5,2,2799,2412,387,0.877,4634,91,0.75,0.862 +789601308,Existing Customer,58,M,3,Unknown,Married,$120K +,Blue,52,4,5,3,12398,0,12398,0.785,4228,93,0.788,0 +720133908,Existing Customer,41,M,2,Post-Graduate,Single,$40K - $60K,Blue,27,4,1,3,4461,900,3561,0.587,4204,77,0.791,0.202 +803197833,Existing Customer,49,F,1,Post-Graduate,Divorced,$40K - $60K,Blue,44,6,5,2,2597,1871,726,0.899,3637,69,0.725,0.72 +812222208,Existing Customer,54,F,3,Uneducated,Single,Unknown,Blue,49,6,4,3,9733,863,8870,0.892,5228,71,0.543,0.089 +757634583,Existing Customer,52,F,2,Graduate,Married,Less than $40K,Blue,45,4,3,1,2261,1127,1134,0.814,4456,68,0.789,0.498 +719362458,Existing Customer,47,F,3,High School,Married,Less than $40K,Blue,36,5,3,3,2822,0,2822,0.681,5064,74,0.85,0 +789331908,Existing Customer,40,F,3,High School,Unknown,Less than $40K,Blue,30,5,2,2,8793,918,7875,0.471,5342,64,0.684,0.104 +715616358,Existing Customer,53,F,0,Graduate,Married,Unknown,Blue,36,5,4,3,5843,1162,4681,0.765,4405,67,0.811,0.199 +711784908,Existing Customer,46,F,4,High School,Single,Less than $40K,Blue,34,5,5,2,3322,2517,805,0.789,3913,86,0.911,0.758 +806900508,Existing Customer,53,F,1,High School,Married,Less than $40K,Blue,48,5,3,3,2036,1716,320,0.69,4161,75,0.744,0.843 +710098233,Existing Customer,28,F,0,Unknown,Single,Less than $40K,Blue,13,3,2,2,2387,0,2387,0.639,4513,66,0.65,0 +713508333,Existing Customer,43,F,4,College,Unknown,Less than $40K,Blue,33,5,4,3,1884,1216,668,0.945,4591,85,0.735,0.645 +712176708,Existing Customer,51,F,3,Uneducated,Single,Less than $40K,Blue,36,5,3,3,3747,2268,1479,0.709,4609,87,0.74,0.605 +719724933,Existing Customer,58,F,1,Uneducated,Married,Less than $40K,Blue,51,5,4,2,2220,1240,980,0.906,4396,78,0.95,0.559 +716537433,Existing Customer,50,F,2,College,Married,$40K - $60K,Blue,36,5,4,1,2428,2005,423,0.835,5170,68,0.659,0.826 +713186058,Attrited Customer,42,F,3,Unknown,Married,$40K - $60K,Blue,36,4,2,3,1438.3,0,1438.3,0.58,2191,51,0.457,0 +787558683,Existing Customer,45,F,4,Post-Graduate,Single,$40K - $60K,Blue,35,3,5,2,1850,621,1229,0.682,4234,74,0.682,0.336 +718002633,Existing Customer,48,F,2,Graduate,Married,$40K - $60K,Silver,41,6,3,1,16002,2076,13926,0.293,3667,52,1.167,0.13 +789241308,Attrited Customer,54,F,2,Unknown,Unknown,Less than $40K,Blue,39,4,3,3,1438.3,0,1438.3,0.72,2145,41,0.519,0 +713941158,Existing Customer,47,F,1,High School,Unknown,Less than $40K,Blue,36,6,5,1,5222,2517,2705,0.569,4433,81,0.588,0.482 +808950108,Existing Customer,39,F,2,Graduate,Married,Less than $40K,Blue,34,4,5,2,1438.3,859,579.3,0.808,4409,72,0.674,0.597 +719050458,Existing Customer,62,F,0,Unknown,Single,Less than $40K,Blue,56,6,3,3,2582,1528,1054,0.771,4041,67,0.457,0.592 +718021608,Existing Customer,45,F,3,Graduate,Married,$40K - $60K,Blue,34,4,5,2,1533,728,805,0.906,4659,83,0.766,0.475 +788870283,Existing Customer,56,F,3,Graduate,Married,Less than $40K,Blue,41,5,4,1,1438.3,0,1438.3,0.796,3778,72,1.118,0 +778272408,Attrited Customer,52,M,1,Unknown,Divorced,$80K - $120K,Blue,42,4,4,2,5763,0,5763,0.615,2310,48,0.714,0 +720079758,Existing Customer,46,F,3,Uneducated,Single,Unknown,Blue,42,6,4,2,1910,1431,479,0.851,5253,82,0.745,0.749 +787457883,Existing Customer,51,F,0,Unknown,Married,Less than $40K,Blue,37,4,3,2,1515,996,519,0.558,4324,89,0.854,0.657 +719884983,Existing Customer,52,M,2,Graduate,Single,$40K - $60K,Blue,44,3,4,2,1538,666,872,0.642,4808,64,0.684,0.433 +822056583,Existing Customer,44,F,4,Graduate,Single,$40K - $60K,Blue,40,6,5,3,1572,874,698,0.947,4996,80,0.739,0.556 +714585033,Existing Customer,41,F,4,Uneducated,Married,Less than $40K,Blue,36,3,5,1,1438.3,1055,383.3,0.809,4532,78,0.472,0.734 +713981283,Existing Customer,52,F,3,Graduate,Married,Less than $40K,Blue,46,6,5,3,2814,2162,652,0.588,4271,88,0.833,0.768 +715328658,Attrited Customer,41,F,5,Post-Graduate,Married,Less than $40K,Blue,36,5,3,3,1495,0,1495,0.686,2622,70,0.628,0 +708918558,Attrited Customer,37,F,2,Graduate,Married,$40K - $60K,Blue,36,5,3,2,1959,662,1297,0.888,3046,52,0.793,0.338 +748194633,Existing Customer,60,F,1,Graduate,Divorced,Less than $40K,Blue,53,5,5,3,2903,1251,1652,0.879,4555,76,0.727,0.431 +719323683,Existing Customer,47,F,3,Uneducated,Single,$40K - $60K,Blue,35,6,5,2,4543,1028,3515,0.799,4093,77,0.571,0.226 +708611733,Existing Customer,42,F,1,College,Married,Unknown,Blue,33,4,4,3,3119,1328,1791,0.967,4659,82,0.673,0.426 +771219033,Existing Customer,42,M,1,Uneducated,Unknown,$80K - $120K,Blue,29,4,3,3,17506,1979,15527,0.447,4199,73,0.659,0.113 +721480158,Attrited Customer,50,F,2,Unknown,Married,Less than $40K,Blue,43,3,3,2,1438.3,910,528.3,0.66,2370,44,0.467,0.633 +708086958,Existing Customer,49,F,2,Uneducated,Married,Unknown,Blue,41,3,5,2,3128,749,2379,0.598,4369,59,0.735,0.239 +709100283,Attrited Customer,36,F,2,High School,Single,Unknown,Blue,26,3,2,2,5956,2517,3439,0.877,2828,46,0.484,0.423 +719350908,Existing Customer,43,M,4,Unknown,Unknown,Less than $40K,Blue,35,3,3,2,4177,2094,2083,0.466,3553,66,0.65,0.501 +714124983,Existing Customer,57,M,2,Unknown,Single,$80K - $120K,Blue,48,6,4,3,13457,1044,12413,0.722,3303,66,0.737,0.078 +718031508,Existing Customer,45,M,4,College,Divorced,$80K - $120K,Blue,37,6,5,1,1535,0,1535,0.77,5168,76,0.81,0 +709732608,Existing Customer,41,F,3,Graduate,Married,Less than $40K,Blue,36,4,3,3,3203,2366,837,0.665,4282,82,0.783,0.739 +713466033,Attrited Customer,39,F,2,Graduate,Divorced,Less than $40K,Blue,36,5,2,3,2092,0,2092,0.422,2015,33,0.269,0 +716369208,Existing Customer,44,F,3,Graduate,Married,Less than $40K,Blue,36,6,5,3,2420,1223,1197,0.718,4954,82,0.783,0.505 +781143933,Existing Customer,43,F,3,High School,Single,Less than $40K,Blue,36,5,3,3,2313,1325,988,0.723,5006,76,0.81,0.573 +711337158,Existing Customer,56,M,2,Graduate,Married,$40K - $60K,Blue,49,3,5,3,3059,2387,672,0.808,4774,81,0.761,0.78 +714724908,Existing Customer,41,F,1,Uneducated,Married,$40K - $60K,Blue,36,3,4,1,2235,1688,547,0.631,4633,79,0.795,0.755 +719973033,Existing Customer,49,F,1,Unknown,Married,Less than $40K,Blue,37,5,5,2,3208,0,3208,0.923,4531,86,0.83,0 +714196008,Existing Customer,43,M,2,Graduate,Unknown,$60K - $80K,Blue,25,5,3,1,7534,0,7534,0.587,4685,79,0.975,0 +780272208,Existing Customer,39,F,1,Graduate,Unknown,Less than $40K,Blue,25,4,2,3,2006,1197,809,0.877,4139,69,0.769,0.597 +717849708,Existing Customer,46,M,4,Unknown,Divorced,$60K - $80K,Blue,32,5,3,3,1438.3,738,700.3,0.709,4368,87,0.74,0.513 +712437108,Existing Customer,49,M,3,Unknown,Married,$80K - $120K,Blue,42,3,3,1,14044,0,14044,0.715,4889,89,0.854,0 +767802483,Existing Customer,44,M,4,College,Single,$60K - $80K,Blue,38,6,3,3,5005,969,4036,0.727,5066,71,0.821,0.194 +709064208,Attrited Customer,43,F,2,Uneducated,Single,Less than $40K,Blue,32,4,3,6,1628,275,1353,0.69,2219,49,0.531,0.169 +714343608,Existing Customer,56,F,0,Unknown,Single,Less than $40K,Blue,36,5,4,2,3033,0,3033,0.89,4921,90,0.698,0 +709668408,Existing Customer,56,F,1,Graduate,Unknown,$40K - $60K,Blue,36,5,4,1,5204,0,5204,1.008,5285,82,0.864,0 +712753758,Existing Customer,57,F,1,High School,Single,Less than $40K,Blue,41,4,4,3,2442,1699,743,0.639,4313,75,0.562,0.696 +807722658,Existing Customer,51,F,2,Graduate,Single,Less than $40K,Blue,46,3,3,3,2429,1250,1179,0.983,4761,99,0.707,0.515 +826808208,Existing Customer,60,F,0,High School,Single,$40K - $60K,Blue,56,3,5,2,2213,829,1384,0.639,4210,84,0.714,0.375 +757224108,Existing Customer,43,F,4,Graduate,Married,Less than $40K,Blue,32,6,3,1,2624,1117,1507,0.826,3929,67,0.595,0.426 +816091608,Existing Customer,37,F,1,College,Single,$40K - $60K,Blue,32,4,2,3,1976,0,1976,0.812,4424,73,0.659,0 +819684183,Existing Customer,46,F,3,Graduate,Single,$40K - $60K,Blue,41,4,5,3,3492,1546,1946,1.135,3043,53,1.038,0.443 +719630358,Attrited Customer,50,F,4,High School,Married,Less than $40K,Blue,36,1,3,2,3546,0,3546,0.791,2616,47,0.469,0 +712399308,Attrited Customer,38,F,3,High School,Unknown,Less than $40K,Blue,36,5,3,3,2989,2387,602,0.437,2143,67,0.558,0.799 +721282908,Existing Customer,44,F,4,Graduate,Married,$40K - $60K,Blue,29,3,1,2,1438.3,0,1438.3,0.742,3971,60,0.667,0 +820848408,Existing Customer,52,F,4,Uneducated,Divorced,Unknown,Blue,48,5,5,2,1438.3,771,667.3,0.652,5053,74,0.947,0.536 +710888883,Existing Customer,37,F,3,High School,Unknown,Less than $40K,Blue,36,6,4,2,1438.3,636,802.3,0.838,4824,83,0.766,0.442 +711338058,Existing Customer,45,F,1,Unknown,Married,Less than $40K,Blue,33,6,3,2,1438.3,1201,237.3,0.749,4851,86,0.72,0.835 +721317333,Existing Customer,40,F,4,Post-Graduate,Single,$40K - $60K,Blue,31,4,2,1,2383,1828,555,0.814,4759,75,0.744,0.767 +711350133,Existing Customer,51,M,2,Graduate,Married,$80K - $120K,Blue,34,5,4,1,13587,2374,11213,0.789,4995,88,0.692,0.175 +803606958,Existing Customer,57,F,3,Graduate,Single,Less than $40K,Blue,52,5,5,0,3085,0,3085,0.719,3946,73,0.825,0 +721039308,Existing Customer,40,M,4,Uneducated,Single,$80K - $120K,Blue,36,4,3,2,32431,850,31581,0.926,4400,71,1.088,0.026 +713440833,Existing Customer,61,F,0,Graduate,Single,Less than $40K,Blue,36,5,3,3,2207,2020,187,0.693,4348,84,0.647,0.915 +780814158,Existing Customer,57,F,3,High School,Unknown,Less than $40K,Blue,39,6,4,2,2781,992,1789,0.701,4577,81,0.929,0.357 +717255333,Attrited Customer,40,M,3,Graduate,Single,$80K - $120K,Blue,36,1,2,2,6921,0,6921,0.824,2729,44,0.467,0 +714368883,Existing Customer,50,F,3,Graduate,Single,Less than $40K,Blue,36,6,5,2,7596,1156,6440,0.611,4338,73,0.738,0.152 +788797983,Existing Customer,42,F,3,Uneducated,Married,Unknown,Blue,24,5,1,3,4568,2025,2543,0.849,4869,85,0.848,0.443 +720642633,Existing Customer,43,F,4,Graduate,Single,$40K - $60K,Blue,24,6,1,1,6475,1686,4789,0.699,3837,65,0.667,0.26 +708793008,Attrited Customer,46,M,3,Doctorate,Divorced,$80K - $120K,Blue,35,5,3,3,9949,0,9949,0.574,2207,40,0.481,0 +819351258,Existing Customer,42,F,3,College,Married,Less than $40K,Blue,37,5,4,2,2238,1693,545,0.714,5339,86,0.458,0.756 +715212108,Existing Customer,41,F,2,College,Married,Less than $40K,Blue,36,5,5,1,1438.3,0,1438.3,0.686,4565,84,0.714,0 +720046458,Existing Customer,50,F,0,High School,Single,Less than $40K,Blue,43,6,4,2,2670,1944,726,0.628,4491,65,0.667,0.728 +779942808,Existing Customer,42,F,3,Graduate,Single,Less than $40K,Blue,28,6,2,1,1438.3,0,1438.3,0.46,4482,74,0.644,0 +713709258,Existing Customer,43,M,3,Post-Graduate,Single,$40K - $60K,Blue,32,3,3,2,2142,1369,773,0.666,4424,88,0.66,0.639 +779961408,Existing Customer,58,F,1,Uneducated,Single,Less than $40K,Blue,43,4,4,2,3382,1446,1936,0.705,4854,74,0.682,0.428 +798699033,Existing Customer,52,F,2,Graduate,Single,Unknown,Blue,46,3,3,3,8961,1382,7579,0.797,4408,80,0.778,0.154 +754968033,Existing Customer,40,F,4,High School,Married,Less than $40K,Blue,33,4,5,3,1762,1224,538,0.815,4899,87,0.812,0.695 +710163633,Existing Customer,41,F,4,Graduate,Divorced,$40K - $60K,Blue,36,3,3,2,1919,867,1052,0.741,4996,92,0.704,0.452 +781675983,Existing Customer,59,F,0,Graduate,Married,Less than $40K,Blue,53,4,5,1,3054,2517,537,1.061,4706,84,0.647,0.824 +720418383,Existing Customer,45,F,3,Unknown,Single,Unknown,Blue,27,4,1,2,1877,0,1877,0.752,4854,80,0.818,0 +778486008,Existing Customer,52,F,3,High School,Married,Less than $40K,Blue,40,4,4,1,4223,2235,1988,0.863,3669,62,1.138,0.529 +718303683,Attrited Customer,36,F,2,Graduate,Married,Less than $40K,Blue,23,4,2,2,1666,813,853,0.813,2622,60,0.818,0.488 +716756133,Existing Customer,43,F,2,Graduate,Divorced,Less than $40K,Blue,33,4,3,2,2422,1237,1185,0.925,5079,80,0.818,0.511 +711363258,Existing Customer,49,F,1,Post-Graduate,Married,Unknown,Blue,39,6,3,1,4821,0,4821,0.746,4680,77,0.974,0 +708551508,Existing Customer,51,F,2,College,Single,Less than $40K,Blue,37,4,4,2,3264,2508,756,0.887,4966,78,0.814,0.768 +715019883,Existing Customer,52,M,3,College,Married,$60K - $80K,Blue,42,5,3,1,4565,1258,3307,0.764,4139,67,0.914,0.276 +711125358,Existing Customer,45,F,3,Graduate,Single,$40K - $60K,Blue,39,4,4,0,1765,1694,71,0.76,4803,72,0.532,0.96 +708453408,Existing Customer,40,M,4,College,Divorced,$80K - $120K,Blue,31,6,2,3,16050,0,16050,0.77,3721,62,0.512,0 +716370258,Existing Customer,49,F,3,Graduate,Single,Less than $40K,Blue,36,5,3,3,2188,1067,1121,0.618,4537,66,0.435,0.488 +803880108,Existing Customer,47,F,3,High School,Single,$40K - $60K,Blue,41,6,5,3,1721,1355,366,0.926,4474,58,1.32,0.787 +708660408,Attrited Customer,40,F,1,College,Married,$40K - $60K,Blue,36,4,2,4,1737,1689,48,0.644,2459,43,0.536,0.972 +709822008,Existing Customer,42,F,3,Unknown,Divorced,Unknown,Blue,31,5,3,2,2369,1019,1350,0.691,4317,66,0.784,0.43 +716411358,Existing Customer,43,F,3,Uneducated,Single,Less than $40K,Blue,36,5,5,3,2652,0,2652,0.665,4676,78,0.773,0 +717524433,Existing Customer,52,F,2,College,Married,$40K - $60K,Blue,40,5,3,1,1438.3,0,1438.3,0.825,4700,92,0.704,0 +721011858,Existing Customer,63,M,1,Graduate,Unknown,Less than $40K,Blue,52,6,3,3,1438.3,0,1438.3,0.854,3913,78,0.5,0 +719734533,Existing Customer,40,F,4,Graduate,Married,Less than $40K,Blue,28,6,2,2,1438.3,689,749.3,0.823,4921,65,0.806,0.479 +712285908,Existing Customer,60,F,1,High School,Single,Less than $40K,Blue,49,5,4,1,2481,1925,556,0.723,5228,73,0.78,0.776 +713675658,Existing Customer,36,F,1,High School,Single,Unknown,Blue,22,6,3,2,9817,848,8969,0.793,4636,85,0.848,0.086 +712869783,Existing Customer,56,F,3,Graduate,Single,Less than $40K,Blue,36,5,5,2,4255,0,4255,0.948,4606,79,0.795,0 +708545058,Existing Customer,45,F,2,Graduate,Single,$40K - $60K,Blue,36,5,4,3,1438.3,986,452.3,0.649,5136,81,0.8,0.686 +817240833,Existing Customer,51,F,2,Graduate,Single,Less than $40K,Blue,36,4,3,1,4970,1591,3379,0.738,5023,78,0.733,0.32 +711671058,Attrited Customer,48,F,1,Uneducated,Married,Unknown,Blue,38,5,2,2,1438.3,0,1438.3,0.574,2171,38,0.462,0 +719815383,Existing Customer,49,F,4,Doctorate,Married,Unknown,Blue,39,4,4,1,2333,1414,919,0.632,5137,89,0.679,0.606 +808747233,Attrited Customer,50,M,2,Doctorate,Married,$120K +,Silver,45,6,3,3,34516,0,34516,0.771,2573,55,0.719,0 +713084208,Attrited Customer,43,M,4,College,Married,$40K - $60K,Blue,32,6,3,3,4373,0,4373,0.623,2397,46,0.484,0 +806652483,Existing Customer,41,F,2,High School,Single,$40K - $60K,Blue,36,4,5,3,1561,1169,392,0.573,4391,67,0.595,0.749 +709803258,Attrited Customer,48,M,2,Unknown,Married,$80K - $120K,Blue,28,5,2,3,12073,0,12073,0.541,2400,52,0.793,0 +717765183,Existing Customer,55,F,1,Unknown,Single,Unknown,Blue,42,4,5,3,1438.3,0,1438.3,0.74,4956,72,0.714,0 +779041983,Existing Customer,41,M,5,High School,Single,$40K - $60K,Blue,22,6,2,2,1438.3,0,1438.3,0.56,4439,81,1.025,0 +709868433,Existing Customer,43,F,4,Unknown,Single,Less than $40K,Blue,33,3,3,1,2525,2217,308,0.763,4409,69,0.568,0.878 +818699208,Attrited Customer,47,F,4,Post-Graduate,Married,Unknown,Blue,42,4,4,4,6451,0,6451,0.706,2400,43,0.433,0 +717395733,Existing Customer,42,F,3,Doctorate,Married,$40K - $60K,Blue,36,4,4,3,4142,688,3454,0.717,4512,81,0.976,0.166 +719516208,Attrited Customer,54,M,2,College,Single,$120K +,Blue,36,3,2,3,34516,0,34516,0.628,2329,47,0.516,0 +717026658,Attrited Customer,43,F,3,Uneducated,Married,Less than $40K,Blue,32,6,3,3,1897,0,1897,0.645,2866,47,0.469,0 +801516183,Existing Customer,52,F,4,Graduate,Single,Less than $40K,Blue,46,3,3,3,3231,2215,1016,0.515,4610,90,0.607,0.686 +716231133,Existing Customer,40,F,4,Graduate,Married,Less than $40K,Blue,36,5,5,1,1577,1286,291,0.571,3453,52,1.08,0.815 +779625858,Existing Customer,37,F,2,Unknown,Single,Less than $40K,Blue,27,6,1,3,3061,2517,544,0.809,5032,89,0.618,0.822 +709575858,Existing Customer,53,M,4,Graduate,Single,$40K - $60K,Blue,36,4,5,3,2300,0,2300,0.655,4527,79,0.756,0 +720927183,Existing Customer,56,F,4,Graduate,Married,Less than $40K,Blue,36,3,5,2,2796,0,2796,0.884,4536,81,0.723,0 +772198983,Existing Customer,53,F,2,Graduate,Married,$40K - $60K,Blue,42,3,5,1,3024,1649,1375,0.587,4463,89,0.679,0.545 +721122258,Existing Customer,38,F,3,Uneducated,Married,$40K - $60K,Blue,36,5,5,3,5293,1030,4263,0.863,4377,62,0.879,0.195 +758875908,Existing Customer,40,F,4,Unknown,Single,Less than $40K,Blue,33,4,4,3,1964,1811,153,0.69,4699,81,0.841,0.922 +716501133,Existing Customer,36,F,2,Graduate,Single,Less than $40K,Blue,36,6,4,0,2051,1154,897,0.605,3912,79,0.717,0.563 +719250783,Existing Customer,41,F,1,High School,Single,Less than $40K,Blue,31,4,2,1,1998,0,1998,0.717,4637,68,0.889,0 +789179583,Existing Customer,28,F,1,College,Divorced,Unknown,Blue,17,5,3,2,11881,1488,10393,0.587,4865,87,0.891,0.125 +708254733,Existing Customer,41,F,4,Post-Graduate,Single,Less than $40K,Blue,36,5,4,1,2968,1873,1095,1.11,5171,85,0.889,0.631 +719758758,Existing Customer,42,F,3,Graduate,Married,Less than $40K,Blue,23,4,2,3,2797,1943,854,0.899,4917,66,0.784,0.695 +805458933,Existing Customer,39,F,2,Graduate,Single,$40K - $60K,Blue,34,6,4,2,13984,632,13352,0.702,4727,83,0.66,0.045 +720408708,Existing Customer,49,F,2,Uneducated,Married,Less than $40K,Blue,36,3,4,1,2505,0,2505,0.62,4109,61,0.743,0 +788911458,Existing Customer,40,F,4,College,Married,Less than $40K,Blue,26,3,1,1,2972,0,2972,0.593,3840,69,0.769,0 +771862308,Existing Customer,50,M,1,College,Single,$80K - $120K,Blue,39,4,3,2,5856,2007,3849,0.727,4916,87,0.642,0.343 +714616308,Existing Customer,44,F,4,Uneducated,Divorced,Less than $40K,Blue,38,6,4,1,7182,1774,5408,0.583,4294,67,0.718,0.247 +721221783,Existing Customer,62,M,2,Graduate,Single,Less than $40K,Blue,48,6,3,2,5844,2013,3831,0.478,3546,65,0.548,0.344 +766021083,Attrited Customer,55,F,1,College,Single,Less than $40K,Blue,48,3,5,3,2114,546,1568,0.619,2578,42,0.75,0.258 +771918033,Existing Customer,54,M,4,Graduate,Single,$80K - $120K,Blue,43,3,4,3,8208,1256,6952,0.814,4824,83,0.627,0.153 +719756133,Attrited Customer,34,M,4,Uneducated,Single,$60K - $80K,Blue,20,3,2,6,3940,1384,2556,0.908,3257,53,0.767,0.351 +711777633,Existing Customer,41,M,3,Graduate,Divorced,$60K - $80K,Blue,27,5,2,2,5784,0,5784,0.851,4173,80,0.86,0 +713261133,Attrited Customer,38,M,4,Graduate,Unknown,$60K - $80K,Blue,22,5,2,3,8632,0,8632,0.395,2221,40,0.739,0 +788519958,Existing Customer,57,F,2,Graduate,Single,Less than $40K,Blue,50,6,5,2,1438.3,876,562.3,0.693,4815,62,0.676,0.609 +768412608,Existing Customer,39,F,1,Graduate,Single,$40K - $60K,Blue,33,6,3,2,2255,1258,997,0.96,4309,79,0.837,0.558 +709972908,Existing Customer,38,F,2,Graduate,Single,Less than $40K,Blue,25,5,1,2,9874,1059,8815,0.664,4369,70,0.707,0.107 +713029683,Existing Customer,64,M,0,Graduate,Single,Less than $40K,Blue,36,5,4,1,1873,468,1405,1.154,4738,82,0.608,0.25 +768243858,Attrited Customer,54,M,3,High School,Married,$80K - $120K,Blue,48,3,4,3,3288,2517,771,0.84,2717,46,0.438,0.766 +711685758,Existing Customer,60,F,1,Graduate,Single,$40K - $60K,Blue,42,3,2,1,3334,1151,2183,0.752,4791,101,0.629,0.345 +714528258,Existing Customer,46,M,2,Graduate,Divorced,$60K - $80K,Blue,39,3,1,1,3299,870,2429,0.63,4904,75,0.829,0.264 +818930808,Existing Customer,36,F,2,Uneducated,Married,Less than $40K,Blue,31,3,2,1,2754,1798,956,0.769,3937,70,0.628,0.653 +713310558,Existing Customer,47,F,2,Graduate,Married,$40K - $60K,Blue,28,5,2,2,2035,1620,415,0.838,4130,74,0.721,0.796 +719995008,Existing Customer,44,F,4,Graduate,Married,Unknown,Blue,36,6,2,2,3979,780,3199,0.873,5024,69,0.769,0.196 +811713408,Existing Customer,58,F,2,High School,Married,$40K - $60K,Blue,53,4,2,3,2642,1249,1393,0.682,4897,81,0.723,0.473 +709649958,Attrited Customer,62,M,0,Post-Graduate,Divorced,$60K - $80K,Silver,46,4,5,6,28229,287,27942,0.594,2281,45,0.552,0.01 +708822783,Existing Customer,53,F,2,High School,Single,Less than $40K,Blue,36,4,3,1,2973,2517,456,0.588,4862,77,0.453,0.847 +771869508,Existing Customer,51,F,2,Uneducated,Married,Less than $40K,Blue,40,4,3,3,1612,831,781,0.602,4924,81,0.884,0.516 +804413508,Existing Customer,41,M,1,High School,Single,$80K - $120K,Blue,36,6,2,3,12084,1638,10446,0.695,4506,90,0.957,0.136 +815756058,Existing Customer,54,F,1,Graduate,Single,Less than $40K,Blue,49,3,2,2,2930,2266,664,0.734,4752,72,1.323,0.773 +712278108,Existing Customer,46,F,2,Unknown,Married,$40K - $60K,Blue,38,6,3,1,1963,1112,851,0.761,4821,67,0.763,0.566 +717072108,Attrited Customer,50,F,2,Unknown,Single,$40K - $60K,Blue,36,3,3,2,2762,0,2762,0.684,2571,44,0.419,0 +721460283,Attrited Customer,49,F,3,Post-Graduate,Single,Less than $40K,Blue,35,5,1,2,2214,915,1299,0.533,2144,51,0.545,0.413 +784827108,Existing Customer,39,F,1,High School,Single,Less than $40K,Blue,33,6,3,2,2292,1839,453,0.675,4043,72,0.674,0.802 +717862308,Existing Customer,45,F,2,College,Divorced,$40K - $60K,Blue,27,6,3,2,2901,2384,517,0.717,3835,78,0.592,0.822 +716726058,Existing Customer,48,F,3,College,Single,Less than $40K,Blue,30,4,1,1,2865,1523,1342,0.605,4609,79,0.756,0.532 +717405408,Existing Customer,31,F,0,Post-Graduate,Single,Unknown,Blue,18,3,2,0,3934,1911,2023,0.723,4143,82,0.864,0.486 +718734408,Existing Customer,57,F,2,Unknown,Single,$40K - $60K,Blue,45,3,4,3,2428,932,1496,0.768,4823,62,0.824,0.384 +771666783,Existing Customer,43,F,5,College,Married,$40K - $60K,Blue,31,5,1,1,5302,1136,4166,0.817,4883,68,0.581,0.214 +789301458,Existing Customer,41,F,4,High School,Married,Unknown,Blue,30,5,2,2,9139,1620,7519,0.773,4675,78,1.108,0.177 +772329183,Existing Customer,48,M,5,Unknown,Married,$40K - $60K,Blue,38,4,4,1,5219,1081,4138,0.568,3481,78,0.625,0.207 +713792583,Existing Customer,52,F,2,Graduate,Single,Unknown,Blue,43,5,2,3,10351,1356,8995,0.828,4572,76,1.054,0.131 +719577258,Attrited Customer,43,F,2,Uneducated,Divorced,Less than $40K,Blue,30,3,3,4,6811,0,6811,0.677,1937,39,0.56,0 +770878458,Existing Customer,27,F,1,Post-Graduate,Married,Less than $40K,Blue,13,3,2,2,1438.3,990,448.3,0.715,3855,73,1.147,0.688 +798308058,Existing Customer,39,M,1,Graduate,Single,$40K - $60K,Blue,33,6,1,2,2255,0,2255,0.73,4412,81,0.884,0 +772528158,Attrited Customer,55,F,3,Unknown,Single,Less than $40K,Blue,45,4,3,4,1741,0,1741,0.84,2546,42,0.4,0 +718707933,Attrited Customer,54,M,2,Uneducated,Married,$60K - $80K,Blue,35,4,3,4,2189,382,1807,0.884,2750,51,0.594,0.175 +709791333,Existing Customer,40,F,3,Uneducated,Single,Less than $40K,Blue,36,6,1,3,2040,1084,956,0.672,4751,80,0.818,0.531 +710090958,Existing Customer,51,M,3,College,Married,$80K - $120K,Blue,40,6,3,3,1844,1232,612,0.588,4182,71,0.651,0.668 +772687983,Existing Customer,53,M,3,Graduate,Single,$60K - $80K,Blue,43,5,3,3,8404,1498,6906,0.922,4811,56,0.556,0.178 +714707133,Existing Customer,47,F,3,Uneducated,Married,Less than $40K,Blue,36,5,1,1,1438.3,0,1438.3,0.647,4443,86,0.83,0 +720126033,Existing Customer,42,M,4,High School,Single,$80K - $120K,Blue,28,3,3,3,1944,1804,140,0.723,4682,90,0.667,0.928 +713995233,Existing Customer,38,F,2,High School,Married,Less than $40K,Blue,36,6,4,3,1438.3,0,1438.3,0.641,4707,88,0.692,0 +771638733,Attrited Customer,49,M,3,Doctorate,Single,$40K - $60K,Blue,37,5,2,3,4354,0,4354,0.738,2750,59,0.686,0 +715009833,Existing Customer,51,F,1,High School,Married,Less than $40K,Blue,36,3,4,2,1857,1033,824,0.95,5149,90,0.636,0.556 +711497283,Existing Customer,54,F,5,Unknown,Married,Less than $40K,Blue,36,5,6,1,2708,1616,1092,0.669,4237,87,0.706,0.597 +803418783,Existing Customer,40,M,4,Graduate,Married,$60K - $80K,Blue,35,5,4,1,9974,2185,7789,0.852,4680,87,0.673,0.219 +814611633,Existing Customer,47,F,2,Uneducated,Single,Less than $40K,Blue,42,3,1,2,2271,2154,117,1.13,4150,69,0.865,0.948 +709411383,Existing Customer,45,M,2,Uneducated,Unknown,$40K - $60K,Blue,37,6,4,1,2811,1630,1181,0.847,4275,78,0.733,0.58 +825753258,Existing Customer,47,M,4,Uneducated,Married,$60K - $80K,Blue,43,4,3,1,6519,1525,4994,0.874,4495,81,1.025,0.234 +713930433,Attrited Customer,57,M,2,Uneducated,Unknown,$80K - $120K,Blue,36,5,3,3,4316,0,4316,0.363,1920,53,0.472,0 +715941633,Existing Customer,50,F,0,Graduate,Married,Less than $40K,Blue,36,3,3,3,1438.3,0,1438.3,0.718,3800,69,0.533,0 +772162683,Attrited Customer,34,F,2,Graduate,Married,Less than $40K,Blue,23,6,2,2,3116,0,3116,0.698,2768,45,0.667,0 +712531008,Attrited Customer,43,M,3,Unknown,Married,$120K +,Blue,34,4,3,2,24868,794,24074,0.649,2510,32,0.231,0.032 +711583458,Existing Customer,48,F,2,College,Married,Less than $40K,Blue,36,4,3,1,1438.3,0,1438.3,0.743,4913,82,0.822,0 +714418983,Existing Customer,43,M,5,Graduate,Single,$40K - $60K,Blue,33,4,2,1,1438.3,0,1438.3,0.643,4509,80,0.569,0 +708699108,Existing Customer,39,F,2,High School,Single,Less than $40K,Blue,36,4,3,3,1438.3,855,583.3,0.662,4890,53,0.893,0.594 +771749733,Existing Customer,41,M,2,Graduate,Single,$40K - $60K,Silver,30,5,2,3,17706,1081,16625,1.087,3680,81,0.723,0.061 +715235808,Existing Customer,47,F,3,Uneducated,Married,Less than $40K,Blue,36,3,3,2,1819,1235,584,0.798,4636,75,0.705,0.679 +716666133,Existing Customer,51,M,4,Graduate,Single,$120K +,Blue,39,6,4,1,19350,0,19350,0.982,4657,70,0.795,0 +716709858,Attrited Customer,34,F,1,Uneducated,Unknown,Less than $40K,Blue,25,1,2,3,3074,0,3074,0.718,2721,54,0.688,0 +715356258,Existing Customer,42,F,3,Unknown,Married,Less than $40K,Blue,36,4,2,1,2281,1548,733,0.739,4384,78,0.857,0.679 +720389283,Existing Customer,58,F,1,Unknown,Married,Less than $40K,Blue,46,6,3,3,3035,1779,1256,0.851,4999,83,0.93,0.586 +778131333,Existing Customer,38,F,2,Graduate,Married,Less than $40K,Blue,31,6,3,3,3222,0,3222,0.786,5154,80,0.778,0 +708286683,Existing Customer,57,M,2,Uneducated,Single,$80K - $120K,Blue,43,6,3,1,12045,1749,10296,0.736,4884,86,0.87,0.145 +814765533,Attrited Customer,44,F,4,High School,Single,$40K - $60K,Blue,39,4,3,3,10587,2517,8070,1.052,2971,54,0.742,0.238 +814195758,Existing Customer,42,M,1,Graduate,Single,$60K - $80K,Blue,37,4,1,1,2596,1210,1386,0.549,4642,78,0.696,0.466 +717121758,Existing Customer,58,F,0,Graduate,Single,Less than $40K,Blue,36,5,3,1,3008,2517,491,0.674,4627,68,0.659,0.837 +768720708,Existing Customer,41,F,3,High School,Married,Less than $40K,Blue,30,4,4,2,3280,2327,953,0.784,4268,84,1,0.709 +718032483,Existing Customer,33,F,4,Graduate,Married,Less than $40K,Blue,16,5,3,2,1438.3,611,827.3,0.692,4688,89,0.816,0.425 +809966058,Existing Customer,48,F,2,Unknown,Married,Less than $40K,Blue,37,4,4,2,2835,1860,975,0.571,4569,81,0.884,0.656 +711553308,Existing Customer,60,M,1,Graduate,Single,$40K - $60K,Blue,48,3,1,3,1438.3,750,688.3,0.771,4542,88,0.833,0.521 +708253458,Existing Customer,59,F,1,Unknown,Single,Unknown,Blue,48,4,2,3,5528,1823,3705,0.731,4857,81,0.723,0.33 +711276933,Existing Customer,56,F,3,Graduate,Married,Less than $40K,Blue,44,6,4,2,2030,1262,768,0.862,4851,84,0.867,0.622 +718165758,Existing Customer,41,F,1,Graduate,Married,$40K - $60K,Blue,32,6,3,1,2413,1627,786,0.726,5466,85,0.771,0.674 +780089658,Existing Customer,36,M,3,Unknown,Single,$60K - $80K,Blue,21,4,2,3,7381,1608,5773,0.784,5638,86,0.654,0.218 +826421958,Attrited Customer,46,F,1,High School,Married,Less than $40K,Blue,42,5,4,1,1438.3,0,1438.3,0.637,1843,44,0.63,0 +778712658,Existing Customer,52,F,0,Uneducated,Married,Less than $40K,Blue,34,4,4,3,2001,960,1041,0.678,4026,86,0.83,0.48 +708158133,Attrited Customer,45,M,3,College,Married,$80K - $120K,Blue,36,3,2,2,3031,2517,514,0.409,2188,50,0.389,0.83 +712514508,Existing Customer,47,M,2,Unknown,Married,$120K +,Blue,37,6,4,2,11354,0,11354,1.007,3073,49,1.227,0 +710725383,Existing Customer,42,M,3,Doctorate,Divorced,$40K - $60K,Blue,36,3,2,1,2012,0,2012,0.31,3282,66,0.65,0 +772601283,Existing Customer,39,M,1,Post-Graduate,Single,$80K - $120K,Blue,29,6,2,2,23034,1992,21042,0.759,2514,32,0.684,0.086 +716371308,Existing Customer,40,M,2,Unknown,Single,$40K - $60K,Blue,36,6,6,1,4947,0,4947,0.751,4497,84,0.826,0 +718518858,Existing Customer,50,F,3,Graduate,Married,$40K - $60K,Blue,39,4,3,3,1844,1388,456,0.901,5056,81,0.8,0.753 +712579983,Existing Customer,40,F,2,Graduate,Single,Unknown,Blue,30,5,2,3,1438.3,0,1438.3,0.542,2258,59,0.788,0 +716511483,Existing Customer,46,M,2,Graduate,Married,Less than $40K,Blue,39,3,3,3,4752,1400,3352,0.646,3404,54,1.16,0.295 +708653958,Attrited Customer,38,M,3,College,Married,$60K - $80K,Blue,36,5,2,2,6114,1461,4653,0.772,2608,36,0.385,0.239 +712161858,Attrited Customer,55,F,5,Unknown,Single,Less than $40K,Blue,36,4,2,3,1438.3,0,1438.3,0.571,2244,54,0.929,0 +716761308,Existing Customer,37,F,4,Unknown,Single,Less than $40K,Blue,36,3,3,3,2286,0,2286,0.732,5199,83,0.844,0 +710547783,Existing Customer,57,F,2,Post-Graduate,Single,$40K - $60K,Blue,36,3,4,2,4784,1629,3155,0.706,4912,82,0.783,0.341 +772118583,Existing Customer,43,F,1,Uneducated,Married,Less than $40K,Blue,32,6,2,2,2667,1590,1077,0.806,4596,85,0.574,0.596 +712154883,Existing Customer,54,F,2,College,Married,Less than $40K,Blue,48,3,2,2,2473,1745,728,0.769,4823,72,0.8,0.706 +793842558,Existing Customer,39,F,3,Doctorate,Married,Less than $40K,Blue,33,6,4,2,2001,1430,571,0.555,4509,69,0.683,0.715 +792695808,Existing Customer,41,M,4,High School,Married,$120K +,Blue,35,5,4,2,18232,1140,17092,0.657,4775,84,1.1,0.063 +798047583,Existing Customer,45,F,4,Uneducated,Married,Unknown,Blue,39,6,3,1,1438.3,0,1438.3,0.825,4596,71,0.732,0 +719453283,Existing Customer,45,F,2,Uneducated,Married,Less than $40K,Blue,36,3,4,3,2918,1597,1321,0.884,4454,76,0.9,0.547 +717637908,Existing Customer,36,F,2,College,Unknown,Less than $40K,Blue,23,4,3,3,1924,971,953,0.806,4951,96,0.6,0.505 +708303108,Existing Customer,50,F,2,Graduate,Married,Less than $40K,Blue,42,5,3,0,1770,1706,64,0.626,4940,94,0.774,0.964 +788876208,Existing Customer,42,F,2,Graduate,Single,Less than $40K,Blue,27,5,3,3,2265,0,2265,0.603,3826,71,0.543,0 +772069683,Existing Customer,59,M,0,High School,Married,$60K - $80K,Blue,48,3,1,3,3868,1384,2484,0.631,4716,79,0.549,0.358 +780143283,Attrited Customer,43,F,3,Graduate,Married,$40K - $60K,Blue,32,4,3,3,2701,2498,203,0.637,2678,37,0.609,0.925 +805453908,Existing Customer,33,M,1,High School,Divorced,$40K - $60K,Blue,28,6,1,3,2507,1592,915,0.691,4355,79,0.837,0.635 +780897858,Existing Customer,38,F,2,High School,Single,Less than $40K,Blue,20,4,3,3,2420,676,1744,0.782,3770,76,0.81,0.279 +719881533,Attrited Customer,46,M,2,College,Married,$40K - $60K,Silver,34,5,3,4,16547,0,16547,0.242,1561,41,0.367,0 +717346833,Existing Customer,44,F,3,Graduate,Married,Less than $40K,Blue,33,3,2,2,1621,0,1621,0.603,3764,76,0.52,0 +718555308,Existing Customer,59,M,1,Unknown,Single,$40K - $60K,Blue,51,3,4,3,3808,713,3095,0.787,4845,88,0.63,0.187 +771783333,Attrited Customer,49,F,1,Uneducated,Divorced,$40K - $60K,Blue,37,6,2,2,2173,0,2173,0.652,2379,57,0.781,0 +709208808,Existing Customer,50,F,1,Uneducated,Married,Less than $40K,Blue,36,5,2,1,2178,1731,447,0.683,4275,71,0.69,0.795 +818901708,Existing Customer,41,F,4,College,Divorced,Unknown,Blue,36,3,1,1,1438.3,0,1438.3,0.841,4539,90,0.765,0 +713247408,Existing Customer,51,F,3,Uneducated,Unknown,Less than $40K,Blue,36,3,1,2,1750,813,937,0.76,4333,68,0.7,0.465 +715617333,Existing Customer,36,F,2,Graduate,Married,Less than $40K,Blue,26,3,3,2,1438.3,0,1438.3,0.61,4957,88,0.872,0 +714230808,Existing Customer,36,F,4,College,Married,Less than $40K,Blue,36,6,4,1,2466,1750,716,0.774,5005,76,0.767,0.71 +715866033,Existing Customer,37,F,2,High School,Single,Less than $40K,Blue,36,5,2,1,2535,1352,1183,0.509,3840,72,0.565,0.533 +718065333,Existing Customer,39,F,4,Graduate,Married,$40K - $60K,Blue,29,4,4,3,2385,1971,414,0.613,3711,81,0.653,0.826 +710756133,Existing Customer,40,F,3,Unknown,Married,Less than $40K,Blue,31,5,6,1,1811,821,990,0.773,4290,73,0.78,0.453 +713873658,Existing Customer,45,M,4,High School,Single,$120K +,Blue,37,4,3,3,2701,1986,715,0.538,4767,76,0.854,0.735 +771499233,Existing Customer,46,F,4,High School,Married,Less than $40K,Blue,34,6,1,3,5387,1133,4254,0.652,4374,76,0.49,0.21 +711274458,Attrited Customer,38,F,3,High School,Married,Less than $40K,Blue,27,4,3,3,1438.3,0,1438.3,0.73,2478,45,0.552,0 +790108908,Existing Customer,44,M,2,Post-Graduate,Married,$80K - $120K,Blue,37,5,1,1,34058,0,34058,0.552,4043,57,0.781,0 +797389758,Existing Customer,42,F,2,Graduate,Married,$40K - $60K,Silver,36,6,2,1,16290,0,16290,0.758,4232,79,0.795,0 +827100333,Existing Customer,49,F,3,High School,Married,Less than $40K,Blue,45,3,3,2,1438.3,726,712.3,0.657,5208,93,0.755,0.505 +711647808,Existing Customer,55,F,3,Graduate,Single,Less than $40K,Blue,36,4,1,3,2069,1028,1041,0.648,4414,82,0.783,0.497 +714035283,Attrited Customer,56,F,1,Post-Graduate,Married,Less than $40K,Blue,36,6,2,2,2802,2256,546,0.615,2371,46,0.353,0.805 +720553158,Existing Customer,39,F,1,Graduate,Single,Less than $40K,Blue,31,5,2,1,3390,2222,1168,0.768,5001,82,0.822,0.655 +717924933,Existing Customer,48,F,2,Post-Graduate,Divorced,Unknown,Blue,37,3,4,2,3745,1291,2454,0.631,4956,88,0.796,0.345 +802856508,Existing Customer,42,M,2,Graduate,Single,$80K - $120K,Blue,36,6,3,1,26690,0,26690,1.144,4363,76,1.054,0 +708376983,Attrited Customer,58,F,1,Unknown,Single,Unknown,Blue,50,5,2,2,8513,799,7714,0.451,2119,37,0.542,0.094 +712673283,Existing Customer,36,F,4,Unknown,Single,Less than $40K,Blue,26,3,2,3,1438.3,0,1438.3,0.827,4886,85,0.771,0 +711862533,Attrited Customer,55,F,1,Uneducated,Married,Less than $40K,Blue,36,5,3,2,2258,2000,258,0.611,2500,42,0.68,0.886 +772407333,Attrited Customer,41,F,3,Unknown,Married,Less than $40K,Blue,30,5,3,3,1654,0,1654,0.329,1730,30,0.364,0 +778356408,Existing Customer,51,F,3,College,Divorced,$40K - $60K,Blue,31,6,2,2,2768,1329,1439,0.699,4275,78,0.814,0.48 +716791908,Existing Customer,43,M,1,College,Married,$80K - $120K,Blue,23,5,2,1,14566,1045,13521,0.417,4480,77,0.791,0.072 +757761033,Existing Customer,35,F,3,Graduate,Single,$40K - $60K,Blue,28,5,6,2,3250,1560,1690,0.634,4673,73,0.698,0.48 +758186433,Existing Customer,37,F,1,Uneducated,Single,Less than $40K,Blue,30,3,2,3,2353,1095,1258,0.941,5038,84,0.75,0.465 +786546783,Existing Customer,59,F,0,College,Married,$40K - $60K,Blue,53,3,2,0,1438.3,0,1438.3,0.896,4457,79,0.927,0 +789634983,Existing Customer,59,M,1,Graduate,Married,$40K - $60K,Blue,53,5,1,2,4188,2200,1988,0.867,4911,86,0.72,0.525 +720654183,Attrited Customer,45,M,4,Graduate,Married,$80K - $120K,Blue,35,2,3,3,23542,1307,22235,0.462,2152,46,0.438,0.056 +715880283,Existing Customer,57,M,1,High School,Single,$120K +,Blue,47,4,4,2,9272,982,8290,0.651,4649,89,0.816,0.106 +719990358,Existing Customer,36,F,3,High School,Married,Less than $40K,Blue,28,3,1,1,1967,0,1967,0.73,4620,77,0.878,0 +779348358,Attrited Customer,52,F,1,Uneducated,Single,Less than $40K,Blue,37,5,3,4,1717,0,1717,1.028,3004,46,0.586,0 +715130808,Existing Customer,45,M,3,Graduate,Single,$60K - $80K,Silver,34,5,1,1,34516,1664,32852,0.73,4912,80,0.739,0.048 +713818158,Existing Customer,50,M,1,Doctorate,Single,$80K - $120K,Blue,41,5,4,2,5068,991,4077,0.736,5173,64,0.6,0.196 +709728183,Existing Customer,46,F,3,College,Married,Less than $40K,Blue,39,3,2,3,1438.3,0,1438.3,0.786,4370,79,0.795,0 +715797783,Existing Customer,55,F,1,Uneducated,Divorced,$40K - $60K,Blue,47,3,2,3,2697,1863,834,0.735,4615,81,0.688,0.691 +710879283,Existing Customer,51,M,1,High School,Married,Less than $40K,Blue,41,3,4,3,1438.3,0,1438.3,0.623,4312,81,0.723,0 +827051808,Attrited Customer,44,F,0,College,Married,Less than $40K,Blue,40,5,4,2,7499,1083,6416,0.716,2478,45,0.667,0.144 +710484408,Attrited Customer,39,M,4,Post-Graduate,Married,$120K +,Blue,29,6,3,3,8700,1742,6958,0.454,2306,50,0.613,0.2 +817108083,Attrited Customer,55,M,3,Unknown,Single,$60K - $80K,Blue,35,3,3,3,14266,1341,12925,0.309,1625,34,0.36,0.094 +715995933,Existing Customer,46,M,0,Graduate,Single,$120K +,Blue,36,6,2,1,2692,1631,1061,0.99,4619,83,0.694,0.606 +713567958,Existing Customer,54,F,3,College,Single,Less than $40K,Blue,36,4,4,2,2957,1408,1549,0.667,4280,82,0.783,0.476 +779118708,Existing Customer,50,F,2,Unknown,Single,Less than $40K,Blue,32,4,3,1,1438.3,0,1438.3,0.815,4598,78,0.902,0 +721484283,Existing Customer,51,F,3,High School,Married,Less than $40K,Blue,36,4,2,1,3007,2517,490,0.733,4985,84,1,0.837 +708817608,Existing Customer,41,F,3,High School,Married,Unknown,Blue,24,3,1,1,3427,1419,2008,0.685,4218,74,0.805,0.414 +789231858,Existing Customer,59,M,1,Unknown,Married,$60K - $80K,Blue,48,5,3,3,1438.3,642,796.3,0.926,5177,79,0.646,0.446 +788661408,Existing Customer,47,F,3,Uneducated,Married,Less than $40K,Blue,33,4,5,2,2990,890,2100,0.711,4757,79,0.837,0.298 +813449508,Attrited Customer,61,M,0,Graduate,Married,$60K - $80K,Blue,56,6,2,3,9918,850,9068,0.688,2485,40,0.29,0.086 +789925833,Existing Customer,50,F,2,High School,Married,Unknown,Blue,41,3,1,1,8159,2277,5882,0.749,4402,64,0.684,0.279 +709296558,Existing Customer,53,M,2,Graduate,Single,$120K +,Blue,36,3,2,2,18551,1434,17117,1.149,5364,90,0.765,0.077 +780180033,Existing Customer,31,F,0,Graduate,Married,Less than $40K,Blue,20,5,1,1,1438.3,0,1438.3,0.689,4397,86,0.755,0 +713474733,Attrited Customer,51,M,2,Graduate,Single,$80K - $120K,Blue,31,5,3,2,1438.3,327,1111.3,0.528,1783,40,0.481,0.227 +771527508,Existing Customer,60,M,2,Graduate,Single,$60K - $80K,Blue,48,3,4,1,10886,1145,9741,0.749,3488,66,0.535,0.105 +709614333,Existing Customer,59,F,0,High School,Single,Unknown,Blue,36,4,3,1,10457,2148,8309,0.737,4649,74,0.947,0.205 +767005683,Existing Customer,60,M,0,Unknown,Single,$40K - $60K,Blue,46,6,2,1,1781,1551,230,0.722,3527,66,0.61,0.871 +718686558,Existing Customer,50,M,2,Unknown,Married,$120K +,Blue,43,3,2,1,34516,1156,33360,0.633,3974,65,0.585,0.033 +715655283,Existing Customer,42,F,3,Graduate,Married,Less than $40K,Blue,33,6,3,3,2363,1495,868,0.531,4420,65,0.711,0.633 +819631158,Existing Customer,54,F,4,Post-Graduate,Married,Less than $40K,Blue,49,3,3,2,2802,2219,583,0.796,5924,88,0.63,0.792 +710866758,Existing Customer,42,F,4,High School,Married,Less than $40K,Blue,31,5,1,2,1640,888,752,0.715,4074,73,0.872,0.541 +790119408,Attrited Customer,48,F,3,Uneducated,Married,Less than $40K,Blue,41,5,3,2,4960,0,4960,0.882,2430,48,0.548,0 +771332283,Existing Customer,50,M,4,Graduate,Married,$80K - $120K,Blue,38,5,1,3,4601,2517,2084,0.775,5056,80,0.778,0.547 +771408483,Existing Customer,48,M,5,Unknown,Unknown,$60K - $80K,Blue,36,4,1,2,4100,1956,2144,0.617,3584,61,0.743,0.477 +811912608,Existing Customer,52,F,3,Graduate,Married,$40K - $60K,Blue,47,3,2,0,2741,1639,1102,0.644,5077,87,0.74,0.598 +708684108,Attrited Customer,46,F,4,Graduate,Married,$40K - $60K,Blue,34,5,3,1,4152,1446,2706,0.826,2218,30,0.304,0.348 +768638208,Existing Customer,50,F,2,Uneducated,Married,Less than $40K,Blue,44,3,1,2,3386,2517,869,0.743,4890,65,0.667,0.743 +803115258,Attrited Customer,62,M,0,College,Unknown,$40K - $60K,Blue,56,2,6,2,3477,0,3477,0.436,2113,40,0.739,0 +708869283,Existing Customer,50,M,4,High School,Married,$80K - $120K,Blue,41,6,3,3,23209,1308,21901,0.498,3530,71,0.578,0.056 +720892833,Existing Customer,50,F,3,Graduate,Married,$40K - $60K,Blue,39,5,3,2,12610,1123,11487,0.853,4199,67,0.595,0.089 +709762008,Existing Customer,48,F,4,High School,Married,Less than $40K,Blue,38,5,1,1,2090,793,1297,0.64,4619,78,0.733,0.379 +708600033,Existing Customer,46,M,2,Graduate,Married,$40K - $60K,Blue,39,4,3,1,1610,0,1610,0.689,4958,87,0.776,0 +708736608,Attrited Customer,40,M,3,Graduate,Married,$120K +,Blue,27,5,3,2,2269,0,2269,0.572,2108,39,0.56,0 +713047608,Attrited Customer,40,F,2,College,Unknown,Less than $40K,Blue,36,6,1,3,2387,2013,374,0.449,2134,41,0.952,0.843 +711717258,Existing Customer,54,F,3,Graduate,Single,$40K - $60K,Blue,39,3,4,1,4036,1329,2707,0.738,5315,82,0.708,0.329 +711886383,Attrited Customer,54,F,5,High School,Married,Unknown,Blue,44,5,3,3,5342,605,4737,0.691,2426,46,0.394,0.113 +713058858,Attrited Customer,54,F,2,Graduate,Unknown,Less than $40K,Blue,46,5,3,2,1695,913,782,0.449,2130,48,0.5,0.539 +713993208,Existing Customer,37,F,3,Doctorate,Married,Less than $40K,Blue,36,3,5,2,1438.3,0,1438.3,0.861,4314,82,0.864,0 +717855933,Existing Customer,38,F,2,High School,Married,$40K - $60K,Blue,27,3,2,3,1776,1586,190,0.798,4350,71,0.868,0.893 +713436183,Existing Customer,42,F,3,High School,Married,$40K - $60K,Blue,29,4,3,2,5640,0,5640,0.77,4739,80,0.86,0 +778360608,Existing Customer,42,F,1,College,Divorced,Less than $40K,Blue,22,5,3,2,2403,1105,1298,0.735,4186,77,0.711,0.46 +710914158,Existing Customer,45,F,4,College,Married,Less than $40K,Blue,36,5,1,2,3349,2517,832,0.786,4405,55,1.391,0.752 +714789033,Attrited Customer,54,F,1,Graduate,Married,Less than $40K,Blue,50,3,3,3,3173,2517,656,0.619,2763,51,0.821,0.793 +809811858,Attrited Customer,43,M,5,High School,Unknown,$80K - $120K,Blue,38,3,3,2,1504,0,1504,0.987,2530,43,0.344,0 +826709658,Attrited Customer,45,F,3,Graduate,Divorced,$40K - $60K,Blue,41,1,3,3,1477,0,1477,0.768,2214,43,0.654,0 +752648883,Existing Customer,49,F,2,College,Single,Less than $40K,Blue,41,6,3,1,2018,1366,652,0.964,4842,69,0.5,0.677 +715771608,Existing Customer,41,M,3,Graduate,Married,$120K +,Silver,36,3,3,2,34516,1453,33063,0.357,4147,76,0.949,0.042 +719061933,Existing Customer,44,F,4,Graduate,Married,Unknown,Blue,34,6,4,2,2105,0,2105,0.656,4190,67,0.914,0 +792345258,Existing Customer,46,F,2,Uneducated,Divorced,Unknown,Blue,40,5,2,3,20080,0,20080,0.56,4620,70,0.667,0 +711765708,Existing Customer,39,F,1,Graduate,Unknown,Less than $40K,Blue,36,3,4,1,6690,1912,4778,0.609,3875,60,0.538,0.286 +783393633,Existing Customer,46,M,3,Graduate,Unknown,$80K - $120K,Blue,37,6,4,3,1530,0,1530,0.635,4256,78,0.773,0 +779667408,Existing Customer,58,M,1,Post-Graduate,Single,$80K - $120K,Blue,41,4,2,1,2915,1494,1421,0.861,4235,73,0.825,0.513 +805461783,Existing Customer,47,F,3,Graduate,Divorced,Less than $40K,Blue,42,3,4,0,1438.3,0,1438.3,0.635,4735,87,0.673,0 +719098308,Attrited Customer,56,F,2,High School,Single,Less than $40K,Blue,42,5,4,2,2423,268,2155,0.804,2516,59,0.639,0.111 +771433608,Existing Customer,54,M,4,Uneducated,Single,$80K - $120K,Blue,42,5,2,2,11742,0,11742,0.621,4053,70,0.556,0 +825811158,Existing Customer,51,F,2,High School,Single,Less than $40K,Blue,47,5,2,3,3069,2517,552,0.73,4512,83,0.766,0.82 +715252383,Existing Customer,58,F,2,High School,Divorced,Unknown,Gold,36,5,4,3,34516,1864,32652,0.664,3595,52,0.733,0.054 +809092458,Existing Customer,36,F,4,Uneducated,Married,$40K - $60K,Blue,31,5,2,3,2517,1336,1181,0.755,5211,83,0.804,0.531 +713706258,Existing Customer,52,F,1,Unknown,Single,Less than $40K,Blue,43,6,2,1,1438.3,773,665.3,1.138,4890,63,0.909,0.537 +714693708,Existing Customer,45,F,3,Graduate,Married,$40K - $60K,Blue,36,3,3,1,2216,1992,224,0.789,4103,77,0.711,0.899 +721072908,Existing Customer,51,M,0,Doctorate,Single,$60K - $80K,Blue,36,6,2,3,3232,1346,1886,0.697,5102,69,0.643,0.416 +716675358,Existing Customer,54,F,1,College,Single,Less than $40K,Blue,41,5,2,2,3478,941,2537,0.711,4607,83,0.93,0.271 +708128733,Existing Customer,50,F,3,Post-Graduate,Single,Unknown,Blue,36,5,4,3,1814,0,1814,0.852,5014,99,0.623,0 +711392508,Existing Customer,37,F,2,Graduate,Married,Less than $40K,Blue,25,4,2,1,1438.3,0,1438.3,0.741,4513,75,0.744,0 +771420708,Existing Customer,42,F,4,Unknown,Single,Less than $40K,Blue,30,3,2,1,1446,621,825,0.826,4860,68,0.7,0.429 +721207908,Existing Customer,47,F,5,High School,Single,Less than $40K,Blue,37,5,2,3,1493,0,1493,0.605,4655,95,0.638,0 +715798608,Existing Customer,45,F,4,Graduate,Married,$40K - $60K,Blue,34,4,4,2,4244,1066,3178,0.606,4016,89,0.854,0.251 +716758008,Existing Customer,40,M,5,High School,Single,$40K - $60K,Blue,20,5,2,1,2984,1879,1105,0.675,4813,83,0.729,0.63 +714847983,Existing Customer,48,M,3,Unknown,Single,$80K - $120K,Blue,36,3,4,2,2713,2201,512,0.716,4220,79,0.612,0.811 +716975583,Existing Customer,42,F,2,Unknown,Single,$40K - $60K,Blue,34,4,4,3,2471,1658,813,0.682,4406,62,0.676,0.671 +804434058,Existing Customer,47,M,1,College,Married,$60K - $80K,Silver,42,6,4,2,27437,0,27437,0.872,4660,79,0.681,0 +714293358,Existing Customer,54,F,4,College,Single,Less than $40K,Blue,46,3,2,1,4166,989,3177,0.967,4584,70,1.258,0.237 +710989008,Existing Customer,38,M,1,Graduate,Unknown,$40K - $60K,Blue,27,5,6,0,13100,1436,11664,0.519,3201,78,0.5,0.11 +757194408,Attrited Customer,43,M,3,College,Married,$60K - $80K,Blue,36,2,3,3,1438.3,0,1438.3,0.539,1707,38,1.111,0 +711459483,Existing Customer,43,F,3,High School,Unknown,Less than $40K,Blue,36,6,2,3,2242,0,2242,0.658,4845,66,0.941,0 +762020133,Attrited Customer,37,F,3,High School,Married,Unknown,Blue,30,3,3,3,9874,0,9874,0.491,2446,47,0.567,0 +719256483,Existing Customer,41,F,4,High School,Single,$40K - $60K,Blue,30,5,3,3,4432,1335,3097,0.714,4144,79,0.756,0.301 +717211608,Existing Customer,45,F,3,Unknown,Single,Less than $40K,Blue,34,6,4,2,4975,1221,3754,0.602,4776,68,0.889,0.245 +717125958,Existing Customer,49,F,3,Unknown,Married,Less than $40K,Blue,38,6,5,1,2652,1581,1071,0.738,4747,80,0.778,0.596 +779261433,Existing Customer,54,F,2,Graduate,Single,Less than $40K,Blue,36,3,1,2,2043,1597,446,0.814,3553,61,0.694,0.782 +780720258,Attrited Customer,45,M,4,High School,Divorced,Less than $40K,Blue,34,4,2,3,3489,2517,972,0.721,2684,39,0.56,0.721 +715593783,Existing Customer,52,M,1,Unknown,Married,$80K - $120K,Blue,36,4,2,2,14858,1594,13264,0.51,4286,72,0.636,0.107 +770858283,Existing Customer,40,F,4,High School,Married,$40K - $60K,Blue,27,5,2,2,2822,2182,640,0.768,5371,93,0.824,0.773 +718570158,Existing Customer,54,F,4,College,Single,Less than $40K,Blue,44,3,3,2,2901,2517,384,0.608,4731,83,0.804,0.868 +711039633,Existing Customer,52,F,4,Post-Graduate,Married,Less than $40K,Blue,36,5,3,3,1594,0,1594,0.472,4653,65,0.667,0 +714074808,Existing Customer,58,F,0,High School,Married,Less than $40K,Blue,36,3,3,1,2241,1670,571,0.704,4653,75,0.63,0.745 +710439483,Existing Customer,51,F,2,Graduate,Single,Less than $40K,Blue,39,3,4,2,2581,1722,859,0.765,4431,79,0.717,0.667 +717516333,Existing Customer,40,M,2,Graduate,Married,$120K +,Blue,33,6,4,1,14713,905,13808,0.817,4125,82,0.822,0.062 +788835408,Attrited Customer,49,F,3,Unknown,Married,Less than $40K,Blue,33,6,3,3,2910,0,2910,0.789,2648,41,0.464,0 +716414958,Existing Customer,39,F,3,High School,Single,Unknown,Blue,36,3,3,3,2366,1927,439,0.631,3659,66,0.833,0.814 +712327608,Attrited Customer,54,F,0,Doctorate,Single,Less than $40K,Blue,36,4,3,2,2708,0,2708,0.673,2321,45,0.552,0 +796326483,Existing Customer,42,M,3,High School,Married,$80K - $120K,Blue,36,5,4,3,1681,0,1681,0.994,5416,82,0.952,0 +714146208,Existing Customer,40,F,4,Unknown,Single,Less than $40K,Blue,32,6,1,1,2594,2159,435,0.792,3872,71,0.511,0.832 +779166783,Existing Customer,41,F,4,Unknown,Single,$40K - $60K,Blue,31,5,1,2,2128,1383,745,0.679,3968,81,0.761,0.65 +720818658,Existing Customer,50,F,1,Uneducated,Married,Less than $40K,Blue,38,3,3,3,1438.3,0,1438.3,0.679,4594,86,0.72,0 +712982808,Attrited Customer,47,M,2,Doctorate,Divorced,$80K - $120K,Blue,32,1,3,3,1438.3,0,1438.3,0.454,2388,42,0.5,0 +718657083,Existing Customer,46,M,3,High School,Married,$60K - $80K,Blue,36,4,3,1,4696,0,4696,0.732,4828,62,1.583,0 +715222533,Attrited Customer,52,F,3,Graduate,Married,Less than $40K,Blue,36,5,3,3,2566,1079,1487,0.554,2340,36,0.5,0.42 +718187508,Existing Customer,53,F,2,Unknown,Married,Unknown,Blue,36,3,4,3,2592,1364,1228,0.679,4208,68,0.7,0.526 +802455633,Existing Customer,56,F,1,Unknown,Single,Less than $40K,Blue,50,4,4,1,1698,0,1698,0.847,4371,74,0.897,0 +714493983,Existing Customer,57,F,2,Graduate,Married,$40K - $60K,Blue,47,5,2,2,4682,1010,3672,0.638,4322,83,0.694,0.216 +780664758,Existing Customer,56,F,2,Uneducated,Married,$40K - $60K,Blue,44,6,1,2,4439,1513,2926,0.752,4532,95,0.696,0.341 +718466883,Existing Customer,34,F,1,Uneducated,Single,Less than $40K,Blue,25,6,1,2,2689,1618,1071,0.587,4237,79,0.681,0.602 +771338658,Existing Customer,46,M,2,High School,Married,$80K - $120K,Blue,30,6,3,1,11670,915,10755,0.892,4277,89,0.854,0.078 +709052883,Existing Customer,47,F,4,High School,Single,$40K - $60K,Blue,36,3,1,1,1596,0,1596,0.788,5678,81,0.8,0 +708373083,Attrited Customer,40,F,4,Unknown,Married,$40K - $60K,Blue,30,1,3,4,3356,2517,839,0.583,2032,39,0.147,0.75 +716157408,Existing Customer,53,M,0,High School,Married,$60K - $80K,Blue,46,4,4,2,1590,0,1590,0.556,4229,73,1.086,0 +713305233,Existing Customer,55,M,2,Graduate,Single,$80K - $120K,Blue,46,5,5,2,4994,0,4994,0.717,4802,81,0.761,0 +713000058,Existing Customer,51,F,3,Graduate,Married,$40K - $60K,Silver,44,4,2,3,16406,0,16406,0.627,4075,75,0.63,0 +714909858,Existing Customer,52,F,2,Unknown,Married,Less than $40K,Blue,36,6,3,1,2451,1733,718,0.724,5283,90,0.698,0.707 +804371733,Existing Customer,40,M,2,Uneducated,Married,$80K - $120K,Blue,29,5,2,3,9109,1347,7762,0.695,3991,84,0.867,0.148 +772846383,Existing Customer,45,F,1,Unknown,Single,Less than $40K,Blue,36,3,4,1,2632,1480,1152,0.588,4787,89,0.679,0.562 +712552608,Attrited Customer,46,F,3,Graduate,Married,Less than $40K,Blue,34,3,3,1,1438.3,0,1438.3,0.714,2658,43,0.654,0 +719887008,Existing Customer,38,F,3,Graduate,Married,Less than $40K,Blue,36,5,4,3,1757,1352,405,0.879,4121,81,0.421,0.769 +773342808,Existing Customer,46,F,1,Unknown,Single,Less than $40K,Blue,40,6,4,3,2711,1793,918,0.681,5084,79,0.717,0.661 +708375858,Existing Customer,47,F,4,High School,Divorced,Less than $40K,Blue,36,5,4,2,2776,1341,1435,0.744,4318,68,0.943,0.483 +789417708,Existing Customer,44,F,2,Uneducated,Married,$40K - $60K,Blue,35,3,2,1,1438.3,1091,347.3,0.702,4988,90,0.731,0.759 +794675058,Attrited Customer,36,M,3,Graduate,Married,$80K - $120K,Blue,21,5,3,2,5015,1963,3052,0.881,2491,43,0.87,0.391 +718034058,Existing Customer,40,M,4,Graduate,Single,$60K - $80K,Blue,36,3,2,2,8529,901,7628,0.764,4252,68,0.511,0.106 +778919583,Existing Customer,49,F,0,Graduate,Married,Less than $40K,Blue,30,3,2,0,1604,1112,492,0.618,4253,68,0.744,0.693 +713850783,Existing Customer,56,F,1,College,Married,Unknown,Blue,36,6,2,2,4263,0,4263,0.64,4876,70,1.188,0 +814785108,Existing Customer,45,F,1,Graduate,Married,Less than $40K,Blue,40,5,3,2,2493,1655,838,0.907,4473,76,0.9,0.664 +809616108,Attrited Customer,38,F,2,High School,Single,Less than $40K,Blue,33,3,3,3,1568,0,1568,0.611,2812,59,0.788,0 +809378133,Existing Customer,43,F,3,Uneducated,Single,Less than $40K,Blue,38,6,1,2,1521,0,1521,0.791,4880,79,0.549,0 +779658408,Existing Customer,48,M,2,Graduate,Single,$40K - $60K,Blue,31,6,3,3,3261,1730,1531,0.682,4242,65,0.667,0.531 +717954333,Existing Customer,39,F,2,Unknown,Single,Less than $40K,Blue,25,4,2,1,1781,935,846,0.868,5093,77,0.974,0.525 +737052258,Existing Customer,62,F,1,Unknown,Single,Less than $40K,Blue,55,6,1,1,5284,2517,2767,0.674,4525,63,0.537,0.476 +708108333,Attrited Customer,47,F,3,Graduate,Married,Unknown,Blue,36,3,3,1,5590,0,5590,0.01,1507,32,0,0 +715047333,Existing Customer,57,F,1,High School,Married,Unknown,Blue,36,5,2,3,1734,980,754,0.639,4313,92,0.917,0.565 +714390858,Existing Customer,48,F,5,Unknown,Single,Unknown,Blue,36,4,2,3,7645,931,6714,0.894,5016,73,0.622,0.122 +717107808,Existing Customer,48,F,1,Uneducated,Unknown,$40K - $60K,Blue,39,6,4,2,1438.3,1218,220.3,0.752,4600,76,0.617,0.847 +713564208,Existing Customer,34,F,1,Graduate,Unknown,Less than $40K,Blue,23,4,1,1,2207,1527,680,0.861,4159,64,1.133,0.692 +720357483,Existing Customer,46,F,1,College,Married,Less than $40K,Blue,23,5,2,1,1723,1010,713,0.704,4112,82,0.864,0.586 +803339583,Existing Customer,49,F,2,Post-Graduate,Married,Less than $40K,Blue,44,4,4,2,1644,0,1644,1.033,4898,82,0.783,0 +708972783,Attrited Customer,48,F,4,College,Married,Less than $40K,Blue,37,3,2,3,1745,0,1745,0.657,2297,44,0.63,0 +710157108,Existing Customer,42,F,3,Graduate,Single,$40K - $60K,Blue,33,6,2,3,3376,1661,1715,0.618,4629,75,0.923,0.492 +721483158,Existing Customer,47,M,3,Graduate,Married,$60K - $80K,Blue,29,4,3,3,7298,0,7298,0.589,4512,72,0.756,0 +767553333,Attrited Customer,45,M,3,Graduate,Single,$80K - $120K,Blue,39,1,3,3,8383,0,8383,0.809,2600,44,0.517,0 +710436108,Existing Customer,41,M,4,High School,Unknown,$40K - $60K,Blue,29,5,4,2,3600,746,2854,0.824,4184,61,0.694,0.207 +779870883,Existing Customer,45,F,4,High School,Single,$40K - $60K,Blue,29,3,2,1,4595,1781,2814,0.708,3746,68,0.545,0.388 +817188408,Existing Customer,57,M,0,Uneducated,Divorced,$80K - $120K,Blue,39,4,4,3,2795,1832,963,0.839,4679,67,0.861,0.655 +719723658,Existing Customer,49,F,2,Uneducated,Single,Less than $40K,Blue,39,6,1,3,1768,0,1768,0.788,4628,90,0.837,0 +806189658,Existing Customer,50,F,2,Uneducated,Single,Less than $40K,Blue,45,4,2,3,1780,893,887,0.609,4630,73,0.587,0.502 +789070233,Existing Customer,51,F,3,Graduate,Divorced,Less than $40K,Blue,39,5,4,3,2987,1764,1223,0.686,4339,72,0.6,0.591 +712013808,Existing Customer,44,F,4,Uneducated,Single,Unknown,Blue,24,6,3,2,2717,1720,997,0.869,4196,71,0.614,0.633 +708602283,Existing Customer,40,F,4,Uneducated,Married,Unknown,Blue,36,3,3,1,2887,0,2887,0.581,3941,82,1.158,0 +809452383,Existing Customer,37,F,2,Graduate,Married,Less than $40K,Blue,32,6,1,3,1438.3,0,1438.3,0.707,4733,89,0.816,0 +714413283,Existing Customer,46,M,3,Unknown,Married,$80K - $120K,Blue,40,6,1,1,10879,860,10019,0.974,4629,69,0.725,0.079 +712407783,Existing Customer,39,F,1,Graduate,Single,Less than $40K,Blue,28,5,3,3,1809,1181,628,0.656,4452,83,0.596,0.653 +720062508,Attrited Customer,38,F,2,Unknown,Married,$40K - $60K,Blue,28,6,2,2,1628,0,1628,0.876,2527,41,0.64,0 +717878883,Existing Customer,45,F,3,Unknown,Single,Less than $40K,Blue,36,3,4,0,1438.3,0,1438.3,0.678,4463,71,0.821,0 +714013983,Attrited Customer,37,F,4,Post-Graduate,Married,Less than $40K,Blue,36,3,3,3,1586,0,1586,0.497,2109,41,0.414,0 +753208833,Existing Customer,43,F,5,Uneducated,Married,$40K - $60K,Blue,36,5,3,2,2311,1320,991,0.658,3967,71,0.69,0.571 +721241583,Existing Customer,48,F,3,Graduate,Married,Less than $40K,Blue,43,5,3,2,2109,1205,904,0.514,2935,60,0.935,0.571 +713695158,Existing Customer,51,F,4,Uneducated,Divorced,Less than $40K,Blue,40,5,4,3,1562,1057,505,0.807,5019,78,0.696,0.677 +711540108,Attrited Customer,44,F,4,Doctorate,Unknown,Unknown,Blue,33,5,3,6,1438.3,0,1438.3,0.676,2316,48,0.5,0 +823878408,Existing Customer,39,M,4,Graduate,Married,$80K - $120K,Blue,35,6,2,1,2981,757,2224,0.764,4824,76,0.81,0.254 +779533983,Existing Customer,47,M,2,College,Divorced,$80K - $120K,Blue,31,3,1,3,5295,723,4572,0.793,4412,90,0.579,0.137 +713583408,Attrited Customer,51,F,4,Graduate,Single,$40K - $60K,Blue,37,2,3,2,4708,920,3788,0.544,2179,50,1.273,0.195 +714037308,Existing Customer,54,M,2,High School,Married,$60K - $80K,Blue,50,3,1,3,2210,1002,1208,0.938,4798,86,0.654,0.453 +715581633,Existing Customer,53,F,3,Unknown,Married,$40K - $60K,Blue,45,4,3,1,1972,0,1972,0.761,5085,73,0.587,0 +795684783,Existing Customer,48,M,4,High School,Single,$60K - $80K,Blue,42,5,4,2,2384,1596,788,0.831,3149,59,0.903,0.669 +718645308,Existing Customer,35,M,4,College,Married,Less than $40K,Blue,36,3,3,3,2311,1222,1089,0.674,4730,89,0.745,0.529 +717870108,Existing Customer,46,F,4,Unknown,Unknown,$40K - $60K,Blue,37,6,4,2,1912,1172,740,0.827,4841,81,0.884,0.613 +815515158,Existing Customer,49,F,2,Unknown,Single,$40K - $60K,Blue,44,6,1,3,2147,1402,745,0.612,4240,69,0.683,0.653 +713957283,Attrited Customer,42,F,4,Uneducated,Married,Less than $40K,Blue,23,3,2,3,3214,0,3214,0.435,2119,44,0.517,0 +715058433,Existing Customer,43,F,4,Uneducated,Married,Less than $40K,Blue,36,5,3,3,3006,879,2127,0.759,5125,87,0.74,0.292 +794771208,Existing Customer,52,M,3,Unknown,Single,$80K - $120K,Blue,46,5,1,2,2735,1942,793,0.582,3724,66,0.692,0.71 +720180633,Existing Customer,50,M,2,College,Married,$120K +,Blue,36,3,2,3,3390,2385,1005,0.656,4128,73,0.698,0.704 +815539233,Attrited Customer,54,M,4,High School,Single,$80K - $120K,Silver,49,1,3,4,34516,214,34302,0,1201,22,0,0.006 +778933983,Existing Customer,55,F,0,Uneducated,Unknown,Unknown,Blue,39,4,3,3,11249,2012,9237,0.659,3882,55,0.964,0.179 +717960033,Existing Customer,52,F,1,Graduate,Single,Less than $40K,Blue,44,6,3,1,2484,1495,989,0.922,4084,86,0.536,0.602 +825368658,Existing Customer,40,F,4,High School,Single,Less than $40K,Blue,36,5,5,3,2932,1664,1268,0.612,4795,82,0.708,0.568 +721154208,Existing Customer,60,F,1,Unknown,Married,Less than $40K,Blue,36,3,4,3,2882,2081,801,0.644,4933,103,0.661,0.722 +718572408,Existing Customer,45,F,5,Post-Graduate,Unknown,Less than $40K,Blue,36,5,2,3,2658,694,1964,0.722,4774,92,0.769,0.261 +749571633,Existing Customer,44,F,2,College,Unknown,Unknown,Blue,37,4,3,3,5589,1336,4253,0.944,4262,75,1.027,0.239 +713914683,Existing Customer,44,F,1,Graduate,Single,$40K - $60K,Blue,36,3,4,2,1484,885,599,0.951,4819,74,0.805,0.596 +713301633,Existing Customer,57,F,3,Doctorate,Single,Unknown,Blue,36,5,1,1,1678,1162,516,0.722,4402,87,0.851,0.692 +711399408,Attrited Customer,34,F,2,Graduate,Divorced,Unknown,Blue,25,2,3,4,12373,0,12373,0.71,2462,40,0.429,0 +711494208,Existing Customer,52,M,2,Unknown,Married,Less than $40K,Blue,36,3,3,3,2846,1606,1240,0.697,5092,86,0.792,0.564 +711716133,Attrited Customer,42,F,3,High School,Married,$40K - $60K,Blue,34,6,3,1,1585,1381,204,0.706,2360,40,0.379,0.871 +713906508,Existing Customer,42,F,3,Unknown,Single,Less than $40K,Blue,36,6,3,3,2837,834,2003,0.427,3892,69,0.408,0.294 +708768258,Existing Customer,51,F,4,Doctorate,Married,Less than $40K,Blue,43,6,1,2,2066,1077,989,0.715,4678,91,0.655,0.521 +719538183,Existing Customer,47,M,1,High School,Married,$60K - $80K,Blue,36,4,4,3,20789,0,20789,0.82,4105,67,0.718,0 +718957083,Existing Customer,48,F,1,Graduate,Single,Less than $40K,Blue,35,5,2,2,1449,0,1449,0.785,4797,88,0.913,0 +720872433,Attrited Customer,39,F,1,Uneducated,Single,$40K - $60K,Blue,28,5,3,6,3911,0,3911,0.897,2867,42,0.556,0 +779403558,Existing Customer,56,F,0,Unknown,Married,Less than $40K,Blue,45,5,1,1,1737,0,1737,0.653,4611,73,0.973,0 +788994783,Existing Customer,48,F,3,Graduate,Single,Less than $40K,Blue,35,3,4,3,1815,557,1258,0.672,4519,76,0.854,0.307 +715530258,Attrited Customer,46,F,2,Post-Graduate,Single,Unknown,Blue,37,1,3,3,4848,2517,2331,0.651,2353,53,0.828,0.519 +803380383,Existing Customer,46,F,5,Graduate,Divorced,Less than $40K,Blue,40,3,3,3,1592,925,667,0.804,4615,90,0.667,0.581 +716766033,Existing Customer,40,F,4,Unknown,Single,Less than $40K,Blue,31,5,2,3,1768,1242,526,0.776,4439,65,0.806,0.702 +757300008,Existing Customer,44,F,2,Graduate,Single,Unknown,Blue,37,4,3,3,8128,2344,5784,0.788,4251,80,1.051,0.288 +810986883,Existing Customer,45,F,0,High School,Single,Unknown,Blue,40,5,4,0,2557,1898,659,0.772,4808,83,0.694,0.742 +819200133,Existing Customer,44,M,3,Graduate,Unknown,$60K - $80K,Blue,39,5,4,3,2991,642,2349,0.76,4646,62,0.55,0.215 +710410158,Attrited Customer,49,M,2,Graduate,Unknown,$80K - $120K,Blue,38,3,4,3,34516,0,34516,0.482,1592,35,0.346,0 +714488433,Existing Customer,45,M,2,Unknown,Married,$80K - $120K,Blue,36,5,2,3,19099,2517,16582,0.628,4837,77,0.75,0.132 +714267858,Existing Customer,44,F,2,High School,Single,Unknown,Blue,37,6,2,1,4559,1680,2879,0.628,4934,76,0.949,0.369 +827062158,Existing Customer,58,M,2,High School,Single,$80K - $120K,Blue,54,6,3,2,22981,1696,21285,0.466,4192,66,0.571,0.074 +710669733,Existing Customer,38,F,1,Graduate,Single,$40K - $60K,Blue,36,4,2,2,2358,1965,393,0.614,4922,80,0.6,0.833 +716498883,Existing Customer,48,M,4,Graduate,Single,$80K - $120K,Blue,36,6,4,1,22067,685,21382,0.605,3577,64,0.882,0.031 +780529908,Existing Customer,43,F,3,College,Single,Less than $40K,Blue,30,3,3,2,2023,1331,692,0.624,5098,79,0.681,0.658 +714028083,Existing Customer,36,F,1,Unknown,Single,Unknown,Blue,31,6,1,2,2222,0,2222,0.769,4095,65,0.912,0 +714572208,Existing Customer,59,M,2,Graduate,Single,$60K - $80K,Blue,36,6,3,2,1438.3,788,650.3,0.741,4297,65,0.585,0.548 +708976908,Attrited Customer,40,M,3,Post-Graduate,Single,$80K - $120K,Blue,36,4,4,3,8958,0,8958,0.483,2131,43,0.387,0 +721409358,Existing Customer,36,F,1,Uneducated,Single,Less than $40K,Blue,21,3,2,1,1937,733,1204,0.826,4547,73,0.973,0.378 +809311758,Existing Customer,40,M,3,Unknown,Single,$60K - $80K,Silver,35,6,3,2,25219,1503,23716,0.944,4429,87,0.642,0.06 +712602708,Attrited Customer,36,M,3,Unknown,Unknown,$80K - $120K,Blue,36,4,1,2,1815,0,1815,0.478,2039,34,0.36,0 +789087858,Existing Customer,60,F,0,Graduate,Married,$40K - $60K,Blue,48,4,2,1,3361,2473,888,0.895,4589,69,1.029,0.736 +711264033,Existing Customer,47,M,3,Doctorate,Divorced,$40K - $60K,Blue,36,4,2,3,4786,1516,3270,0.94,4973,74,0.85,0.317 +770180808,Existing Customer,37,F,4,Graduate,Single,Unknown,Blue,31,3,3,2,1438.3,0,1438.3,0.919,5001,91,0.625,0 +789271533,Existing Customer,51,F,1,Doctorate,Single,Less than $40K,Blue,40,5,3,2,1438.3,908,530.3,0.615,4653,74,0.897,0.631 +720152058,Existing Customer,42,F,1,Doctorate,Single,Less than $40K,Blue,35,5,1,3,2725,2444,281,0.959,4965,85,0.809,0.897 +826490133,Existing Customer,42,F,4,Uneducated,Divorced,Unknown,Blue,38,6,3,2,10039,1600,8439,0.7,4685,76,0.9,0.159 +717966933,Existing Customer,45,F,5,Uneducated,Married,Unknown,Blue,37,3,1,1,2467,1446,1021,0.73,5024,81,0.62,0.586 +808669083,Existing Customer,52,F,1,Graduate,Married,Less than $40K,Blue,47,3,1,3,1438.3,0,1438.3,0.775,5015,68,0.789,0 +771422883,Attrited Customer,57,F,3,Graduate,Married,Less than $40K,Blue,45,1,4,2,1759,186,1573,0.756,2705,35,0.522,0.106 +717570258,Existing Customer,46,M,5,Graduate,Married,Less than $40K,Blue,35,6,2,2,2206,1722,484,0.973,4455,67,0.763,0.781 +708703308,Attrited Customer,35,F,1,Unknown,Married,$40K - $60K,Blue,26,6,4,4,2045,1707,338,0.577,2183,39,0.696,0.835 +789508758,Existing Customer,54,F,2,Unknown,Single,Less than $40K,Blue,46,3,2,3,4170,641,3529,0.815,3669,67,0.595,0.154 +780653208,Existing Customer,47,F,3,College,Married,Less than $40K,Blue,36,5,4,2,3300,2517,783,0.94,3784,55,1.115,0.763 +709077933,Existing Customer,26,F,0,High School,Married,Less than $40K,Blue,18,5,3,2,5422,682,4740,0.892,4460,62,0.676,0.126 +715200783,Existing Customer,56,F,2,Graduate,Married,Unknown,Blue,36,6,2,3,2015,807,1208,0.831,5209,76,0.767,0.4 +710526633,Existing Customer,47,M,2,Unknown,Single,$60K - $80K,Blue,34,3,3,2,2048,1599,449,0.613,4855,88,0.872,0.781 +714186108,Existing Customer,37,F,2,Unknown,Single,Less than $40K,Blue,19,6,5,2,2152,1682,470,1.051,4126,71,0.972,0.782 +820047858,Attrited Customer,44,F,4,Graduate,Unknown,Less than $40K,Blue,39,1,4,2,3017,1868,1149,0.722,2096,50,0.471,0.619 +708894183,Existing Customer,53,M,3,College,Single,$120K +,Silver,44,4,4,2,34516,1073,33443,0.558,4485,86,0.755,0.031 +708186933,Attrited Customer,33,M,1,Graduate,Single,$60K - $80K,Blue,36,4,3,2,1819,725,1094,0.737,2254,45,0.406,0.399 +778937583,Existing Customer,46,F,3,Uneducated,Married,Less than $40K,Blue,29,5,1,1,2228,1449,779,0.61,4382,83,0.694,0.65 +708498033,Attrited Customer,44,F,3,Unknown,Married,Less than $40K,Blue,36,3,4,6,2279,1837,442,0.853,2789,52,0.677,0.806 +815315058,Attrited Customer,48,F,4,High School,Married,$40K - $60K,Blue,43,4,2,2,1438.3,0,1438.3,0.722,2520,45,0.452,0 +751607058,Existing Customer,45,M,2,Doctorate,Married,$120K +,Blue,38,4,3,3,1686,0,1686,0.812,4413,77,0.75,0 +718194858,Existing Customer,48,F,5,Graduate,Single,Unknown,Blue,35,5,2,3,1942,1488,454,0.816,4940,88,0.796,0.766 +827123883,Existing Customer,53,M,4,High School,Single,$60K - $80K,Blue,49,5,1,2,3858,0,3858,0.67,4472,92,0.614,0 +711473058,Existing Customer,44,M,4,Graduate,Divorced,$60K - $80K,Blue,32,6,3,2,11651,1368,10283,0.563,3870,64,0.561,0.117 +715197633,Existing Customer,43,M,3,Uneducated,Unknown,$40K - $60K,Blue,38,5,4,2,9449,1914,7535,0.87,4658,93,0.722,0.203 +713512308,Attrited Customer,50,F,0,Graduate,Single,Less than $40K,Blue,41,2,3,1,3423,0,3423,0.505,2229,45,0.406,0 +790023408,Existing Customer,47,F,3,Unknown,Single,Less than $40K,Blue,39,6,2,1,2915,2422,493,0.576,4037,83,0.766,0.831 +720403008,Existing Customer,50,F,3,Uneducated,Married,Unknown,Blue,38,4,4,1,11486,0,11486,0.383,4918,79,0.549,0 +709581483,Attrited Customer,40,F,4,Doctorate,Married,Less than $40K,Blue,21,1,2,1,2984,2517,467,0.574,2373,53,0.359,0.843 +711201108,Attrited Customer,37,F,3,High School,Single,Less than $40K,Blue,29,3,3,3,1653,0,1653,0.517,2284,35,0.296,0 +708784083,Existing Customer,47,F,3,Uneducated,Single,Less than $40K,Blue,36,5,2,1,2723,1588,1135,0.852,4307,83,0.844,0.583 +712838358,Existing Customer,40,F,4,Uneducated,Married,Less than $40K,Blue,31,5,2,3,1438.3,0,1438.3,0.553,4702,84,0.714,0 +714887808,Attrited Customer,43,F,1,Uneducated,Single,Less than $40K,Blue,36,1,3,2,1818,0,1818,0.758,2279,50,0.724,0 +716581983,Existing Customer,56,F,0,College,Married,$40K - $60K,Blue,36,5,2,3,4384,929,3455,0.678,4792,91,0.75,0.212 +716930133,Existing Customer,43,F,3,High School,Unknown,Less than $40K,Blue,36,3,3,2,1824,0,1824,0.797,4594,86,0.654,0 +808981608,Existing Customer,50,F,2,Uneducated,Married,Less than $40K,Blue,45,4,1,0,5452,540,4912,0.539,4220,66,0.737,0.099 +709714008,Attrited Customer,50,F,1,Unknown,Single,Unknown,Blue,39,6,3,3,9248,0,9248,0.613,2325,45,0.552,0 +811942983,Existing Customer,55,M,2,High School,Married,$120K +,Blue,50,3,2,3,17627,1756,15871,0.757,4836,74,0.721,0.1 +715565058,Existing Customer,27,F,1,Uneducated,Unknown,Less than $40K,Blue,16,3,1,2,1438.3,0,1438.3,0.469,4479,70,0.628,0 +714519408,Attrited Customer,44,F,3,College,Married,Less than $40K,Blue,36,2,3,3,5357,2139,3218,0.499,1979,48,0.655,0.399 +719153433,Existing Customer,49,F,4,Uneducated,Married,Unknown,Blue,38,4,2,1,2542,850,1692,0.723,4972,79,0.717,0.334 +809127858,Existing Customer,51,F,1,Post-Graduate,Single,$40K - $60K,Blue,46,4,1,3,2275,1219,1056,0.639,4807,72,0.6,0.536 +712740108,Attrited Customer,43,F,4,Uneducated,Divorced,Less than $40K,Blue,33,6,3,1,1706,0,1706,0.601,2371,45,0.5,0 +720251358,Attrited Customer,54,F,2,High School,Divorced,Less than $40K,Blue,36,6,3,1,3591,2517,1074,0.665,2313,43,0.536,0.701 +713935533,Existing Customer,44,M,3,Graduate,Single,$40K - $60K,Silver,29,5,1,3,19360,870,18490,0.532,3966,78,0.902,0.045 +710243208,Existing Customer,56,F,4,Unknown,Married,Less than $40K,Blue,44,3,3,2,1707,0,1707,0.683,4846,80,0.569,0 +708870408,Existing Customer,53,M,4,Unknown,Single,Less than $40K,Blue,43,6,3,1,3844,2079,1765,0.755,4271,56,0.806,0.541 +795844983,Existing Customer,45,F,3,High School,Married,$40K - $60K,Blue,39,6,4,1,2851,0,2851,0.482,3916,64,0.829,0 +828294933,Attrited Customer,49,F,3,High School,Married,Less than $40K,Blue,45,3,2,3,2951,2437,514,0.765,2519,36,0.565,0.826 +713531808,Existing Customer,38,F,1,Doctorate,Married,Less than $40K,Blue,28,6,1,1,1438.3,0,1438.3,0.813,4475,74,0.644,0 +712307283,Attrited Customer,54,M,1,College,Single,$120K +,Blue,37,6,2,3,9090,2517,6573,0.661,2239,43,0.72,0.277 +715778358,Existing Customer,45,M,5,Graduate,Married,$120K +,Blue,26,6,3,2,34516,797,33719,1.133,3643,59,1.034,0.023 +778910883,Attrited Customer,53,M,2,Unknown,Married,$80K - $120K,Blue,34,4,3,2,1837,875,962,0.58,2169,43,0.654,0.476 +710637183,Existing Customer,48,F,4,Graduate,Single,Unknown,Blue,40,3,3,3,2300,1906,394,0.803,4538,71,0.868,0.829 +712781883,Existing Customer,36,F,1,Uneducated,Married,Less than $40K,Blue,36,6,1,3,2611,537,2074,0.848,5121,83,0.804,0.206 +709664658,Existing Customer,40,M,4,Unknown,Unknown,$80K - $120K,Blue,27,4,3,2,22863,927,21936,0.569,4071,69,0.725,0.041 +717574683,Existing Customer,53,F,3,Unknown,Married,$40K - $60K,Blue,46,6,3,1,2192,1146,1046,0.622,4756,85,0.735,0.523 +771497283,Existing Customer,40,F,2,High School,Divorced,Less than $40K,Blue,28,4,6,3,2917,1310,1607,0.757,4736,79,0.795,0.449 +714991608,Existing Customer,41,F,3,High School,Single,$40K - $60K,Blue,31,3,3,2,1438.3,913,525.3,0.981,4300,68,0.619,0.635 +779848383,Attrited Customer,37,F,3,Graduate,Single,Less than $40K,Blue,21,4,2,2,1784,577,1207,0.542,2348,47,0.516,0.323 +715495308,Existing Customer,43,F,4,Graduate,Single,Less than $40K,Blue,36,5,4,1,8919,2231,6688,0.562,3923,73,1.028,0.25 +712431183,Existing Customer,52,F,2,Uneducated,Single,Less than $40K,Blue,37,4,3,1,2164,0,2164,0.688,5282,80,0.818,0 +714895608,Existing Customer,48,F,2,Unknown,Single,Unknown,Blue,38,4,4,3,2792,1375,1417,0.854,4364,62,0.879,0.492 +718324983,Existing Customer,60,F,0,College,Married,Less than $40K,Blue,49,5,3,3,1634,1155,479,0.874,4522,83,0.766,0.707 +713541033,Existing Customer,39,F,1,College,Single,Less than $40K,Blue,32,4,2,3,2144,1557,587,0.775,4571,85,0.848,0.726 +771989733,Existing Customer,37,M,2,Unknown,Single,$40K - $60K,Blue,26,4,1,2,3664,1449,2215,0.712,4413,65,0.548,0.395 +789698733,Existing Customer,40,F,4,Uneducated,Married,Less than $40K,Blue,27,5,3,1,4788,1088,3700,0.808,4438,78,0.95,0.227 +787514433,Existing Customer,34,F,3,College,Married,Less than $40K,Blue,23,3,3,3,2164,1176,988,0.835,5075,71,0.868,0.543 +811081083,Existing Customer,48,F,3,Uneducated,Single,Less than $40K,Blue,43,5,4,2,1532,1183,349,0.617,4359,78,0.857,0.772 +717371583,Attrited Customer,56,F,2,Uneducated,Single,Less than $40K,Blue,36,1,3,5,1883,400,1483,0.528,1954,45,0.5,0.212 +715579233,Existing Customer,44,F,3,Doctorate,Single,$40K - $60K,Blue,40,4,1,3,3659,1356,2303,0.715,4861,74,0.762,0.371 +781930233,Existing Customer,47,F,2,High School,Married,Less than $40K,Blue,37,6,1,1,2946,2338,608,0.58,4717,70,0.628,0.794 +716825808,Existing Customer,45,F,3,Uneducated,Divorced,Less than $40K,Blue,36,5,1,0,2697,2216,481,0.681,4063,75,0.786,0.822 +757053408,Existing Customer,47,F,1,Graduate,Single,Unknown,Blue,40,3,1,3,3811,1970,1841,0.828,3578,76,0.689,0.517 +788418933,Existing Customer,35,F,2,Graduate,Married,$40K - $60K,Blue,27,5,2,3,1613,1085,528,0.659,5000,85,0.848,0.673 +788898933,Existing Customer,42,F,4,College,Married,Less than $40K,Blue,27,6,2,1,2043,0,2043,1.019,5198,77,0.711,0 +712163433,Attrited Customer,47,M,3,Uneducated,Married,$40K - $60K,Blue,29,1,2,4,1684,644,1040,0.723,2164,36,0.714,0.382 +717343833,Existing Customer,47,F,5,Uneducated,Unknown,Unknown,Blue,34,4,1,3,3127,2094,1033,0.709,4518,86,0.83,0.67 +820868508,Existing Customer,47,M,2,College,Married,$40K - $60K,Blue,43,3,4,1,7106,736,6370,0.687,5192,75,0.562,0.104 +789240258,Existing Customer,50,F,2,Uneducated,Single,$40K - $60K,Blue,35,4,3,1,2784,2458,326,0.798,4904,81,0.8,0.883 +716951658,Existing Customer,51,F,3,High School,Single,$40K - $60K,Blue,38,5,3,1,5536,0,5536,0.695,4281,82,0.822,0 +718932633,Existing Customer,45,F,3,College,Married,Less than $40K,Blue,35,3,2,2,1717,1156,561,0.647,4301,64,0.641,0.673 +711487533,Attrited Customer,47,F,3,Unknown,Married,Less than $40K,Blue,38,3,3,2,1438.3,0,1438.3,0.198,1687,38,0.226,0 +715306983,Attrited Customer,42,M,5,High School,Married,$60K - $80K,Blue,36,1,2,3,1866,0,1866,0.798,2833,42,0.355,0 +712771233,Existing Customer,52,M,3,Unknown,Single,$80K - $120K,Blue,36,3,4,1,2516,1268,1248,0.751,4461,80,0.818,0.504 +789637308,Attrited Customer,45,F,2,College,Divorced,$40K - $60K,Blue,39,4,3,4,3076,0,3076,0.734,2580,50,0.429,0 +717247383,Existing Customer,48,M,4,Graduate,Single,$40K - $60K,Blue,36,5,2,3,7514,0,7514,0.514,4789,69,0.408,0 +714842208,Existing Customer,52,F,2,Graduate,Married,$40K - $60K,Blue,36,6,4,2,2804,1782,1022,0.698,4357,69,0.605,0.636 +794172033,Attrited Customer,58,F,1,Post-Graduate,Divorced,Less than $40K,Blue,52,4,1,3,1817,0,1817,0.503,2347,45,0.452,0 +713592408,Existing Customer,43,F,3,High School,Married,Less than $40K,Blue,28,3,3,2,2590,0,2590,0.63,3391,66,0.833,0 +709314408,Existing Customer,39,F,2,College,Single,$40K - $60K,Blue,29,5,3,1,4938,1593,3345,0.7,4516,82,0.783,0.323 +715957233,Existing Customer,53,M,3,College,Single,$60K - $80K,Blue,36,5,1,1,19940,2018,17922,0.42,4694,75,0.786,0.101 +719414658,Existing Customer,52,F,0,Graduate,Single,Unknown,Blue,36,3,4,1,12366,0,12366,0.738,4880,76,0.9,0 +719632683,Existing Customer,40,M,3,Graduate,Single,$40K - $60K,Blue,30,6,3,3,2583,2235,348,0.508,4500,83,0.509,0.865 +708136908,Existing Customer,62,F,0,Graduate,Single,Less than $40K,Blue,53,5,2,2,2616,801,1815,0.719,4655,68,0.511,0.306 +721393083,Existing Customer,52,F,3,Unknown,Single,$40K - $60K,Blue,45,5,3,1,6053,577,5476,0.85,5035,64,1.37,0.095 +714520233,Attrited Customer,59,F,0,Graduate,Married,Less than $40K,Blue,36,2,3,2,1708,0,1708,0.443,1992,38,0.357,0 +709455108,Existing Customer,49,F,4,Unknown,Married,Less than $40K,Blue,33,3,2,1,2393,1667,726,0.974,3768,79,0.681,0.697 +767058183,Existing Customer,53,F,1,Graduate,Divorced,Less than $40K,Blue,46,5,4,3,3424,1333,2091,0.667,4485,61,0.694,0.389 +770800683,Existing Customer,48,F,3,Post-Graduate,Married,Less than $40K,Blue,35,3,3,3,2640,2133,507,1.008,4956,72,0.846,0.808 +779651058,Existing Customer,59,F,0,Unknown,Single,$40K - $60K,Blue,42,6,2,2,1931,1409,522,0.887,4797,65,0.625,0.73 +710443833,Existing Customer,50,M,2,Unknown,Single,$120K +,Blue,38,4,4,2,2123,995,1128,0.626,4516,78,0.625,0.469 +717725433,Attrited Customer,54,F,2,Graduate,Married,$40K - $60K,Blue,44,3,4,2,1606,0,1606,0.763,2258,37,0.609,0 +720600858,Existing Customer,41,M,4,Graduate,Married,$60K - $80K,Blue,26,5,2,2,5633,1395,4238,0.542,3695,75,0.63,0.248 +717797658,Existing Customer,57,F,2,Graduate,Married,Less than $40K,Blue,45,6,2,2,1438.3,740,698.3,0.698,4970,87,0.933,0.514 +779458383,Existing Customer,50,F,3,High School,Married,Less than $40K,Blue,32,6,2,3,2590,2087,503,0.7,4248,73,0.78,0.806 +788767983,Existing Customer,43,M,5,Unknown,Single,$60K - $80K,Blue,24,3,1,3,4556,0,4556,0.961,4273,82,0.64,0 +711994458,Existing Customer,47,F,4,High School,Married,Unknown,Blue,39,6,4,0,1537,0,1537,0.712,4234,75,0.786,0 +713948808,Existing Customer,55,M,3,High School,Single,$60K - $80K,Blue,47,3,2,2,1602,962,640,0.834,4873,97,0.764,0.6 +710456658,Existing Customer,50,F,4,Graduate,Married,Less than $40K,Blue,31,4,2,1,2080,1799,281,0.651,5130,82,0.864,0.865 +771531708,Existing Customer,46,F,2,Unknown,Single,Unknown,Blue,34,6,3,1,7565,887,6678,0.81,4683,87,0.642,0.117 +713546883,Existing Customer,47,M,2,Graduate,Divorced,$60K - $80K,Blue,29,5,2,3,4786,1553,3233,0.61,5039,76,0.81,0.324 +711447783,Existing Customer,53,F,2,Graduate,Single,Less than $40K,Blue,38,4,2,3,2375,1353,1022,0.804,5000,76,0.617,0.57 +713746608,Existing Customer,48,F,2,High School,Married,Unknown,Blue,37,3,2,2,8446,908,7538,0.604,4240,67,0.763,0.108 +718020408,Existing Customer,60,F,1,Graduate,Married,Less than $40K,Blue,36,3,4,3,1977,545,1432,0.901,4393,72,0.946,0.276 +719475633,Existing Customer,42,M,3,Post-Graduate,Married,$80K - $120K,Blue,30,6,2,3,13908,0,13908,0.719,4319,81,0.976,0 +719654283,Existing Customer,52,F,2,Graduate,Married,$40K - $60K,Silver,42,3,3,2,19220,0,19220,0.997,4642,81,0.761,0 +720114633,Existing Customer,44,F,5,High School,Single,Less than $40K,Blue,30,3,3,1,2709,1726,983,0.698,5056,89,0.78,0.637 +816315558,Existing Customer,38,M,1,High School,Single,$60K - $80K,Blue,33,5,4,1,1503,879,624,0.776,4439,77,0.604,0.585 +712567083,Existing Customer,51,M,1,High School,Married,$80K - $120K,Blue,36,5,2,2,9186,0,9186,0.658,4986,88,0.76,0 +711302883,Existing Customer,50,F,0,Graduate,Single,Less than $40K,Blue,46,3,2,2,2165,1392,773,0.734,4194,72,0.946,0.643 +719775408,Existing Customer,41,F,4,High School,Single,Unknown,Blue,36,4,2,3,1438.3,0,1438.3,0.585,5020,85,0.7,0 +712070208,Existing Customer,61,F,1,College,Single,Unknown,Blue,50,4,4,1,6673,2458,4215,0.625,4141,82,0.547,0.368 +718641483,Existing Customer,53,F,3,Graduate,Married,Less than $40K,Blue,42,3,1,1,2404,1109,1295,0.639,4519,72,0.636,0.461 +710690733,Attrited Customer,47,F,3,Graduate,Married,Less than $40K,Blue,35,4,3,2,1666,0,1666,0.92,2816,38,0.52,0 +718441308,Existing Customer,41,M,2,Graduate,Single,$60K - $80K,Blue,31,3,1,3,8228,1935,6293,0.627,4933,68,0.545,0.235 +772243833,Existing Customer,54,F,0,Doctorate,Single,Less than $40K,Blue,43,4,1,3,3186,968,2218,0.696,4077,75,0.63,0.304 +711992133,Existing Customer,53,F,1,Uneducated,Married,Less than $40K,Blue,41,4,2,2,2596,868,1728,0.743,4801,72,0.714,0.334 +779084208,Attrited Customer,43,F,3,High School,Divorced,Less than $40K,Blue,24,4,2,2,1662,613,1049,0.868,2326,31,0.55,0.369 +715304958,Attrited Customer,42,F,3,Graduate,Single,Less than $40K,Blue,27,6,2,2,2053,0,2053,0.866,3053,50,0.562,0 +713179083,Existing Customer,32,F,2,Uneducated,Single,Unknown,Blue,25,3,2,1,3193,1533,1660,0.936,4419,75,0.786,0.48 +709836258,Existing Customer,45,F,4,Graduate,Married,Less than $40K,Blue,41,5,1,2,1927,1337,590,0.667,5127,81,0.653,0.694 +715950483,Attrited Customer,39,F,1,Uneducated,Married,$40K - $60K,Blue,27,3,3,3,2821,725,2096,0.704,2397,35,0.296,0.257 +798281808,Existing Customer,48,M,4,High School,Married,$60K - $80K,Blue,42,5,4,3,3879,1214,2665,0.924,5158,79,0.681,0.313 +720414558,Existing Customer,56,F,2,Unknown,Married,Less than $40K,Blue,36,6,2,1,1971,922,1049,0.762,4827,84,0.867,0.468 +713509908,Existing Customer,48,F,2,Graduate,Married,Unknown,Blue,35,3,1,1,1755,1058,697,0.697,4719,90,0.8,0.603 +711919608,Attrited Customer,42,F,3,Graduate,Married,Less than $40K,Blue,36,4,3,2,2031,1720,311,0.713,2702,32,0.778,0.847 +709993158,Existing Customer,46,F,2,Graduate,Married,Less than $40K,Blue,31,5,2,0,2330,1584,746,0.78,3917,71,0.651,0.68 +767815233,Existing Customer,46,F,3,College,Married,Less than $40K,Blue,40,6,4,2,1438.3,0,1438.3,0.714,4283,88,0.833,0 +717624708,Attrited Customer,59,M,2,High School,Divorced,Less than $40K,Blue,51,6,5,3,1438.3,0,1438.3,0.734,2589,49,0.69,0 +720015183,Existing Customer,60,M,1,Graduate,Married,$120K +,Blue,46,6,3,1,5130,2048,3082,0.776,4601,88,0.76,0.399 +778236858,Existing Customer,54,F,2,Graduate,Married,Unknown,Blue,42,4,1,1,11794,1018,10776,0.898,5547,87,0.706,0.086 +789095958,Attrited Customer,50,M,1,Unknown,Single,$60K - $80K,Blue,38,4,3,3,7603,744,6859,0.711,2497,42,0.273,0.098 +713736333,Attrited Customer,41,F,3,Uneducated,Married,$40K - $60K,Blue,36,1,3,4,3606,0,3606,0.37,1829,41,0.519,0 +717836733,Existing Customer,49,F,1,Graduate,Married,Less than $40K,Blue,36,6,2,1,5153,1378,3775,0.744,4274,81,0.723,0.267 +712619808,Existing Customer,47,F,3,College,Single,Less than $40K,Blue,36,3,2,1,2500,1169,1331,0.638,4265,87,0.812,0.468 +712221408,Existing Customer,42,M,4,Graduate,Single,$40K - $60K,Blue,33,5,3,2,2654,1489,1165,0.668,4767,82,0.673,0.561 +714213708,Attrited Customer,35,F,3,College,Single,Less than $40K,Blue,25,4,3,2,3611,2517,1094,0.537,2178,45,0.552,0.697 +720289533,Existing Customer,47,F,4,Unknown,Married,Unknown,Blue,42,5,2,3,1882,1143,739,0.638,4536,85,0.889,0.607 +709469658,Existing Customer,47,M,3,Unknown,Single,$80K - $120K,Blue,36,3,1,2,7421,0,7421,0.708,4353,75,0.786,0 +772323033,Existing Customer,44,F,4,Graduate,Single,Less than $40K,Blue,33,3,2,2,4606,1556,3050,0.676,4363,78,0.66,0.338 +742572558,Existing Customer,32,F,0,High School,Divorced,Unknown,Blue,25,5,3,1,12268,1165,11103,0.832,4905,82,0.822,0.095 +718848183,Existing Customer,50,M,2,Post-Graduate,Married,$80K - $120K,Blue,42,6,1,1,9873,1276,8597,0.791,4613,82,0.745,0.129 +719034183,Existing Customer,46,F,3,Graduate,Single,Less than $40K,Blue,38,5,1,3,1555,1366,189,0.704,5490,86,0.755,0.878 +720142308,Attrited Customer,52,F,2,Graduate,Married,Less than $40K,Blue,36,5,3,4,2160,0,2160,0.645,2360,56,0.647,0 +771872733,Existing Customer,38,M,0,Unknown,Married,$60K - $80K,Blue,26,5,2,1,3809,1521,2288,0.692,4666,69,0.865,0.399 +718816158,Existing Customer,44,F,3,High School,Single,Less than $40K,Blue,33,3,3,3,5362,1984,3378,0.664,3851,87,0.642,0.37 +720003558,Existing Customer,43,F,1,Graduate,Unknown,Less than $40K,Blue,32,4,4,3,1834,1416,418,0.868,5653,79,0.927,0.772 +818993508,Existing Customer,52,F,3,Graduate,Married,Less than $40K,Blue,47,4,4,2,2577,879,1698,0.74,5021,75,0.744,0.341 +715672458,Existing Customer,47,M,5,Graduate,Single,$60K - $80K,Blue,36,6,3,2,2721,1264,1457,0.796,4557,71,0.972,0.465 +789820308,Existing Customer,50,F,3,Graduate,Married,Less than $40K,Blue,40,3,2,2,2925,2065,860,0.692,3913,47,1.474,0.706 +819688458,Attrited Customer,44,F,5,Graduate,Unknown,Less than $40K,Blue,39,6,3,2,1545,0,1545,0.749,2646,39,0.444,0 +710785383,Attrited Customer,49,F,2,Graduate,Married,Less than $40K,Blue,39,3,3,1,2212,0,2212,0.942,2394,55,0.897,0 +712837233,Existing Customer,46,M,2,High School,Single,$120K +,Blue,36,3,1,3,13001,1482,11519,0.552,3671,55,0.528,0.114 +713597658,Attrited Customer,36,F,3,Uneducated,Single,Less than $40K,Blue,22,3,3,1,2784,2378,406,0.525,2021,57,0.676,0.854 +713953383,Attrited Customer,50,M,1,Post-Graduate,Single,$60K - $80K,Blue,36,4,3,2,2317,0,2317,0.734,2214,41,0.519,0 +716891583,Existing Customer,41,F,3,High School,Unknown,Less than $40K,Blue,36,5,2,0,1867,970,897,0.828,4537,60,1,0.52 +716510658,Attrited Customer,50,F,0,Doctorate,Single,Less than $40K,Blue,38,4,3,3,2595,2353,242,0.924,2526,41,0.577,0.907 +708125733,Existing Customer,46,F,2,College,Divorced,Less than $40K,Blue,36,4,3,1,1438.3,0,1438.3,0.906,4311,77,0.833,0 +716484333,Existing Customer,46,F,2,Graduate,Married,Less than $40K,Blue,40,6,1,2,1696,1177,519,0.686,4410,84,0.826,0.694 +708519108,Attrited Customer,46,F,1,Graduate,Married,Unknown,Blue,24,3,3,2,2694,1576,1118,0.494,2041,57,0.9,0.585 +719740008,Attrited Customer,51,F,4,High School,Married,Less than $40K,Blue,41,3,3,4,2791,940,1851,0.813,2584,49,0.441,0.337 +717087858,Existing Customer,51,F,1,Graduate,Single,$40K - $60K,Blue,36,3,3,1,2146,967,1179,0.569,4253,74,0.721,0.451 +711605208,Attrited Customer,61,M,0,Uneducated,Married,$80K - $120K,Blue,43,3,3,5,1438.3,0,1438.3,0.7,1958,47,0.424,0 +714882258,Existing Customer,38,F,2,College,Married,Unknown,Blue,36,6,1,2,1438.3,730,708.3,0.921,4583,67,0.914,0.508 +792300858,Existing Customer,44,F,3,Graduate,Divorced,$40K - $60K,Blue,38,3,2,2,4269,1852,2417,0.682,4178,75,0.63,0.434 +766550808,Existing Customer,45,F,3,Graduate,Married,$40K - $60K,Blue,38,3,6,1,4195,2440,1755,0.889,4430,72,0.714,0.582 +718941183,Existing Customer,48,F,1,College,Married,Less than $40K,Blue,38,5,2,2,1832,748,1084,0.879,4376,87,0.812,0.408 +708516558,Existing Customer,37,F,2,High School,Married,Less than $40K,Blue,36,3,2,1,2588,1782,806,0.546,4159,83,0.766,0.689 +709350783,Existing Customer,63,F,0,Unknown,Single,Less than $40K,Blue,36,6,1,1,4847,1856,2991,0.61,4712,76,0.81,0.383 +771230508,Existing Customer,46,F,4,College,Married,$40K - $60K,Blue,33,4,1,1,2423,429,1994,0.625,4717,80,0.739,0.177 +710978058,Existing Customer,50,F,0,Uneducated,Single,$40K - $60K,Blue,41,6,2,3,7507,1697,5810,1.098,4651,71,1.029,0.226 +713405133,Existing Customer,51,M,2,College,Married,$120K +,Blue,43,5,2,3,5232,1923,3309,0.629,4976,93,0.661,0.368 +710723958,Existing Customer,43,F,3,Uneducated,Single,Unknown,Blue,32,5,1,1,1438.3,491,947.3,0.494,5016,86,0.593,0.341 +823840458,Existing Customer,47,F,1,High School,Married,Unknown,Blue,43,4,2,2,1828,1517,311,0.661,4542,82,0.577,0.83 +791754258,Existing Customer,49,F,5,Graduate,Married,Unknown,Blue,43,4,3,2,2557,2351,206,0.807,4342,73,1.147,0.919 +789472833,Existing Customer,42,F,2,College,Divorced,Less than $40K,Blue,33,3,3,1,2283,1690,593,0.874,4377,64,0.488,0.74 +711099408,Existing Customer,35,F,4,High School,Single,Less than $40K,Blue,25,5,2,3,2684,1658,1026,0.669,4657,76,1,0.618 +745853283,Existing Customer,38,F,1,Graduate,Married,Unknown,Blue,31,3,1,3,7234,0,7234,0.899,5198,75,1.083,0 +717790233,Existing Customer,37,F,2,College,Single,$40K - $60K,Blue,26,3,2,3,1438.3,743,695.3,0.561,4730,80,0.778,0.517 +818791833,Existing Customer,42,F,3,Graduate,Married,Less than $40K,Blue,37,4,2,1,2730,1303,1427,1.308,4750,76,0.9,0.477 +714981483,Existing Customer,50,F,3,High School,Married,Unknown,Blue,38,4,2,1,2808,1720,1088,0.836,5137,81,0.723,0.613 +719373558,Existing Customer,42,F,3,Unknown,Single,Less than $40K,Blue,36,6,1,1,6275,0,6275,0.79,4308,75,0.786,0 +823609383,Existing Customer,43,F,4,College,Unknown,$40K - $60K,Blue,39,4,1,3,1438.3,0,1438.3,0.68,4528,83,1.128,0 +714408933,Attrited Customer,44,M,4,Graduate,Single,$80K - $120K,Blue,36,4,2,2,10834,0,10834,0.522,2249,51,0.594,0 +713661933,Existing Customer,44,F,1,College,Married,Less than $40K,Blue,33,5,1,3,1522,0,1522,0.783,4835,70,0.489,0 +716218908,Existing Customer,48,F,4,Doctorate,Single,Unknown,Blue,39,6,1,1,2845,919,1926,0.652,2635,43,1.263,0.323 +818710233,Existing Customer,41,F,2,Graduate,Married,$40K - $60K,Blue,36,6,2,3,2329,1271,1058,0.729,4382,70,0.667,0.546 +719463708,Existing Customer,47,F,1,Uneducated,Single,$40K - $60K,Blue,34,5,1,3,2099,1164,935,0.717,4471,80,0.667,0.555 +817958733,Existing Customer,42,F,2,Uneducated,Married,Unknown,Blue,37,6,1,1,5099,958,4141,0.607,4025,73,0.521,0.188 +708397008,Existing Customer,54,F,4,Graduate,Married,Unknown,Blue,43,3,2,3,3805,821,2984,0.807,4326,67,0.811,0.216 +720547533,Existing Customer,47,F,2,High School,Married,Unknown,Blue,32,3,2,1,11438,0,11438,0.815,4346,90,0.915,0 +708780783,Existing Customer,43,F,3,Graduate,Single,$40K - $60K,Blue,33,4,3,3,2434,1169,1265,0.689,4739,76,0.81,0.48 +758178558,Existing Customer,44,F,3,Graduate,Single,Unknown,Blue,37,3,2,1,4703,1555,3148,0.932,4127,89,0.648,0.331 +716237508,Existing Customer,44,F,5,High School,Married,Unknown,Blue,36,4,3,2,5254,2507,2747,0.751,4501,64,0.641,0.477 +714735033,Existing Customer,45,F,5,Doctorate,Married,Less than $40K,Blue,34,4,2,2,1438.3,491,947.3,0.708,4376,84,0.787,0.341 +709726158,Existing Customer,40,F,4,Graduate,Single,Less than $40K,Blue,26,5,3,0,2206,1110,1096,0.746,5196,92,0.614,0.503 +770909433,Existing Customer,50,F,2,College,Married,$40K - $60K,Blue,37,6,2,1,3600,1904,1696,0.72,4946,75,0.531,0.529 +822121608,Existing Customer,46,M,2,High School,Unknown,$60K - $80K,Blue,42,3,3,2,7116,693,6423,0.759,4759,81,0.841,0.097 +717278808,Existing Customer,37,F,3,College,Married,Less than $40K,Blue,28,4,2,1,1788,0,1788,1.001,3511,56,0.931,0 +712640583,Existing Customer,60,F,0,Doctorate,Married,Unknown,Blue,51,4,1,3,7508,2148,5360,0.89,4950,70,0.707,0.286 +716099958,Attrited Customer,39,F,5,Unknown,Married,$40K - $60K,Blue,31,3,3,6,3333,1867,1466,0.947,3348,50,0.282,0.56 +788772708,Existing Customer,50,F,2,Graduate,Married,Unknown,Blue,31,5,1,3,13745,0,13745,0.53,4432,61,0.605,0 +712795833,Attrited Customer,34,F,4,Graduate,Married,Less than $40K,Blue,36,2,2,4,5021,2517,2504,0.587,2270,40,0.481,0.501 +718892283,Existing Customer,43,M,2,Graduate,Married,$40K - $60K,Blue,34,3,2,1,4396,0,4396,0.592,4771,78,1.053,0 +720294258,Existing Customer,40,F,4,Graduate,Single,Less than $40K,Blue,30,4,2,2,2558,0,2558,0.728,4635,82,0.64,0 +721181883,Existing Customer,30,F,0,College,Single,Unknown,Blue,18,4,2,3,9641,0,9641,0.907,4710,75,0.667,0 +712098033,Existing Customer,38,F,1,Uneducated,Married,Unknown,Blue,36,3,3,1,12621,912,11709,0.64,4945,78,0.56,0.072 +712593933,Attrited Customer,40,M,3,Doctorate,Married,$40K - $60K,Blue,36,3,3,4,2313,0,2313,0.673,2249,42,0.312,0 +711343233,Existing Customer,53,F,3,Uneducated,Married,Less than $40K,Blue,36,3,1,3,1438.3,1183,255.3,0.841,4551,65,0.667,0.822 +712394283,Existing Customer,44,F,4,Graduate,Divorced,Less than $40K,Blue,30,4,3,2,1791,1314,477,0.725,5109,79,0.756,0.734 +790021233,Existing Customer,52,F,3,Uneducated,Single,Less than $40K,Blue,44,3,3,2,2300,1598,702,0.813,4287,84,0.714,0.695 +711890808,Existing Customer,42,F,3,Graduate,Married,Less than $40K,Blue,36,4,2,2,2526,2048,478,0.716,4267,72,0.8,0.811 +714164808,Attrited Customer,42,F,4,Graduate,Married,$40K - $60K,Blue,33,4,3,2,2918,0,2918,0.559,2056,54,0.459,0 +825850383,Existing Customer,53,F,2,Graduate,Single,Unknown,Blue,49,4,2,3,6074,0,6074,0.697,4303,77,0.674,0 +789533133,Existing Customer,45,M,3,High School,Married,$60K - $80K,Blue,37,5,1,2,4995,1766,3229,0.76,4389,82,0.864,0.354 +779523258,Existing Customer,34,M,2,Graduate,Married,$40K - $60K,Blue,17,6,2,1,3323,1062,2261,0.729,4610,78,0.773,0.32 +719617758,Existing Customer,56,F,1,Graduate,Married,Less than $40K,Blue,48,3,1,3,2464,1794,670,0.682,4610,76,0.9,0.728 +779858058,Existing Customer,34,F,2,Graduate,Unknown,Less than $40K,Blue,18,4,1,3,2730,0,2730,0.648,4530,72,0.714,0 +710423358,Existing Customer,35,F,1,College,Unknown,Unknown,Blue,29,4,3,3,1438.3,966,472.3,0.871,5249,81,0.761,0.672 +710500983,Attrited Customer,43,M,2,College,Single,$80K - $120K,Blue,34,2,4,3,4617,1035,3582,0.36,1779,35,0.591,0.224 +711851583,Existing Customer,50,M,2,Graduate,Married,$120K +,Blue,42,6,2,1,8220,1015,7205,1.063,4794,77,0.878,0.123 +779405133,Existing Customer,40,F,3,College,Single,Less than $40K,Blue,29,4,3,1,5716,623,5093,0.673,4387,79,0.881,0.109 +719410083,Existing Customer,49,F,2,Unknown,Single,Less than $40K,Blue,36,4,3,0,1635,1220,415,0.565,4807,56,0.931,0.746 +796196733,Existing Customer,52,F,2,Unknown,Single,$40K - $60K,Blue,46,4,2,3,4259,0,4259,0.59,4389,80,0.702,0 +711904008,Attrited Customer,40,M,4,High School,Married,$60K - $80K,Blue,36,4,3,5,5869,0,5869,0.642,2203,41,0.519,0 +717666783,Attrited Customer,56,F,3,College,Single,Less than $40K,Blue,46,1,3,3,2272,1350,922,0.762,2354,49,0.96,0.594 +719911458,Existing Customer,49,F,5,High School,Married,Less than $40K,Blue,36,4,2,3,2598,1848,750,0.547,4396,78,0.814,0.711 +787506558,Existing Customer,50,M,3,Graduate,Single,$60K - $80K,Blue,38,4,1,1,10762,703,10059,0.548,4509,71,0.543,0.065 +719046558,Existing Customer,39,M,2,Graduate,Married,$60K - $80K,Blue,36,6,3,3,1982,1751,231,0.843,4313,62,0.676,0.883 +708291633,Existing Customer,33,F,2,Doctorate,Unknown,Unknown,Blue,21,3,3,3,4651,2499,2152,0.766,5097,79,0.795,0.537 +720731808,Attrited Customer,52,F,3,Graduate,Single,Less than $40K,Blue,38,2,3,4,2437,0,2437,0.912,3068,53,0.656,0 +745124658,Existing Customer,42,F,3,High School,Single,Less than $40K,Blue,35,5,2,1,2563,1579,984,0.924,4838,70,0.707,0.616 +789907533,Attrited Customer,49,M,3,Graduate,Married,$80K - $120K,Blue,40,4,2,3,4576,193,4383,0.85,3100,54,0.742,0.042 +716466483,Existing Customer,44,F,3,Uneducated,Single,$40K - $60K,Blue,34,3,3,3,2245,1342,903,0.687,4624,87,0.706,0.598 +715919283,Attrited Customer,39,F,4,College,Single,$40K - $60K,Blue,36,3,2,3,1776,0,1776,0.518,2201,31,0.292,0 +756736008,Existing Customer,45,F,2,Post-Graduate,Married,Less than $40K,Blue,38,3,2,3,2911,1471,1440,0.871,4450,62,0.771,0.505 +772857558,Existing Customer,47,M,4,Graduate,Married,$60K - $80K,Blue,30,4,2,3,2257,896,1361,0.68,4618,94,0.516,0.397 +709246683,Existing Customer,62,M,1,Unknown,Single,Unknown,Blue,36,5,1,1,18457,2248,16209,0.578,3603,69,0.643,0.122 +714559458,Attrited Customer,46,M,4,College,Married,$60K - $80K,Blue,36,4,2,1,1681,0,1681,0.464,1953,48,0.5,0 +778405458,Existing Customer,52,F,2,High School,Single,Unknown,Blue,32,6,1,3,1461,0,1461,0.676,4633,80,0.778,0 +772150983,Attrited Customer,48,F,3,High School,Unknown,Less than $40K,Blue,37,4,2,1,2363,978,1385,0.662,2635,40,0.538,0.414 +715128408,Existing Customer,49,F,2,Unknown,Married,Less than $40K,Blue,36,5,3,3,1438.3,863,575.3,0.605,4482,67,0.914,0.6 +717856983,Existing Customer,42,F,5,Uneducated,Married,Unknown,Blue,29,3,2,3,1840,1267,573,0.605,4515,76,0.49,0.689 +778231983,Existing Customer,49,F,4,Unknown,Single,$40K - $60K,Blue,39,6,2,3,7382,1326,6056,0.806,4792,65,0.667,0.18 +823908858,Existing Customer,51,M,4,Unknown,Married,$80K - $120K,Blue,47,4,3,2,3861,622,3239,0.794,4816,81,0.976,0.161 +798011733,Existing Customer,53,F,3,Graduate,Married,Less than $40K,Blue,47,4,1,2,1562,751,811,0.925,4574,81,0.976,0.481 +717945108,Existing Customer,49,F,3,Graduate,Unknown,$40K - $60K,Blue,36,6,1,2,3088,1477,1611,0.748,5095,77,0.833,0.478 +712560558,Existing Customer,55,F,3,College,Single,Less than $40K,Blue,42,5,2,1,1438.3,0,1438.3,0.612,4660,87,0.891,0 +711391308,Existing Customer,46,F,4,Uneducated,Married,$40K - $60K,Blue,34,6,3,3,2168,1704,464,0.725,4584,92,0.769,0.786 +717688233,Existing Customer,34,F,4,High School,Married,$40K - $60K,Blue,28,6,1,0,2432,851,1581,0.873,4760,69,0.917,0.35 +721093608,Existing Customer,44,M,2,High School,Single,$40K - $60K,Blue,31,5,1,1,2197,0,2197,0.921,4548,64,0.641,0 +712669983,Existing Customer,39,M,3,Graduate,Single,$80K - $120K,Blue,30,5,3,3,10009,1604,8405,0.449,4347,75,0.786,0.16 +790017858,Existing Customer,47,F,3,Post-Graduate,Unknown,$40K - $60K,Blue,36,6,1,2,3979,1319,2660,0.85,4598,67,0.634,0.331 +712012758,Existing Customer,49,F,2,Uneducated,Married,Less than $40K,Blue,41,5,1,3,2189,1860,329,0.834,4195,81,0.653,0.85 +720249183,Existing Customer,46,F,2,Graduate,Single,Unknown,Blue,31,5,2,3,8243,927,7316,0.568,4503,90,0.765,0.112 +821813058,Existing Customer,42,M,1,High School,Divorced,$80K - $120K,Blue,38,4,2,1,11946,1172,10774,0.614,4862,77,0.878,0.098 +778152108,Existing Customer,31,F,0,High School,Single,Less than $40K,Blue,23,4,2,3,2239,1256,983,0.605,4986,83,0.976,0.561 +720563958,Existing Customer,48,F,3,Post-Graduate,Married,Unknown,Blue,38,6,1,3,4025,0,4025,0.887,4445,92,0.673,0 +719633508,Existing Customer,52,F,1,Doctorate,Married,Less than $40K,Blue,39,3,1,1,1663,0,1663,0.707,4875,86,0.654,0 +716689383,Existing Customer,39,F,2,Graduate,Married,$40K - $60K,Blue,26,4,1,1,3649,929,2720,0.633,3964,77,0.75,0.255 +711420258,Existing Customer,43,F,4,Unknown,Single,Less than $40K,Blue,36,5,3,2,1438.3,0,1438.3,0.705,4432,71,0.651,0 +713177808,Existing Customer,57,F,3,College,Single,Less than $40K,Blue,51,5,1,0,2894,0,2894,0.886,5405,87,0.706,0 +708897408,Existing Customer,46,M,3,College,Single,$60K - $80K,Blue,36,4,2,3,1621,787,834,0.551,4719,73,0.738,0.486 +710855508,Existing Customer,45,F,3,Uneducated,Married,Less than $40K,Blue,33,4,3,1,2740,1786,954,0.597,4327,70,1.333,0.652 +710115108,Existing Customer,45,F,2,Graduate,Unknown,$40K - $60K,Blue,37,5,2,3,5562,1556,4006,0.751,4568,76,0.767,0.28 +713920158,Attrited Customer,41,F,3,Uneducated,Unknown,Unknown,Blue,36,2,3,1,13733,0,13733,0.325,1591,30,0.875,0 +715303608,Existing Customer,46,F,4,High School,Married,Less than $40K,Blue,36,5,2,1,2374,1332,1042,0.686,4253,81,0.884,0.561 +710897133,Existing Customer,51,F,3,Unknown,Unknown,Less than $40K,Blue,36,5,2,2,2267,1357,910,0.697,4464,85,0.735,0.599 +772813458,Existing Customer,48,F,3,Graduate,Married,Unknown,Blue,39,3,1,2,6130,1741,4389,0.578,4264,63,0.658,0.284 +712998033,Attrited Customer,37,M,3,High School,Single,$120K +,Blue,36,3,2,2,7361,0,7361,0.59,2109,44,0.571,0 +712843983,Attrited Customer,41,F,2,College,Divorced,Less than $40K,Blue,36,3,3,4,1569,257,1312,0.408,2288,45,0.667,0.164 +717947508,Existing Customer,47,M,3,Uneducated,Divorced,$80K - $120K,Blue,34,5,1,3,1626,1013,613,0.826,5262,83,0.729,0.623 +719279208,Existing Customer,35,F,1,Unknown,Married,Less than $40K,Blue,36,3,1,2,2158,1299,859,0.733,4946,73,0.973,0.602 +711365133,Existing Customer,43,M,1,Unknown,Single,$60K - $80K,Blue,31,4,3,1,2283,1470,813,0.935,5100,76,0.689,0.644 +720328008,Existing Customer,57,F,1,High School,Unknown,$40K - $60K,Blue,42,3,1,1,2542,1884,658,0.715,4518,88,1.095,0.741 +718183833,Existing Customer,30,F,1,Graduate,Single,Less than $40K,Blue,18,4,2,1,1438.3,0,1438.3,0.6,4322,68,0.619,0 +717985158,Existing Customer,47,M,2,Graduate,Unknown,$40K - $60K,Blue,37,3,3,1,2335,1373,962,0.876,4267,81,0.653,0.588 +771928608,Existing Customer,34,M,1,Uneducated,Single,$60K - $80K,Blue,23,6,1,1,2033,1832,201,0.938,4110,74,0.947,0.901 +713355708,Existing Customer,41,F,3,High School,Married,Unknown,Blue,31,4,6,3,4739,1878,2861,0.719,5238,84,0.826,0.396 +816761433,Existing Customer,36,M,2,College,Single,$80K - $120K,Blue,31,5,2,3,5821,764,5057,0.688,5291,96,0.684,0.131 +714245358,Existing Customer,47,F,3,Graduate,Divorced,Less than $40K,Blue,36,3,3,2,2182,1566,616,0.574,3935,77,0.711,0.718 +716313858,Existing Customer,53,F,3,Graduate,Married,Less than $40K,Blue,36,6,4,0,3319,913,2406,0.612,4560,84,1.049,0.275 +714868608,Existing Customer,52,F,4,Graduate,Married,Less than $40K,Blue,36,6,3,1,3021,1530,1491,0.731,4105,76,0.767,0.506 +717273333,Existing Customer,49,M,5,College,Married,$80K - $120K,Blue,37,3,2,2,29219,0,29219,0.77,4575,84,0.68,0 +711631158,Existing Customer,52,F,2,High School,Single,Less than $40K,Blue,42,6,2,2,1438.3,869,569.3,0.821,4664,77,0.878,0.604 +714127383,Attrited Customer,48,F,3,Unknown,Unknown,Unknown,Blue,36,3,3,2,4431,2517,1914,0.499,2185,48,0.371,0.568 +790204983,Existing Customer,46,F,2,Graduate,Married,Unknown,Blue,40,4,5,3,3131,0,3131,0.811,4507,93,0.632,0 +822051858,Existing Customer,26,F,0,Graduate,Single,Less than $40K,Blue,22,3,1,3,1486,0,1486,0.734,4535,82,0.907,0 +715144383,Existing Customer,40,F,3,High School,Single,Unknown,Blue,36,3,3,2,6384,2034,4350,0.493,4413,83,0.886,0.319 +717971208,Existing Customer,39,F,5,Graduate,Single,Less than $40K,Blue,28,3,3,2,2077,0,2077,0.59,3647,69,0.917,0 +718829358,Existing Customer,40,F,3,Uneducated,Divorced,$40K - $60K,Blue,32,3,1,2,1956,958,998,0.789,4977,76,0.854,0.49 +779380908,Attrited Customer,51,M,1,Unknown,Married,$80K - $120K,Blue,39,4,3,4,24462,946,23516,0.475,1709,37,0.542,0.039 +714144258,Existing Customer,43,F,3,Graduate,Married,Less than $40K,Blue,34,6,2,1,2725,2517,208,0.482,4430,66,0.692,0.924 +797666358,Existing Customer,46,F,4,Uneducated,Unknown,$40K - $60K,Blue,40,6,3,1,1474,843,631,0.751,4452,65,1.097,0.572 +709965858,Existing Customer,46,M,1,High School,Married,$120K +,Blue,28,4,3,3,9880,1792,8088,0.804,4609,80,0.951,0.181 +779980758,Existing Customer,58,M,2,High School,Divorced,$60K - $80K,Blue,46,6,2,0,2467,1176,1291,0.811,4744,73,0.921,0.477 +811775883,Existing Customer,46,M,4,Graduate,Divorced,$60K - $80K,Blue,41,4,2,1,5397,2336,3061,0.67,4734,96,0.846,0.433 +799720158,Existing Customer,50,M,1,Graduate,Single,$80K - $120K,Blue,44,3,3,2,3370,1133,2237,0.722,4726,86,0.686,0.336 +713011683,Attrited Customer,37,F,3,College,Married,Unknown,Blue,24,4,2,4,11239,0,11239,0.32,2055,43,0.162,0 +713503983,Existing Customer,55,F,3,College,Married,$40K - $60K,Blue,36,5,1,3,2240,1231,1009,0.637,3623,71,0.69,0.55 +712137033,Existing Customer,52,F,2,College,Married,Unknown,Blue,45,5,1,2,2737,1719,1018,0.657,4725,63,0.615,0.628 +715910883,Existing Customer,48,F,1,High School,Married,Less than $40K,Blue,40,5,4,3,4170,1384,2786,0.77,4532,94,0.649,0.332 +718142958,Existing Customer,46,M,4,Graduate,Single,$60K - $80K,Blue,27,3,3,2,21839,960,20879,0.566,5623,94,0.516,0.044 +719359458,Existing Customer,49,F,2,Uneducated,Single,Less than $40K,Blue,42,6,3,2,1991,0,1991,0.954,4527,66,0.61,0 +714869958,Existing Customer,55,M,2,Uneducated,Single,$120K +,Blue,36,6,2,3,29795,2364,27431,0.759,3949,71,0.919,0.079 +771163533,Existing Customer,52,F,1,Unknown,Married,$40K - $60K,Blue,39,3,2,1,1438.3,635,803.3,0.744,4617,79,0.927,0.441 +709028208,Existing Customer,44,F,2,Graduate,Married,Unknown,Blue,37,6,3,2,24221,1274,22947,0.452,3361,63,0.853,0.053 +719834208,Existing Customer,42,M,2,Graduate,Married,$60K - $80K,Blue,35,6,1,2,2131,1288,843,0.797,4264,81,0.841,0.604 +779305008,Existing Customer,41,F,4,High School,Single,Less than $40K,Blue,23,3,2,2,2787,2053,734,0.76,4949,76,0.551,0.737 +714506583,Existing Customer,48,F,4,Graduate,Unknown,Less than $40K,Blue,38,4,3,1,1438.3,0,1438.3,0.647,4601,78,0.625,0 +712677633,Attrited Customer,42,F,0,Uneducated,Divorced,Unknown,Blue,31,3,3,4,2712,0,2712,0.724,2307,28,0.474,0 +708450033,Existing Customer,43,F,3,High School,Unknown,Less than $40K,Blue,13,6,2,1,2605,2269,336,0.881,5298,79,0.837,0.871 +719606133,Existing Customer,42,M,2,Graduate,Single,$60K - $80K,Blue,31,3,2,1,5169,2296,2873,0.773,4656,88,0.796,0.444 +789772983,Existing Customer,49,M,3,College,Unknown,$80K - $120K,Blue,38,3,3,3,4694,0,4694,0.582,3798,56,1.24,0 +720656883,Existing Customer,50,F,3,Graduate,Single,Less than $40K,Blue,40,3,3,1,1848,501,1347,0.653,4600,69,0.683,0.271 +718108758,Existing Customer,43,M,2,Unknown,Single,$60K - $80K,Blue,36,3,1,2,6039,1759,4280,0.479,4538,86,0.654,0.291 +709408983,Existing Customer,54,M,2,High School,Married,$120K +,Blue,42,3,2,3,5256,889,4367,0.559,5078,91,0.685,0.169 +771592458,Existing Customer,48,F,1,Graduate,Unknown,Less than $40K,Blue,36,6,2,3,1708,1059,649,0.764,4880,79,0.795,0.62 +778932633,Existing Customer,57,F,2,Graduate,Married,Less than $40K,Blue,40,5,3,2,1629,1185,444,0.766,4897,83,0.886,0.727 +708669408,Existing Customer,54,M,5,College,Single,$60K - $80K,Blue,45,6,1,3,20401,0,20401,0.723,4637,75,0.562,0 +779947908,Existing Customer,56,M,2,Graduate,Divorced,$120K +,Blue,45,3,3,1,3296,1435,1861,0.968,4327,66,0.737,0.435 +716007708,Existing Customer,48,M,2,Graduate,Married,$120K +,Blue,37,3,1,2,8956,1279,7677,0.864,4814,73,1.212,0.143 +767574108,Existing Customer,49,F,1,College,Married,Less than $40K,Blue,43,4,3,2,1438.3,786,652.3,0.609,4094,64,0.561,0.546 +720777558,Existing Customer,46,F,4,Graduate,Single,Less than $40K,Blue,38,6,2,2,2671,1713,958,0.732,4519,79,0.795,0.641 +816841083,Existing Customer,58,F,3,College,Married,Less than $40K,Blue,53,4,3,1,2493,1566,927,0.767,4867,90,0.607,0.628 +778849908,Existing Customer,59,F,1,Doctorate,Married,Less than $40K,Blue,40,3,3,1,2687,2452,235,0.817,4697,81,0.761,0.913 +708745983,Existing Customer,37,F,2,Unknown,Married,$40K - $60K,Blue,36,4,2,2,2208,1559,649,0.51,4686,81,0.761,0.706 +713381433,Attrited Customer,38,F,1,High School,Married,Less than $40K,Blue,28,3,3,3,4196,731,3465,0.485,1868,30,0.2,0.174 +779404383,Existing Customer,47,F,5,Uneducated,Divorced,Unknown,Blue,36,6,2,3,12581,1235,11346,0.611,4427,76,1.303,0.098 +718607883,Existing Customer,41,M,3,Post-Graduate,Single,$80K - $120K,Blue,30,4,2,2,17890,2517,15373,0.983,4831,81,0.8,0.141 +710542983,Existing Customer,48,F,4,Graduate,Married,Less than $40K,Blue,21,4,6,0,1930,0,1930,0.815,5033,87,0.582,0 +709769283,Existing Customer,36,F,4,Unknown,Divorced,Unknown,Blue,16,6,3,3,8513,0,8513,0.631,4162,70,1,0 +721253508,Existing Customer,40,M,3,High School,Married,$80K - $120K,Blue,36,6,3,1,9599,2356,7243,0.791,4754,84,0.68,0.245 +801037833,Existing Customer,38,M,2,Uneducated,Single,$80K - $120K,Blue,32,6,2,3,3192,2517,675,0.658,4236,87,0.891,0.789 +711452583,Existing Customer,43,F,4,Graduate,Unknown,Unknown,Blue,36,6,5,1,2778,2517,261,0.796,4575,60,0.714,0.906 +716697708,Attrited Customer,61,F,1,High School,Single,Unknown,Blue,52,3,2,4,3293,0,3293,0.838,3121,56,0.867,0 +708176208,Existing Customer,48,F,1,Graduate,Married,$40K - $60K,Blue,36,4,4,1,7268,0,7268,0.691,4199,80,0.905,0 +716474358,Existing Customer,43,F,3,Unknown,Married,Less than $40K,Blue,35,5,3,2,1721,729,992,0.902,4853,74,0.644,0.424 +713121408,Existing Customer,38,M,3,College,Married,$80K - $120K,Blue,30,5,3,2,3976,1667,2309,0.929,4372,69,0.683,0.419 +794567133,Existing Customer,52,F,2,High School,Single,Less than $40K,Blue,35,5,2,3,1954,808,1146,0.826,4897,70,0.795,0.414 +717609633,Existing Customer,44,M,3,Unknown,Married,$120K +,Blue,32,6,2,2,12725,1759,10966,1.056,4139,58,0.812,0.138 +708899283,Existing Customer,40,F,3,Uneducated,Single,Unknown,Blue,28,3,3,3,2690,1935,755,0.593,4917,81,0.653,0.719 +772415808,Existing Customer,48,F,5,Post-Graduate,Married,$40K - $60K,Blue,38,3,3,1,2926,716,2210,0.949,4219,78,0.592,0.245 +716176683,Existing Customer,46,M,4,Graduate,Single,$80K - $120K,Blue,33,5,1,1,2371,1748,623,0.663,4460,78,1.053,0.737 +709245783,Existing Customer,44,F,3,Graduate,Married,Unknown,Blue,27,5,1,1,7751,1965,5786,0.782,4543,90,0.731,0.254 +720507108,Attrited Customer,42,F,3,College,Married,Less than $40K,Blue,28,3,3,2,1601,0,1601,0.63,2339,41,0.414,0 +716751858,Attrited Customer,34,F,1,Unknown,Married,Less than $40K,Blue,36,2,3,3,2401,496,1905,0.647,2597,40,0.379,0.207 +712829808,Attrited Customer,39,M,3,Uneducated,Married,$60K - $80K,Blue,29,4,3,4,2187,0,2187,0.467,2031,40,0.333,0 +711900033,Existing Customer,57,F,0,Doctorate,Married,Unknown,Blue,46,5,2,1,4661,1734,2927,0.789,5242,81,1.382,0.372 +712566258,Existing Customer,40,F,2,Post-Graduate,Divorced,Unknown,Blue,27,6,3,1,8494,2023,6471,0.871,4486,77,0.974,0.238 +712732908,Existing Customer,36,M,4,Graduate,Married,$80K - $120K,Blue,36,5,3,1,2262,1450,812,0.735,4116,84,0.787,0.641 +717908208,Existing Customer,43,F,3,Graduate,Divorced,Less than $40K,Blue,36,6,1,2,2525,1595,930,0.78,4859,82,0.864,0.632 +826136283,Existing Customer,38,F,3,High School,Married,Less than $40K,Blue,34,3,3,2,2450,1981,469,0.712,4352,66,0.784,0.809 +778714833,Existing Customer,36,F,4,College,Married,Unknown,Blue,18,4,3,2,3926,1760,2166,0.874,4890,92,0.704,0.448 +779302233,Attrited Customer,40,F,4,Graduate,Single,Less than $40K,Blue,22,4,2,3,1438.3,0,1438.3,0.695,2502,45,0.452,0 +778659108,Existing Customer,51,F,2,High School,Single,Unknown,Blue,31,6,2,1,4789,2203,2586,0.847,4718,81,0.976,0.46 +720374808,Existing Customer,41,F,2,Unknown,Unknown,Less than $40K,Blue,34,6,3,3,2864,1928,936,0.769,4641,78,0.66,0.673 +719592483,Existing Customer,43,F,5,Graduate,Single,Unknown,Blue,34,6,6,3,4607,2440,2167,0.646,4825,77,0.878,0.53 +714702033,Existing Customer,43,F,4,Graduate,Unknown,Less than $40K,Blue,34,5,3,3,1971,979,992,1.024,5446,75,0.974,0.497 +717042333,Attrited Customer,53,F,2,College,Married,Less than $40K,Blue,44,3,3,3,1473,0,1473,0.92,2836,48,0.6,0 +779122908,Existing Customer,55,F,3,Graduate,Single,$40K - $60K,Blue,37,5,1,2,3187,1437,1750,0.79,4511,82,0.822,0.451 +710676483,Existing Customer,38,F,2,Unknown,Married,Less than $40K,Blue,36,4,2,2,5589,0,5589,0.787,4064,77,0.711,0 +827712108,Existing Customer,42,F,5,Graduate,Married,Less than $40K,Blue,38,5,1,2,2346,1373,973,0.73,4432,72,0.756,0.585 +769200858,Existing Customer,34,F,4,Graduate,Single,Less than $40K,Blue,28,3,2,3,1438.3,0,1438.3,0.726,4626,86,0.792,0 +779114283,Existing Customer,40,F,5,High School,Single,Less than $40K,Blue,22,3,1,2,1826,944,882,0.686,4528,65,0.667,0.517 +771061008,Attrited Customer,40,F,2,Doctorate,Married,$40K - $60K,Blue,27,4,2,3,2208,0,2208,0.695,2659,56,0.806,0 +716201133,Existing Customer,35,F,2,High School,Married,Less than $40K,Blue,36,4,3,1,1476,0,1476,0.592,4279,76,0.767,0 +817968783,Existing Customer,51,F,3,Graduate,Single,Less than $40K,Blue,46,6,3,1,2927,1499,1428,0.649,4670,70,0.944,0.512 +826480308,Existing Customer,53,M,3,Graduate,Unknown,$80K - $120K,Blue,49,5,2,1,4778,1869,2909,0.743,5489,74,0.805,0.391 +720307683,Existing Customer,43,F,4,Graduate,Divorced,Less than $40K,Blue,36,3,2,2,1438.3,743,695.3,0.624,4484,78,0.625,0.517 +709618308,Existing Customer,46,F,3,High School,Single,$40K - $60K,Silver,40,4,3,1,16239,1487,14752,0.531,3838,48,0.6,0.092 +710119233,Existing Customer,37,M,1,High School,Married,$120K +,Blue,26,5,2,1,11726,1925,9801,0.855,4186,63,0.703,0.164 +789419658,Existing Customer,47,F,4,College,Married,Unknown,Blue,38,3,2,1,1438.3,0,1438.3,0.68,4503,89,0.978,0 +789800358,Existing Customer,45,F,3,High School,Married,Less than $40K,Blue,34,6,1,3,2647,1288,1359,0.765,4730,78,0.857,0.487 +715466133,Existing Customer,50,F,1,Doctorate,Married,Unknown,Blue,40,3,3,1,2492,1410,1082,0.835,4374,75,0.974,0.566 +717659883,Existing Customer,46,F,2,Graduate,Single,Unknown,Blue,36,3,3,3,2418,1106,1312,0.963,3541,64,0.882,0.457 +781942983,Existing Customer,50,M,1,Unknown,Single,$120K +,Blue,44,5,3,1,17827,0,17827,0.846,5010,88,0.725,0 +712755783,Existing Customer,49,F,1,Graduate,Divorced,$40K - $60K,Blue,40,3,2,3,1438.3,0,1438.3,0.675,3886,77,0.75,0 +779551533,Existing Customer,54,F,3,Doctorate,Single,Less than $40K,Blue,39,4,3,3,1764,0,1764,0.651,4857,92,0.804,0 +714405183,Existing Customer,47,F,3,Graduate,Married,Less than $40K,Blue,36,4,2,2,1776,1519,257,0.917,4295,60,0.622,0.855 +801783108,Existing Customer,46,M,3,College,Married,$120K +,Blue,40,6,3,3,1438.3,0,1438.3,0.681,4833,69,0.769,0 +779839758,Existing Customer,47,F,2,Post-Graduate,Single,Unknown,Blue,31,3,2,3,1491,0,1491,0.716,4634,92,0.804,0 +820648608,Existing Customer,46,F,2,Post-Graduate,Married,Less than $40K,Blue,41,3,1,3,2552,1879,673,0.888,4153,79,0.795,0.736 +787587033,Existing Customer,42,F,4,Graduate,Single,Less than $40K,Blue,32,3,1,2,2996,1992,1004,0.948,4463,87,0.74,0.665 +813967983,Existing Customer,44,F,2,College,Married,$40K - $60K,Blue,39,4,1,2,1701,775,926,0.847,4471,71,0.614,0.456 +718067658,Existing Customer,53,F,3,Unknown,Single,Unknown,Blue,40,6,3,1,3998,0,3998,0.638,4223,79,0.717,0 +709952658,Existing Customer,46,F,3,Graduate,Unknown,Less than $40K,Blue,33,6,3,2,3025,2491,534,0.45,4460,62,0.722,0.823 +720824883,Attrited Customer,48,F,1,Unknown,Single,Less than $40K,Blue,40,3,1,2,3251,2517,734,0.739,2483,50,0.471,0.774 +789631908,Existing Customer,51,M,4,High School,Single,$60K - $80K,Blue,45,3,1,2,3031,1787,1244,1.006,4690,85,0.7,0.59 +789089958,Existing Customer,57,M,2,High School,Single,$60K - $80K,Silver,45,5,2,3,33211,0,33211,0.732,3662,81,0.761,0 +715847058,Attrited Customer,59,F,2,Uneducated,Divorced,Less than $40K,Blue,36,3,3,3,1863,1853,10,0.829,2462,40,0.29,0.995 +721256808,Existing Customer,35,F,2,Unknown,Single,Less than $40K,Blue,20,6,1,2,2691,1935,756,0.681,4365,86,0.911,0.719 +721269108,Existing Customer,45,F,5,Graduate,Single,Less than $40K,Blue,33,5,3,3,2288,1249,1039,0.605,4504,87,0.706,0.546 +712770408,Attrited Customer,42,F,2,Graduate,Unknown,Less than $40K,Blue,36,6,3,2,3413,0,3413,0.593,2285,40,0.429,0 +767958933,Existing Customer,40,M,4,College,Married,$40K - $60K,Silver,34,3,2,1,15471,1291,14180,0.651,3993,77,0.674,0.083 +779866458,Existing Customer,40,F,5,Uneducated,Married,Less than $40K,Blue,24,6,1,1,2038,793,1245,0.682,3513,67,0.634,0.389 +721246833,Existing Customer,47,F,3,Unknown,Unknown,Less than $40K,Blue,36,6,2,3,1953,1089,864,0.859,4636,70,0.707,0.558 +710752233,Attrited Customer,43,F,5,High School,Unknown,$40K - $60K,Blue,24,3,2,2,4430,2203,2227,1.046,2742,49,0.4,0.497 +709813008,Existing Customer,44,F,3,High School,Unknown,Less than $40K,Blue,35,5,3,0,3398,2415,983,0.891,4509,93,0.661,0.711 +710219658,Existing Customer,48,F,3,Doctorate,Married,Unknown,Blue,44,4,3,3,2021,1186,835,0.616,4633,74,0.574,0.587 +789121233,Existing Customer,53,F,2,Unknown,Single,Less than $40K,Blue,41,5,1,3,2329,2290,39,0.533,4609,76,0.767,0.983 +715146558,Attrited Customer,34,F,2,College,Married,Less than $40K,Blue,36,1,3,2,1696,0,1696,0.782,2325,56,0.556,0 +720205608,Existing Customer,52,F,1,Uneducated,Married,Unknown,Blue,36,6,1,1,4222,0,4222,0.523,4487,77,1.081,0 +778606308,Attrited Customer,45,M,3,Uneducated,Divorced,$80K - $120K,Blue,25,2,2,3,6614,1881,4733,0.737,3016,51,0.645,0.284 +710438358,Attrited Customer,42,F,1,Uneducated,Single,Less than $40K,Blue,35,4,3,3,3241,0,3241,0.442,2152,43,0.303,0 +712562433,Attrited Customer,48,F,2,Unknown,Married,Less than $40K,Blue,30,3,3,3,4204,0,4204,0.703,2316,43,0.536,0 +718186233,Existing Customer,34,F,3,Uneducated,Single,Less than $40K,Blue,26,4,2,3,3234,971,2263,0.79,3989,71,0.868,0.3 +713717283,Attrited Customer,40,F,3,Unknown,Single,$40K - $60K,Blue,29,3,3,3,2473,2332,141,0.293,1738,32,0.455,0.943 +713822208,Attrited Customer,42,M,2,High School,Single,$60K - $80K,Blue,33,3,3,3,4836,493,4343,0.417,1870,45,0.406,0.102 +710466633,Existing Customer,55,F,3,High School,Married,Less than $40K,Blue,44,5,1,1,1438.3,0,1438.3,0.575,4755,76,0.9,0 +711153783,Existing Customer,44,F,3,Uneducated,Single,Less than $40K,Blue,36,5,3,1,1438.3,541,897.3,0.821,4173,70,1.188,0.376 +718230933,Attrited Customer,45,M,4,Graduate,Single,Less than $40K,Blue,36,5,2,3,1438.3,1060,378.3,0.301,1253,29,0.318,0.737 +788885133,Existing Customer,57,F,3,College,Unknown,Less than $40K,Silver,42,6,1,1,12675,2422,10253,0.642,3912,63,0.575,0.191 +711637458,Attrited Customer,44,F,3,High School,Single,Less than $40K,Blue,36,2,3,3,2228,0,2228,0.686,2523,45,0.607,0 +719532108,Existing Customer,40,F,5,High School,Married,Less than $40K,Blue,31,4,2,2,2813,2208,605,0.877,4491,68,0.744,0.785 +757643733,Existing Customer,42,F,2,Post-Graduate,Single,Less than $40K,Blue,35,6,3,2,3223,0,3223,0.593,4916,79,0.717,0 +715122858,Existing Customer,55,F,2,Graduate,Married,$40K - $60K,Blue,36,5,3,3,2653,0,2653,0.969,5052,81,0.761,0 +708384033,Attrited Customer,45,F,3,Uneducated,Married,Less than $40K,Blue,35,3,3,3,2745,2463,282,0.643,2466,39,0.345,0.897 +708273858,Existing Customer,40,M,3,Graduate,Divorced,$120K +,Blue,30,3,2,1,34516,0,34516,0.643,3734,80,0.86,0 +803952408,Existing Customer,52,F,3,Uneducated,Married,Less than $40K,Blue,47,6,3,2,2516,1486,1030,0.503,3987,77,0.54,0.591 +778394358,Existing Customer,46,F,2,High School,Divorced,Less than $40K,Blue,26,4,3,1,1870,1785,85,0.696,4347,88,0.76,0.955 +713180433,Existing Customer,56,F,2,Graduate,Single,Unknown,Blue,48,5,3,2,3934,2517,1417,0.682,4837,87,0.673,0.64 +787458783,Existing Customer,49,F,4,High School,Married,Less than $40K,Blue,35,5,3,2,3038,2133,905,0.689,4784,83,0.694,0.702 +720315933,Existing Customer,53,F,1,Uneducated,Single,Less than $40K,Blue,39,3,2,3,1982,1276,706,0.897,5136,76,0.949,0.644 +713677158,Attrited Customer,31,F,1,Graduate,Divorced,Unknown,Blue,22,2,2,3,1623,0,1623,0.501,2126,45,0.364,0 +739828308,Existing Customer,55,M,3,Uneducated,Single,$120K +,Blue,48,5,2,2,3088,1743,1345,0.766,3906,68,0.659,0.564 +720959058,Existing Customer,44,F,3,Unknown,Single,Unknown,Blue,33,5,3,1,8064,2417,5647,0.644,4412,67,0.861,0.3 +718090233,Attrited Customer,56,F,3,Graduate,Single,Unknown,Blue,36,3,3,3,10016,1872,8144,0.735,2804,37,0.542,0.187 +789939558,Existing Customer,54,F,2,College,Married,Unknown,Blue,45,5,3,2,4523,1841,2682,0.534,5112,87,0.706,0.407 +714169908,Existing Customer,53,F,0,Graduate,Single,Less than $40K,Blue,34,5,2,1,1944,1140,804,0.582,4921,82,0.907,0.586 +796145133,Existing Customer,46,F,2,Uneducated,Married,Unknown,Blue,40,3,2,2,6083,1716,4367,0.618,4528,86,0.755,0.282 +789233808,Existing Customer,38,F,3,Graduate,Married,Unknown,Blue,27,6,2,2,2425,1396,1029,0.899,4568,74,0.897,0.576 +709071408,Existing Customer,56,F,5,Graduate,Single,$40K - $60K,Blue,37,4,2,1,2607,1702,905,0.802,4949,74,0.762,0.653 +815830083,Existing Customer,53,F,3,Uneducated,Single,Less than $40K,Blue,48,6,2,1,1953,1215,738,0.667,4253,72,0.8,0.622 +715932708,Existing Customer,41,M,3,Unknown,Unknown,$60K - $80K,Blue,36,4,3,1,5813,1614,4199,0.696,4365,75,0.875,0.278 +715281933,Existing Customer,43,F,3,High School,Single,Less than $40K,Blue,36,3,3,2,1438.3,0,1438.3,0.689,4401,73,0.698,0 +787529583,Attrited Customer,41,F,5,Unknown,Married,$40K - $60K,Blue,30,5,2,3,1588,0,1588,0.634,2561,61,0.649,0 +717446208,Existing Customer,62,F,0,High School,Single,Less than $40K,Blue,36,6,2,1,3749,1980,1769,0.706,5083,69,0.643,0.528 +715236783,Existing Customer,42,F,4,College,Divorced,$40K - $60K,Blue,36,4,3,2,3734,2517,1217,0.724,4792,87,0.74,0.674 +804583833,Existing Customer,56,F,2,High School,Married,Unknown,Blue,51,4,1,3,1796,1243,553,0.768,4316,87,0.891,0.692 +713772333,Attrited Customer,45,F,3,Unknown,Divorced,Less than $40K,Blue,34,4,3,1,3223,243,2980,0.433,1979,38,0.462,0.075 +715321983,Existing Customer,33,F,2,Doctorate,Married,$40K - $60K,Blue,36,4,2,1,2748,1867,881,0.816,4314,75,1.027,0.679 +717773433,Existing Customer,57,F,0,Graduate,Married,Less than $40K,Blue,45,6,1,2,2448,0,2448,0.606,5464,98,0.607,0 +778632933,Existing Customer,49,F,3,College,Married,Less than $40K,Blue,29,6,1,2,2548,1998,550,0.679,4702,79,0.927,0.784 +808527183,Existing Customer,46,F,3,College,Married,Less than $40K,Blue,41,4,1,1,1489,949,540,0.65,4669,94,0.741,0.637 +714514008,Attrited Customer,38,F,1,Graduate,Married,Unknown,Blue,29,3,3,3,8953,0,8953,0.403,1982,43,0.303,0 +711669258,Attrited Customer,50,F,3,Uneducated,Single,Unknown,Blue,36,2,3,3,3187,986,2201,0.615,2381,47,0.516,0.309 +797218233,Existing Customer,51,F,2,Unknown,Single,Less than $40K,Blue,45,5,1,0,1757,0,1757,0.533,4550,82,0.547,0 +710612583,Existing Customer,52,M,4,High School,Unknown,$60K - $80K,Blue,36,6,3,2,2597,1740,857,0.71,5037,80,0.778,0.67 +712613808,Existing Customer,45,F,5,College,Single,Unknown,Blue,32,3,3,3,5999,658,5341,0.638,4283,69,0.605,0.11 +807173358,Existing Customer,56,F,0,Post-Graduate,Married,Less than $40K,Blue,51,4,2,3,3617,878,2739,0.777,5416,76,0.9,0.243 +778349883,Existing Customer,56,F,0,Uneducated,Single,Less than $40K,Blue,36,4,3,1,3219,2114,1105,0.655,4188,75,0.667,0.657 +720592533,Attrited Customer,41,M,4,Graduate,Unknown,$80K - $120K,Blue,31,3,3,2,19782,868,18914,0.808,2535,44,0.467,0.044 +714668433,Existing Customer,51,F,4,Graduate,Single,Less than $40K,Blue,36,4,3,1,2522,1898,624,0.674,4122,67,0.763,0.753 +720967233,Existing Customer,43,F,2,Unknown,Married,Less than $40K,Blue,29,4,1,1,3327,2517,810,0.793,4901,88,0.913,0.757 +718629858,Existing Customer,42,F,2,Uneducated,Married,Unknown,Blue,32,5,5,3,4708,0,4708,0.718,4597,89,0.679,0 +737962608,Existing Customer,48,F,4,College,Divorced,Less than $40K,Blue,41,4,3,2,3745,2517,1228,0.672,4550,78,0.857,0.672 +778207083,Attrited Customer,53,M,4,Uneducated,Single,$80K - $120K,Blue,44,3,3,2,11561,2189,9372,0.742,2153,39,0.5,0.189 +778781508,Attrited Customer,44,F,2,High School,Married,Unknown,Blue,32,4,3,3,8477,2517,5960,0.717,2455,41,0.64,0.297 +714142158,Existing Customer,59,F,0,Graduate,Married,Less than $40K,Blue,48,2,2,1,2120,1411,709,0.665,3882,92,0.643,0.666 +715390608,Existing Customer,45,F,5,Graduate,Married,Less than $40K,Blue,39,5,3,2,2867,1209,1658,0.727,5311,81,0.976,0.422 +715243458,Existing Customer,45,F,2,Graduate,Single,$40K - $60K,Blue,36,5,3,1,2293,1304,989,0.708,5047,94,0.679,0.569 +715418508,Existing Customer,51,M,1,Uneducated,Single,$120K +,Blue,36,2,1,3,8671,590,8081,0.693,4399,72,0.756,0.068 +711164508,Existing Customer,49,F,1,Graduate,Divorced,Unknown,Silver,43,1,3,1,34516,1163,33353,0.725,3941,71,0.821,0.034 +713239308,Existing Customer,43,F,2,High School,Married,Unknown,Blue,36,2,3,3,2679,1694,985,0.603,4640,85,0.809,0.632 +712323183,Existing Customer,38,M,3,Unknown,Married,$80K - $120K,Blue,22,2,2,1,3224,0,3224,0.761,3738,63,0.658,0 +797410983,Existing Customer,45,F,3,High School,Married,Unknown,Blue,39,1,2,2,1438.3,745,693.3,0.83,5020,83,0.766,0.518 +721167783,Existing Customer,54,M,4,High School,Single,$80K - $120K,Blue,39,1,3,3,7773,2465,5308,0.788,4272,69,1.029,0.317 +712130058,Attrited Customer,44,F,4,Uneducated,Single,Unknown,Blue,36,3,3,4,8075,317,7758,0.585,2415,41,0.577,0.039 +714060408,Existing Customer,57,F,3,High School,Single,Unknown,Blue,37,3,1,2,3052,1603,1449,0.776,4210,82,0.907,0.525 +715515333,Existing Customer,51,M,3,Graduate,Married,$120K +,Blue,42,2,1,3,7932,2140,5792,0.554,4024,92,0.614,0.27 +806970033,Existing Customer,48,M,3,High School,Unknown,$40K - $60K,Blue,43,2,2,3,1753,1434,319,0.805,4588,77,1.026,0.818 +817337958,Existing Customer,48,F,5,Doctorate,Married,Less than $40K,Blue,33,2,1,3,5814,1176,4638,0.627,3796,74,1.056,0.202 +788132208,Existing Customer,53,F,2,Graduate,Married,$40K - $60K,Blue,38,3,2,1,1989,1003,986,0.677,5070,70,0.75,0.504 +812653383,Existing Customer,55,F,1,College,Single,$40K - $60K,Blue,50,3,3,3,1843,1520,323,0.864,4729,92,0.704,0.825 +709762908,Existing Customer,52,F,1,Uneducated,Married,Unknown,Blue,40,2,2,1,1438.3,1228,210.3,0.659,4991,78,0.902,0.854 +717114708,Existing Customer,34,F,0,Graduate,Married,$40K - $60K,Blue,26,3,3,2,2991,1830,1161,0.777,4414,77,0.878,0.612 +767388783,Existing Customer,43,M,3,High School,Married,$60K - $80K,Blue,36,3,3,1,9560,0,9560,0.802,4601,66,0.571,0 +794719983,Attrited Customer,44,F,4,High School,Unknown,Less than $40K,Blue,38,2,2,3,2616,2505,111,0.828,2576,42,0.5,0.958 +778378983,Attrited Customer,54,F,1,Graduate,Single,Less than $40K,Blue,34,5,2,2,2939,2152,787,0.555,2476,42,0.355,0.732 +773275083,Existing Customer,49,F,3,College,Married,Unknown,Blue,37,2,3,0,3085,966,2119,0.777,4765,79,0.646,0.313 +719971458,Existing Customer,49,M,5,Graduate,Single,$80K - $120K,Blue,41,2,3,2,5275,1490,3785,0.533,4213,74,1.114,0.282 +721001883,Existing Customer,41,M,3,Uneducated,Married,$60K - $80K,Blue,30,3,1,2,1950,1618,332,0.75,3357,47,0.88,0.83 +778245633,Existing Customer,43,F,3,Graduate,Single,Unknown,Blue,33,3,3,1,2341,1818,523,0.833,4356,70,0.628,0.777 +718535733,Existing Customer,40,F,1,Uneducated,Divorced,Less than $40K,Blue,25,3,3,1,3758,2047,1711,1.108,4928,79,0.646,0.545 +711909933,Existing Customer,54,M,4,Unknown,Married,$80K - $120K,Blue,42,3,3,1,1621,618,1003,0.846,4815,83,1.024,0.381 +709253433,Existing Customer,50,F,2,Uneducated,Married,$40K - $60K,Blue,41,2,1,2,10946,1912,9034,0.362,2448,58,0.45,0.175 +719797758,Existing Customer,56,F,1,High School,Single,Less than $40K,Blue,36,3,1,1,3422,2517,905,0.914,4922,84,0.68,0.736 +789420933,Existing Customer,39,F,2,Uneducated,Married,Less than $40K,Blue,30,3,1,3,3108,778,2330,0.645,4130,87,0.706,0.25 +709850508,Attrited Customer,33,F,2,Graduate,Married,Less than $40K,Blue,20,3,2,5,3202,0,3202,1.012,2917,37,0.682,0 +715335558,Existing Customer,43,F,5,Uneducated,Single,Less than $40K,Blue,36,2,1,2,1855,907,948,0.816,4191,81,0.761,0.489 +711516783,Existing Customer,47,F,4,Uneducated,Married,$40K - $60K,Blue,36,2,1,1,2155,1119,1036,0.815,5441,91,0.717,0.519 +798917883,Existing Customer,42,F,4,College,Single,Less than $40K,Blue,36,2,3,2,4150,2517,1633,0.619,4620,76,1.171,0.607 +721525758,Existing Customer,45,M,5,Doctorate,Married,$80K - $120K,Blue,35,2,2,2,2226,1229,997,0.784,4928,77,0.638,0.552 +716249508,Existing Customer,48,F,5,High School,Married,$40K - $60K,Blue,36,3,2,1,1610,0,1610,0.424,4243,85,0.848,0 +716953083,Existing Customer,53,F,2,Graduate,Married,Unknown,Blue,41,3,2,2,2046,1260,786,0.768,4228,81,0.884,0.616 +712448658,Attrited Customer,52,F,1,High School,Single,Less than $40K,Blue,36,3,3,2,1795,0,1795,0.718,2281,55,0.618,0 +711766758,Existing Customer,42,F,4,Unknown,Married,Less than $40K,Blue,30,3,2,1,1531,987,544,0.831,4373,67,0.811,0.645 +709432833,Existing Customer,53,F,1,Unknown,Married,Less than $40K,Blue,36,2,2,3,1472,1196,276,1.24,4859,73,0.973,0.812 +719964933,Existing Customer,50,F,5,Graduate,Single,Less than $40K,Blue,41,3,2,2,1438.3,0,1438.3,0.683,4550,78,0.857,0 +719857008,Existing Customer,37,F,1,Graduate,Single,$40K - $60K,Blue,36,3,3,1,2886,2198,688,0.828,4531,81,0.723,0.762 +758340108,Existing Customer,39,F,2,Graduate,Single,Less than $40K,Silver,29,3,3,2,10024,913,9111,0.568,3906,78,0.592,0.091 +708276183,Attrited Customer,52,F,3,Post-Graduate,Married,Less than $40K,Blue,45,2,4,1,1760,0,1760,0.046,1554,35,0.029,0 +716481408,Existing Customer,38,F,2,Graduate,Single,Less than $40K,Blue,36,3,1,1,1461,0,1461,0.681,4769,76,0.949,0 +720590058,Attrited Customer,51,F,1,Graduate,Single,$40K - $60K,Blue,36,3,3,3,8840,1794,7046,0.848,2839,47,0.808,0.203 +789347133,Existing Customer,38,F,2,Post-Graduate,Married,$40K - $60K,Blue,28,2,1,1,4468,2395,2073,0.706,4690,79,0.756,0.536 +719112258,Existing Customer,42,M,4,College,Unknown,$60K - $80K,Blue,35,3,3,3,2516,1360,1156,1.193,4692,79,0.681,0.541 +717748608,Attrited Customer,35,F,4,High School,Married,Less than $40K,Blue,24,3,2,4,1555,872,683,0.772,2252,51,0.645,0.561 +710740008,Existing Customer,57,M,1,Graduate,Unknown,$80K - $120K,Blue,39,3,1,1,1438.3,641,797.3,0.66,5140,82,0.519,0.446 +716694108,Attrited Customer,42,M,4,Uneducated,Married,$120K +,Blue,34,2,3,3,5195,468,4727,0.567,2682,48,0.231,0.09 +719372583,Existing Customer,57,M,3,Graduate,Single,$120K +,Blue,36,2,2,1,17268,1197,16071,0.637,4077,90,0.698,0.069 +719981508,Attrited Customer,37,M,2,Uneducated,Single,Unknown,Blue,24,2,2,3,1649,0,1649,0.864,2574,51,0.7,0 +751350558,Existing Customer,57,F,1,High School,Married,Less than $40K,Blue,50,3,2,2,1609,0,1609,0.669,4770,85,0.7,0 +715123983,Existing Customer,43,F,1,College,Single,Less than $40K,Blue,36,3,2,2,3342,2517,825,0.977,5848,81,0.8,0.753 +709250508,Existing Customer,63,M,1,Uneducated,Single,Less than $40K,Blue,56,3,1,2,6973,2517,4456,0.781,4877,88,0.692,0.361 +716754783,Attrited Customer,43,M,4,High School,Married,$120K +,Blue,30,3,2,3,17228,1331,15897,0.519,2229,44,0.375,0.077 +719025333,Existing Customer,48,M,2,Post-Graduate,Married,$40K - $60K,Blue,42,3,2,0,1898,0,1898,0.838,3513,59,0.686,0 +718566858,Existing Customer,46,F,2,College,Single,Less than $40K,Blue,36,3,2,2,1438.3,0,1438.3,0.757,5005,79,0.795,0 +710675508,Existing Customer,40,F,3,College,Unknown,Unknown,Blue,28,2,3,1,2321,1190,1131,0.736,5149,98,0.661,0.513 +818729208,Existing Customer,52,M,3,Graduate,Married,$60K - $80K,Blue,47,3,3,3,8185,941,7244,0.874,4525,77,0.604,0.115 +709068183,Existing Customer,53,M,4,College,Single,$60K - $80K,Blue,42,3,3,3,3096,0,3096,0.684,4709,87,0.776,0 +715358283,Existing Customer,57,F,2,Uneducated,Married,Less than $40K,Blue,46,2,3,2,2129,1139,990,1.025,4509,73,0.825,0.535 +710966433,Existing Customer,50,F,3,Uneducated,Married,Less than $40K,Blue,36,3,2,2,2615,1404,1211,0.503,3785,67,1.161,0.537 +708575058,Attrited Customer,46,F,3,Uneducated,Divorced,$40K - $60K,Blue,39,2,3,2,3157,965,2192,0.928,3300,58,0.568,0.306 +713929533,Attrited Customer,36,F,3,College,Married,Less than $40K,Blue,36,2,2,2,1707,0,1707,0.319,2060,52,0.529,0 +714087258,Existing Customer,49,F,1,Uneducated,Divorced,Less than $40K,Blue,36,2,3,2,1838,0,1838,0.65,5156,72,0.895,0 +756383283,Existing Customer,38,F,3,College,Married,Less than $40K,Blue,31,3,1,3,5523,2517,3006,0.72,4170,80,0.739,0.456 +720766908,Attrited Customer,40,F,2,Uneducated,Single,Less than $40K,Blue,28,2,2,2,3021,0,3021,0.694,2814,37,0.321,0 +718133733,Existing Customer,44,F,4,Post-Graduate,Unknown,Less than $40K,Blue,36,3,1,1,7317,1540,5777,0.616,4100,76,0.81,0.21 +720823458,Existing Customer,59,F,2,Unknown,Married,Less than $40K,Blue,46,2,6,2,5218,1907,3311,0.797,4658,85,0.889,0.365 +720027258,Existing Customer,53,F,2,High School,Single,Less than $40K,Blue,40,3,1,3,1438.3,0,1438.3,1.052,4978,73,0.921,0 +807604233,Existing Customer,54,M,3,Graduate,Married,$80K - $120K,Blue,49,2,3,3,11114,2482,8632,1.08,5044,81,0.688,0.223 +801786483,Existing Customer,51,M,0,High School,Single,$80K - $120K,Blue,45,3,2,3,10648,2517,8131,0.708,4930,89,0.978,0.236 +789138258,Existing Customer,45,F,3,High School,Single,Less than $40K,Blue,34,2,3,2,2976,2372,604,0.772,4799,83,0.729,0.797 +805524708,Attrited Customer,52,F,3,High School,Divorced,Less than $40K,Blue,47,3,3,1,6629,2517,4112,0.932,2599,50,0.562,0.38 +779642733,Existing Customer,42,F,5,Unknown,Married,Less than $40K,Blue,25,3,1,1,2812,2238,574,0.713,4823,77,0.833,0.796 +771735933,Existing Customer,48,M,2,High School,Married,$80K - $120K,Blue,36,2,1,1,10761,1722,9039,0.7,4731,82,0.783,0.16 +789917208,Existing Customer,40,F,4,High School,Married,Less than $40K,Blue,31,2,3,3,1968,1781,187,0.972,5087,69,0.725,0.905 +779608083,Existing Customer,55,M,2,Doctorate,Single,Less than $40K,Blue,44,2,2,2,3897,1247,2650,0.689,3681,62,0.632,0.32 +711287733,Existing Customer,45,M,4,Unknown,Married,$40K - $60K,Blue,36,3,2,1,4721,1289,3432,0.656,3856,74,0.762,0.273 +774675933,Existing Customer,40,M,3,College,Divorced,$80K - $120K,Silver,34,2,1,3,34516,2052,32464,0.477,3510,62,0.476,0.059 +716741508,Existing Customer,33,F,3,High School,Married,Less than $40K,Blue,21,2,1,3,2831,1167,1664,0.744,4460,65,0.857,0.412 +721106133,Existing Customer,57,F,3,Uneducated,Divorced,Unknown,Blue,36,3,4,1,2312,1789,523,0.867,5104,82,0.783,0.774 +716698608,Existing Customer,51,M,2,Unknown,Single,$80K - $120K,Blue,39,2,1,1,8924,0,8924,0.46,4441,87,0.673,0 +716299608,Attrited Customer,58,F,3,Unknown,Divorced,Less than $40K,Blue,36,2,2,3,1508,0,1508,0.458,1990,31,0.192,0 +718116933,Existing Customer,53,F,3,Graduate,Single,Less than $40K,Blue,36,2,3,1,1438.3,630,808.3,0.667,4704,79,0.756,0.438 +720513333,Existing Customer,46,M,3,High School,Single,$80K - $120K,Blue,39,2,1,3,21350,1724,19626,0.512,4878,78,0.444,0.081 +802460433,Attrited Customer,57,F,3,High School,Married,Unknown,Blue,51,2,5,2,1438.3,0,1438.3,0.733,2607,37,0.609,0 +720482583,Existing Customer,52,F,1,College,Married,Unknown,Blue,43,3,3,1,10431,2163,8268,0.64,4598,69,0.865,0.207 +719584608,Existing Customer,40,M,4,High School,Unknown,$40K - $60K,Blue,32,3,1,1,1438.3,0,1438.3,0.657,4215,79,0.927,0 +709477233,Existing Customer,37,F,2,High School,Single,Unknown,Blue,36,3,2,1,2346,1621,725,0.613,4287,79,0.717,0.691 +719512983,Attrited Customer,47,F,4,Graduate,Single,Less than $40K,Blue,39,3,3,6,1438.3,0,1438.3,0.854,2295,51,0.545,0 +714923583,Attrited Customer,38,F,2,Graduate,Unknown,Less than $40K,Blue,36,2,3,2,2369,0,2369,0.51,1924,48,0.548,0 +779397183,Existing Customer,42,F,2,Graduate,Single,Less than $40K,Blue,31,2,1,1,3659,0,3659,0.797,4068,61,0.694,0 +714671658,Existing Customer,38,F,5,Graduate,Married,Less than $40K,Blue,31,2,5,2,2153,1392,761,0.787,4268,85,0.667,0.647 +779218233,Existing Customer,47,F,5,Post-Graduate,Single,Less than $40K,Blue,37,2,3,3,9430,0,9430,0.68,4115,75,0.923,0 +713456583,Existing Customer,45,M,2,High School,Married,$80K - $120K,Silver,37,3,2,2,34516,1495,33021,0.52,3247,70,0.707,0.043 +790221633,Existing Customer,44,F,4,Graduate,Single,$40K - $60K,Blue,38,3,3,3,3897,2296,1601,0.746,4627,77,0.791,0.589 +721299483,Existing Customer,47,M,3,Graduate,Single,$80K - $120K,Blue,32,2,1,1,11671,1304,10367,0.491,4168,71,0.868,0.112 +711701958,Existing Customer,48,M,1,Unknown,Single,$60K - $80K,Blue,38,3,3,3,11367,1999,9368,0.661,4175,63,0.537,0.176 +783573408,Existing Customer,42,F,4,College,Single,$40K - $60K,Blue,36,3,1,2,2575,2136,439,0.722,5267,83,0.886,0.83 +709641933,Existing Customer,42,F,3,Graduate,Married,$40K - $60K,Blue,36,3,1,2,3433,1869,1564,0.838,4504,84,0.787,0.544 +718755483,Existing Customer,44,M,2,High School,Married,$60K - $80K,Blue,36,3,2,1,7317,959,6358,0.653,5082,86,0.686,0.131 +720914358,Existing Customer,46,F,3,Graduate,Married,Less than $40K,Blue,36,3,2,3,4416,1333,3083,0.631,4894,84,0.647,0.302 +714811533,Existing Customer,39,M,2,High School,Unknown,$60K - $80K,Blue,32,3,2,2,1715,0,1715,0.896,5910,91,0.517,0 +719898108,Existing Customer,57,F,2,Doctorate,Married,$40K - $60K,Blue,41,2,3,3,3667,809,2858,0.778,5322,79,0.975,0.221 +720719883,Attrited Customer,54,F,1,Graduate,Single,Unknown,Blue,41,3,3,3,1874,0,1874,0.806,2535,55,0.618,0 +780338733,Existing Customer,50,F,2,Graduate,Married,Less than $40K,Blue,37,2,1,2,1438.3,491,947.3,0.73,5102,83,0.694,0.341 +709810458,Existing Customer,56,F,0,Unknown,Single,Less than $40K,Blue,44,3,2,0,1579,768,811,0.888,4241,72,0.946,0.486 +821356083,Existing Customer,54,F,3,Uneducated,Married,$40K - $60K,Blue,49,3,1,3,1626,0,1626,0.664,4830,87,0.642,0 +793428408,Existing Customer,50,F,3,Uneducated,Married,Less than $40K,Blue,44,2,2,1,1596,1185,411,0.687,5235,76,1,0.742 +746453583,Existing Customer,56,F,1,Unknown,Married,$40K - $60K,Blue,49,2,2,2,2604,1395,1209,0.528,4498,85,0.7,0.536 +771799008,Existing Customer,61,F,1,Graduate,Married,Unknown,Blue,50,3,3,1,3359,1405,1954,0.684,4871,79,0.975,0.418 +719075883,Existing Customer,38,F,3,High School,Married,$40K - $60K,Blue,27,2,3,3,2363,2033,330,0.498,3904,66,0.61,0.86 +714986583,Existing Customer,55,F,4,Uneducated,Single,Less than $40K,Blue,46,3,2,2,4978,923,4055,0.883,5025,62,0.879,0.185 +753233733,Existing Customer,38,M,1,Graduate,Single,$80K - $120K,Blue,29,3,3,3,2155,1290,865,0.718,3781,61,0.906,0.599 +806914158,Attrited Customer,38,F,4,Graduate,Married,$40K - $60K,Blue,33,4,3,1,4047,0,4047,0.648,2134,34,0.478,0 +812671758,Attrited Customer,47,F,5,Doctorate,Married,Unknown,Blue,42,3,5,3,4345,2176,2169,0.752,2458,44,0.467,0.501 +789191358,Existing Customer,55,M,4,Graduate,Single,$80K - $120K,Blue,44,2,3,2,1854,794,1060,0.614,4035,80,0.739,0.428 +772111083,Existing Customer,50,M,1,High School,Married,$80K - $120K,Blue,39,3,3,2,5384,1396,3988,0.756,4338,75,0.829,0.259 +714961383,Existing Customer,48,F,3,Uneducated,Single,Less than $40K,Blue,36,3,3,3,1438.3,965,473.3,0.544,4182,81,0.723,0.671 +817288458,Existing Customer,33,F,2,Graduate,Single,Less than $40K,Blue,19,3,2,3,5141,1737,3404,0.985,5859,82,0.783,0.338 +719163108,Existing Customer,44,M,3,Graduate,Married,$120K +,Blue,31,2,2,3,3977,1325,2652,0.769,4076,62,0.632,0.333 +713922183,Existing Customer,52,M,2,Uneducated,Single,$120K +,Blue,36,3,2,1,2507,1259,1248,0.85,4461,73,0.921,0.502 +716443608,Existing Customer,46,F,3,Unknown,Unknown,Less than $40K,Blue,36,2,3,1,7199,1235,5964,0.83,4050,78,0.814,0.172 +827953683,Existing Customer,41,M,2,Graduate,Married,$60K - $80K,Blue,37,1,2,1,3786,1171,2615,0.697,5369,75,0.596,0.309 +789678483,Existing Customer,50,F,2,High School,Married,Less than $40K,Silver,37,1,3,2,13384,0,13384,0.696,4773,77,0.674,0 +793630083,Attrited Customer,39,M,2,High School,Single,$120K +,Blue,33,1,3,4,1726,1476,250,0.371,1804,34,0.259,0.855 +756306183,Existing Customer,42,F,1,College,Married,Less than $40K,Blue,35,2,1,3,2873,2517,356,0.803,4897,71,1.088,0.876 +736893108,Existing Customer,33,F,2,Doctorate,Single,Less than $40K,Blue,26,2,3,2,1438.3,0,1438.3,0.613,4196,87,0.891,0 +712900308,Attrited Customer,44,F,2,College,Single,Less than $40K,Blue,34,4,3,3,1751,0,1751,0.506,2078,37,0.423,0 +798045708,Existing Customer,42,F,5,Graduate,Married,$40K - $60K,Blue,36,2,1,1,7434,0,7434,0.63,4182,76,1.171,0 +715657833,Existing Customer,52,F,3,Unknown,Single,Less than $40K,Blue,41,2,3,2,1438.3,787,651.3,0.601,4956,89,0.745,0.547 +712111608,Existing Customer,59,F,2,Post-Graduate,Single,Less than $40K,Blue,54,1,1,3,1438.3,0,1438.3,0.61,4919,72,0.756,0 +711792783,Existing Customer,45,F,3,Unknown,Divorced,$40K - $60K,Blue,26,1,1,2,2032,1195,837,0.642,4479,80,0.667,0.588 +716067333,Existing Customer,61,M,0,Graduate,Married,Unknown,Blue,36,2,3,3,6959,945,6014,0.816,4553,84,0.714,0.136 +780660183,Attrited Customer,43,F,4,High School,Divorced,Less than $40K,Blue,32,2,3,2,8203,0,8203,0.691,2613,46,0.84,0 +720761208,Attrited Customer,59,M,1,College,Single,$120K +,Blue,47,2,4,2,4789,357,4432,0.798,2496,41,0.64,0.075 +788794758,Attrited Customer,46,M,4,Graduate,Single,$40K - $60K,Blue,28,2,2,4,2979,0,2979,0.644,2061,38,0.462,0 +711150333,Attrited Customer,40,F,3,Graduate,Single,Less than $40K,Blue,31,5,3,2,2391,0,2391,0.669,2857,40,0.6,0 +714418158,Existing Customer,63,F,0,Uneducated,Single,Less than $40K,Blue,56,2,2,2,7264,851,6413,0.814,3527,69,0.816,0.117 +713634108,Existing Customer,45,F,3,Graduate,Single,Unknown,Blue,36,1,2,2,4348,1830,2518,1.036,4293,66,0.692,0.421 +717231558,Existing Customer,49,F,4,Graduate,Married,Less than $40K,Blue,43,2,2,2,3002,1446,1556,0.815,4851,74,0.947,0.482 +711589758,Existing Customer,42,M,5,High School,Married,$60K - $80K,Blue,32,1,2,2,4162,1641,2521,0.719,3967,75,0.923,0.394 +787481208,Existing Customer,46,F,1,Unknown,Unknown,Less than $40K,Blue,34,1,3,1,2762,1793,969,0.901,5006,78,0.66,0.649 +715516458,Attrited Customer,42,F,1,High School,Married,$40K - $60K,Blue,36,5,3,2,2705,2430,275,0.698,2602,43,0.433,0.898 +714998508,Existing Customer,53,M,3,Uneducated,Married,$120K +,Blue,36,2,2,0,3742,1454,2288,0.894,5326,62,0.676,0.389 +713328108,Existing Customer,60,F,1,College,Married,Less than $40K,Blue,36,2,2,2,1671,1047,624,0.727,5189,79,0.795,0.627 +716229108,Existing Customer,55,F,3,College,Divorced,Less than $40K,Blue,46,2,3,3,3282,2262,1020,0.653,4674,84,0.585,0.689 +820925433,Existing Customer,50,F,2,Post-Graduate,Single,Less than $40K,Blue,45,2,3,2,1529,710,819,0.657,4751,81,0.884,0.464 +816129258,Existing Customer,34,F,2,Post-Graduate,Single,Less than $40K,Blue,29,2,3,3,2509,1897,612,0.938,4837,74,0.542,0.756 +808903308,Attrited Customer,54,F,1,Unknown,Married,$40K - $60K,Blue,49,4,3,6,2471,0,2471,0.722,2519,35,0.522,0 +713809833,Existing Customer,42,F,3,Graduate,Unknown,Unknown,Blue,32,2,3,2,9749,859,8890,0.584,4684,86,0.623,0.088 +713542008,Existing Customer,48,F,3,High School,Unknown,Less than $40K,Blue,37,1,2,3,1438.3,0,1438.3,0.584,4236,83,0.844,0 +717385083,Existing Customer,46,M,3,High School,Married,$120K +,Blue,35,2,2,3,4916,1122,3794,0.659,4813,87,0.706,0.228 +708652908,Existing Customer,47,F,5,Uneducated,Married,Less than $40K,Blue,36,1,6,1,2291,1419,872,0.725,4498,81,0.761,0.619 +715644633,Existing Customer,42,F,3,Graduate,Single,$40K - $60K,Blue,34,1,2,1,1528,820,708,0.908,5212,88,0.833,0.537 +708761733,Existing Customer,52,F,3,High School,Married,Unknown,Blue,36,2,2,2,8279,1582,6697,0.76,4419,63,0.658,0.191 +714600258,Existing Customer,45,M,2,Post-Graduate,Married,$60K - $80K,Blue,36,1,2,2,5945,2015,3930,0.815,3645,70,1,0.339 +823566408,Existing Customer,44,F,3,Graduate,Married,Less than $40K,Blue,40,2,2,1,1438.3,0,1438.3,0.773,4625,93,0.938,0 +713373708,Attrited Customer,54,F,3,Unknown,Single,Less than $40K,Blue,36,2,3,3,1857,0,1857,0.488,2464,57,0.839,0 +708307533,Existing Customer,42,M,2,Uneducated,Married,$60K - $80K,Blue,30,1,2,3,3086,0,3086,0.808,4129,81,0.884,0 +820085808,Existing Customer,54,F,3,Graduate,Married,Less than $40K,Blue,49,1,1,2,2598,1343,1255,0.637,4692,86,0.72,0.517 +716685033,Existing Customer,38,F,1,High School,Married,$40K - $60K,Blue,19,1,1,2,5559,1600,3959,0.716,5344,82,0.864,0.288 +713063958,Existing Customer,51,M,1,Graduate,Single,$80K - $120K,Blue,39,1,1,3,7562,1080,6482,0.561,5010,85,0.7,0.143 +708371733,Existing Customer,41,F,3,High School,Married,Less than $40K,Blue,15,1,1,2,4662,0,4662,0.661,4931,81,0.841,0 +780277458,Existing Customer,52,F,2,Graduate,Single,Less than $40K,Blue,38,2,2,3,2904,2517,387,0.586,4503,89,0.712,0.867 +797232183,Existing Customer,42,F,4,Unknown,Married,Less than $40K,Blue,36,2,1,1,2676,1962,714,0.668,5020,75,0.786,0.733 +720789933,Existing Customer,46,F,4,Graduate,Married,Unknown,Blue,32,2,1,1,5798,680,5118,0.708,5027,82,0.64,0.117 +808281483,Existing Customer,46,F,2,Unknown,Single,Less than $40K,Blue,41,2,3,3,2665,2157,508,0.637,4249,76,1.235,0.809 +712968708,Existing Customer,55,F,1,High School,Single,$40K - $60K,Blue,47,2,3,1,2343,1780,563,0.792,5167,78,0.773,0.76 +711263058,Existing Customer,29,F,1,Unknown,Single,Less than $40K,Blue,36,1,1,2,2763,1879,884,0.701,4660,80,0.778,0.68 +788813658,Existing Customer,62,F,0,Graduate,Single,Unknown,Blue,45,2,2,3,10503,0,10503,0.886,4755,88,0.725,0 +721444758,Existing Customer,47,F,2,College,Married,Less than $40K,Blue,36,1,3,3,2780,2216,564,0.826,4980,78,0.857,0.797 +711448983,Attrited Customer,47,F,2,Graduate,Married,Less than $40K,Blue,34,2,2,2,2234,2024,210,0.717,2313,37,0.321,0.906 +712664658,Attrited Customer,35,F,1,Graduate,Single,Less than $40K,Blue,30,2,2,2,1649,0,1649,0.683,2549,54,0.588,0 +714237033,Attrited Customer,42,F,4,Uneducated,Married,Unknown,Blue,36,6,2,3,5557,2246,3311,0.518,2299,39,0.444,0.404 +718370733,Existing Customer,48,F,2,Uneducated,Married,Unknown,Blue,35,2,3,3,6074,0,6074,0.782,4504,90,0.765,0 +713726958,Attrited Customer,40,F,3,Doctorate,Married,Less than $40K,Blue,21,5,2,2,1728,0,1728,0.41,2191,38,0.357,0 +794160408,Existing Customer,46,F,3,Graduate,Married,Unknown,Blue,40,1,1,1,3044,1973,1071,0.946,4747,73,1.028,0.648 +716009883,Existing Customer,41,F,1,Graduate,Single,$40K - $60K,Blue,28,1,3,1,8482,585,7897,0.624,4245,74,0.897,0.069 +711873033,Attrited Customer,35,F,3,Unknown,Single,Unknown,Blue,29,4,2,3,1438.3,0,1438.3,0.748,2549,56,0.75,0 +712715208,Attrited Customer,52,M,1,High School,Single,$80K - $120K,Blue,44,1,3,2,3770,0,3770,0.544,2387,51,0.5,0 +778899708,Attrited Customer,56,F,2,Unknown,Single,$40K - $60K,Blue,37,2,2,3,2963,0,2963,0.902,2919,47,0.382,0 +771865908,Attrited Customer,48,F,2,Graduate,Single,Unknown,Blue,37,4,2,3,11750,487,11263,0.772,2532,48,0.548,0.041 +716273133,Existing Customer,41,F,3,Graduate,Married,Less than $40K,Blue,36,2,2,3,1593,0,1593,0.61,4853,78,0.592,0 +709927458,Existing Customer,38,M,3,Graduate,Single,$40K - $60K,Blue,20,1,3,3,10486,1544,8942,0.716,4042,77,0.925,0.147 +715162608,Attrited Customer,48,F,2,Graduate,Single,Less than $40K,Blue,41,4,2,3,2168,1323,845,0.687,2499,38,0.407,0.61 +719862258,Existing Customer,38,F,2,Uneducated,Single,Unknown,Blue,28,2,3,3,5666,1393,4273,0.84,5015,90,0.915,0.246 +788719533,Existing Customer,53,M,4,Post-Graduate,Married,$80K - $120K,Blue,34,1,2,3,13679,0,13679,0.908,4060,61,1.346,0 +715566408,Existing Customer,45,F,3,Doctorate,Married,Less than $40K,Blue,36,1,2,2,2143,1479,664,0.708,4404,77,0.75,0.69 +717359208,Existing Customer,57,F,0,College,Married,Less than $40K,Blue,47,2,3,1,4945,1779,3166,0.536,4037,72,0.756,0.36 +721410858,Existing Customer,54,F,4,High School,Single,Less than $40K,Blue,36,1,3,0,1921,1334,587,0.694,4512,90,0.765,0.694 +779420583,Existing Customer,45,F,4,Graduate,Single,Less than $40K,Blue,33,2,1,3,3001,2055,946,0.838,4662,70,0.628,0.685 +714222183,Existing Customer,38,F,3,Graduate,Single,$40K - $60K,Blue,36,1,1,1,2132,1084,1048,0.767,4874,78,0.66,0.508 +709079883,Attrited Customer,45,F,4,Doctorate,Married,Less than $40K,Blue,36,5,3,3,1663,1012,651,0.886,2729,38,0.52,0.609 +721406658,Attrited Customer,32,F,0,Unknown,Divorced,Less than $40K,Blue,36,6,3,3,1732,0,1732,0.683,2479,43,0.536,0 +713782608,Existing Customer,46,F,4,Graduate,Single,$40K - $60K,Blue,36,1,3,1,2652,2386,266,0.766,5329,83,0.729,0.9 +720236433,Existing Customer,41,M,4,College,Married,$80K - $120K,Blue,22,1,2,3,5037,1670,3367,0.787,4379,67,0.811,0.332 +785106933,Existing Customer,51,F,1,Unknown,Single,Unknown,Blue,45,2,2,3,6519,2178,4341,0.739,4505,71,0.732,0.334 +716673258,Existing Customer,60,F,1,Unknown,Single,Less than $40K,Blue,36,1,1,3,2347,1488,859,0.621,3977,83,0.886,0.634 +708341958,Existing Customer,31,F,1,College,Divorced,Less than $40K,Blue,21,2,2,3,2061,1904,157,0.786,4480,86,0.87,0.924 +797150733,Attrited Customer,44,M,3,Unknown,Single,$40K - $60K,Blue,38,5,2,2,1643,0,1643,0.6,1754,39,0.56,0 +718279983,Existing Customer,49,F,1,College,Married,Unknown,Blue,36,1,3,2,5039,2489,2550,0.875,4770,74,0.947,0.494 +718548558,Existing Customer,53,F,3,Unknown,Single,Less than $40K,Blue,42,1,1,3,2915,2041,874,0.927,4272,70,0.75,0.7 +780360558,Existing Customer,33,F,1,Graduate,Married,Less than $40K,Blue,20,2,2,2,1507,0,1507,0.723,4698,87,0.851,0 +715012833,Existing Customer,46,F,1,High School,Married,Less than $40K,Blue,36,1,3,3,3073,2517,556,0.841,4858,77,0.974,0.819 +772388508,Existing Customer,43,F,3,Graduate,Married,Unknown,Blue,32,2,3,3,8314,1349,6965,0.531,5028,80,0.702,0.162 +788199858,Existing Customer,42,F,3,High School,Unknown,Unknown,Blue,34,1,3,1,2798,1049,1749,0.89,5758,87,0.706,0.375 +769578108,Existing Customer,40,M,4,Unknown,Single,$60K - $80K,Blue,26,2,2,3,20929,1652,19277,0.523,4001,76,0.689,0.079 +719843958,Existing Customer,46,M,2,Graduate,Married,$120K +,Blue,34,2,3,3,1754,894,860,0.691,4874,79,0.837,0.51 +767197983,Existing Customer,52,F,2,High School,Single,Less than $40K,Blue,45,1,1,1,4209,0,4209,0.856,5938,83,0.694,0 +711874833,Existing Customer,45,M,3,College,Divorced,$40K - $60K,Blue,37,1,3,2,2449,0,2449,0.706,5497,88,0.63,0 +714930333,Attrited Customer,39,M,3,College,Married,$80K - $120K,Blue,30,2,3,3,4618,0,4618,0.717,2476,49,0.75,0 +720989133,Existing Customer,41,F,2,College,Married,Less than $40K,Blue,36,2,1,2,1654,1093,561,0.65,4596,82,0.822,0.661 +720893958,Existing Customer,49,F,4,Uneducated,Single,Less than $40K,Blue,36,1,3,3,1544,999,545,0.786,4215,53,1.12,0.647 +769709058,Existing Customer,60,M,1,Uneducated,Single,$60K - $80K,Blue,54,1,2,1,3618,972,2646,0.578,4228,63,0.465,0.269 +711005583,Existing Customer,37,M,3,High School,Single,$80K - $120K,Blue,24,1,2,3,3437,1064,2373,0.851,5110,76,0.854,0.31 +826548708,Existing Customer,50,M,2,Graduate,Single,$80K - $120K,Blue,46,2,3,2,5965,622,5343,0.728,4637,91,0.655,0.104 +711093408,Existing Customer,46,F,2,Doctorate,Married,Less than $40K,Blue,33,2,3,1,2644,1517,1127,0.721,4815,83,0.804,0.574 +712831908,Existing Customer,59,F,1,College,Married,$40K - $60K,Blue,49,2,2,1,3481,603,2878,0.692,4556,81,0.473,0.173 +780222408,Existing Customer,49,F,5,Graduate,Unknown,Less than $40K,Blue,36,1,3,2,3272,2085,1187,0.417,4444,83,0.627,0.637 +714181008,Existing Customer,35,F,0,Graduate,Married,Less than $40K,Blue,36,1,2,2,3019,1462,1557,0.718,4509,71,0.732,0.484 +772346358,Existing Customer,52,F,3,Uneducated,Single,Less than $40K,Blue,41,2,1,2,1801,0,1801,0.516,5047,79,0.756,0 +717489033,Attrited Customer,27,F,0,High School,Single,Less than $40K,Blue,18,6,1,4,1438.3,0,1438.3,0.781,2641,40,0.6,0 +710969433,Existing Customer,41,F,1,Uneducated,Married,Less than $40K,Blue,31,2,2,2,2909,1201,1708,0.729,4230,68,0.659,0.413 +715807383,Existing Customer,45,F,4,Post-Graduate,Single,$40K - $60K,Blue,36,1,3,3,4688,0,4688,0.593,5248,89,0.745,0 +711807333,Existing Customer,37,F,2,College,Single,Less than $40K,Blue,26,1,1,2,1438.3,0,1438.3,0.587,3948,84,0.68,0 +816086508,Existing Customer,47,F,2,Unknown,Married,Less than $40K,Blue,42,1,3,3,1438.3,0,1438.3,0.677,4624,73,0.587,0 +714424533,Attrited Customer,41,F,4,Graduate,Married,Less than $40K,Blue,36,6,2,2,1655,0,1655,0.496,2156,37,0.194,0 +779536233,Existing Customer,47,F,4,Graduate,Divorced,$40K - $60K,Blue,30,1,1,1,1438.3,601,837.3,1,4669,83,0.729,0.418 +710794983,Existing Customer,41,F,3,High School,Single,Unknown,Blue,32,2,1,1,4745,1157,3588,0.965,4705,78,0.902,0.244 +779890833,Existing Customer,51,F,2,High School,Divorced,Less than $40K,Blue,36,2,1,1,1438.3,0,1438.3,0.765,4866,65,0.625,0 +779837808,Existing Customer,53,F,2,High School,Married,$40K - $60K,Blue,37,1,4,3,5182,2500,2682,0.869,5012,85,0.809,0.482 +713748708,Attrited Customer,46,F,3,Graduate,Single,Less than $40K,Blue,37,1,2,4,1438.3,0,1438.3,0.35,1757,44,0.467,0 +709123908,Existing Customer,43,F,2,Graduate,Married,$40K - $60K,Blue,36,2,3,2,4287,0,4287,0.807,4874,82,0.708,0 +816476658,Attrited Customer,54,F,2,Unknown,Married,Unknown,Blue,49,2,4,3,1812,1798,14,0.735,2921,44,0.692,0.992 +743800833,Existing Customer,53,F,3,College,Married,$40K - $60K,Blue,46,2,1,1,2304,1144,1160,0.772,4505,85,1.179,0.497 +806415183,Existing Customer,51,F,0,Doctorate,Married,Unknown,Blue,46,1,3,3,13623,1432,12191,0.594,4534,83,0.886,0.105 +794054058,Existing Customer,50,F,2,Graduate,Single,Less than $40K,Blue,44,1,1,1,2765,0,2765,0.465,4010,59,0.513,0 +771907158,Existing Customer,54,M,5,Unknown,Married,$120K +,Blue,42,1,1,3,3731,1903,1828,0.915,4667,88,0.725,0.51 +815789883,Existing Customer,46,F,3,College,Single,Less than $40K,Blue,41,1,3,2,2485,861,1624,0.566,4728,81,0.761,0.346 +712177908,Existing Customer,50,F,4,College,Single,Less than $40K,Blue,36,1,3,1,2446,1763,683,0.598,4310,75,0.875,0.721 +711234783,Attrited Customer,44,F,4,Unknown,Married,Less than $40K,Blue,28,5,2,3,2020,0,2020,0.716,2621,45,0.552,0 +793379058,Existing Customer,48,F,3,Graduate,Single,Less than $40K,Blue,42,2,2,1,2214,1025,1189,0.567,5084,82,0.745,0.463 +720480183,Existing Customer,45,F,3,Unknown,Divorced,Less than $40K,Blue,34,1,2,1,1811,787,1024,0.585,4882,80,1.162,0.435 +712974558,Existing Customer,56,F,2,College,Single,Less than $40K,Blue,43,1,3,1,5254,0,5254,0.651,4546,89,0.712,0 +717409533,Attrited Customer,36,F,2,Post-Graduate,Single,Less than $40K,Blue,26,1,2,3,1821,1486,335,0.827,2824,43,0.387,0.816 +712200033,Existing Customer,44,F,4,High School,Single,Less than $40K,Blue,36,1,3,3,3024,0,3024,0.75,4983,78,0.733,0 +713563383,Existing Customer,50,F,3,Unknown,Single,Less than $40K,Blue,36,1,3,3,1930,952,978,0.67,3862,80,0.818,0.493 +802795608,Existing Customer,54,F,2,High School,Single,Less than $40K,Blue,48,1,3,2,1517,556,961,0.622,4981,82,0.864,0.367 +787452333,Attrited Customer,39,F,1,High School,Married,Less than $40K,Blue,25,2,2,1,2024,0,2024,0.801,2870,36,0.5,0 +709520058,Attrited Customer,53,M,5,Uneducated,Married,$120K +,Blue,38,4,2,2,19138,0,19138,0.482,2028,43,0.303,0 +819690933,Existing Customer,56,M,1,Graduate,Single,$80K - $120K,Blue,51,2,3,1,16835,897,15938,0.767,4059,80,0.778,0.053 +820694133,Attrited Customer,60,F,0,High School,Married,Unknown,Blue,55,4,1,3,5549,0,5549,0.703,2412,38,0.52,0 +711800658,Attrited Customer,42,F,3,High School,Single,Less than $40K,Blue,36,2,3,3,2145,0,2145,0.577,2465,42,0.355,0 +717722958,Existing Customer,43,M,3,Uneducated,Married,$80K - $120K,Blue,36,1,3,2,4654,1349,3305,0.81,4277,71,0.69,0.29 +712279683,Attrited Customer,44,M,3,Graduate,Married,$60K - $80K,Blue,36,2,3,3,9114,0,9114,0.654,2740,52,0.625,0 +716606733,Existing Customer,33,F,1,Graduate,Single,$40K - $60K,Blue,18,2,2,3,3043,2054,989,0.735,4833,85,0.667,0.675 +716060358,Existing Customer,53,F,2,Graduate,Married,$40K - $60K,Blue,45,2,2,2,4621,913,3708,0.917,4952,82,0.745,0.198 +709158333,Existing Customer,44,M,4,Graduate,Single,$60K - $80K,Blue,28,2,2,1,2758,461,2297,0.58,4244,96,0.778,0.167 +721113333,Existing Customer,54,F,0,Graduate,Married,Less than $40K,Blue,36,1,2,3,1740,0,1740,0.811,4751,93,0.86,0 +712620858,Existing Customer,34,F,4,Doctorate,Married,Unknown,Blue,36,1,2,2,7744,1804,5940,0.942,4572,60,0.935,0.233 +712855683,Existing Customer,50,F,2,Post-Graduate,Married,Less than $40K,Blue,36,1,2,2,3350,1335,2015,0.781,4906,89,0.561,0.399 +715463133,Existing Customer,40,M,5,High School,Single,$120K +,Blue,31,1,1,3,34516,1427,33089,0.706,3699,64,0.488,0.041 +716551533,Existing Customer,47,F,1,High School,Single,Unknown,Blue,36,2,1,3,2874,2201,673,0.718,4779,86,0.792,0.766 +771220758,Existing Customer,40,F,3,Doctorate,Single,Unknown,Blue,27,1,1,2,2896,2100,796,0.728,4614,83,0.694,0.725 +709920258,Existing Customer,41,F,3,Graduate,Divorced,$40K - $60K,Blue,28,1,1,3,9294,1764,7530,1.026,4531,73,0.738,0.19 +708959583,Existing Customer,47,M,2,High School,Married,$60K - $80K,Blue,39,1,2,2,9389,727,8662,0.533,3415,84,0.556,0.077 +712510833,Existing Customer,44,M,3,College,Married,$40K - $60K,Blue,30,2,3,3,9317,847,8470,0.765,4121,81,0.723,0.091 +710840433,Existing Customer,34,M,1,College,Unknown,$40K - $60K,Blue,20,2,1,3,7452,1656,5796,0.6,3339,51,0.962,0.222 +712853358,Attrited Customer,39,F,3,High School,Unknown,Less than $40K,Blue,36,2,3,2,1817,0,1817,0.583,2216,44,0.833,0 +788502858,Existing Customer,58,M,3,High School,Single,$80K - $120K,Blue,51,2,2,1,10021,1952,8069,0.699,4431,68,0.581,0.195 +721139808,Existing Customer,42,F,3,Graduate,Single,Less than $40K,Blue,36,1,2,1,2344,1081,1263,0.619,3889,80,0.86,0.461 +711375558,Existing Customer,48,F,2,Uneducated,Single,$40K - $60K,Blue,34,2,3,1,3072,1734,1338,0.754,4540,78,0.857,0.564 +713798958,Existing Customer,38,F,3,Unknown,Single,Less than $40K,Blue,36,2,3,1,1946,1430,516,0.564,4643,87,0.812,0.735 +709362033,Attrited Customer,52,F,1,Graduate,Married,Less than $40K,Blue,42,1,5,3,1471,0,1471,0.624,2253,48,0.455,0 +719860308,Attrited Customer,42,F,2,Graduate,Married,Less than $40K,Blue,36,2,3,3,1438.3,0,1438.3,0.663,2418,48,0.778,0 +714443058,Attrited Customer,43,F,4,College,Married,Less than $40K,Blue,28,5,2,4,1484,0,1484,0.2,1664,39,0.5,0 +716315508,Attrited Customer,37,F,3,Post-Graduate,Married,$40K - $60K,Blue,36,2,2,5,3233,2517,716,0,1339,32,0,0.779 +717651333,Existing Customer,55,F,2,Graduate,Single,Less than $40K,Blue,43,1,3,1,1745,1168,577,0.701,4562,67,0.634,0.669 +798489258,Existing Customer,59,F,1,Uneducated,Divorced,Unknown,Blue,53,1,3,1,3709,1197,2512,0.824,5557,82,1,0.323 +710742408,Existing Customer,53,F,2,College,Married,Less than $40K,Blue,43,2,1,3,2160,2057,103,0.858,4518,93,0.788,0.952 +812089383,Existing Customer,41,M,5,Unknown,Single,$80K - $120K,Blue,36,1,2,3,1438.3,892,546.3,0.79,4426,88,0.66,0.62 +711968358,Existing Customer,55,F,4,Graduate,Single,Less than $40K,Blue,44,1,2,1,2638,1423,1215,0.551,4153,77,0.925,0.539 +794227308,Existing Customer,56,M,2,College,Married,$80K - $120K,Blue,50,1,1,3,10214,1433,8781,0.64,4493,79,0.881,0.14 +719845908,Existing Customer,52,F,3,Uneducated,Single,Less than $40K,Blue,36,2,1,3,3240,0,3240,0.812,4803,83,0.804,0 +716851908,Existing Customer,58,F,5,Unknown,Married,$40K - $60K,Blue,47,1,3,3,2038,1099,939,0.809,4784,70,0.75,0.539 +720599658,Existing Customer,49,M,1,Unknown,Married,$40K - $60K,Blue,36,2,2,1,1438.3,0,1438.3,0.57,5104,75,0.63,0 +720401658,Attrited Customer,53,F,3,Graduate,Single,Less than $40K,Blue,34,5,3,5,1438.3,1030,408.3,0.609,1985,38,0.407,0.716 +827442858,Existing Customer,56,M,3,High School,Divorced,$80K - $120K,Blue,52,2,3,1,8111,2051,6060,0.999,3719,69,0.643,0.253 +779034708,Existing Customer,60,F,0,Doctorate,Married,Unknown,Blue,41,1,3,1,10730,970,9760,0.645,4939,71,0.972,0.09 +718806783,Attrited Customer,46,F,3,Uneducated,Married,Unknown,Blue,36,2,3,1,2872,357,2515,0.869,2629,41,0.64,0.124 +714484008,Attrited Customer,49,F,4,Uneducated,Married,Less than $40K,Blue,31,4,3,2,1567,0,1567,0.424,2138,41,0.577,0 +719176308,Attrited Customer,43,M,3,College,Divorced,$80K - $120K,Blue,32,6,3,2,7278,0,7278,0.618,2120,43,0.593,0 +769662033,Existing Customer,45,F,2,College,Unknown,Less than $40K,Blue,29,2,2,3,1438.3,0,1438.3,0.729,5025,85,0.735,0 +721020858,Existing Customer,34,F,1,College,Single,Unknown,Blue,20,2,2,2,3190,1959,1231,0.622,4220,66,0.61,0.614 +714630858,Attrited Customer,36,F,1,Uneducated,Unknown,Less than $40K,Blue,36,2,3,2,1470,458,1012,0.543,2383,39,0.444,0.312 +710838108,Existing Customer,45,M,2,Graduate,Married,$80K - $120K,Blue,36,1,4,1,3081,2517,564,0.572,4317,72,0.714,0.817 +712662783,Attrited Customer,43,F,2,College,Married,Unknown,Blue,36,1,2,6,3793,2517,1276,0.512,2577,57,0.629,0.664 +713160258,Existing Customer,54,F,2,Graduate,Married,Less than $40K,Blue,44,1,2,3,3034,2033,1001,0.642,4349,90,0.731,0.67 +778163508,Existing Customer,37,F,2,High School,Married,Unknown,Blue,27,2,1,2,5245,1044,4201,0.673,4938,70,0.892,0.199 +713785608,Existing Customer,49,F,1,Doctorate,Single,Less than $40K,Blue,40,1,2,3,2960,0,2960,0.962,4918,63,0.75,0 +779905008,Attrited Customer,54,F,4,Graduate,Unknown,$40K - $60K,Blue,38,2,2,1,1779,0,1779,0.856,2660,41,0.323,0 +789491058,Existing Customer,43,F,4,Graduate,Married,Less than $40K,Blue,34,2,3,1,1620,0,1620,0.73,4570,82,0.952,0 +793736958,Existing Customer,49,M,3,High School,Single,$120K +,Blue,43,1,2,1,21680,1587,20093,0.605,4410,86,0.72,0.073 +720961383,Attrited Customer,47,F,3,Uneducated,Single,Unknown,Blue,36,2,3,4,2952,0,2952,0.82,2907,60,0.875,0 +714202008,Attrited Customer,53,F,2,High School,Married,Less than $40K,Blue,36,6,3,2,3918,2517,1401,0.47,2115,42,0.448,0.642 +721479108,Existing Customer,52,M,1,Uneducated,Single,$120K +,Blue,41,1,1,3,12764,0,12764,0.71,3332,64,0.882,0 +715549158,Existing Customer,29,F,1,Graduate,Married,Less than $40K,Blue,36,2,2,0,1438.3,0,1438.3,0.734,4769,84,0.826,0 +710308983,Existing Customer,50,F,3,Graduate,Unknown,Less than $40K,Blue,39,1,1,3,3287,2517,770,0.586,4148,83,0.66,0.766 +710981583,Existing Customer,44,F,5,Unknown,Single,$40K - $60K,Blue,36,2,1,2,3891,1015,2876,0.755,5131,86,0.72,0.261 +712704933,Attrited Customer,49,F,4,High School,Unknown,$40K - $60K,Blue,43,4,3,3,4048,0,4048,0.601,2227,41,0.464,0 +716165508,Existing Customer,51,M,2,Uneducated,Married,$60K - $80K,Blue,40,2,1,1,3559,0,3559,0.585,4498,94,0.649,0 +710630583,Existing Customer,47,M,3,High School,Single,$60K - $80K,Blue,39,2,1,1,2843,1752,1091,0.624,3738,77,0.604,0.616 +709571958,Existing Customer,58,F,2,Graduate,Single,Less than $40K,Blue,47,1,1,2,2127,0,2127,0.735,4401,65,0.667,0 +790115358,Existing Customer,39,F,2,Unknown,Single,Less than $40K,Blue,32,2,1,2,4325,2418,1907,0.796,4588,77,0.791,0.559 +715904433,Attrited Customer,42,F,4,College,Married,$40K - $60K,Blue,34,1,3,2,1695,0,1695,0.453,2055,46,0.314,0 +709078908,Existing Customer,48,F,3,High School,Single,Less than $40K,Blue,32,1,2,3,2648,1539,1109,0.94,4926,89,0.816,0.581 +717541308,Existing Customer,61,F,2,Graduate,Single,Less than $40K,Blue,45,2,2,3,2602,1441,1161,0.704,4838,85,0.735,0.554 +779916408,Existing Customer,39,F,4,Graduate,Single,Unknown,Blue,23,1,3,2,1811,0,1811,0.835,4934,70,0.628,0 +714979383,Existing Customer,56,M,3,Graduate,Single,$60K - $80K,Blue,46,1,2,2,1891,1134,757,0.636,5255,77,0.833,0.6 +711691608,Attrited Customer,46,F,4,Graduate,Single,Less than $40K,Blue,36,2,3,3,2881,2450,431,0.629,2450,49,0.531,0.85 +788930358,Existing Customer,42,F,4,College,Single,$40K - $60K,Blue,28,2,2,2,2827,1896,931,0.739,3891,81,1.025,0.671 +716351208,Existing Customer,48,F,3,Uneducated,Married,Less than $40K,Blue,38,1,3,2,4095,2517,1578,0.57,4175,77,1.026,0.615 +708266883,Attrited Customer,34,F,2,Graduate,Single,Less than $40K,Blue,36,1,2,3,1666,0,1666,0.713,2312,35,0.25,0 +718858683,Existing Customer,42,F,1,Graduate,Married,Less than $40K,Blue,36,2,3,2,1438.3,0,1438.3,0.665,4511,76,0.767,0 +771617883,Existing Customer,54,F,2,High School,Single,$40K - $60K,Blue,42,1,2,2,2205,1313,892,0.929,4904,82,0.673,0.595 +718001508,Existing Customer,41,F,3,Graduate,Married,Less than $40K,Blue,29,1,1,2,2890,2150,740,0.657,4377,84,0.867,0.744 +708995283,Existing Customer,50,F,1,Graduate,Unknown,Unknown,Blue,36,1,1,3,10417,2290,8127,1.122,4871,75,1.027,0.22 +721173183,Existing Customer,57,F,2,Uneducated,Married,Unknown,Blue,43,2,1,2,2363,1876,487,0.795,4984,85,0.667,0.794 +711102858,Attrited Customer,48,F,2,Doctorate,Single,Unknown,Blue,36,4,2,3,3137,860,2277,0.304,1618,34,0.097,0.274 +711722808,Attrited Customer,51,F,4,Graduate,Single,Less than $40K,Blue,44,5,3,3,1483,0,1483,0.707,2520,40,0.429,0 +787466808,Existing Customer,35,F,0,Unknown,Married,Less than $40K,Blue,22,2,2,3,3009,2517,492,0.735,5329,82,0.745,0.836 +716116383,Existing Customer,45,F,1,Unknown,Married,Less than $40K,Blue,36,1,2,1,5087,2517,2570,0.765,4682,77,0.711,0.495 +713257083,Existing Customer,46,F,4,Unknown,Married,$40K - $60K,Blue,36,1,3,1,1925,1202,723,0.518,4343,66,0.737,0.624 +772661808,Existing Customer,56,M,3,Graduate,Married,$120K +,Blue,46,2,1,2,7234,2055,5179,0.703,5051,83,0.66,0.284 +713382558,Existing Customer,57,F,3,College,Single,Less than $40K,Blue,42,1,1,2,2063,953,1110,0.868,4304,81,0.761,0.462 +717596883,Existing Customer,58,F,0,Graduate,Single,$40K - $60K,Blue,39,4,3,2,5530,1233,4297,0.859,5270,78,1,0.223 +712993008,Existing Customer,58,F,1,Unknown,Single,Less than $40K,Blue,48,4,3,1,3819,1882,1937,0.809,4533,68,0.889,0.493 +824763783,Existing Customer,59,F,0,College,Single,Less than $40K,Blue,55,2,2,3,2645,1127,1518,0.623,4251,76,0.767,0.426 +771730758,Existing Customer,51,F,1,High School,Single,Unknown,Blue,39,4,3,2,5448,0,5448,1.011,4443,75,1.083,0 +780265458,Existing Customer,56,F,2,Uneducated,Single,Less than $40K,Blue,42,4,2,2,3495,1427,2068,0.563,4466,85,0.889,0.408 +714256758,Existing Customer,50,M,2,Unknown,Single,$60K - $80K,Blue,36,3,1,1,8074,0,8074,0.528,4347,66,0.535,0 +710292333,Attrited Customer,44,F,3,High School,Married,Unknown,Blue,36,3,3,4,7772,0,7772,0.896,2618,52,0.576,0 +712171158,Existing Customer,42,F,2,High School,Married,Less than $40K,Blue,30,6,1,1,3124,0,3124,0.879,4986,79,0.795,0 +787339158,Attrited Customer,56,M,1,Graduate,Married,$80K - $120K,Blue,50,3,6,3,8688,0,8688,0.426,2361,41,0.464,0 +788782008,Existing Customer,49,F,3,Unknown,Married,Less than $40K,Gold,30,4,3,2,15987,0,15987,0.658,4146,69,0.533,0 +714848958,Attrited Customer,47,F,2,Graduate,Single,Less than $40K,Gold,37,6,2,1,15109,897,14212,0.494,2315,43,0.303,0.059 +714987633,Existing Customer,42,M,3,Graduate,Married,$60K - $80K,Blue,36,2,2,3,4953,2039,2914,0.68,4026,53,0.828,0.412 +717684858,Existing Customer,50,M,3,Uneducated,Single,$120K +,Blue,38,6,3,3,22304,1333,20971,0.463,5002,60,0.5,0.06 +767376483,Existing Customer,27,F,1,College,Married,Less than $40K,Blue,20,5,3,3,1893,0,1893,0.691,5176,91,0.784,0 +709901058,Existing Customer,38,M,1,High School,Single,$40K - $60K,Blue,30,2,2,1,2232,1163,1069,0.557,4185,80,0.778,0.521 +823149483,Existing Customer,52,F,1,Post-Graduate,Single,$40K - $60K,Blue,48,1,5,3,1766,0,1766,0.769,4643,76,0.617,0 +780073158,Existing Customer,59,M,0,High School,Single,Less than $40K,Blue,44,2,1,1,3790,1149,2641,0.597,4455,85,0.604,0.303 +779998083,Existing Customer,33,M,3,High School,Married,$40K - $60K,Blue,23,1,2,3,6392,1429,4963,0.682,4069,66,0.737,0.224 +713144208,Attrited Customer,51,F,0,High School,Married,Unknown,Blue,42,1,4,4,9989,568,9421,0.52,2053,49,0.485,0.057 +771594783,Attrited Customer,56,F,1,College,Married,Unknown,Blue,44,2,4,4,1438.3,0,1438.3,0.859,2264,37,0.423,0 +816613158,Existing Customer,48,F,1,Doctorate,Married,Less than $40K,Blue,43,2,3,1,2559,1514,1045,0.57,4117,69,0.643,0.592 +770774133,Existing Customer,53,M,3,Graduate,Single,$80K - $120K,Silver,39,1,2,3,34516,1198,33318,0.615,4826,70,0.667,0.035 +712300683,Existing Customer,41,F,1,Graduate,Single,Less than $40K,Blue,32,2,2,1,1438.3,0,1438.3,0.824,4897,96,0.778,0 +714536208,Existing Customer,50,F,3,Uneducated,Married,Less than $40K,Blue,36,1,2,3,2473,1675,798,0.648,4203,73,0.872,0.677 +784880958,Existing Customer,34,F,4,Graduate,Single,$40K - $60K,Blue,28,2,3,1,4022,1680,2342,0.579,3776,84,0.826,0.418 +713784558,Existing Customer,59,F,1,Graduate,Single,$40K - $60K,Blue,36,1,2,3,3510,941,2569,0.717,4833,77,0.75,0.268 +719305608,Attrited Customer,57,F,3,High School,Single,Less than $40K,Blue,36,4,3,3,2347,1900,447,0.845,2447,47,0.621,0.81 +720190083,Attrited Customer,56,F,3,Unknown,Single,Less than $40K,Blue,39,1,3,4,1632,0,1632,0.621,2509,47,0.424,0 +708323208,Attrited Customer,49,F,3,Uneducated,Married,Less than $40K,Blue,36,4,2,4,1522,0,1522,0.482,2241,36,0.8,0 +781183233,Existing Customer,44,F,3,High School,Single,Less than $40K,Blue,25,2,1,1,2085,1528,557,0.664,3805,79,0.795,0.733 +718825908,Existing Customer,60,F,1,Doctorate,Single,Unknown,Blue,47,1,1,1,3803,1448,2355,0.565,4575,78,0.592,0.381 +716963283,Attrited Customer,47,F,3,Graduate,Unknown,Less than $40K,Blue,38,2,2,3,3165,2517,648,0.748,2751,49,1.042,0.795 +714924483,Existing Customer,60,F,1,Unknown,Single,Less than $40K,Blue,46,2,3,2,4628,2327,2301,0.611,4226,92,0.736,0.503 +779922183,Existing Customer,52,F,1,High School,Married,Less than $40K,Blue,36,2,2,2,2253,1981,272,0.55,4758,81,0.723,0.879 +719449533,Attrited Customer,49,F,3,Uneducated,Single,$40K - $60K,Blue,38,1,2,3,2655,2283,372,0.751,2386,49,0.485,0.86 +712559058,Existing Customer,54,M,0,High School,Single,$80K - $120K,Blue,45,1,3,2,20882,1525,19357,0.828,4765,76,0.767,0.073 +717853233,Existing Customer,41,M,2,College,Married,$80K - $120K,Blue,31,1,1,3,3306,706,2600,0.814,4772,76,0.9,0.214 +790069233,Existing Customer,45,F,3,High School,Divorced,Less than $40K,Blue,37,2,1,2,2052,0,2052,0.77,4289,72,0.674,0 +794576058,Existing Customer,42,M,3,Graduate,Married,$80K - $120K,Blue,26,1,2,3,8480,1339,7141,0.668,4070,76,0.49,0.158 +779877858,Existing Customer,53,F,2,College,Unknown,Less than $40K,Blue,37,2,3,2,2081,1342,739,1.06,4428,80,0.778,0.645 +772334133,Existing Customer,53,F,1,Graduate,Married,Unknown,Blue,42,2,1,3,4637,0,4637,0.709,4583,86,0.911,0 +714139308,Existing Customer,53,M,3,Uneducated,Married,$60K - $80K,Blue,42,2,5,1,1438.3,0,1438.3,0.895,4722,81,0.841,0 +806634783,Existing Customer,38,F,2,College,Married,Less than $40K,Blue,33,1,3,2,3420,1405,2015,0.843,4267,75,0.596,0.411 +720101658,Existing Customer,26,F,0,Graduate,Single,Less than $40K,Blue,19,2,1,2,3416,1109,2307,0.783,4614,70,1,0.325 +719925483,Existing Customer,46,M,4,Graduate,Married,$80K - $120K,Blue,36,2,1,1,2171,1043,1128,0.7,4531,88,0.833,0.48 +719572833,Existing Customer,57,F,3,Graduate,Unknown,$40K - $60K,Blue,46,2,2,2,2791,1550,1241,0.672,5440,83,0.66,0.555 +720729108,Existing Customer,32,F,0,Unknown,Single,Less than $40K,Blue,17,1,2,1,4445,1080,3365,0.84,5373,87,0.776,0.243 +819214233,Existing Customer,43,F,3,Graduate,Married,Less than $40K,Blue,38,2,2,2,1530,0,1530,0.642,5138,84,0.68,0 +718896108,Existing Customer,48,F,3,High School,Unknown,Less than $40K,Blue,36,2,1,1,1438.3,0,1438.3,0.885,5014,84,0.909,0 +713723433,Existing Customer,52,F,4,High School,Single,Less than $40K,Blue,44,1,1,3,5721,0,5721,0.57,4188,79,0.881,0 +708514383,Existing Customer,38,F,2,College,Married,Unknown,Blue,29,2,1,0,3809,1172,2637,0.9,4314,81,0.976,0.308 +716961033,Existing Customer,48,F,3,High School,Single,Less than $40K,Blue,40,1,3,3,3520,2149,1371,0.539,3630,78,0.696,0.611 +778819083,Attrited Customer,41,F,2,Doctorate,Married,$40K - $60K,Blue,33,1,3,3,1604,0,1604,0.644,2264,47,0.516,0 +714773508,Attrited Customer,54,F,1,Graduate,Married,$40K - $60K,Blue,46,6,4,3,1632,351,1281,0.721,2532,43,0.483,0.215 +814181433,Existing Customer,46,M,5,College,Married,$40K - $60K,Blue,41,1,3,2,3914,1683,2231,0.636,4242,64,0.73,0.43 +711984633,Existing Customer,36,F,3,Graduate,Married,Less than $40K,Blue,27,1,2,3,2328,1953,375,0.599,4373,89,0.935,0.839 +710662158,Existing Customer,41,M,4,Unknown,Married,$120K +,Blue,34,1,3,3,34516,2517,31999,0.434,2051,41,1.05,0.073 +711356733,Existing Customer,45,F,5,Unknown,Single,Less than $40K,Blue,36,2,2,3,3883,847,3036,0.951,4667,90,0.8,0.218 +711456108,Attrited Customer,46,F,4,Unknown,Married,$40K - $60K,Blue,39,5,3,3,1438.3,819,619.3,0.786,2488,44,0.692,0.569 +780727833,Existing Customer,51,F,3,High School,Single,Less than $40K,Blue,41,1,4,3,3229,2517,712,0.622,4526,95,0.638,0.779 +771471708,Existing Customer,44,F,2,Graduate,Unknown,Less than $40K,Blue,32,2,1,3,3080,1776,1304,0.973,5097,77,0.833,0.577 +714320358,Existing Customer,38,F,2,College,Single,Less than $40K,Blue,33,2,1,2,2569,1288,1281,1.009,4126,56,0.931,0.501 +720700008,Existing Customer,50,F,1,High School,Single,Less than $40K,Blue,36,1,1,3,4517,2238,2279,0.625,4686,81,0.761,0.495 +713027058,Attrited Customer,46,F,4,Doctorate,Single,Less than $40K,Blue,36,2,2,3,2292,0,2292,0.568,2595,31,0.409,0 +778228458,Existing Customer,52,F,3,Uneducated,Single,Less than $40K,Blue,42,2,3,3,2510,1928,582,1.043,4943,70,0.489,0.768 +781137783,Attrited Customer,40,M,3,High School,Unknown,Less than $40K,Blue,33,1,3,4,2420,191,2229,0.818,2478,43,0.433,0.079 +719821908,Attrited Customer,38,F,2,High School,Single,Less than $40K,Blue,16,2,1,2,2703,0,2703,0.882,2752,43,0.433,0 +720537633,Existing Customer,44,F,3,Doctorate,Married,Less than $40K,Blue,36,2,3,1,3047,2139,908,0.842,4961,85,0.635,0.702 +712378983,Attrited Customer,54,M,1,Unknown,Single,$80K - $120K,Blue,47,5,6,5,7570,965,6605,0.709,2599,61,0.848,0.127 +763681908,Existing Customer,34,F,3,Unknown,Married,Less than $40K,Blue,27,1,2,1,5795,924,4871,0.86,5674,78,0.857,0.159 +721164483,Existing Customer,46,F,2,College,Married,$40K - $60K,Blue,34,2,1,3,1441,642,799,0.563,4894,84,0.826,0.446 +715447008,Existing Customer,50,F,3,Graduate,Married,Less than $40K,Blue,36,2,3,2,2999,1817,1182,0.678,5119,83,0.766,0.606 +769676358,Existing Customer,38,M,2,High School,Single,$60K - $80K,Blue,32,1,1,2,1438.3,1309,129.3,0.842,5066,76,0.9,0.91 +710487033,Existing Customer,44,F,2,High School,Married,$40K - $60K,Blue,28,2,3,3,1438.3,0,1438.3,0.926,4445,78,0.773,0 +714197133,Attrited Customer,51,F,3,College,Married,$40K - $60K,Blue,36,2,3,3,4762,0,4762,0.526,2811,52,0.3,0 +718488783,Existing Customer,40,M,3,College,Unknown,$40K - $60K,Blue,30,2,2,2,4802,1701,3101,0.532,4821,66,0.65,0.354 +715663458,Existing Customer,51,F,4,Unknown,Married,Less than $40K,Blue,39,2,3,1,2268,651,1617,0.717,5016,88,0.66,0.287 +717865008,Existing Customer,51,F,1,Unknown,Married,$40K - $60K,Blue,36,2,1,1,1438.3,468,970.3,0.747,4425,81,1.077,0.325 +771400608,Existing Customer,56,F,2,Graduate,Married,Unknown,Blue,44,2,1,2,8204,1375,6829,0.915,4727,76,0.949,0.168 +708148158,Existing Customer,39,F,4,Unknown,Married,Unknown,Blue,21,2,3,2,1827,0,1827,0.563,4207,86,0.792,0 +720589008,Existing Customer,47,F,3,Doctorate,Unknown,Unknown,Blue,38,1,3,2,4072,1594,2478,0.678,4317,83,0.886,0.391 +784795083,Existing Customer,31,F,1,High School,Divorced,Less than $40K,Blue,25,2,1,3,1984,0,1984,1.05,4794,73,0.921,0 +809844108,Existing Customer,48,M,2,Doctorate,Single,$60K - $80K,Blue,43,2,1,1,8086,0,8086,0.792,4775,78,0.66,0 +711521958,Existing Customer,51,F,2,Unknown,Single,Less than $40K,Blue,36,2,2,2,1588,1506,82,0.615,4660,68,0.619,0.948 +711833508,Existing Customer,47,M,2,High School,Single,$40K - $60K,Blue,27,2,3,2,1536,0,1536,0.913,4643,89,0.745,0 +713146683,Existing Customer,35,F,1,High School,Unknown,Unknown,Blue,36,2,3,2,4460,0,4460,0.916,5473,79,0.756,0 +716968683,Existing Customer,46,F,5,High School,Single,Unknown,Blue,38,2,2,3,11287,1513,9774,0.672,5157,72,0.946,0.134 +716279508,Attrited Customer,48,M,3,College,Married,$80K - $120K,Blue,41,2,3,3,3430,2517,913,0.869,2639,46,0.643,0.734 +771336783,Existing Customer,51,F,3,High School,Single,Less than $40K,Blue,38,1,3,2,1759,1345,414,0.61,4351,81,0.688,0.765 +717502083,Attrited Customer,41,M,3,Doctorate,Single,$120K +,Blue,28,4,2,3,6314,0,6314,0.903,2718,44,0.63,0 +714843483,Existing Customer,57,F,3,Uneducated,Single,Unknown,Blue,48,1,1,2,7176,1493,5683,0.665,5063,83,0.93,0.208 +709745508,Attrited Customer,58,F,2,Unknown,Divorced,$40K - $60K,Blue,47,1,4,3,2295,0,2295,0.376,2140,40,0.429,0 +711382458,Attrited Customer,43,M,5,Graduate,Married,$60K - $80K,Blue,38,2,3,5,1438.3,0,1438.3,0.713,2389,49,0.361,0 +712190358,Existing Customer,48,F,4,Uneducated,Married,Less than $40K,Blue,29,1,3,2,1843,1802,41,0.762,5199,73,0.738,0.978 +788805858,Existing Customer,49,M,3,College,Divorced,$40K - $60K,Blue,31,2,3,1,2181,1218,963,0.758,4997,89,0.712,0.558 +709102458,Attrited Customer,47,M,2,High School,Single,$80K - $120K,Blue,36,4,3,5,4754,0,4754,0.618,2607,41,0.367,0 +712533708,Existing Customer,43,M,0,High School,Single,$80K - $120K,Blue,36,2,2,2,11247,0,11247,0.63,4894,85,0.977,0 +720326733,Existing Customer,55,M,2,Graduate,Single,$120K +,Blue,47,2,3,1,16258,865,15393,0.623,3761,58,0.657,0.053 +713605908,Existing Customer,49,M,3,Graduate,Married,$120K +,Blue,37,1,1,1,34516,1316,33200,0.569,3863,69,0.643,0.038 +711598533,Existing Customer,43,M,1,High School,Married,$60K - $80K,Blue,36,1,2,3,4255,1729,2526,0.55,3607,75,0.471,0.406 +795855258,Existing Customer,48,F,4,College,Single,Less than $40K,Blue,42,2,3,2,1438.3,0,1438.3,0.707,5045,82,0.745,0 +826783233,Existing Customer,57,F,3,High School,Single,Less than $40K,Blue,53,1,3,2,3029,2214,815,0.7,4750,89,0.978,0.731 +789228108,Existing Customer,56,F,4,Graduate,Single,Unknown,Blue,45,2,2,3,9091,1306,7785,0.743,4378,86,0.654,0.144 +785230083,Existing Customer,50,M,2,Uneducated,Single,$60K - $80K,Blue,44,1,2,1,3318,2349,969,0.883,4905,80,0.739,0.708 +807946833,Attrited Customer,44,F,2,Graduate,Single,Less than $40K,Blue,39,6,3,3,1791,0,1791,0.735,2771,36,0.5,0 +711011508,Existing Customer,43,F,3,Graduate,Single,Less than $40K,Blue,35,1,3,2,1620,771,849,0.675,4387,91,0.655,0.476 +718632933,Existing Customer,58,F,1,College,Single,Less than $40K,Blue,46,1,5,1,1552,0,1552,0.762,4731,71,0.651,0 +717284133,Existing Customer,53,F,1,High School,Married,Less than $40K,Blue,41,1,2,3,3472,2517,955,0.75,4520,84,0.68,0.725 +711701058,Existing Customer,48,F,4,Graduate,Married,Less than $40K,Silver,36,2,2,3,10973,1466,9507,0.802,4892,94,0.593,0.134 +712228458,Existing Customer,50,M,2,Unknown,Unknown,$120K +,Blue,32,2,3,1,25645,1083,24562,0.757,4302,63,0.5,0.042 +717146208,Attrited Customer,59,F,1,Graduate,Single,Less than $40K,Blue,51,1,4,4,4257,2517,1740,0.703,2828,50,1.083,0.591 +719028783,Existing Customer,42,F,1,Graduate,Married,Less than $40K,Blue,29,2,3,3,3422,0,3422,0.506,4486,74,0.682,0 +713274183,Existing Customer,45,F,1,Graduate,Single,Less than $40K,Blue,35,1,1,3,4977,1411,3566,0.652,4182,85,0.848,0.284 +789218433,Existing Customer,33,F,3,Unknown,Married,$40K - $60K,Blue,22,2,3,2,1438.3,0,1438.3,0.761,4528,86,0.686,0 +790139583,Existing Customer,39,F,0,Graduate,Divorced,Less than $40K,Blue,32,2,2,1,1438.3,801,637.3,1.155,4386,64,0.778,0.557 +720218658,Existing Customer,40,F,1,Unknown,Married,Unknown,Blue,26,2,3,1,3369,756,2613,0.446,4501,96,0.714,0.224 +747074058,Existing Customer,47,F,3,Unknown,Single,Unknown,Blue,40,1,3,0,7114,1637,5477,0.699,4758,81,0.5,0.23 +719170683,Existing Customer,38,M,1,Unknown,Single,$80K - $120K,Blue,29,2,2,3,10972,0,10972,0.697,4401,73,0.698,0 +708753633,Existing Customer,45,F,3,Doctorate,Married,$40K - $60K,Blue,32,2,1,1,1438.3,0,1438.3,0.712,4462,77,0.638,0 +710780883,Existing Customer,48,F,5,Uneducated,Single,$40K - $60K,Blue,38,1,2,3,2446,1461,985,0.86,4610,78,0.773,0.597 +785237958,Attrited Customer,45,M,5,College,Married,$60K - $80K,Blue,39,2,3,3,3439,0,3439,0.825,2661,35,0.296,0 +711333933,Existing Customer,56,F,3,Post-Graduate,Single,$40K - $60K,Blue,36,2,1,1,3005,1660,1345,0.88,4586,72,0.756,0.552 +710797833,Existing Customer,50,F,5,Graduate,Married,Less than $40K,Blue,30,1,3,2,2033,841,1192,0.717,4360,95,0.696,0.414 +720154533,Existing Customer,53,F,4,Graduate,Unknown,Less than $40K,Blue,39,2,3,2,2415,1643,772,0.964,5063,78,0.733,0.68 +719123958,Attrited Customer,40,M,4,Unknown,Divorced,$60K - $80K,Blue,27,2,2,3,5051,0,5051,0.588,2137,45,0.552,0 +780942633,Existing Customer,49,M,4,High School,Married,Unknown,Blue,32,2,1,3,3519,1336,2183,0.506,3552,68,0.619,0.38 +720034983,Existing Customer,26,M,0,Unknown,Unknown,Less than $40K,Silver,13,2,1,1,10254,0,10254,0.51,4258,68,0.838,0 +717307158,Existing Customer,48,F,3,Unknown,Single,Less than $40K,Blue,36,2,1,3,1853,1314,539,0.925,5331,79,0.612,0.709 +708876183,Existing Customer,51,M,1,High School,Single,$60K - $80K,Silver,43,2,3,2,28673,0,28673,0.537,3722,69,0.725,0 +712660308,Attrited Customer,44,F,1,High School,Single,Less than $40K,Blue,36,2,3,3,1895,0,1895,0.736,2472,40,0.429,0 +715958583,Existing Customer,56,F,2,High School,Married,Less than $40K,Blue,43,1,2,2,2041,1158,883,0.563,3588,63,0.432,0.567 +771546708,Existing Customer,46,F,2,Graduate,Single,Less than $40K,Blue,34,2,2,1,1438.3,0,1438.3,0.74,5013,81,1.025,0 +711252258,Existing Customer,54,F,1,High School,Single,Less than $40K,Blue,36,1,3,2,1572,985,587,0.745,4148,54,0.862,0.627 +772585008,Existing Customer,48,F,4,High School,Married,Unknown,Blue,38,2,3,1,3187,1937,1250,0.77,5111,90,0.667,0.608 +751143858,Existing Customer,59,F,1,High School,Single,Unknown,Blue,52,2,1,1,7427,2421,5006,0.701,4636,91,0.82,0.326 +708824958,Existing Customer,50,F,4,High School,Single,Less than $40K,Blue,42,2,1,2,1460,0,1460,0.682,4265,63,0.615,0 +819612933,Existing Customer,52,M,3,Graduate,Single,$80K - $120K,Blue,47,1,3,3,25410,0,25410,0.559,5472,70,0.591,0 +712804383,Existing Customer,56,F,0,College,Married,Less than $40K,Blue,38,1,1,2,2143,1194,949,0.49,4684,82,0.907,0.557 +790149483,Existing Customer,42,M,3,Uneducated,Single,$40K - $60K,Blue,35,2,3,3,8566,1484,7082,0.807,4195,89,0.854,0.173 +712121508,Existing Customer,43,M,3,Uneducated,Single,$60K - $80K,Blue,30,1,2,0,1438.3,0,1438.3,0.751,5200,89,0.679,0 +778853358,Existing Customer,59,F,0,College,Single,Less than $40K,Blue,40,1,3,3,3297,0,3297,0.861,4783,91,0.685,0 +716512383,Existing Customer,39,F,2,High School,Married,Less than $40K,Blue,36,1,3,1,2816,2517,299,0.742,4817,87,0.776,0.894 +823548858,Attrited Customer,53,F,4,Graduate,Married,Unknown,Blue,49,5,5,4,10533,330,10203,0.823,2585,48,0.714,0.031 +712144158,Attrited Customer,53,F,1,Graduate,Single,Less than $40K,Blue,48,6,6,3,2370,1166,1204,0.562,2164,45,0.607,0.492 +824560758,Attrited Customer,35,F,3,Graduate,Single,Less than $40K,Blue,31,1,3,4,1678,0,1678,0.676,2475,61,0.694,0 +757710783,Attrited Customer,36,F,1,Graduate,Married,Less than $40K,Blue,29,4,2,3,1493,0,1493,0.721,2516,63,0.575,0 +713081583,Existing Customer,51,F,4,Unknown,Married,Less than $40K,Blue,32,2,2,3,2350,1272,1078,0.873,4647,86,0.911,0.541 +710481333,Attrited Customer,50,F,4,High School,Married,Less than $40K,Blue,36,5,3,5,2690,1614,1076,0.513,2272,57,0.541,0.6 +721060083,Existing Customer,42,F,3,College,Married,Unknown,Blue,27,1,1,1,7226,1889,5337,0.661,4653,71,0.614,0.261 +713759583,Existing Customer,54,F,3,High School,Married,Less than $40K,Blue,36,1,1,1,3173,1822,1351,0.801,4883,71,0.614,0.574 +717547383,Existing Customer,43,F,2,Graduate,Married,Less than $40K,Blue,32,2,3,1,2890,1392,1498,0.736,4233,77,0.791,0.482 +711683358,Attrited Customer,46,F,3,High School,Unknown,Less than $40K,Blue,41,2,3,4,3313,0,3313,0.561,2135,44,0.419,0 +710044308,Existing Customer,40,F,4,Graduate,Single,$40K - $60K,Blue,27,2,2,2,2625,1594,1031,0.544,2480,47,0.567,0.607 +713101383,Existing Customer,44,F,2,Unknown,Married,$40K - $60K,Blue,36,1,1,1,1834,0,1834,0.618,5402,87,0.611,0 +757685733,Existing Customer,43,F,2,Graduate,Single,Less than $40K,Blue,36,1,2,2,3226,2145,1081,0.644,5066,75,0.786,0.665 +717823383,Existing Customer,56,M,4,Unknown,Married,$60K - $80K,Blue,47,1,1,3,3426,1841,1585,0.734,4268,81,0.8,0.537 +796029483,Existing Customer,49,F,3,Graduate,Married,Less than $40K,Blue,43,2,3,2,2174,785,1389,0.657,3890,78,0.66,0.361 +710099358,Existing Customer,60,F,1,Unknown,Single,$40K - $60K,Blue,36,2,3,1,3959,0,3959,0.806,4935,92,0.804,0 +713872008,Existing Customer,49,F,1,High School,Married,Less than $40K,Blue,42,1,3,1,2215,1347,868,0.655,4656,72,0.636,0.608 +788802483,Existing Customer,47,F,3,Uneducated,Unknown,Less than $40K,Blue,29,2,2,3,2814,1595,1219,0.658,4766,87,0.582,0.567 +817988433,Existing Customer,56,M,3,Unknown,Single,$60K - $80K,Blue,51,2,2,2,6941,1013,5928,0.552,4097,78,0.592,0.146 +823554783,Existing Customer,44,F,3,College,Single,Unknown,Blue,40,2,1,3,3269,0,3269,0.797,5022,85,0.771,0 +710643183,Existing Customer,42,F,2,High School,Single,Less than $40K,Blue,23,2,2,3,3172,1160,2012,0.588,4163,83,0.804,0.366 +779859558,Attrited Customer,54,F,3,High School,Married,Less than $40K,Blue,38,2,2,4,2452,1012,1440,0.46,2398,29,0.318,0.413 +798238008,Existing Customer,36,F,2,Uneducated,Married,Less than $40K,Blue,30,2,1,2,5070,0,5070,0.536,4644,85,0.771,0 +811974483,Existing Customer,56,M,2,Graduate,Single,$40K - $60K,Blue,51,1,3,1,1466,723,743,0.793,5110,86,0.593,0.493 +778471758,Existing Customer,52,F,2,Graduate,Married,Less than $40K,Blue,37,1,3,3,2427,2362,65,0.67,4663,85,0.771,0.973 +718513233,Existing Customer,59,M,2,Graduate,Single,$120K +,Blue,48,1,3,3,17999,1861,16138,0.791,4740,78,0.95,0.103 +718147233,Existing Customer,44,F,1,High School,Married,$40K - $60K,Blue,31,2,2,3,4553,1538,3015,0.514,4999,95,0.557,0.338 +713700258,Existing Customer,55,F,1,Post-Graduate,Married,Unknown,Blue,42,1,3,3,2953,1896,1057,0.81,4644,79,0.612,0.642 +780670083,Attrited Customer,39,F,2,Unknown,Unknown,$40K - $60K,Blue,28,1,2,3,4363,0,4363,0.714,2596,48,0.846,0 +711438033,Existing Customer,57,F,1,Graduate,Married,Less than $40K,Blue,45,1,3,2,1894,0,1894,0.731,5750,73,0.872,0 +712253058,Existing Customer,48,F,3,High School,Married,Less than $40K,Blue,40,1,2,1,2097,1255,842,0.61,4189,83,0.976,0.598 +713519508,Existing Customer,47,M,4,High School,Divorced,$60K - $80K,Blue,36,1,1,1,1983,989,994,0.726,5065,80,0.667,0.499 +789992733,Existing Customer,50,F,1,Unknown,Unknown,Less than $40K,Blue,42,1,1,2,2210,1539,671,0.843,4937,75,0.974,0.696 +710110683,Existing Customer,52,M,2,College,Married,$60K - $80K,Blue,36,1,1,3,7879,1007,6872,0.726,4844,83,0.976,0.128 +720260433,Existing Customer,46,F,3,High School,Married,$40K - $60K,Blue,34,2,3,2,3336,1687,1649,0.645,5577,95,0.759,0.506 +714148758,Existing Customer,34,F,2,Post-Graduate,Married,Less than $40K,Blue,27,2,3,3,1726,1398,328,1.009,5228,68,0.7,0.81 +715522233,Existing Customer,45,F,3,Doctorate,Single,Less than $40K,Blue,27,1,6,3,2917,1523,1394,0.724,4878,92,0.804,0.522 +712790358,Attrited Customer,39,F,3,Uneducated,Married,Unknown,Blue,30,6,3,4,3023,1348,1675,0.358,2219,44,0.63,0.446 +714943233,Existing Customer,49,M,2,Doctorate,Married,$40K - $60K,Blue,31,2,2,2,1915,1545,370,0.775,3911,80,0.778,0.807 +789579033,Existing Customer,43,M,3,Graduate,Unknown,$40K - $60K,Blue,36,2,3,3,4878,2098,2780,0.665,5021,84,0.68,0.43 +708952758,Existing Customer,41,F,3,College,Married,Less than $40K,Blue,35,2,1,2,2066,1542,524,0.71,4887,76,0.617,0.746 +721374033,Existing Customer,53,F,1,High School,Married,$40K - $60K,Blue,39,2,3,3,2164,1115,1049,0.624,4341,69,0.643,0.515 +808891983,Existing Customer,42,F,5,Graduate,Unknown,Less than $40K,Blue,37,2,3,2,6250,1835,4415,0.644,4042,60,0.714,0.294 +794516508,Existing Customer,43,F,3,High School,Married,Less than $40K,Blue,24,2,2,1,1484,0,1484,0.532,4838,81,0.929,0 +714032883,Existing Customer,45,M,2,College,Unknown,$40K - $60K,Blue,36,1,1,1,4718,1591,3127,0.927,4598,80,1,0.337 +778722033,Existing Customer,44,F,2,Uneducated,Married,Less than $40K,Blue,28,2,2,0,2275,1265,1010,0.755,5626,77,1.081,0.556 +823578483,Existing Customer,44,F,4,High School,Single,Less than $40K,Blue,40,2,1,2,1438.3,1169,269.3,0.558,4429,78,0.529,0.813 +715148658,Existing Customer,51,F,2,Graduate,Married,Less than $40K,Blue,43,1,3,3,3683,1039,2644,0.595,4684,86,0.755,0.282 +709669533,Existing Customer,38,F,1,High School,Divorced,Less than $40K,Blue,30,2,3,2,2722,1303,1419,0.391,4488,88,0.833,0.479 +787467858,Existing Customer,43,M,1,High School,Married,$80K - $120K,Silver,30,1,1,3,34516,2045,32471,0.59,4081,54,0.421,0.059 +708671733,Existing Customer,48,M,4,Graduate,Married,$60K - $80K,Blue,36,2,3,3,2072,1499,573,0.598,4091,71,0.651,0.723 +709790058,Existing Customer,53,M,4,Graduate,Married,$120K +,Blue,40,1,1,3,6383,1512,4871,0.558,4985,87,0.776,0.237 +712714008,Existing Customer,39,F,4,Unknown,Married,$40K - $60K,Blue,28,2,3,2,2725,2302,423,0.876,4714,81,0.8,0.845 +715191258,Existing Customer,47,F,5,Unknown,Married,Unknown,Blue,41,1,2,3,2675,1999,676,0.679,4138,64,0.561,0.747 +757722708,Existing Customer,42,M,3,College,Married,$60K - $80K,Blue,35,1,3,1,1438.3,0,1438.3,0.887,4246,83,0.804,0 +718086783,Existing Customer,50,M,5,Uneducated,Married,$120K +,Blue,36,2,2,1,13478,0,13478,0.929,4738,56,0.867,0 +815253708,Existing Customer,46,F,2,High School,Divorced,Less than $40K,Blue,41,1,2,2,2841,1807,1034,0.573,4144,73,0.78,0.636 +715083633,Existing Customer,33,F,1,Uneducated,Married,Less than $40K,Blue,23,2,2,3,1830,1777,53,0.639,5271,76,0.854,0.971 +792098883,Existing Customer,37,M,2,Doctorate,Single,$120K +,Blue,31,2,1,3,2360,1204,1156,0.539,3696,82,0.822,0.51 +711873858,Existing Customer,43,M,3,High School,Married,$60K - $80K,Blue,35,2,3,2,3717,1882,1835,0.796,4667,91,0.82,0.506 +713931258,Attrited Customer,56,F,3,Graduate,Married,Less than $40K,Blue,45,2,3,4,1438.3,0,1438.3,0.315,1988,42,0.355,0 +787591008,Existing Customer,42,M,3,Uneducated,Divorced,$60K - $80K,Blue,34,2,1,1,2289,1195,1094,0.651,4955,83,0.627,0.522 +801518958,Existing Customer,56,F,1,Graduate,Married,Unknown,Blue,50,2,3,3,5338,0,5338,0.919,4139,69,0.865,0 +713068833,Existing Customer,44,F,3,Uneducated,Single,Less than $40K,Blue,32,2,2,1,1438.3,894,544.3,0.762,4687,85,0.932,0.622 +710566533,Existing Customer,40,M,1,Unknown,Married,$60K - $80K,Blue,27,1,3,3,2276,1372,904,0.564,4159,67,0.718,0.603 +789151983,Existing Customer,43,F,4,Graduate,Unknown,$40K - $60K,Blue,31,2,3,3,4091,1108,2983,0.774,5244,87,0.706,0.271 +766673433,Existing Customer,45,M,4,Unknown,Married,$80K - $120K,Blue,38,2,3,3,3798,1570,2228,0.916,4512,80,0.778,0.413 +807589908,Existing Customer,47,F,5,Unknown,Married,Less than $40K,Blue,42,1,2,1,1778,822,956,0.68,4189,80,0.667,0.462 +708190158,Attrited Customer,38,F,3,High School,Single,Less than $40K,Blue,26,2,3,0,2920,2426,494,0.983,2750,41,0.367,0.831 +784895358,Attrited Customer,49,F,1,Graduate,Married,Less than $40K,Blue,43,5,3,3,1938,0,1938,0.612,2870,49,0.75,0 +710090133,Existing Customer,62,F,1,College,Divorced,Less than $40K,Blue,51,1,3,3,4049,1685,2364,0.597,3908,80,0.702,0.416 +799242033,Existing Customer,45,M,4,Doctorate,Married,$80K - $120K,Blue,39,2,3,2,1438.3,1162,276.3,0.539,4598,86,0.623,0.808 +719377383,Existing Customer,40,M,2,College,Single,$60K - $80K,Blue,28,1,2,3,10880,2025,8855,0.753,4957,90,0.765,0.186 +710371683,Existing Customer,51,M,4,Doctorate,Married,$60K - $80K,Blue,36,2,1,2,3451,2006,1445,0.555,4097,67,0.763,0.581 +719926683,Existing Customer,41,M,3,High School,Divorced,$60K - $80K,Blue,33,2,2,2,20749,2171,18578,0.842,4754,77,0.674,0.105 +793597833,Existing Customer,49,F,0,Post-Graduate,Single,Less than $40K,Blue,43,1,3,1,2481,1568,913,0.537,4466,69,0.533,0.632 +713739708,Existing Customer,61,M,0,High School,Single,$60K - $80K,Blue,53,1,3,3,2415,2050,365,0.499,4479,71,0.69,0.849 +709389558,Existing Customer,33,F,4,College,Single,Less than $40K,Blue,36,1,3,0,1438.3,0,1438.3,0.566,4641,85,0.7,0 +811907583,Existing Customer,45,F,4,Uneducated,Single,Unknown,Blue,40,1,2,2,7600,1574,6026,0.605,4240,67,0.396,0.207 +709087983,Existing Customer,35,F,3,Doctorate,Single,Less than $40K,Blue,27,2,2,3,1438.3,0,1438.3,0.62,5020,94,0.843,0 +712774908,Existing Customer,41,F,4,High School,Married,Less than $40K,Blue,29,2,2,2,2601,1861,740,0.794,5111,83,0.66,0.715 +820639908,Existing Customer,48,F,4,High School,Married,Unknown,Blue,44,1,2,1,2625,2517,108,0.702,4378,81,0.884,0.959 +713497983,Existing Customer,49,M,5,High School,Single,$60K - $80K,Blue,36,1,2,2,5578,0,5578,0.627,3459,53,0.71,0 +713489358,Existing Customer,52,F,2,Graduate,Married,Less than $40K,Blue,40,2,3,2,3698,0,3698,0.811,3763,82,0.864,0 +711381183,Existing Customer,51,F,2,Unknown,Married,$40K - $60K,Blue,36,2,3,2,1438.3,1141,297.3,0.69,4485,85,0.889,0.793 +814989933,Existing Customer,45,F,4,College,Unknown,Less than $40K,Blue,40,1,2,1,1795,1058,737,0.778,5575,73,0.738,0.589 +711847833,Existing Customer,42,F,2,Graduate,Single,Less than $40K,Blue,32,2,2,2,1933,1127,806,0.705,4833,71,0.69,0.583 +772837083,Existing Customer,41,M,3,Graduate,Married,$120K +,Blue,32,2,3,1,27169,0,27169,0.781,3906,87,0.977,0 +713652783,Existing Customer,30,F,0,Unknown,Single,Less than $40K,Blue,36,1,1,1,2367,1220,1147,1.04,5568,90,0.957,0.515 +719202708,Existing Customer,54,F,3,High School,Married,Less than $40K,Blue,36,2,2,1,5642,541,5101,0.742,4633,84,0.68,0.096 +714566133,Existing Customer,60,F,2,Graduate,Married,Less than $40K,Blue,36,1,2,2,3239,2356,883,0.621,4621,91,0.75,0.727 +717553683,Existing Customer,52,F,1,Unknown,Married,Less than $40K,Blue,36,1,1,3,3040,2517,523,0.774,4608,61,1.033,0.828 +814987983,Existing Customer,37,F,2,College,Single,$40K - $60K,Blue,32,2,1,3,3680,683,2997,0.85,4835,77,0.75,0.186 +789588933,Existing Customer,44,M,2,Graduate,Married,$60K - $80K,Blue,37,1,1,1,1787,0,1787,0.609,3912,79,0.975,0 +714317058,Existing Customer,52,M,2,Graduate,Married,$60K - $80K,Blue,36,2,3,1,4752,2437,2315,0.601,3946,63,0.75,0.513 +772271508,Attrited Customer,46,F,3,Uneducated,Single,Unknown,Blue,35,2,3,3,1706,0,1706,0.726,2320,42,0.448,0 +716366208,Existing Customer,45,F,2,Uneducated,Married,Unknown,Blue,36,2,1,3,8103,0,8103,0.986,5221,82,0.673,0 +710971908,Existing Customer,43,M,1,High School,Married,$60K - $80K,Blue,31,2,3,3,3764,1780,1984,0.79,4898,80,0.667,0.473 +711412533,Attrited Customer,40,F,3,High School,Single,Less than $40K,Blue,35,6,3,5,5492,1573,3919,0.636,2416,45,0.667,0.286 +720593583,Existing Customer,39,F,2,Doctorate,Divorced,Less than $40K,Blue,32,1,2,2,3554,747,2807,0.621,5152,90,0.765,0.21 +720165258,Existing Customer,44,F,2,High School,Unknown,Less than $40K,Blue,29,2,3,1,3170,2330,840,0.858,5357,91,0.978,0.735 +716147658,Existing Customer,49,F,2,Uneducated,Single,Unknown,Blue,40,2,3,1,2464,1601,863,0.649,4739,86,0.792,0.65 +778436283,Existing Customer,41,M,4,High School,Single,Less than $40K,Blue,21,2,3,1,3429,1504,1925,0.601,4015,76,1,0.439 +711492258,Existing Customer,50,M,2,Graduate,Married,$60K - $80K,Blue,45,2,1,0,2021,1578,443,0.761,5298,71,0.919,0.781 +771106458,Existing Customer,54,F,4,College,Married,Less than $40K,Blue,41,1,5,2,2444,1313,1131,0.689,4609,61,0.794,0.537 +713183508,Existing Customer,39,F,1,High School,Married,Unknown,Blue,36,1,3,2,2751,1158,1593,0.821,4861,82,0.822,0.421 +710832108,Existing Customer,52,F,2,Unknown,Single,$40K - $60K,Blue,44,2,3,3,9017,2359,6658,0.895,4552,81,0.8,0.262 +719940483,Existing Customer,51,F,1,Graduate,Married,$40K - $60K,Blue,43,2,2,2,2107,1663,444,0.712,4841,88,0.725,0.789 +715207458,Existing Customer,46,F,1,Unknown,Single,Less than $40K,Blue,39,2,2,1,2029,1074,955,0.514,4802,90,0.8,0.529 +716839983,Existing Customer,48,M,3,College,Married,$120K +,Blue,36,2,3,2,32777,0,32777,0.665,4520,75,0.923,0 +781073733,Existing Customer,50,M,2,Graduate,Married,$120K +,Blue,41,1,3,3,4607,0,4607,0.898,4793,88,0.63,0 +757594083,Existing Customer,52,F,1,Unknown,Married,Unknown,Blue,45,2,4,0,23486,0,23486,0.616,4530,74,0.762,0 +764496708,Existing Customer,54,F,2,High School,Married,Unknown,Blue,47,2,3,3,1997,0,1997,0.825,4961,82,0.783,0 +714080433,Existing Customer,40,F,5,College,Married,$40K - $60K,Blue,36,2,3,2,3144,1787,1357,0.685,4758,67,0.558,0.568 +757675158,Existing Customer,47,F,4,Post-Graduate,Divorced,$40K - $60K,Blue,40,2,2,3,2725,1851,874,0.687,4904,85,0.7,0.679 +715361433,Existing Customer,53,F,2,High School,Single,Less than $40K,Blue,36,2,2,3,1874,994,880,0.713,4194,78,0.857,0.53 +778191933,Attrited Customer,45,M,3,Uneducated,Single,$120K +,Blue,35,2,3,5,7135,2517,4618,0.631,2305,42,0.448,0.353 +718792758,Existing Customer,35,F,4,Uneducated,Married,Unknown,Blue,25,2,3,2,3379,587,2792,0.67,5121,80,0.702,0.174 +709738008,Existing Customer,48,F,3,Unknown,Married,$40K - $60K,Blue,36,1,6,2,2804,1057,1747,0.576,5033,81,0.8,0.377 +799020258,Existing Customer,44,M,2,Uneducated,Divorced,$60K - $80K,Blue,38,2,1,2,16553,0,16553,0.488,4797,82,0.907,0 +718152333,Attrited Customer,41,F,3,Doctorate,Single,Unknown,Blue,36,2,3,6,2246,0,2246,0.725,3607,51,0.821,0 +716324583,Existing Customer,42,F,4,Uneducated,Single,Unknown,Blue,36,1,4,1,2875,1892,983,0.75,4577,81,0.688,0.658 +720887058,Existing Customer,51,F,1,Unknown,Married,Unknown,Blue,35,1,2,3,3668,0,3668,0.655,4753,87,0.812,0 +714825408,Existing Customer,45,F,3,High School,Single,$40K - $60K,Blue,36,2,3,3,2853,2517,336,0.595,4971,65,0.757,0.882 +788620083,Existing Customer,50,F,3,Graduate,Single,Less than $40K,Blue,41,2,2,2,2382,1419,963,0.78,4563,89,0.712,0.596 +719490108,Existing Customer,54,F,3,Graduate,Single,Less than $40K,Blue,36,1,3,1,2830,1779,1051,0.883,4854,74,0.947,0.629 +709044183,Existing Customer,47,F,3,Unknown,Married,Unknown,Blue,27,1,3,3,24987,824,24163,0.691,3995,64,0.561,0.033 +756944133,Existing Customer,52,F,4,Graduate,Married,Less than $40K,Blue,45,1,1,3,3705,2168,1537,0.662,4452,89,0.894,0.585 +785285883,Attrited Customer,49,F,3,Graduate,Single,Less than $40K,Blue,43,6,3,4,1675,0,1675,0.76,2622,53,0.71,0 +779770683,Existing Customer,47,F,3,Uneducated,Divorced,$40K - $60K,Blue,36,2,3,3,1439,0,1439,0.638,5047,79,0.837,0 +718510983,Existing Customer,54,F,3,Unknown,Single,$40K - $60K,Blue,41,1,3,2,4440,0,4440,0.639,3720,89,0.894,0 +710322033,Existing Customer,52,F,1,High School,Married,Less than $40K,Blue,44,1,1,1,2563,1765,798,0.857,4515,77,0.925,0.689 +710560008,Existing Customer,46,F,4,High School,Married,Less than $40K,Blue,33,1,3,0,1896,1738,158,0.647,4588,75,0.923,0.917 +711298458,Attrited Customer,39,F,3,Unknown,Married,Less than $40K,Blue,26,5,2,5,2190,0,2190,0.691,2338,40,0.6,0 +789164283,Existing Customer,55,F,0,Uneducated,Married,Less than $40K,Blue,44,1,1,3,2596,1929,667,0.609,4726,87,0.812,0.743 +715773783,Attrited Customer,44,F,2,Graduate,Single,$40K - $60K,Blue,35,2,3,4,4196,561,3635,0.741,2558,38,0.652,0.134 +779158533,Existing Customer,43,F,3,Uneducated,Single,Less than $40K,Blue,25,2,3,3,1616,966,650,0.647,4774,74,0.805,0.598 +720463833,Existing Customer,42,M,5,Uneducated,Single,$60K - $80K,Blue,36,1,1,2,6618,1738,4880,0.72,5022,76,0.854,0.263 +712747758,Attrited Customer,50,F,4,Uneducated,Single,Less than $40K,Blue,36,2,2,3,2477,0,2477,0.445,2037,43,0.387,0 +771067308,Existing Customer,38,F,3,High School,Single,$40K - $60K,Blue,25,1,1,2,3040,1908,1132,0.758,5616,73,0.659,0.628 +750995508,Attrited Customer,41,M,3,Unknown,Single,$60K - $80K,Blue,32,1,3,3,4697,1046,3651,0.313,1679,29,0.318,0.223 +716171358,Existing Customer,51,M,4,College,Married,$40K - $60K,Blue,36,2,3,1,4436,2222,2214,0.731,4460,85,0.771,0.501 +794637333,Existing Customer,44,F,2,Graduate,Divorced,Less than $40K,Silver,25,2,2,2,13138,0,13138,0.546,3881,77,0.791,0 +718437033,Attrited Customer,46,M,2,Uneducated,Unknown,$60K - $80K,Blue,30,4,3,2,1438.3,681,757.3,0.731,2527,38,0.583,0.473 +718492908,Existing Customer,38,F,3,College,Married,Less than $40K,Blue,36,1,2,3,3297,1554,1743,0.605,4636,86,0.72,0.471 +716033508,Existing Customer,46,M,2,Graduate,Single,$60K - $80K,Blue,34,1,3,2,6272,1434,4838,1.172,4514,66,1.2,0.229 +717603858,Existing Customer,54,M,3,College,Single,$40K - $60K,Blue,42,1,2,1,5608,1775,3833,0.522,4325,77,0.75,0.317 +714741933,Existing Customer,42,M,4,Unknown,Married,$60K - $80K,Blue,32,1,1,2,9906,1759,8147,0.785,4033,76,1,0.178 +716558283,Existing Customer,30,F,0,Graduate,Married,Less than $40K,Blue,36,2,2,2,1621,1046,575,0.729,5247,84,0.615,0.645 +719022558,Existing Customer,49,F,4,Uneducated,Married,Less than $40K,Blue,38,1,3,3,2305,1173,1132,0.818,5106,74,0.762,0.509 +717334233,Existing Customer,54,F,1,Uneducated,Single,$40K - $60K,Blue,43,1,3,2,9525,2517,7008,0.669,4804,79,0.881,0.264 +709222008,Attrited Customer,41,M,3,Unknown,Single,$80K - $120K,Blue,32,1,3,4,4742,2221,2521,0.464,2422,41,0.464,0.468 +719192808,Existing Customer,51,M,4,Graduate,Single,$120K +,Blue,36,2,1,1,3168,2147,1021,0.663,4674,71,0.821,0.678 +719281533,Existing Customer,37,F,3,College,Married,Less than $40K,Blue,27,2,1,3,2939,1388,1551,0.69,5076,84,0.826,0.472 +710877108,Existing Customer,44,F,1,High School,Divorced,Less than $40K,Blue,32,1,1,2,2724,1288,1436,0.613,4171,75,1.206,0.473 +714155283,Existing Customer,46,F,2,Unknown,Married,Unknown,Blue,36,2,3,0,6990,876,6114,0.752,4861,77,0.638,0.125 +771214083,Existing Customer,45,M,2,High School,Unknown,$60K - $80K,Blue,32,1,2,3,1870,0,1870,0.761,4891,65,0.806,0 +770581983,Existing Customer,55,F,4,Graduate,Married,$40K - $60K,Blue,41,1,1,3,1438.3,0,1438.3,0.861,4885,88,0.63,0 +718742808,Attrited Customer,55,F,1,High School,Married,$40K - $60K,Blue,46,2,4,3,4629,710,3919,0.788,2877,49,0.581,0.153 +710257683,Existing Customer,50,M,3,Graduate,Single,$120K +,Blue,33,1,2,2,34516,1134,33382,0.585,4520,73,0.659,0.033 +721426383,Attrited Customer,36,F,3,Unknown,Single,Less than $40K,Blue,36,4,3,0,1558,261,1297,0.775,2424,40,0.6,0.168 +721041483,Attrited Customer,45,M,4,Doctorate,Married,$60K - $80K,Blue,37,1,2,2,13093,2517,10576,0.426,2032,39,0.444,0.192 +719922558,Existing Customer,45,F,5,Unknown,Divorced,$40K - $60K,Blue,33,2,2,3,1438.3,0,1438.3,0.739,5346,84,0.787,0 +715072533,Existing Customer,41,F,3,Unknown,Unknown,$40K - $60K,Blue,36,2,6,2,4451,0,4451,0.726,4456,75,0.974,0 +716214108,Existing Customer,44,M,4,Uneducated,Single,$60K - $80K,Blue,36,1,2,1,6426,0,6426,0.592,4892,80,0.818,0 +772216833,Existing Customer,47,F,5,Graduate,Single,Less than $40K,Blue,36,1,2,1,2761,1950,811,0.582,4510,88,0.66,0.706 +708553008,Existing Customer,38,F,1,High School,Single,$40K - $60K,Blue,36,1,2,3,2148,1103,1045,0.602,4711,64,0.882,0.514 +778880358,Existing Customer,49,F,4,Graduate,Divorced,$40K - $60K,Blue,30,1,3,3,2485,1648,837,0.595,4208,71,0.919,0.663 +720258183,Existing Customer,39,F,4,Graduate,Single,$40K - $60K,Blue,25,2,3,3,3394,2517,877,0.689,5421,75,0.829,0.742 +720689583,Existing Customer,50,F,3,High School,Married,$40K - $60K,Blue,40,1,3,3,3367,1747,1620,0.769,5657,91,0.517,0.519 +758168133,Existing Customer,50,F,0,High School,Married,$40K - $60K,Blue,43,2,3,1,4154,1060,3094,0.544,4325,86,0.72,0.255 +716322783,Existing Customer,47,F,3,Unknown,Married,Less than $40K,Blue,37,2,2,2,2154,1628,526,0.665,4538,74,0.762,0.756 +711118083,Existing Customer,54,F,4,Graduate,Divorced,Less than $40K,Blue,43,1,2,1,2506,1784,722,0.729,4504,80,1.051,0.712 +709591533,Existing Customer,46,F,3,College,Divorced,Less than $40K,Blue,38,1,1,3,1774,1115,659,0.686,3474,60,0.667,0.629 +794556333,Existing Customer,43,F,2,Unknown,Single,Unknown,Blue,27,1,3,3,3287,1697,1590,0.711,5236,77,1.026,0.516 +771630783,Existing Customer,42,F,3,High School,Married,Unknown,Blue,30,1,1,2,1821,935,886,0.781,4786,87,0.776,0.513 +708672708,Existing Customer,49,M,4,High School,Unknown,$80K - $120K,Blue,31,2,3,3,34516,2517,31999,0.71,3990,65,1.031,0.073 +715590258,Existing Customer,45,F,4,Uneducated,Single,$40K - $60K,Blue,36,1,1,3,3918,2070,1848,0.76,4700,69,0.643,0.528 +714241083,Existing Customer,49,F,1,Graduate,Married,Unknown,Blue,39,1,1,3,5455,2091,3364,0.748,4349,58,0.812,0.383 +708416433,Attrited Customer,41,F,1,High School,Single,Less than $40K,Blue,36,4,3,2,2372,0,2372,0.597,2499,41,0.464,0 +779183958,Attrited Customer,45,F,2,Graduate,Single,Less than $40K,Blue,33,1,3,4,1492,0,1492,0.502,2469,38,0.267,0 +709061658,Existing Customer,44,F,1,Graduate,Single,Less than $40K,Blue,31,2,2,3,1550,716,834,0.749,4534,87,0.977,0.462 +717384183,Existing Customer,58,F,3,Graduate,Single,Less than $40K,Blue,53,1,3,1,2669,2048,621,0.725,4863,79,1.135,0.767 +778921908,Existing Customer,42,M,4,College,Single,$60K - $80K,Blue,23,2,3,1,3311,841,2470,0.7,4559,80,0.905,0.254 +714745608,Existing Customer,51,F,4,High School,Single,Less than $40K,Blue,33,2,4,3,3068,2071,997,0.854,5524,71,0.972,0.675 +709200633,Existing Customer,55,F,1,Graduate,Single,Unknown,Blue,49,1,4,3,2721,0,2721,0.508,5443,73,0.973,0 +714714558,Existing Customer,37,F,2,Uneducated,Single,$40K - $60K,Blue,27,1,3,2,3050,2517,533,1.177,4698,75,0.923,0.825 +801363633,Existing Customer,60,F,2,Graduate,Married,Unknown,Blue,54,1,2,2,3356,1664,1692,0.862,5200,81,0.929,0.496 +778847808,Existing Customer,42,F,4,Graduate,Married,$40K - $60K,Blue,23,1,2,3,2647,1245,1402,0.712,4911,82,0.864,0.47 +713015433,Existing Customer,50,F,4,Unknown,Married,Less than $40K,Blue,36,2,4,3,2407,1102,1305,0.736,4543,71,0.775,0.458 +711666708,Attrited Customer,52,F,2,High School,Married,Unknown,Blue,39,1,3,4,2233,1790,443,0.798,2888,50,0.562,0.802 +809631483,Existing Customer,42,M,3,Post-Graduate,Unknown,$80K - $120K,Blue,37,1,1,3,32106,0,32106,0.678,4452,83,0.729,0 +808967883,Existing Customer,48,F,4,Unknown,Married,Less than $40K,Blue,43,1,1,0,2089,1262,827,0.886,5069,76,1.111,0.604 +710532258,Existing Customer,48,F,3,High School,Divorced,Less than $40K,Blue,36,1,1,1,2185,1495,690,0.924,4906,83,0.804,0.684 +812235108,Existing Customer,44,F,2,Graduate,Unknown,Less than $40K,Blue,39,2,3,3,4057,755,3302,0.873,4301,58,1.417,0.186 +817293258,Existing Customer,44,F,4,College,Married,$40K - $60K,Blue,27,1,1,2,3183,2517,666,0.726,4017,63,0.853,0.791 +714695883,Existing Customer,45,F,5,Uneducated,Unknown,Less than $40K,Blue,36,1,2,3,2699,1583,1116,0.648,4071,75,0.829,0.587 +738062658,Existing Customer,57,M,3,Graduate,Single,$80K - $120K,Blue,50,2,3,3,17096,1762,15334,0.409,4231,62,0.55,0.103 +709518858,Existing Customer,50,F,2,Graduate,Married,Less than $40K,Blue,38,1,1,1,2897,0,2897,0.7,4891,87,0.776,0 +819634233,Attrited Customer,46,F,2,Graduate,Unknown,Less than $40K,Blue,40,5,2,2,6568,0,6568,0.101,1507,33,0.222,0 +711272058,Existing Customer,40,F,4,Graduate,Married,Unknown,Blue,28,1,3,3,1622,972,650,0.866,4216,71,1.367,0.599 +716262708,Existing Customer,51,F,2,College,Single,Less than $40K,Blue,36,1,3,2,1438.3,718,720.3,0.571,4447,71,0.821,0.499 +708928008,Existing Customer,34,F,2,High School,Single,$40K - $60K,Blue,36,2,3,1,1677,0,1677,0.7,4035,87,0.891,0 +765755283,Existing Customer,48,F,2,Graduate,Married,Unknown,Blue,41,1,1,3,7884,745,7139,0.714,4588,74,0.762,0.094 +711922158,Existing Customer,57,F,2,Graduate,Married,Less than $40K,Blue,45,1,3,3,1860,0,1860,0.778,5109,62,0.722,0 +773177358,Existing Customer,48,F,3,Graduate,Married,Unknown,Blue,41,1,2,2,8074,2426,5648,0.72,5372,93,0.788,0.3 +779638983,Existing Customer,47,F,4,Graduate,Married,Less than $40K,Blue,30,2,3,3,2124,1573,551,0.728,4592,83,0.804,0.741 +708723858,Existing Customer,48,F,4,Graduate,Single,Less than $40K,Blue,37,1,1,3,3413,1715,1698,0.812,3843,67,0.634,0.502 +712184133,Existing Customer,41,F,5,Graduate,Married,Less than $40K,Blue,24,2,3,3,2178,1408,770,0.635,5089,80,0.455,0.646 +709948233,Existing Customer,47,F,3,Uneducated,Single,Unknown,Blue,35,1,4,3,2446,1899,547,0.714,5347,87,0.74,0.776 +709415583,Existing Customer,37,F,2,Unknown,Single,Less than $40K,Blue,21,1,1,1,3967,1476,2491,0.626,4490,66,0.833,0.372 +714005508,Existing Customer,45,F,4,Graduate,Married,Unknown,Blue,36,2,2,2,4146,2027,2119,0.74,4323,64,0.684,0.489 +712407033,Existing Customer,26,F,0,Uneducated,Unknown,Unknown,Silver,13,1,2,3,34516,2403,32113,0.623,4174,59,0.735,0.07 +716333283,Existing Customer,58,F,0,Unknown,Unknown,Less than $40K,Blue,52,1,2,2,1869,1255,614,0.847,5269,80,0.633,0.671 +715534083,Existing Customer,46,F,2,College,Single,Unknown,Blue,33,2,3,1,2168,1334,834,0.622,4043,73,0.738,0.615 +789492558,Existing Customer,49,F,2,College,Married,Less than $40K,Blue,40,1,2,1,2096,1276,820,0.6,4926,82,0.745,0.609 +770929383,Existing Customer,41,M,2,Graduate,Single,$60K - $80K,Blue,28,2,1,1,7293,993,6300,0.507,4828,82,0.64,0.136 +708890133,Existing Customer,46,F,4,College,Married,Unknown,Blue,35,2,2,2,1438.3,0,1438.3,0.802,4659,74,1.114,0 +788595183,Existing Customer,42,M,2,Graduate,Single,$40K - $60K,Blue,36,1,1,3,1438.3,686,752.3,0.68,3499,80,0.86,0.477 +713167383,Existing Customer,57,F,3,High School,Single,Less than $40K,Blue,46,1,2,2,2298,1540,758,0.708,5154,81,0.976,0.67 +717704433,Existing Customer,48,F,4,Unknown,Single,Unknown,Blue,37,1,2,1,3829,836,2993,0.731,4313,85,0.545,0.218 +718590183,Existing Customer,58,F,3,Doctorate,Married,Less than $40K,Blue,47,1,3,3,1517,920,597,0.825,5067,69,0.865,0.606 +719019483,Existing Customer,46,F,2,College,Unknown,Less than $40K,Silver,36,2,3,1,13427,1507,11920,0.84,4266,63,0.75,0.112 +710401458,Existing Customer,53,M,3,Unknown,Married,$80K - $120K,Blue,40,2,2,3,16747,0,16747,0.801,4350,76,0.767,0 +720783558,Existing Customer,58,F,1,Graduate,Married,Unknown,Blue,48,2,3,1,9926,2216,7710,0.524,4937,73,0.553,0.223 +772364358,Existing Customer,54,F,2,High School,Unknown,Less than $40K,Blue,44,1,1,1,2691,811,1880,0.767,4413,80,0.633,0.301 +719868183,Attrited Customer,42,F,3,High School,Married,$40K - $60K,Blue,30,5,3,2,1456,0,1456,0.694,2843,42,0.5,0 +709388058,Existing Customer,43,F,4,Graduate,Single,Less than $40K,Blue,34,2,3,2,2005,1263,742,0.657,4906,80,0.818,0.63 +717004533,Existing Customer,35,F,3,High School,Married,Less than $40K,Blue,36,2,3,0,4790,1189,3601,0.698,4544,81,0.929,0.248 +714969183,Existing Customer,46,F,2,Unknown,Married,Less than $40K,Blue,36,2,3,1,3123,1639,1484,0.788,4117,76,1.111,0.525 +720837708,Existing Customer,42,F,3,College,Unknown,Less than $40K,Blue,28,1,2,3,5471,2517,2954,0.493,5103,94,0.679,0.46 +759947433,Existing Customer,53,M,3,Graduate,Married,$120K +,Blue,46,1,2,2,13670,0,13670,0.819,4812,81,0.653,0 +767404083,Attrited Customer,52,M,2,Graduate,Single,$60K - $80K,Blue,45,2,3,3,3460,0,3460,0.466,2355,47,0.621,0 +781926633,Existing Customer,48,M,2,Uneducated,Married,$40K - $60K,Blue,42,1,3,3,3202,2517,685,0.597,4675,88,0.692,0.786 +772127508,Attrited Customer,31,F,1,Uneducated,Married,Less than $40K,Blue,20,6,2,2,1438.3,0,1438.3,0.706,2614,49,0.531,0 +720518283,Existing Customer,50,M,2,Post-Graduate,Single,$60K - $80K,Blue,36,1,3,2,2296,1371,925,0.604,5483,77,0.791,0.597 +715380483,Existing Customer,54,F,5,Unknown,Single,Less than $40K,Blue,49,2,3,2,1476,0,1476,0.699,4462,75,0.786,0 +789296133,Existing Customer,35,F,3,Doctorate,Single,Unknown,Blue,24,1,1,3,12287,770,11517,0.612,4601,65,0.757,0.063 +711029358,Existing Customer,41,F,4,Unknown,Single,Less than $40K,Blue,36,2,3,2,2470,1566,904,0.811,5011,61,0.743,0.634 +712615008,Existing Customer,46,M,2,Graduate,Unknown,$120K +,Blue,34,1,3,2,24431,892,23539,0.417,3457,66,0.571,0.037 +816826008,Existing Customer,41,M,4,Unknown,Married,Less than $40K,Blue,36,1,1,2,1950,998,952,0.619,4630,84,0.714,0.512 +715488483,Existing Customer,49,F,4,Graduate,Married,Less than $40K,Blue,36,1,3,1,6615,0,6615,0.619,4575,75,0.786,0 +717759783,Existing Customer,47,F,4,Unknown,Single,Unknown,Blue,34,1,3,2,5756,860,4896,0.708,5298,72,0.714,0.149 +796083783,Attrited Customer,55,F,2,College,Single,Unknown,Blue,49,1,0,6,1438.3,0,1438.3,0.608,2278,57,0.727,0 +709925733,Existing Customer,32,F,0,Unknown,Single,Less than $40K,Blue,22,1,3,2,1438.3,713,725.3,0.806,5099,80,0.951,0.496 +715309083,Existing Customer,50,F,2,Graduate,Married,Less than $40K,Blue,36,2,3,2,1912,0,1912,0.728,4851,87,0.642,0 +778441533,Attrited Customer,45,F,4,High School,Single,Unknown,Blue,26,6,2,2,4549,1631,2918,0.779,2240,34,0.478,0.359 +715891533,Existing Customer,45,F,4,Graduate,Unknown,Less than $40K,Blue,33,1,2,1,1979,1305,674,0.702,5458,84,0.75,0.659 +788848458,Existing Customer,40,F,5,Unknown,Married,$40K - $60K,Blue,24,1,1,2,2803,1747,1056,0.954,5089,71,1.029,0.623 +708399858,Existing Customer,45,F,3,High School,Married,Less than $40K,Blue,35,2,2,1,2548,2250,298,0.581,4747,77,0.791,0.883 +711944733,Existing Customer,45,F,2,High School,Married,Less than $40K,Blue,36,1,2,2,1457,828,629,0.852,5401,93,0.661,0.568 +712683633,Attrited Customer,32,F,0,Unknown,Married,Less than $40K,Blue,36,5,3,3,1438.3,0,1438.3,0.569,2464,37,0.321,0 +785487783,Existing Customer,59,F,1,Graduate,Single,$40K - $60K,Blue,53,2,2,0,1980,1409,571,0.743,5350,96,0.714,0.712 +718951683,Existing Customer,48,F,2,Graduate,Married,Less than $40K,Blue,35,2,3,1,2216,1262,954,0.497,4763,83,0.66,0.569 +718329183,Existing Customer,57,F,3,Graduate,Divorced,$40K - $60K,Blue,47,1,3,2,4262,2517,1745,0.682,3943,75,0.744,0.591 +788960658,Existing Customer,42,F,2,Uneducated,Married,Less than $40K,Blue,28,1,2,3,2573,1742,831,0.693,4649,88,0.76,0.677 +713120433,Existing Customer,55,F,2,High School,Married,$40K - $60K,Blue,42,2,2,3,5431,2007,3424,0.661,4569,82,0.608,0.37 +720980958,Existing Customer,43,F,5,Uneducated,Married,Less than $40K,Blue,30,1,3,2,3092,909,2183,0.832,4797,87,0.851,0.294 +709606158,Existing Customer,37,F,2,Graduate,Married,Less than $40K,Blue,31,1,3,3,2984,0,2984,0.77,4878,86,0.87,0 +714168183,Existing Customer,48,F,2,Uneducated,Married,Unknown,Blue,38,1,3,3,2186,1017,1169,0.617,4629,77,0.791,0.465 +712524858,Existing Customer,34,M,1,Graduate,Single,Less than $40K,Blue,28,1,6,3,2669,1649,1020,0.63,4314,74,0.609,0.618 +815072283,Existing Customer,50,F,3,Graduate,Married,Less than $40K,Blue,45,1,3,1,1789,1156,633,0.748,5110,75,0.63,0.646 +715980258,Existing Customer,36,F,1,Doctorate,Single,Less than $40K,Blue,25,1,2,3,2835,2511,324,0.731,4811,77,0.925,0.886 +788715483,Existing Customer,44,F,5,Graduate,Single,Less than $40K,Blue,28,2,2,2,1558,879,679,0.874,4805,86,0.792,0.564 +809276808,Existing Customer,47,M,4,Graduate,Single,$80K - $120K,Blue,42,1,1,3,7299,0,7299,0.806,4678,83,0.729,0 +708885558,Attrited Customer,56,F,1,High School,Single,Less than $40K,Blue,48,1,5,2,3556,0,3556,0.596,2220,45,0.731,0 +789373683,Existing Customer,45,F,3,Graduate,Married,Less than $40K,Blue,35,1,2,2,1438.3,834,604.3,0.635,4976,70,0.842,0.58 +714216858,Existing Customer,35,F,2,Unknown,Single,Unknown,Blue,36,2,1,2,1507,0,1507,0.81,4679,85,0.771,0 +719150658,Attrited Customer,51,F,2,Graduate,Married,Unknown,Blue,34,2,3,2,7551,0,7551,0.894,2977,46,0.394,0 +712302783,Existing Customer,38,F,2,Uneducated,Single,Less than $40K,Blue,25,2,3,1,2468,872,1596,0.991,4426,76,1.111,0.353 +799717458,Existing Customer,42,F,3,Unknown,Married,Less than $40K,Blue,36,2,3,3,2515,1453,1062,0.649,4025,74,0.805,0.578 +716354883,Attrited Customer,59,F,0,Graduate,Unknown,Unknown,Blue,49,2,3,2,9076,0,9076,0.899,3048,53,0.656,0 +719601708,Existing Customer,45,M,3,College,Single,$60K - $80K,Blue,35,1,1,2,10699,1099,9600,0.661,5052,61,0.694,0.103 +720150858,Attrited Customer,34,M,2,High School,Married,$80K - $120K,Blue,25,6,2,0,1439,0,1439,0.89,2932,44,0.913,0 +824915208,Existing Customer,44,F,3,Doctorate,Married,Unknown,Blue,40,2,1,1,7212,1008,6204,0.727,5169,82,0.745,0.14 +798777708,Existing Customer,54,F,4,High School,Single,$40K - $60K,Blue,48,2,4,1,3089,1177,1912,1.01,5237,75,0.829,0.381 +805229133,Existing Customer,46,M,3,Unknown,Unknown,$80K - $120K,Blue,41,1,2,2,11250,0,11250,0.482,4514,70,0.591,0 +716365233,Existing Customer,53,F,1,College,Married,Less than $40K,Blue,36,1,3,3,1665,964,701,1.049,4881,75,0.923,0.579 +796544133,Existing Customer,54,M,1,College,Single,$120K +,Blue,48,1,3,1,2456,1654,802,0.565,4468,84,0.75,0.673 +778143183,Existing Customer,47,M,1,Graduate,Married,$60K - $80K,Blue,40,2,2,3,11773,0,11773,0.754,5098,58,1.071,0 +717011958,Existing Customer,43,F,4,Graduate,Single,$40K - $60K,Blue,23,2,1,1,1438.3,0,1438.3,0.728,4494,82,0.708,0 +778264008,Existing Customer,41,F,3,College,Single,$40K - $60K,Blue,32,2,1,2,3104,1954,1150,0.473,4699,77,0.925,0.63 +789507408,Existing Customer,48,F,3,College,Unknown,Unknown,Blue,40,2,6,1,2337,0,2337,0.586,5203,90,0.765,0 +788842008,Existing Customer,50,F,3,Uneducated,Married,Less than $40K,Blue,34,2,2,2,4060,2336,1724,0.943,5173,87,0.706,0.575 +714742758,Existing Customer,42,F,4,Uneducated,Single,Less than $40K,Blue,24,2,2,2,3428,2209,1219,0.671,4751,87,0.642,0.644 +717742908,Existing Customer,44,M,3,Unknown,Married,$40K - $60K,Blue,36,1,1,1,12967,2517,10450,0.787,4520,74,0.762,0.194 +712874433,Existing Customer,45,M,3,Unknown,Single,Less than $40K,Blue,36,2,1,0,2326,642,1684,0.814,5413,90,0.765,0.276 +711092658,Attrited Customer,39,F,3,Graduate,Married,Unknown,Blue,26,2,2,3,4376,855,3521,0.839,2862,52,0.733,0.195 +720299283,Existing Customer,46,M,3,Uneducated,Married,$60K - $80K,Blue,33,2,2,1,12745,0,12745,0.538,4380,80,0.739,0 +719237058,Existing Customer,39,M,2,Doctorate,Single,$60K - $80K,Blue,36,2,2,1,1790,891,899,0.45,4498,96,0.574,0.498 +719671383,Existing Customer,40,F,3,Uneducated,Unknown,Less than $40K,Blue,30,2,3,2,2969,0,2969,0.74,4109,70,1,0 +788290383,Existing Customer,43,M,3,Doctorate,Single,$40K - $60K,Blue,35,2,6,3,4970,1588,3382,0.669,4436,83,0.804,0.32 +779701983,Existing Customer,49,F,3,Graduate,Single,$40K - $60K,Blue,32,1,3,3,5400,1426,3974,0.595,4643,80,0.702,0.264 +779247483,Attrited Customer,46,F,1,Uneducated,Unknown,Unknown,Blue,28,5,2,6,2069,0,2069,0.656,2754,55,0.667,0 +767093133,Existing Customer,52,F,2,Unknown,Married,Unknown,Blue,45,2,2,1,3192,0,3192,0.646,4191,80,0.739,0 +717979008,Existing Customer,48,F,3,Unknown,Single,Less than $40K,Blue,37,2,2,1,2105,1072,1033,0.514,4833,81,1.077,0.509 +712132383,Existing Customer,44,M,4,College,Single,$80K - $120K,Blue,34,2,2,3,1876,861,1015,0.839,5056,82,0.547,0.459 +772306383,Attrited Customer,57,F,3,Unknown,Unknown,Less than $40K,Blue,43,5,3,2,1462,0,1462,0.602,2299,42,0.312,0 +714469008,Existing Customer,40,F,2,Unknown,Single,$40K - $60K,Blue,29,1,3,3,2351,1337,1014,0.613,5115,84,0.787,0.569 +812446158,Existing Customer,54,F,3,Uneducated,Single,Less than $40K,Blue,49,2,2,2,1719,0,1719,0.579,4869,65,0.512,0 +779401233,Existing Customer,47,F,4,Uneducated,Single,$40K - $60K,Blue,36,1,1,0,1438.3,0,1438.3,0.61,5216,78,0.66,0 +784994883,Existing Customer,26,F,0,Unknown,Married,Less than $40K,Blue,20,2,2,2,2516,2378,138,1.033,4746,75,0.875,0.945 +721080183,Existing Customer,33,F,1,Graduate,Single,$40K - $60K,Blue,20,2,2,3,4883,0,4883,0.724,4613,82,1,0 +712572858,Existing Customer,38,M,3,High School,Single,$80K - $120K,Blue,29,2,1,3,3413,1801,1612,0.88,3831,45,0.667,0.528 +719759733,Attrited Customer,59,F,0,Unknown,Single,$40K - $60K,Blue,52,2,4,3,1852,0,1852,0.902,2851,49,0.75,0 +780371433,Existing Customer,35,F,2,Graduate,Married,Unknown,Blue,25,2,3,3,3339,2014,1325,0.688,4725,83,0.694,0.603 +822170733,Attrited Customer,45,F,4,College,Single,Less than $40K,Blue,41,6,3,2,3785,2517,1268,0.574,2401,54,0.742,0.665 +708224133,Existing Customer,61,M,0,Uneducated,Single,$40K - $60K,Blue,49,1,2,3,2228,1480,748,0.533,4431,71,0.651,0.664 +719299533,Attrited Customer,55,F,1,Unknown,Unknown,Less than $40K,Blue,36,2,3,2,3626,795,2831,0.896,2954,42,0.556,0.219 +780633483,Existing Customer,58,F,0,Graduate,Married,$40K - $60K,Blue,47,2,2,1,2194,1302,892,0.814,4962,81,0.841,0.593 +771356508,Existing Customer,41,F,5,Graduate,Married,Less than $40K,Blue,28,2,3,1,2665,1936,729,0.757,4500,71,0.972,0.726 +823629333,Existing Customer,42,M,4,Uneducated,Married,$40K - $60K,Blue,38,1,4,1,2444,0,2444,0.788,4220,50,1.174,0 +712961658,Existing Customer,45,F,4,Uneducated,Married,Less than $40K,Blue,32,1,1,1,3335,2238,1097,0.644,5321,78,0.95,0.671 +710464683,Existing Customer,45,F,3,Post-Graduate,Married,Less than $40K,Blue,32,2,3,2,2726,2127,599,0.814,5578,89,0.854,0.78 +716688183,Attrited Customer,51,F,1,High School,Married,Less than $40K,Blue,43,4,3,3,1665,1521,144,0.874,2878,45,0.452,0.914 +789082758,Existing Customer,40,F,2,High School,Married,Less than $40K,Blue,28,1,3,3,2734,1661,1073,0.726,4981,90,0.698,0.608 +709140858,Existing Customer,57,F,2,College,Single,Less than $40K,Blue,47,1,3,1,1727,996,731,0.767,5112,82,0.673,0.577 +822127008,Existing Customer,50,F,1,Post-Graduate,Married,Unknown,Blue,46,2,2,1,19349,615,18734,0.708,4351,79,0.717,0.032 +720496158,Existing Customer,53,M,0,Unknown,Single,$60K - $80K,Blue,42,1,2,0,13409,1168,12241,0.625,4031,82,0.745,0.087 +774588633,Existing Customer,45,F,3,Graduate,Single,Less than $40K,Blue,39,2,2,3,1438.3,0,1438.3,0.81,4928,84,0.909,0 +788465583,Existing Customer,42,F,3,College,Single,$40K - $60K,Blue,35,2,3,3,6330,1573,4757,0.899,3029,52,0.733,0.248 +741517458,Attrited Customer,49,F,4,Graduate,Married,Less than $40K,Blue,42,2,4,3,2575,2517,58,0.31,1874,40,0.739,0.977 +709935708,Existing Customer,55,F,1,Unknown,Married,$40K - $60K,Blue,43,2,1,2,3391,1696,1695,0.537,4291,77,0.711,0.5 +721112508,Existing Customer,48,F,3,Graduate,Married,Less than $40K,Blue,40,2,3,1,5298,0,5298,0.686,4834,80,0.667,0 +720734583,Existing Customer,44,F,2,Post-Graduate,Married,Less than $40K,Blue,32,1,3,3,2540,1561,979,0.894,5039,82,0.745,0.615 +772286658,Attrited Customer,63,M,1,Graduate,Single,$60K - $80K,Blue,52,6,4,3,14324,2507,11817,0.433,2083,56,0.647,0.175 +807149058,Existing Customer,48,F,5,Unknown,Married,Less than $40K,Blue,43,1,1,3,2876,1628,1248,0.631,4752,80,0.739,0.566 +771045708,Attrited Customer,41,F,5,Graduate,Married,Less than $40K,Blue,28,2,3,3,1504,970,534,0.864,2801,51,1.217,0.645 +711733308,Existing Customer,45,F,2,Uneducated,Single,Less than $40K,Blue,36,2,2,2,1839,0,1839,0.782,4930,91,0.784,0 +710518308,Existing Customer,54,F,2,Doctorate,Married,Less than $40K,Blue,35,1,4,2,1685,0,1685,0.457,4155,85,0.667,0 +716586408,Existing Customer,48,F,3,Graduate,Unknown,Less than $40K,Blue,36,1,1,3,4850,1022,3828,0.603,4187,86,0.686,0.211 +713152383,Existing Customer,40,F,3,Uneducated,Married,Less than $40K,Blue,27,1,1,1,2840,2517,323,0.591,4405,82,0.864,0.886 +771935283,Existing Customer,47,F,4,Graduate,Single,$40K - $60K,Blue,36,1,2,1,2977,1927,1050,0.731,5217,88,0.725,0.647 +720460083,Attrited Customer,45,F,4,Unknown,Single,Unknown,Gold,27,1,2,3,34516,0,34516,0.331,2198,42,0.355,0 +825838908,Existing Customer,39,F,1,Uneducated,Single,Less than $40K,Blue,35,1,5,1,1961,0,1961,0.631,4846,92,0.84,0 +709082808,Existing Customer,53,F,2,High School,Married,Less than $40K,Blue,36,2,3,2,2156,1198,958,0.507,5092,95,0.759,0.556 +710937783,Existing Customer,53,F,0,Uneducated,Married,$40K - $60K,Blue,40,1,3,3,2772,2414,358,0.805,5313,68,1.194,0.871 +789540108,Existing Customer,29,F,1,Uneducated,Married,Less than $40K,Blue,21,2,1,3,2832,1819,1013,0.674,4761,75,0.744,0.642 +709824633,Existing Customer,44,F,4,High School,Single,Less than $40K,Blue,35,2,5,3,1552,1375,177,0.995,5064,80,0.905,0.886 +717874533,Attrited Customer,46,M,2,High School,Single,$40K - $60K,Blue,36,5,2,2,6362,0,6362,0.596,1968,51,0.759,0 +712571883,Existing Customer,40,M,3,Graduate,Divorced,Less than $40K,Silver,36,1,3,2,11409,1658,9751,0.989,4677,58,0.706,0.145 +716926758,Existing Customer,40,F,2,Uneducated,Single,Less than $40K,Blue,27,2,6,2,1965,0,1965,0.608,4268,91,0.857,0 +716181858,Existing Customer,42,F,2,Uneducated,Married,$40K - $60K,Blue,29,1,2,2,1622,0,1622,0.709,4633,67,0.634,0 +779613933,Existing Customer,38,F,4,Uneducated,Married,Less than $40K,Blue,27,1,3,1,1736,1319,417,0.667,5045,86,0.755,0.76 +712136058,Attrited Customer,54,F,2,College,Single,Unknown,Blue,36,1,3,3,8827,0,8827,0.782,2643,50,0.515,0 +709678608,Existing Customer,49,M,4,High School,Married,$80K - $120K,Blue,36,2,3,3,24256,1076,23180,0.568,4269,69,0.643,0.044 +714276408,Attrited Customer,52,F,3,Uneducated,Single,$40K - $60K,Blue,36,2,3,3,1915,1445,470,0.374,2264,39,0.56,0.755 +719953383,Existing Customer,38,F,4,College,Single,Less than $40K,Blue,27,2,3,3,1438.3,0,1438.3,0.721,4564,79,0.717,0 +718795083,Existing Customer,44,F,2,Graduate,Married,Unknown,Blue,26,2,1,3,2006,1030,976,0.881,5337,85,0.735,0.513 +720503508,Existing Customer,44,F,1,Uneducated,Divorced,Less than $40K,Blue,37,1,2,3,5594,1235,4359,0.549,5220,75,0.829,0.221 +770762133,Existing Customer,52,F,3,High School,Married,Unknown,Blue,38,2,1,2,3505,2517,988,0.612,5034,79,0.681,0.718 +713555133,Attrited Customer,56,F,3,High School,Unknown,Less than $40K,Blue,44,4,3,2,1667,595,1072,0.63,2424,40,0.481,0.357 +711232608,Attrited Customer,47,F,5,High School,Single,Less than $40K,Blue,36,2,3,2,1636,0,1636,0.694,2235,35,0.591,0 +780322908,Existing Customer,52,F,3,Unknown,Married,Less than $40K,Blue,38,1,2,3,3281,911,2370,0.665,4431,67,1.094,0.278 +708207783,Existing Customer,50,F,3,High School,Single,Less than $40K,Blue,42,1,3,2,1477,0,1477,0.685,4680,80,0.778,0 +719590458,Attrited Customer,44,F,4,Graduate,Married,Less than $40K,Blue,36,6,3,3,1905,0,1905,0.845,3120,46,0.586,0 +778679883,Existing Customer,39,M,2,Graduate,Single,$60K - $80K,Blue,19,1,2,1,6146,0,6146,0.577,3645,76,0.551,0 +780230208,Existing Customer,53,M,2,College,Married,$40K - $60K,Blue,40,2,3,0,2672,1604,1068,0.62,4766,75,1.083,0.6 +827703258,Existing Customer,42,M,4,High School,Married,$60K - $80K,Blue,38,2,2,2,13426,0,13426,0.717,4674,66,0.886,0 +807379833,Attrited Customer,48,M,3,Graduate,Divorced,$40K - $60K,Blue,43,2,3,3,9104,145,8959,0.765,2563,34,0.417,0.016 +711178383,Existing Customer,47,M,2,Post-Graduate,Married,$80K - $120K,Blue,35,1,3,1,30300,1166,29134,0.715,4146,64,0.882,0.038 +712203333,Existing Customer,51,M,3,Graduate,Married,$80K - $120K,Blue,39,1,2,1,7088,1750,5338,0.618,4691,76,0.727,0.247 +709261383,Existing Customer,56,F,3,Graduate,Married,$40K - $60K,Blue,36,2,3,2,1872,661,1211,0.756,4970,81,0.929,0.353 +715829358,Existing Customer,33,F,4,College,Married,$40K - $60K,Blue,26,1,2,3,2874,2517,357,0.73,4794,88,0.6,0.876 +713213133,Existing Customer,36,M,2,Graduate,Single,$40K - $60K,Blue,36,2,2,1,6763,1660,5103,0.573,4972,76,0.9,0.245 +778860783,Attrited Customer,57,M,2,Unknown,Divorced,$120K +,Blue,38,1,2,4,24379,1116,23263,0.62,2836,41,0.281,0.046 +779442783,Existing Customer,39,F,1,Graduate,Single,Less than $40K,Blue,21,1,2,1,2867,1365,1502,0.502,4445,89,0.745,0.476 +780008358,Attrited Customer,59,M,0,Uneducated,Unknown,$60K - $80K,Blue,48,2,6,2,13172,0,13172,0.876,2598,47,0.621,0 +721274208,Attrited Customer,41,F,2,High School,Single,Less than $40K,Blue,36,4,3,3,2201,2104,97,0.648,2408,38,0.583,0.956 +714076683,Attrited Customer,29,F,0,College,Married,Less than $40K,Blue,19,2,1,2,3261,2517,744,0.636,2461,54,0.742,0.772 +788791383,Existing Customer,39,F,3,High School,Married,$40K - $60K,Blue,21,1,2,1,5027,0,5027,0.853,4850,70,0.75,0 +709459608,Existing Customer,47,F,2,Unknown,Unknown,$40K - $60K,Blue,36,1,3,3,1811,0,1811,0.61,5390,87,0.776,0 +711560058,Existing Customer,49,M,1,High School,Married,$60K - $80K,Blue,36,2,3,2,2465,1334,1131,0.95,4806,83,0.766,0.541 +717657333,Existing Customer,43,F,3,Graduate,Single,Less than $40K,Blue,36,1,3,3,7584,1834,5750,0.818,4783,65,0.667,0.242 +812218908,Attrited Customer,46,F,2,Unknown,Married,Less than $40K,Blue,36,2,3,2,4065,2517,1548,0.957,2899,51,0.821,0.619 +787482033,Attrited Customer,60,M,1,High School,Divorced,$80K - $120K,Blue,48,1,5,3,28930,0,28930,0.645,2251,27,0.227,0 +779141658,Existing Customer,48,M,4,Graduate,Married,$80K - $120K,Blue,33,1,3,2,4963,2115,2848,0.767,4989,78,0.696,0.426 +813810333,Attrited Customer,50,M,3,Post-Graduate,Married,$60K - $80K,Blue,45,6,4,3,2049,0,2049,0.974,2703,54,1,0 +789613083,Existing Customer,47,M,3,Uneducated,Divorced,$60K - $80K,Blue,41,2,3,3,1943,0,1943,0.494,5108,81,0.884,0 +794540883,Existing Customer,56,F,1,Post-Graduate,Married,$40K - $60K,Blue,38,1,2,1,3485,1465,2020,0.653,4776,87,1.023,0.42 +811889808,Existing Customer,43,M,3,Graduate,Married,$80K - $120K,Blue,38,3,5,1,23459,2305,21154,0.636,7279,83,0.627,0.098 +720509433,Existing Customer,51,F,2,College,Single,Less than $40K,Blue,31,2,1,3,2306,1627,679,0.507,3776,70,0.944,0.706 +715091208,Existing Customer,42,M,3,High School,Married,$80K - $120K,Blue,36,2,3,3,18177,841,17336,0.888,8512,94,0.679,0.046 +719269308,Existing Customer,49,F,2,Graduate,Unknown,Less than $40K,Blue,36,3,1,3,3252,2517,735,0.878,7418,90,0.579,0.774 +718200333,Existing Customer,47,F,3,Uneducated,Single,Less than $40K,Blue,41,3,3,0,2894,2117,777,0.79,7471,87,0.673,0.732 +713487633,Existing Customer,44,M,3,Post-Graduate,Married,$80K - $120K,Blue,32,3,4,2,34516,1807,32709,0.665,7663,91,0.655,0.052 +789363408,Existing Customer,44,M,3,High School,Married,$120K +,Silver,34,3,1,2,34516,2517,31999,0.814,7427,83,0.566,0.073 +713916708,Existing Customer,53,M,3,Graduate,Single,$120K +,Gold,43,3,1,3,34516,2435,32081,0.77,7758,98,0.719,0.071 +823833483,Existing Customer,41,M,3,Graduate,Single,$40K - $60K,Blue,37,3,3,2,7839,1544,6295,0.715,7904,83,0.804,0.197 +717756258,Existing Customer,49,M,2,Unknown,Married,$120K +,Blue,38,3,6,3,16494,1158,15336,0.692,7761,84,0.647,0.07 +712879158,Existing Customer,49,M,1,High School,Married,$60K - $80K,Gold,36,2,2,3,6224,2201,4023,0.832,7693,70,0.628,0.354 +709474683,Existing Customer,42,F,3,College,Married,Less than $40K,Blue,13,3,2,3,6078,1478,4600,0.849,8442,95,0.508,0.243 +772313358,Existing Customer,50,M,3,High School,Single,$80K - $120K,Blue,39,3,3,2,21322,2216,19106,0.921,8693,91,0.569,0.104 +711856683,Existing Customer,51,M,3,Post-Graduate,Married,$40K - $60K,Blue,36,2,3,3,1590,1273,317,0.64,7352,80,0.818,0.801 +718530258,Existing Customer,52,F,3,Uneducated,Divorced,Less than $40K,Blue,36,3,1,2,1986,1411,575,0.799,7249,86,0.509,0.71 +716288208,Existing Customer,48,M,3,Graduate,Single,$60K - $80K,Blue,36,2,1,1,15618,0,15618,0.706,7549,77,0.638,0 +718712583,Existing Customer,44,M,2,Uneducated,Married,$80K - $120K,Blue,33,3,1,1,34496,1665,32831,0.883,8092,80,0.667,0.048 +806432433,Existing Customer,40,F,2,High School,Single,$40K - $60K,Blue,35,2,1,2,2544,1713,831,0.696,8006,88,0.571,0.673 +720074583,Existing Customer,42,M,1,Graduate,Unknown,$80K - $120K,Blue,36,2,1,2,4765,1516,3249,0.709,7380,76,0.689,0.318 +768848658,Existing Customer,43,F,3,Unknown,Single,Unknown,Blue,37,2,3,1,16583,1797,14786,0.889,7823,87,0.673,0.108 +709895508,Existing Customer,42,M,3,Graduate,Married,Less than $40K,Blue,36,2,2,1,6153,974,5179,0.703,7434,92,0.586,0.158 +711542358,Existing Customer,42,F,4,High School,Married,Less than $40K,Gold,36,2,3,2,15987,1187,14800,0.597,7471,88,0.467,0.074 +718773333,Existing Customer,51,F,4,Unknown,Single,Less than $40K,Blue,40,3,2,2,5139,1799,3340,0.94,7548,89,0.618,0.35 +816832383,Existing Customer,61,F,1,High School,Single,Less than $40K,Blue,56,3,2,2,3421,2266,1155,0.659,6932,75,0.744,0.662 +714042108,Existing Customer,59,M,0,Uneducated,Single,$40K - $60K,Blue,36,3,2,2,11000,1013,9987,0.697,7302,86,0.654,0.092 +714664683,Existing Customer,46,F,4,Uneducated,Married,Less than $40K,Blue,37,3,3,3,2490,0,2490,0.835,8178,91,0.596,0 +713894358,Existing Customer,51,M,2,Post-Graduate,Unknown,$80K - $120K,Gold,46,2,3,2,34516,814,33702,0.735,7889,98,0.508,0.024 +715436883,Existing Customer,48,F,3,Post-Graduate,Married,Less than $40K,Blue,36,2,2,1,2490,1582,908,0.76,7719,86,0.623,0.635 +715260558,Existing Customer,44,F,4,High School,Single,$40K - $60K,Blue,36,3,2,2,2055,0,2055,0.975,7674,80,0.633,0 +713664258,Existing Customer,56,M,2,Unknown,Single,$40K - $60K,Blue,48,2,2,1,14344,2014,12330,0.726,7359,85,0.574,0.14 +713364783,Existing Customer,42,F,1,Post-Graduate,Single,Less than $40K,Blue,28,3,3,0,3453,1010,2443,0.801,8108,85,0.7,0.292 +718078008,Existing Customer,40,M,2,College,Divorced,$60K - $80K,Blue,36,3,2,1,20304,0,20304,0.809,7494,85,0.667,0 +798546408,Existing Customer,61,F,1,College,Single,Less than $40K,Blue,55,2,3,2,8283,1444,6839,0.698,7553,104,0.529,0.174 +779018508,Existing Customer,45,M,4,Uneducated,Single,$80K - $120K,Blue,35,2,2,2,11318,2082,9236,0.733,7179,93,0.632,0.184 +802668333,Attrited Customer,49,M,2,Graduate,Single,$80K - $120K,Blue,43,2,3,3,2384,1919,465,0.5,3512,50,0.471,0.805 +718320933,Existing Customer,47,M,3,Uneducated,Married,$60K - $80K,Blue,36,2,3,1,11919,2347,9572,0.842,8257,96,0.574,0.197 +789016983,Existing Customer,45,F,3,High School,Married,Less than $40K,Blue,32,2,5,1,2948,968,1980,0.946,7834,86,0.509,0.328 +713907633,Existing Customer,43,M,3,College,Unknown,$60K - $80K,Blue,36,2,1,2,5397,1265,4132,0.676,7791,84,0.615,0.234 +708474333,Existing Customer,42,M,3,Graduate,Married,$60K - $80K,Blue,29,3,3,1,12294,2517,9777,0.775,7906,87,0.611,0.205 +778894233,Existing Customer,42,M,5,High School,Unknown,$80K - $120K,Blue,23,3,2,3,7253,0,7253,0.644,7595,83,0.804,0 +717244683,Existing Customer,43,F,3,College,Married,Unknown,Blue,36,3,3,3,21922,1467,20455,0.696,7409,89,0.679,0.067 +711410958,Existing Customer,40,M,3,High School,Married,$60K - $80K,Blue,28,2,2,3,13452,2517,10935,0.781,7582,69,0.917,0.187 +799711833,Existing Customer,50,F,3,College,Married,Unknown,Blue,44,2,1,3,24735,2296,22439,0.808,7910,95,0.557,0.093 +714047733,Existing Customer,53,F,3,Graduate,Single,$40K - $60K,Blue,45,2,2,1,4942,2119,2823,0.718,7460,85,0.604,0.429 +710061783,Attrited Customer,49,M,1,Graduate,Married,$40K - $60K,Blue,40,6,1,4,14973,0,14973,0.895,4517,59,0.439,0 +711082908,Existing Customer,44,M,4,Uneducated,Single,$80K - $120K,Blue,31,3,2,3,19719,1303,18416,0.91,8385,97,0.565,0.066 +721190358,Existing Customer,49,M,4,Unknown,Unknown,$80K - $120K,Blue,29,2,2,2,29690,2517,27173,0.769,7640,86,0.564,0.085 +712760208,Existing Customer,42,F,4,Graduate,Married,Unknown,Blue,31,3,2,1,6751,1192,5559,0.776,7921,93,0.55,0.177 +751563933,Existing Customer,43,F,3,High School,Married,Less than $40K,Blue,36,3,3,2,9484,2451,7033,0.637,7242,95,0.508,0.258 +815498733,Existing Customer,51,F,3,Unknown,Single,Less than $40K,Blue,46,3,2,2,4333,1848,2485,0.634,7643,85,0.771,0.426 +718433508,Existing Customer,40,F,3,Uneducated,Unknown,Less than $40K,Blue,30,2,5,2,2481,2119,362,0.801,8097,88,0.63,0.854 +720935658,Existing Customer,57,F,4,Post-Graduate,Single,Less than $40K,Blue,45,2,2,3,3059,1744,1315,0.614,7709,89,0.561,0.57 +714754533,Existing Customer,51,M,0,Doctorate,Single,$120K +,Platinum,44,3,2,3,34516,1925,32591,0.764,8012,87,0.582,0.056 +714713508,Existing Customer,49,M,2,Doctorate,Divorced,$80K - $120K,Blue,36,3,3,1,25178,1803,23375,0.767,7836,87,0.582,0.072 +715038033,Existing Customer,61,M,1,Graduate,Single,Less than $40K,Blue,54,3,3,1,7169,629,6540,0.807,8216,80,0.509,0.088 +809169858,Existing Customer,62,M,2,Graduate,Single,$60K - $80K,Blue,56,2,3,2,18224,1383,16841,0.705,7728,93,0.576,0.076 +718379358,Existing Customer,39,M,1,Unknown,Single,$80K - $120K,Silver,28,3,1,3,34516,2017,32499,0.93,8453,90,0.731,0.058 +779456508,Existing Customer,52,M,2,Graduate,Divorced,$60K - $80K,Blue,34,2,1,1,4813,0,4813,0.693,7477,91,0.655,0 +708907833,Existing Customer,38,F,1,High School,Single,Unknown,Blue,27,2,2,2,24965,2517,22448,0.851,7866,84,0.909,0.101 +708693558,Existing Customer,50,F,3,High School,Single,Less than $40K,Silver,38,3,2,2,12569,2167,10402,0.634,7344,95,0.696,0.172 +718665933,Existing Customer,43,M,3,Unknown,Divorced,$120K +,Blue,30,3,1,2,34516,2517,31999,0.77,7437,86,0.623,0.073 +816073983,Existing Customer,53,F,2,College,Single,Less than $40K,Blue,48,2,2,2,8259,1182,7077,0.822,7957,88,0.544,0.143 +715851333,Existing Customer,42,M,4,High School,Married,$60K - $80K,Blue,27,2,3,2,13804,1903,11901,0.723,7376,97,0.54,0.138 +712884408,Existing Customer,43,F,1,High School,Single,Unknown,Blue,30,3,2,0,5700,1904,3796,0.649,7939,95,0.61,0.334 +715404783,Existing Customer,43,F,4,Graduate,Married,Less than $40K,Blue,35,3,3,0,6448,1464,4984,0.615,7546,88,0.63,0.227 +773356008,Existing Customer,57,M,2,Post-Graduate,Divorced,$60K - $80K,Blue,51,2,3,3,5479,1200,4279,0.798,7960,86,0.458,0.219 +789525408,Existing Customer,50,F,0,Uneducated,Married,Less than $40K,Blue,42,3,4,2,3749,1594,2155,0.738,7990,89,0.534,0.425 +721212258,Existing Customer,48,M,4,High School,Single,$120K +,Blue,40,2,3,3,30210,1946,28264,0.904,7403,88,0.544,0.064 +719625933,Existing Customer,41,M,3,Graduate,Married,$120K +,Blue,36,2,2,1,5807,1143,4664,0.785,8000,96,0.412,0.197 +714304458,Existing Customer,44,M,3,High School,Married,$60K - $80K,Blue,36,2,2,1,3605,0,3605,0.594,6800,78,0.814,0 +819975183,Existing Customer,44,F,4,College,Single,$40K - $60K,Silver,39,2,1,3,17077,2179,14898,0.738,7391,75,0.705,0.128 +785515533,Existing Customer,43,F,2,College,Married,Less than $40K,Blue,37,3,3,1,5380,1337,4043,0.845,8947,93,0.576,0.249 +720712533,Existing Customer,51,M,3,Graduate,Married,$80K - $120K,Gold,36,2,1,3,34516,761,33755,0.716,7499,88,0.571,0.022 +709861008,Existing Customer,47,M,4,Post-Graduate,Married,$80K - $120K,Blue,30,3,3,1,27720,2414,25306,0.752,8520,89,0.589,0.087 +713911233,Existing Customer,47,F,3,Doctorate,Single,$40K - $60K,Silver,39,3,2,1,18341,1060,17281,0.718,7584,85,0.7,0.058 +712580958,Existing Customer,38,M,1,High School,Single,$120K +,Blue,30,2,1,1,27712,2130,25582,0.654,7399,91,0.717,0.077 +719473458,Existing Customer,46,M,3,High School,Single,$40K - $60K,Blue,42,3,2,1,8285,1359,6926,0.634,7205,84,0.826,0.164 +711764733,Existing Customer,41,F,4,Uneducated,Unknown,$40K - $60K,Silver,36,3,2,3,19704,0,19704,0.682,7766,81,0.62,0 +794124708,Existing Customer,47,M,2,Graduate,Unknown,$80K - $120K,Blue,41,2,2,2,21325,2197,19128,0.647,7053,69,0.865,0.103 +780707733,Existing Customer,41,M,1,Graduate,Married,$80K - $120K,Blue,30,3,3,2,34516,2109,32407,0.703,6832,87,0.706,0.061 +780620883,Existing Customer,49,F,2,Uneducated,Single,$40K - $60K,Blue,37,2,1,3,7045,1293,5752,0.628,7381,98,0.607,0.184 +720849708,Existing Customer,44,M,4,Graduate,Single,$80K - $120K,Blue,37,3,3,1,14388,2517,11871,0.709,7042,85,0.635,0.175 +789312033,Attrited Customer,48,F,4,Post-Graduate,Single,Less than $40K,Blue,38,3,3,3,3874,460,3414,1.023,4921,51,0.645,0.119 +778742358,Existing Customer,44,M,4,Graduate,Married,$60K - $80K,Blue,24,2,2,2,4752,0,4752,0.679,7517,76,0.617,0 +719658858,Existing Customer,50,F,4,Doctorate,Married,Unknown,Silver,36,3,2,1,34516,2096,32420,0.666,7042,73,0.553,0.061 +713425383,Attrited Customer,59,F,1,High School,Single,Less than $40K,Blue,46,2,3,2,7484,1939,5545,0.994,4923,56,0.333,0.259 +770842833,Attrited Customer,49,F,3,High School,Married,Unknown,Silver,36,2,3,3,34516,1273,33243,0.977,4777,51,0.457,0.037 +712029783,Existing Customer,42,M,4,Uneducated,Single,$80K - $120K,Silver,36,2,2,1,34516,2253,32263,0.853,7836,93,0.603,0.065 +718893333,Existing Customer,52,M,3,Graduate,Married,$60K - $80K,Blue,36,3,3,2,18336,2077,16259,0.718,7509,84,0.647,0.113 +711203658,Existing Customer,46,M,3,Graduate,Unknown,$40K - $60K,Blue,34,3,6,1,2259,1346,913,0.813,7745,88,0.517,0.596 +718567758,Existing Customer,41,M,1,College,Married,$40K - $60K,Blue,32,3,4,2,10682,1334,9348,0.702,7332,92,0.614,0.125 +771719283,Existing Customer,39,F,4,Doctorate,Married,Less than $40K,Blue,27,2,1,1,8587,1324,7263,0.897,8854,92,0.643,0.154 +717926358,Existing Customer,46,F,2,Graduate,Single,Less than $40K,Blue,30,3,1,0,5494,2142,3352,1.014,8328,78,0.733,0.39 +779751258,Existing Customer,45,F,2,Graduate,Married,Less than $40K,Blue,31,2,1,2,1946,1183,763,0.806,8423,82,0.708,0.608 +774491958,Existing Customer,53,M,3,High School,Single,$60K - $80K,Blue,47,2,1,3,6228,1738,4490,0.829,8284,77,0.604,0.279 +713428833,Existing Customer,42,M,3,Unknown,Married,$80K - $120K,Blue,32,2,1,3,7537,1239,6298,0.854,7613,90,0.579,0.164 +714166833,Existing Customer,44,F,3,Graduate,Single,Less than $40K,Silver,34,3,3,2,13609,1432,12177,0.836,7796,77,0.791,0.105 +809464608,Attrited Customer,47,F,3,High School,Married,Unknown,Silver,31,3,3,2,34516,2517,31999,0.618,2691,42,0.5,0.073 +789681708,Existing Customer,46,M,3,Uneducated,Married,$60K - $80K,Gold,33,3,1,3,34516,713,33803,0.772,7750,82,0.608,0.021 +713102733,Existing Customer,38,F,3,Graduate,Single,Less than $40K,Gold,31,2,3,2,15987,1766,14221,0.791,8195,94,0.679,0.11 +715195383,Existing Customer,46,F,3,Graduate,Divorced,Less than $40K,Blue,36,3,2,2,2391,1625,766,0.662,7649,101,0.603,0.68 +812408058,Existing Customer,39,M,2,Unknown,Unknown,$120K +,Blue,34,2,2,2,34516,1082,33434,0.629,7845,92,0.533,0.031 +787226508,Existing Customer,47,M,2,College,Single,$60K - $80K,Blue,41,2,3,3,20811,1302,19509,0.793,7192,82,0.708,0.063 +713537733,Existing Customer,46,M,4,Doctorate,Unknown,$60K - $80K,Gold,36,2,2,3,34516,1426,33090,0.823,7582,95,0.696,0.041 +715170183,Existing Customer,45,M,2,Graduate,Married,$40K - $60K,Blue,36,2,1,3,3735,2113,1622,0.684,7059,82,0.577,0.566 +717109983,Existing Customer,50,F,2,High School,Married,$40K - $60K,Blue,39,3,2,2,2275,2138,137,0.742,7768,83,0.729,0.94 +713208033,Existing Customer,43,F,3,High School,Married,Less than $40K,Blue,36,2,3,0,7350,1360,5990,0.744,7679,64,0.684,0.185 +712788258,Existing Customer,48,M,3,College,Married,$40K - $60K,Blue,34,2,2,1,1913,1405,508,0.699,7265,80,0.905,0.734 +758382183,Existing Customer,50,F,3,Graduate,Unknown,Less than $40K,Blue,43,2,3,3,4249,789,3460,0.925,8186,93,0.722,0.186 +715469583,Existing Customer,40,F,2,Graduate,Unknown,$40K - $60K,Blue,36,3,1,2,2136,1250,886,0.74,7782,88,0.66,0.585 +709235058,Existing Customer,46,M,4,College,Married,$40K - $60K,Silver,36,3,2,2,18956,1694,17262,0.702,8032,88,0.66,0.089 +714786483,Existing Customer,45,M,4,College,Single,$60K - $80K,Blue,35,2,2,3,13445,1186,12259,0.56,7377,82,0.608,0.088 +713299758,Existing Customer,53,M,1,High School,Single,Less than $40K,Blue,36,3,3,3,8979,1289,7690,0.651,7422,87,0.673,0.144 +771912408,Existing Customer,49,F,2,Graduate,Married,Less than $40K,Blue,38,3,3,1,6674,1402,5272,0.695,7468,92,0.614,0.21 +721445658,Existing Customer,52,F,2,Post-Graduate,Single,Less than $40K,Blue,34,3,3,3,6265,1677,4588,0.769,8162,89,0.589,0.268 +719787633,Existing Customer,47,M,0,Graduate,Married,$80K - $120K,Silver,36,3,2,1,34516,1913,32603,0.84,7535,92,0.673,0.055 +713697933,Existing Customer,47,M,2,Uneducated,Single,$80K - $120K,Blue,36,3,2,2,34516,1264,33252,0.774,7827,77,0.54,0.037 +712208658,Existing Customer,43,M,2,High School,Single,$60K - $80K,Blue,33,1,2,1,13165,1255,11910,0.81,8126,95,0.667,0.095 +708219108,Existing Customer,49,M,3,College,Divorced,$80K - $120K,Blue,38,2,3,3,9959,1143,8816,0.661,7300,77,0.638,0.115 +709065483,Existing Customer,40,F,3,College,Divorced,$40K - $60K,Blue,28,2,2,3,9243,2019,7224,0.707,7841,82,0.608,0.218 +715237683,Existing Customer,53,F,4,Graduate,Single,Less than $40K,Blue,44,1,1,3,4737,1649,3088,0.748,7802,88,0.492,0.348 +712925808,Attrited Customer,51,F,1,Unknown,Married,$40K - $60K,Blue,36,2,3,2,2710,0,2710,0.999,4724,60,0.395,0 +788931558,Existing Customer,46,M,2,High School,Single,$40K - $60K,Blue,32,1,2,2,2000,1739,261,0.821,7694,85,0.7,0.87 +717521508,Existing Customer,41,M,3,High School,Single,$80K - $120K,Gold,28,2,2,0,34516,2098,32418,0.746,6932,87,0.526,0.061 +713688933,Existing Customer,42,F,0,Unknown,Married,Less than $40K,Blue,28,1,1,1,8798,1509,7289,0.845,8020,74,0.721,0.172 +712405908,Existing Customer,50,M,2,High School,Unknown,$120K +,Blue,40,1,2,3,24670,1623,23047,0.791,7772,76,0.652,0.066 +789298833,Existing Customer,51,M,2,Uneducated,Divorced,$80K - $120K,Blue,40,1,2,3,23453,0,23453,0.727,7555,96,0.574,0 +715729683,Existing Customer,44,M,3,High School,Single,$120K +,Silver,36,1,2,2,34516,1106,33410,0.776,7936,76,0.767,0.032 +717682233,Existing Customer,49,M,4,Uneducated,Married,$60K - $80K,Blue,36,1,2,2,6139,1585,4554,0.713,7906,80,0.633,0.258 +712266633,Existing Customer,51,F,2,Unknown,Married,$40K - $60K,Blue,36,2,2,1,14800,1020,13780,0.896,8796,94,0.593,0.069 +719272458,Existing Customer,53,F,5,Graduate,Single,$40K - $60K,Blue,41,2,1,3,9815,1699,8116,0.62,7962,89,0.561,0.173 +780769308,Existing Customer,49,F,4,Unknown,Single,Less than $40K,Blue,29,1,3,2,3919,2278,1641,0.672,7685,85,0.518,0.581 +721468533,Existing Customer,59,M,1,Graduate,Single,Unknown,Blue,36,1,5,2,12265,1412,10853,0.643,7470,82,0.783,0.115 +816615633,Existing Customer,47,F,2,Doctorate,Married,$40K - $60K,Blue,42,2,3,1,3256,2035,1221,0.655,7075,89,0.648,0.625 +720167508,Existing Customer,50,M,3,Uneducated,Single,$80K - $120K,Blue,35,1,2,1,19000,2389,16611,0.81,7664,74,0.721,0.126 +711152658,Existing Customer,44,M,4,Graduate,Single,$120K +,Silver,36,2,2,1,34516,1635,32881,0.768,7219,86,0.564,0.047 +771772083,Existing Customer,48,M,4,Graduate,Married,$60K - $80K,Blue,37,2,1,1,13197,0,13197,0.681,8424,84,0.787,0 +708419733,Attrited Customer,47,M,3,College,Single,$60K - $80K,Blue,39,5,3,2,22599,0,22599,1.039,4739,55,0.486,0 +709372608,Existing Customer,43,M,4,Uneducated,Married,$60K - $80K,Blue,31,1,1,2,23457,2517,20940,0.676,7370,96,0.627,0.107 +788907033,Existing Customer,40,M,2,High School,Unknown,$80K - $120K,Blue,26,1,3,1,5238,2077,3161,0.656,7321,73,0.659,0.397 +711136008,Existing Customer,41,M,4,Graduate,Single,$80K - $120K,Blue,33,1,1,3,31560,1298,30262,0.681,7641,93,0.632,0.041 +716691783,Existing Customer,46,F,3,High School,Single,Less than $40K,Blue,36,2,2,3,6218,2517,3701,0.716,7689,84,0.68,0.405 +812618883,Existing Customer,47,M,2,High School,Divorced,Unknown,Silver,42,1,2,2,34516,2019,32497,0.706,7774,95,0.583,0.058 +715908558,Existing Customer,44,M,0,Graduate,Unknown,$60K - $80K,Silver,36,1,1,1,29572,1584,27988,0.738,7566,88,0.6,0.054 +718024908,Existing Customer,52,F,2,Graduate,Unknown,Less than $40K,Blue,40,2,1,3,2743,1705,1038,0.605,6993,97,0.54,0.622 +709558608,Existing Customer,39,M,3,Uneducated,Single,$80K - $120K,Blue,31,2,2,3,2844,2065,779,0.638,7345,73,0.738,0.726 +824177733,Existing Customer,53,F,2,High School,Single,Less than $40K,Blue,49,1,2,3,9678,1710,7968,0.745,7682,90,0.579,0.177 +719784708,Existing Customer,49,M,0,Unknown,Married,$80K - $120K,Blue,36,1,2,1,26882,1673,25209,0.691,7409,89,0.534,0.062 +717535083,Existing Customer,52,F,2,Post-Graduate,Married,Less than $40K,Blue,40,2,2,1,5207,1121,4086,0.578,7153,84,0.647,0.215 +712453308,Existing Customer,46,M,4,High School,Divorced,$40K - $60K,Silver,36,2,2,3,15034,1356,13678,0.754,7737,84,0.75,0.09 +721008933,Existing Customer,44,F,2,Graduate,Divorced,$40K - $60K,Blue,36,1,1,2,3107,1995,1112,0.668,7535,87,0.673,0.642 +720859533,Existing Customer,52,F,2,High School,Single,$40K - $60K,Blue,39,2,1,1,12214,2379,9835,0.769,8426,105,0.544,0.195 +789556533,Existing Customer,52,M,4,Graduate,Married,$80K - $120K,Blue,45,2,2,3,23070,1701,21369,0.846,8070,81,0.688,0.074 +717656433,Existing Customer,50,F,2,Graduate,Single,Less than $40K,Blue,40,1,2,2,2167,988,1179,0.619,7199,83,0.729,0.456 +792524358,Existing Customer,55,M,3,High School,Single,$80K - $120K,Gold,49,2,1,3,34516,810,33706,0.787,7917,95,0.667,0.023 +758211483,Existing Customer,45,M,5,Unknown,Married,$60K - $80K,Blue,38,1,2,3,6895,2314,4581,0.84,8778,85,0.604,0.336 +801380808,Attrited Customer,44,M,2,Doctorate,Married,$80K - $120K,Blue,38,1,2,1,25894,2517,23377,1.046,4847,49,0.815,0.097 +716329383,Attrited Customer,46,F,3,Graduate,Single,Less than $40K,Blue,36,4,2,3,3138,986,2152,1.002,4724,56,0.806,0.314 +716871633,Existing Customer,49,M,1,Uneducated,Single,$120K +,Blue,38,2,2,3,12055,1858,10197,0.645,7222,93,0.5,0.154 +718491708,Existing Customer,53,F,2,College,Single,Unknown,Blue,38,2,3,3,16592,1435,15157,0.76,7642,89,0.648,0.086 +787502883,Existing Customer,60,F,1,Doctorate,Single,Unknown,Silver,48,1,2,1,34516,1542,32974,0.603,7443,98,0.556,0.045 +715183308,Existing Customer,47,M,3,Post-Graduate,Unknown,Unknown,Silver,38,2,1,2,33184,855,32329,0.728,7190,93,0.525,0.026 +713872833,Existing Customer,54,F,2,Graduate,Single,$40K - $60K,Blue,41,2,1,3,10753,1845,8908,0.689,7302,80,0.702,0.172 +708535158,Existing Customer,39,M,2,Post-Graduate,Unknown,$80K - $120K,Blue,29,1,1,3,9959,1501,8458,0.822,8505,86,0.536,0.151 +711658758,Existing Customer,46,F,3,Uneducated,Married,Less than $40K,Blue,35,6,5,1,2069,1101,968,0.741,7307,82,0.745,0.532 +717248583,Existing Customer,43,F,3,College,Married,Less than $40K,Silver,34,4,2,2,11362,1871,9491,0.859,7849,88,0.63,0.165 +713087958,Existing Customer,53,M,4,High School,Divorced,$120K +,Blue,36,3,3,2,34516,1337,33179,0.704,7919,85,0.635,0.039 +721495458,Existing Customer,44,M,3,Graduate,Married,$60K - $80K,Blue,32,2,1,1,20001,0,20001,0.742,8094,96,0.6,0 +786097158,Existing Customer,48,M,2,High School,Married,$40K - $60K,Blue,42,2,3,2,8786,1559,7227,0.909,8575,92,0.736,0.177 +712219083,Existing Customer,41,M,3,Uneducated,Single,$80K - $120K,Blue,28,1,3,3,7142,1917,5225,0.727,7892,83,0.729,0.268 +715327683,Attrited Customer,45,F,4,Post-Graduate,Single,Less than $40K,Blue,36,1,3,3,4477,2517,1960,1.022,4996,55,0.486,0.562 +715624533,Existing Customer,41,F,3,Unknown,Unknown,$40K - $60K,Blue,30,1,2,3,5357,1272,4085,0.708,7730,97,0.54,0.237 +715599633,Existing Customer,51,M,1,College,Married,$80K - $120K,Silver,38,2,3,2,34516,0,34516,0.678,7686,89,0.618,0 +718958583,Attrited Customer,44,M,4,Post-Graduate,Single,$80K - $120K,Blue,36,5,3,2,2367,1606,761,0.956,4506,59,0.639,0.678 +717397983,Existing Customer,39,M,2,Uneducated,Single,$60K - $80K,Blue,29,2,2,3,23402,958,22444,0.646,7570,98,0.633,0.041 +715037133,Existing Customer,40,M,3,Doctorate,Unknown,Less than $40K,Blue,36,1,1,3,4587,1771,2816,0.647,7479,83,0.694,0.386 +818767458,Existing Customer,41,M,3,Graduate,Married,$120K +,Blue,36,2,3,2,6565,1130,5435,0.823,7729,97,0.644,0.172 +778863258,Attrited Customer,46,F,4,Unknown,Married,Unknown,Blue,27,1,2,3,6030,0,6030,1.031,4983,62,0.442,0 +712075083,Attrited Customer,50,M,4,High School,Single,$120K +,Blue,41,4,3,3,6982,0,6982,1.018,4830,50,0.724,0 +711963183,Existing Customer,50,M,3,Uneducated,Married,Less than $40K,Blue,36,2,3,3,5128,0,5128,0.704,7588,98,0.581,0 +720903258,Attrited Customer,48,M,3,Unknown,Unknown,$60K - $80K,Blue,28,2,2,1,9405,0,9405,1.033,4801,47,0.382,0 +772404633,Existing Customer,49,M,2,Graduate,Married,$80K - $120K,Silver,39,1,1,2,34516,1118,33398,0.671,7734,74,0.609,0.032 +713302758,Existing Customer,49,M,2,Graduate,Married,$120K +,Blue,40,2,4,1,14646,1448,13198,0.895,8160,92,0.586,0.099 +717859233,Existing Customer,41,M,5,Graduate,Married,$80K - $120K,Blue,37,1,3,2,12578,2517,10061,0.875,8362,82,0.64,0.2 +712955433,Existing Customer,36,F,4,Uneducated,Unknown,$40K - $60K,Blue,16,1,2,2,4370,1222,3148,0.648,7223,90,0.552,0.28 +718292283,Existing Customer,52,F,1,High School,Single,$40K - $60K,Blue,42,1,3,1,3416,1970,1446,0.804,8254,75,0.596,0.577 +713197308,Existing Customer,42,M,4,Graduate,Married,$60K - $80K,Silver,33,1,2,1,6224,0,6224,0.63,7612,82,0.783,0 +789175683,Existing Customer,49,F,2,College,Married,Less than $40K,Silver,38,2,3,2,10741,2517,8224,1.087,8352,71,0.821,0.234 +811700058,Attrited Customer,41,M,2,Graduate,Single,$60K - $80K,Gold,36,2,3,3,34516,687,33829,1.015,4822,57,0.295,0.02 +818476383,Existing Customer,50,M,1,Unknown,Unknown,$120K +,Silver,45,2,2,0,34516,1514,33002,0.736,7333,72,1,0.044 +720164358,Attrited Customer,53,F,4,Graduate,Single,$40K - $60K,Blue,43,1,3,2,6058,0,6058,0.997,4754,60,0.463,0 +710357208,Existing Customer,49,M,4,Uneducated,Married,$80K - $120K,Blue,39,2,3,2,8561,915,7646,0.637,7341,79,0.491,0.107 +711325308,Attrited Customer,46,M,3,Unknown,Single,$80K - $120K,Blue,34,4,3,3,9959,0,9959,1.049,4859,64,0.524,0 +721486908,Existing Customer,51,F,5,High School,Single,Less than $40K,Blue,36,1,1,1,7645,2076,5569,0.759,7710,75,0.875,0.272 +711210633,Existing Customer,51,M,3,Uneducated,Single,$60K - $80K,Blue,42,2,4,1,1922,1124,798,0.766,8049,76,0.434,0.585 +712570458,Existing Customer,51,F,2,High School,Married,Less than $40K,Blue,33,2,1,3,5625,1640,3985,0.893,7890,75,0.875,0.292 +712058133,Existing Customer,54,F,2,College,Single,Less than $40K,Blue,36,1,3,3,2274,708,1566,0.677,7735,74,0.682,0.311 +708153558,Existing Customer,46,M,5,Doctorate,Divorced,$120K +,Blue,31,1,2,2,34516,1802,32714,0.871,7936,101,0.485,0.052 +709893858,Attrited Customer,43,M,3,Post-Graduate,Married,$40K - $60K,Blue,36,6,2,2,9422,2108,7314,0.891,4633,58,0.611,0.224 +709225758,Existing Customer,48,F,3,Post-Graduate,Married,Unknown,Blue,37,2,1,3,7469,2474,4995,0.674,8213,86,0.623,0.331 +709984083,Existing Customer,43,F,3,Unknown,Single,Less than $40K,Blue,36,2,2,2,3849,1281,2568,0.777,7930,90,0.607,0.333 +711854808,Attrited Customer,41,M,3,High School,Married,$120K +,Blue,32,2,2,1,34516,0,34516,0.965,4734,57,0.541,0 +822125283,Existing Customer,49,M,3,Uneducated,Married,$80K - $120K,Blue,45,2,1,1,4778,1351,3427,0.785,7590,74,0.682,0.283 +717340608,Existing Customer,51,F,3,High School,Single,Unknown,Gold,39,1,1,2,34516,1873,32643,0.629,7703,104,0.677,0.054 +711084183,Existing Customer,47,F,5,Uneducated,Unknown,$40K - $60K,Blue,42,2,2,3,5168,2265,2903,0.715,8211,80,0.818,0.438 +720891633,Attrited Customer,53,F,2,High School,Single,Less than $40K,Blue,46,6,1,2,3199,0,3199,1.047,4805,59,0.639,0 +719607183,Existing Customer,55,F,2,Graduate,Single,Unknown,Blue,42,2,3,2,21046,1631,19415,0.731,7653,95,0.638,0.077 +715839708,Existing Customer,51,M,1,Graduate,Married,$120K +,Blue,39,2,3,2,34516,2452,32064,0.707,7111,82,0.608,0.071 +717008358,Existing Customer,40,F,1,Unknown,Married,Less than $40K,Blue,36,1,2,2,6540,0,6540,0.723,7919,88,0.6,0 +769152783,Attrited Customer,60,F,2,High School,Single,Less than $40K,Blue,54,1,6,2,8141,1811,6330,1.043,5043,53,0.432,0.222 +788240358,Existing Customer,40,F,5,Graduate,Married,Unknown,Silver,24,2,1,2,33441,686,32755,0.761,8452,83,0.509,0.021 +716098683,Existing Customer,46,F,5,Graduate,Unknown,Unknown,Blue,36,2,3,1,5496,1816,3680,0.678,7985,93,0.603,0.33 +802675983,Existing Customer,42,F,3,Graduate,Married,Less than $40K,Blue,33,2,3,1,3794,1544,2250,0.72,7872,80,0.538,0.407 +712716108,Existing Customer,46,F,2,Graduate,Single,Less than $40K,Blue,36,1,1,1,5785,2130,3655,0.813,7950,86,0.593,0.368 +709238358,Existing Customer,51,F,0,Uneducated,Married,Unknown,Blue,39,1,3,2,19387,810,18577,0.746,7604,87,0.642,0.042 +708682908,Existing Customer,43,F,4,Unknown,Single,Unknown,Blue,28,2,2,1,2838,1934,904,0.873,8644,87,0.554,0.681 +812794983,Existing Customer,41,F,3,College,Married,Less than $40K,Blue,31,2,2,2,4086,1974,2112,0.775,7932,87,0.642,0.483 +708968733,Existing Customer,47,M,3,Uneducated,Married,$80K - $120K,Blue,38,1,3,2,31987,0,31987,0.814,7926,83,0.537,0 +779315508,Attrited Customer,43,M,4,Post-Graduate,Single,$40K - $60K,Blue,25,1,2,2,9043,1974,7069,1.027,4638,48,0.655,0.218 +740065833,Existing Customer,47,F,3,Graduate,Single,Less than $40K,Silver,40,1,2,2,11128,2517,8611,0.8,8526,93,0.661,0.226 +721063533,Existing Customer,51,M,2,Graduate,Single,$40K - $60K,Blue,41,1,3,3,3062,2058,1004,0.622,7289,75,0.705,0.672 +718189908,Existing Customer,44,F,4,Unknown,Unknown,$40K - $60K,Gold,31,2,2,3,23981,2135,21846,0.749,7885,86,0.564,0.089 +780064983,Existing Customer,44,M,1,Graduate,Married,$80K - $120K,Gold,29,2,1,3,34516,942,33574,0.75,7665,86,0.593,0.027 +770920908,Existing Customer,39,F,0,Unknown,Single,$40K - $60K,Silver,26,1,1,1,22054,1146,20908,0.842,8055,82,0.673,0.052 +718046433,Existing Customer,53,F,2,Graduate,Unknown,Less than $40K,Blue,35,1,2,3,2199,693,1506,0.654,7342,86,0.483,0.315 +711842508,Existing Customer,45,M,3,Uneducated,Unknown,$80K - $120K,Blue,33,2,3,3,9303,1580,7723,0.877,7825,87,0.45,0.17 +772869033,Existing Customer,47,M,3,Unknown,Single,$120K +,Gold,38,2,4,3,34516,1342,33174,0.69,7283,89,0.648,0.039 +715298808,Existing Customer,40,M,2,High School,Divorced,$40K - $60K,Blue,32,1,3,2,7566,1618,5948,0.72,7570,88,0.544,0.214 +708877458,Existing Customer,50,F,3,Uneducated,Married,Unknown,Blue,34,2,3,3,11343,0,11343,0.709,8027,94,0.679,0 +787496733,Existing Customer,47,F,2,Uneducated,Married,Unknown,Blue,35,2,1,1,15155,1287,13868,0.868,7724,79,0.58,0.085 +789469083,Existing Customer,55,M,2,Unknown,Single,$80K - $120K,Blue,46,2,1,1,10795,0,10795,0.855,7855,81,0.528,0 +709497108,Existing Customer,44,F,2,High School,Married,Less than $40K,Blue,36,2,1,0,6633,1322,5311,0.698,8396,106,0.738,0.199 +784819758,Existing Customer,54,F,1,Graduate,Single,Unknown,Blue,48,1,1,2,8572,2128,6444,0.821,7850,94,0.516,0.248 +720412308,Existing Customer,40,M,4,Unknown,Married,$80K - $120K,Blue,36,2,1,1,34516,2330,32186,0.693,7635,75,0.667,0.068 +719178183,Existing Customer,50,M,2,Graduate,Married,$80K - $120K,Silver,42,2,3,3,34516,2517,31999,0.759,8186,85,0.635,0.073 +789560433,Attrited Customer,49,M,3,Post-Graduate,Single,$60K - $80K,Blue,42,2,4,2,14895,0,14895,1.043,5147,53,0.559,0 +712931733,Existing Customer,49,F,4,Graduate,Single,Less than $40K,Blue,36,1,1,3,2636,1257,1379,0.661,7136,82,0.608,0.477 +714417183,Existing Customer,39,F,1,Uneducated,Unknown,Less than $40K,Blue,31,1,3,1,9511,2220,7291,0.712,7041,95,0.532,0.233 +771097683,Attrited Customer,43,M,2,High School,Single,$120K +,Blue,30,1,2,2,10896,2517,8379,1.028,4935,58,0.487,0.231 +713824983,Existing Customer,43,F,0,High School,Married,Less than $40K,Blue,35,1,1,0,8401,1085,7316,0.696,7697,98,0.508,0.129 +715360458,Existing Customer,45,F,3,Graduate,Divorced,Unknown,Blue,36,2,3,2,12406,1980,10426,0.791,8113,90,0.5,0.16 +711736083,Attrited Customer,47,F,4,College,Divorced,Unknown,Blue,36,4,3,3,6769,274,6495,0.998,4885,54,0.35,0.04 +714821433,Existing Customer,45,F,4,College,Married,Less than $40K,Blue,36,2,1,1,2737,0,2737,0.71,7587,80,0.569,0 +779263533,Existing Customer,34,F,2,Graduate,Unknown,Unknown,Silver,16,2,2,1,32292,1731,30561,0.751,7564,76,0.81,0.054 +773988708,Existing Customer,52,M,2,Uneducated,Married,$120K +,Silver,43,1,2,2,34516,1588,32928,0.745,7512,81,0.688,0.046 +719623083,Existing Customer,33,F,1,Doctorate,Unknown,Less than $40K,Gold,24,2,3,2,15987,1992,13995,0.739,8302,81,0.841,0.125 +718304583,Attrited Customer,43,M,2,Unknown,Married,$60K - $80K,Gold,33,1,3,2,34516,1085,33431,1.047,4805,54,0.588,0.031 +720198183,Existing Customer,42,M,5,College,Married,$40K - $60K,Blue,27,1,3,1,2437,1718,719,0.608,8028,77,0.54,0.705 +780545133,Existing Customer,49,M,3,Graduate,Single,$80K - $120K,Blue,36,2,3,1,4557,985,3572,0.592,7333,91,0.596,0.216 +711128433,Existing Customer,55,M,3,Uneducated,Single,$40K - $60K,Blue,36,1,3,3,10949,829,10120,0.749,7685,91,0.596,0.076 +789960783,Existing Customer,39,F,1,Graduate,Unknown,Less than $40K,Silver,30,1,2,3,10398,1630,8768,0.755,7702,81,0.688,0.157 +709556208,Existing Customer,40,F,3,College,Single,$40K - $60K,Silver,28,2,1,2,22361,1873,20488,0.701,7586,94,0.567,0.084 +712053033,Existing Customer,46,M,2,Unknown,Single,$80K - $120K,Blue,34,1,3,2,3841,1411,2430,0.785,8444,81,0.688,0.367 +794482158,Existing Customer,46,M,3,College,Single,$80K - $120K,Silver,32,2,1,3,34516,1954,32562,0.755,7594,69,0.725,0.057 +780450708,Attrited Customer,58,M,1,College,Single,$120K +,Silver,45,1,3,2,34516,0,34516,0.964,4864,48,0.548,0 +710016708,Existing Customer,44,F,3,Graduate,Married,Less than $40K,Silver,26,1,3,1,10877,1802,9075,0.706,7974,90,0.731,0.166 +709434408,Existing Customer,42,M,3,Unknown,Married,$40K - $60K,Blue,26,2,1,2,5848,1481,4367,0.711,8417,95,0.462,0.253 +778716783,Existing Customer,50,M,2,Unknown,Married,$60K - $80K,Blue,32,1,2,1,11552,1970,9582,0.705,7180,96,0.548,0.171 +712447758,Existing Customer,46,M,2,Graduate,Married,$80K - $120K,Blue,39,2,2,3,11901,2517,9384,0.781,7998,82,0.608,0.211 +779435883,Existing Customer,37,M,3,High School,Unknown,$80K - $120K,Blue,19,1,2,2,2273,0,2273,0.828,7899,79,0.646,0 +719918358,Existing Customer,57,F,3,Graduate,Unknown,Less than $40K,Blue,36,2,2,1,3082,2507,575,0.687,7787,89,0.508,0.813 +720474408,Existing Customer,52,M,2,Graduate,Single,$40K - $60K,Blue,41,1,2,2,9298,1898,7400,0.655,8427,87,0.776,0.204 +719401158,Existing Customer,62,F,0,Post-Graduate,Single,$40K - $60K,Blue,53,1,2,3,4136,0,4136,0.64,7739,97,0.59,0 +778430733,Existing Customer,45,M,5,High School,Unknown,$60K - $80K,Blue,25,1,5,1,12399,1461,10938,0.645,7855,82,0.414,0.118 +717583908,Existing Customer,57,M,1,High School,Single,$80K - $120K,Blue,45,1,6,1,15030,1395,13635,0.625,7603,81,0.588,0.093 +823519458,Existing Customer,44,F,3,Graduate,Married,Less than $40K,Blue,40,1,1,3,6441,2151,4290,0.64,7123,94,0.492,0.334 +712381683,Existing Customer,42,F,4,Unknown,Married,Unknown,Blue,36,1,4,2,7469,837,6632,0.828,8281,80,0.739,0.112 +716045508,Existing Customer,40,F,2,Unknown,Single,Less than $40K,Blue,36,2,2,3,3569,1054,2515,0.775,7963,85,0.574,0.295 +820936533,Existing Customer,47,M,3,Graduate,Unknown,Less than $40K,Blue,43,1,3,3,2781,1950,831,0.98,9331,93,0.5,0.701 +721227258,Existing Customer,51,M,1,Post-Graduate,Married,$120K +,Silver,31,2,5,2,34516,1991,32525,0.718,7520,79,0.681,0.058 +771304383,Existing Customer,45,F,3,High School,Married,Less than $40K,Blue,33,1,2,3,4174,2507,1667,0.832,7905,86,0.755,0.601 +717600483,Existing Customer,50,M,2,Unknown,Married,$60K - $80K,Blue,43,2,2,1,23223,628,22595,0.837,7358,87,0.642,0.027 +778865583,Existing Customer,46,M,3,Graduate,Married,Less than $40K,Blue,27,1,2,2,6954,1502,5452,0.624,7510,89,0.648,0.216 +709871658,Existing Customer,47,F,1,Unknown,Single,Less than $40K,Blue,36,2,3,3,7136,2345,4791,0.699,7729,86,0.654,0.329 +818280108,Existing Customer,43,F,4,High School,Single,Less than $40K,Blue,38,1,1,1,1820,0,1820,0.708,7714,91,0.596,0 +716350008,Existing Customer,52,M,1,Uneducated,Married,$40K - $60K,Blue,36,2,2,3,2937,1633,1304,0.857,8235,102,0.522,0.556 +778172583,Existing Customer,46,F,3,High School,Single,Less than $40K,Blue,36,1,3,2,6636,2399,4237,0.681,7023,86,0.654,0.362 +719121708,Existing Customer,41,M,2,Graduate,Married,$60K - $80K,Silver,31,2,3,3,31497,2192,29305,0.868,7685,92,0.533,0.07 +714342033,Attrited Customer,52,M,1,High School,Married,$120K +,Blue,34,2,3,1,34516,0,34516,1.038,4863,56,0.474,0 +788811558,Existing Customer,52,F,1,High School,Married,Less than $40K,Blue,35,1,3,3,1959,1022,937,0.78,7847,65,0.857,0.522 +788943333,Attrited Customer,51,M,3,Post-Graduate,Married,$80K - $120K,Silver,37,6,2,2,34516,989,33527,1.021,4810,55,0.341,0.029 +719258433,Existing Customer,49,M,5,Graduate,Single,$60K - $80K,Blue,42,2,1,3,7801,2018,5783,0.684,7561,91,0.685,0.259 +717895833,Existing Customer,55,M,3,College,Single,$120K +,Blue,44,2,2,3,6455,1837,4618,0.717,8001,99,0.707,0.285 +711550983,Existing Customer,46,M,1,Graduate,Divorced,$40K - $60K,Blue,37,1,2,2,11343,1175,10168,0.699,8313,107,0.672,0.104 +714077583,Attrited Customer,43,M,3,Post-Graduate,Married,$40K - $60K,Platinum,31,2,3,4,23981,593,23388,0.987,4758,65,0.512,0.025 +720939933,Attrited Customer,46,F,4,Unknown,Single,Less than $40K,Blue,33,5,3,5,2879,0,2879,1.031,4684,56,0.556,0 +716725008,Existing Customer,49,M,4,High School,Married,$80K - $120K,Blue,40,2,3,2,7667,2191,5476,0.682,7886,94,0.679,0.286 +788824083,Existing Customer,41,M,2,Uneducated,Single,$120K +,Blue,24,2,2,1,34516,1022,33494,0.743,8202,88,0.913,0.03 +716335983,Existing Customer,37,M,2,High School,Single,$80K - $120K,Blue,36,1,2,3,6713,1590,5123,0.847,7946,85,0.667,0.237 +719157933,Existing Customer,51,M,2,Uneducated,Married,$120K +,Blue,40,1,3,1,10984,1429,9555,0.751,7850,85,0.635,0.13 +716704158,Existing Customer,50,M,1,Doctorate,Married,$120K +,Blue,39,2,3,2,34516,2517,31999,0.778,8087,86,0.509,0.073 +716258358,Existing Customer,57,M,2,Uneducated,Single,$60K - $80K,Blue,36,1,1,3,23058,1534,21524,0.701,7009,82,0.708,0.067 +827904183,Existing Customer,40,M,4,Uneducated,Married,$120K +,Blue,36,2,2,2,17606,1377,16229,0.861,8104,83,0.627,0.078 +820394733,Existing Customer,52,M,0,College,Married,$120K +,Gold,47,2,1,1,34516,1464,33052,0.689,7690,87,0.673,0.042 +716574033,Existing Customer,45,F,3,High School,Divorced,$40K - $60K,Silver,36,2,2,2,18000,1829,16171,0.675,7149,86,0.623,0.102 +736786908,Existing Customer,48,F,2,College,Married,Less than $40K,Blue,41,2,2,2,5550,2517,3033,0.767,6984,85,0.545,0.454 +774099708,Existing Customer,39,F,3,High School,Single,Less than $40K,Blue,33,2,1,2,1621,0,1621,0.779,7400,86,0.686,0 +714282333,Existing Customer,49,F,4,College,Married,Less than $40K,Blue,36,1,1,2,3244,0,3244,0.765,7495,97,0.54,0 +717471933,Existing Customer,45,M,2,Unknown,Married,$40K - $60K,Blue,27,2,2,3,5800,1434,4366,0.715,8202,89,0.679,0.247 +818316108,Existing Customer,43,F,1,Graduate,Married,Less than $40K,Blue,38,2,2,1,2550,1421,1129,0.819,8063,72,0.714,0.557 +709838508,Existing Customer,45,M,3,Graduate,Divorced,$60K - $80K,Silver,31,2,1,3,34516,1509,33007,0.728,7167,91,0.625,0.044 +716212383,Attrited Customer,38,M,1,High School,Single,$120K +,Blue,30,5,3,3,10874,2415,8459,0.933,4619,59,0.372,0.222 +757667133,Attrited Customer,54,M,2,College,Single,$80K - $120K,Blue,47,2,2,2,13769,0,13769,1.058,4738,53,0.395,0 +794571108,Attrited Customer,39,M,2,Graduate,Divorced,$40K - $60K,Silver,23,5,2,3,17894,304,17590,0.965,4691,63,0.465,0.017 +711370458,Existing Customer,49,F,5,Graduate,Married,Less than $40K,Gold,38,1,2,2,15016,2016,13000,0.709,7685,84,0.527,0.134 +788528958,Existing Customer,45,M,4,Graduate,Single,$120K +,Blue,38,1,1,3,9036,0,9036,0.753,8356,79,0.681,0 +716745408,Existing Customer,54,M,1,High School,Single,$80K - $120K,Blue,36,1,2,3,12813,1998,10815,0.837,7803,81,0.688,0.156 +771752508,Existing Customer,40,F,3,Doctorate,Married,Less than $40K,Blue,29,1,1,1,4660,1844,2816,1.018,8571,84,0.647,0.396 +788916933,Existing Customer,49,M,5,College,Married,$60K - $80K,Gold,35,1,2,2,34516,1064,33452,0.796,8095,81,0.62,0.031 +714938733,Attrited Customer,48,M,1,Post-Graduate,Single,$80K - $120K,Blue,38,4,2,2,13174,0,13174,0.955,4890,49,0.485,0 +761818758,Existing Customer,43,M,1,Graduate,Single,Unknown,Blue,36,1,1,2,11210,1079,10131,0.651,7206,86,0.536,0.096 +714422058,Existing Customer,42,M,3,Graduate,Single,$120K +,Blue,36,1,2,3,31639,2446,29193,0.632,7119,86,0.564,0.077 +712191783,Existing Customer,49,M,4,High School,Married,$120K +,Gold,36,1,1,1,34516,1634,32882,0.768,7788,94,0.469,0.047 +716319258,Existing Customer,43,M,4,Uneducated,Single,$120K +,Blue,36,1,1,3,34516,1742,32774,0.661,7360,82,0.745,0.05 +719813058,Existing Customer,44,F,5,Unknown,Married,Less than $40K,Blue,34,2,1,3,2490,1235,1255,0.823,8065,88,0.76,0.496 +712351908,Existing Customer,45,M,3,High School,Unknown,$80K - $120K,Blue,34,1,2,3,26438,1655,24783,0.92,8029,81,0.723,0.063 +716742483,Existing Customer,38,F,1,Graduate,Single,Less than $40K,Blue,29,2,3,3,7504,1134,6370,0.67,7525,100,0.449,0.151 +708160008,Existing Customer,44,M,1,Uneducated,Married,$120K +,Blue,33,2,2,3,34516,1058,33458,0.734,7412,84,0.585,0.031 +709269708,Existing Customer,45,M,4,Graduate,Single,$120K +,Platinum,34,2,2,1,34516,1488,33028,0.732,7281,95,0.532,0.043 +779098308,Existing Customer,51,F,2,College,Married,Unknown,Blue,32,1,3,2,15048,2517,12531,0.666,7592,96,0.524,0.167 +717257658,Existing Customer,41,M,3,Graduate,Single,$80K - $120K,Blue,29,2,2,1,9357,1942,7415,0.8,7971,84,0.787,0.208 +775112958,Existing Customer,51,M,1,Unknown,Married,$60K - $80K,Blue,45,2,3,3,11548,0,11548,0.611,7781,72,0.895,0 +788812608,Existing Customer,56,F,2,Uneducated,Single,Less than $40K,Blue,39,1,2,3,8767,1684,7083,0.786,8066,79,0.549,0.192 +711002058,Existing Customer,42,M,4,Unknown,Single,$40K - $60K,Blue,33,1,3,1,5306,2410,2896,0.738,7437,94,0.709,0.454 +716199408,Attrited Customer,52,F,2,Graduate,Single,Unknown,Blue,41,2,3,3,3608,2517,1091,1.057,4907,53,0.559,0.698 +718100808,Existing Customer,49,F,1,Uneducated,Married,Less than $40K,Gold,37,2,3,1,15987,2065,13922,0.705,7395,100,0.562,0.129 +790051758,Attrited Customer,50,M,2,Graduate,Single,$120K +,Blue,42,2,1,2,31782,0,31782,1.056,4800,53,0.395,0 +772430733,Existing Customer,42,M,2,Graduate,Married,$120K +,Blue,32,1,1,1,34516,1440,33076,0.676,7168,88,0.571,0.042 +713460258,Existing Customer,45,F,0,Doctorate,Married,$40K - $60K,Silver,36,1,1,3,19107,933,18174,0.88,8987,89,0.561,0.049 +820036533,Existing Customer,50,M,4,Unknown,Married,$80K - $120K,Blue,45,2,1,3,34516,1466,33050,0.693,7223,87,0.611,0.042 +719785683,Existing Customer,41,M,4,Post-Graduate,Married,$80K - $120K,Blue,36,1,2,2,21751,1573,20178,0.878,8332,102,0.569,0.072 +711830433,Existing Customer,44,F,3,College,Single,Less than $40K,Blue,32,1,2,1,7926,1051,6875,0.729,7677,87,0.554,0.133 +807393558,Attrited Customer,51,M,4,Unknown,Single,$120K +,Silver,46,2,3,3,34516,1279,33237,1.02,4615,49,0.581,0.037 +718306308,Existing Customer,48,M,4,Graduate,Married,$80K - $120K,Blue,36,1,2,3,27984,1793,26191,0.754,8147,81,0.588,0.064 +772725408,Existing Customer,40,M,3,Uneducated,Divorced,$60K - $80K,Blue,30,2,3,2,24499,2517,21982,0.777,7667,84,0.527,0.103 +711183558,Existing Customer,49,M,0,High School,Single,$80K - $120K,Blue,39,2,1,3,2221,1291,930,0.785,8618,98,0.815,0.581 +720317658,Existing Customer,43,M,2,Graduate,Single,$80K - $120K,Blue,35,2,2,2,5858,961,4897,0.657,7916,82,0.708,0.164 +710596983,Existing Customer,51,M,1,Uneducated,Single,$80K - $120K,Blue,37,1,3,2,27318,2416,24902,0.917,7481,96,0.548,0.088 +716986458,Existing Customer,44,F,3,High School,Single,Unknown,Blue,36,1,3,2,9766,1575,8191,0.661,7605,101,0.603,0.161 +717382608,Existing Customer,59,M,1,Graduate,Single,$60K - $80K,Silver,36,2,2,2,26692,2517,24175,0.796,8780,86,0.654,0.094 +825767658,Existing Customer,49,M,2,Graduate,Single,$60K - $80K,Gold,45,2,3,1,34516,913,33603,0.698,7711,80,0.86,0.026 +717513933,Existing Customer,38,M,3,College,Single,$120K +,Blue,26,2,2,1,14938,0,14938,0.626,7385,90,0.429,0 +789186858,Existing Customer,52,M,2,Graduate,Married,$80K - $120K,Blue,41,2,5,1,33256,928,32328,0.694,7796,97,0.59,0.028 +717658758,Existing Customer,49,M,4,Graduate,Single,$120K +,Silver,36,2,2,2,34516,0,34516,0.622,7962,99,0.435,0 +715575258,Existing Customer,47,M,2,Graduate,Single,$40K - $60K,Blue,35,1,6,3,5791,1957,3834,0.654,7823,93,0.722,0.338 +714975633,Existing Customer,51,F,2,High School,Single,Unknown,Blue,36,2,1,2,2319,1347,972,0.722,7558,85,0.491,0.581 +715396983,Existing Customer,46,M,1,Uneducated,Married,$80K - $120K,Blue,36,2,3,2,17698,1769,15929,0.623,8056,95,0.583,0.1 +712624383,Existing Customer,52,M,4,College,Single,$80K - $120K,Silver,41,1,1,2,34516,1701,32815,0.715,7707,99,0.5,0.049 +721335558,Existing Customer,57,F,2,Graduate,Single,Less than $40K,Blue,36,1,2,3,6482,1686,4796,0.753,7544,101,0.629,0.26 +711167808,Attrited Customer,40,M,4,Unknown,Single,$60K - $80K,Blue,30,4,3,6,18975,0,18975,1.028,4803,65,0.548,0 +713761608,Existing Customer,44,M,3,Graduate,Divorced,$60K - $80K,Silver,34,2,3,3,34516,1652,32864,0.865,8450,90,0.579,0.048 +713367858,Existing Customer,47,M,3,Unknown,Single,$40K - $60K,Blue,36,2,2,2,2479,1748,731,0.831,8042,85,0.545,0.705 +710489583,Existing Customer,41,F,3,Graduate,Unknown,Less than $40K,Blue,36,1,1,1,4941,1040,3901,0.765,7631,91,0.596,0.21 +720422358,Existing Customer,42,M,1,Post-Graduate,Single,$60K - $80K,Gold,36,1,1,2,34516,2276,32240,0.767,7485,90,0.552,0.066 +772098858,Existing Customer,44,F,4,Uneducated,Married,Unknown,Blue,33,1,2,1,8230,1333,6897,0.692,7736,84,0.68,0.162 +789304983,Existing Customer,44,M,0,Unknown,Married,$40K - $60K,Silver,34,2,1,2,22226,1864,20362,0.864,8753,97,0.702,0.084 +779257233,Existing Customer,47,M,2,Uneducated,Single,$120K +,Blue,29,2,3,2,28852,1974,26878,0.713,7432,90,0.607,0.068 +717579258,Attrited Customer,36,M,1,Unknown,Unknown,$40K - $60K,Blue,36,2,3,3,6893,1462,5431,1.031,4782,50,0.351,0.212 +709418508,Existing Customer,45,M,2,Graduate,Married,$60K - $80K,Blue,35,1,2,3,7653,1693,5960,0.683,7508,93,0.576,0.221 +778439883,Existing Customer,50,M,1,High School,Unknown,$80K - $120K,Blue,31,1,2,2,26840,769,26071,0.609,7969,93,0.661,0.029 +716063583,Existing Customer,41,M,3,High School,Divorced,$60K - $80K,Blue,32,1,2,1,4549,2109,2440,0.953,8642,85,0.7,0.464 +716609433,Attrited Customer,55,M,2,High School,Divorced,$120K +,Blue,46,5,3,2,16828,2517,14311,1.059,4939,63,0.465,0.15 +721053633,Existing Customer,45,M,2,College,Single,$40K - $60K,Blue,31,2,2,1,6530,1425,5105,0.716,8904,101,0.656,0.218 +711559008,Existing Customer,40,F,4,Post-Graduate,Single,$40K - $60K,Blue,28,2,1,2,11642,1501,10141,0.935,9137,92,0.586,0.129 +718698558,Existing Customer,43,M,3,College,Single,$80K - $120K,Blue,34,2,2,2,5390,1324,4066,0.611,7739,106,0.472,0.246 +770190258,Existing Customer,49,F,3,Graduate,Married,Less than $40K,Blue,43,2,1,1,7037,0,7037,0.752,7678,93,0.691,0 +709008708,Existing Customer,47,M,3,College,Married,Less than $40K,Blue,34,2,1,2,8390,0,8390,0.8,8316,92,0.704,0 +823922208,Existing Customer,49,M,3,Unknown,Single,$60K - $80K,Blue,45,1,1,1,2122,1101,1021,0.711,7404,103,0.515,0.519 +718457058,Existing Customer,43,M,4,High School,Married,$40K - $60K,Blue,35,1,1,1,3442,2517,925,0.62,7801,74,0.644,0.731 +708472008,Existing Customer,44,F,3,Uneducated,Married,Less than $40K,Blue,36,2,3,3,6680,1839,4841,0.617,7632,95,0.532,0.275 +710395233,Existing Customer,42,F,2,Graduate,Single,Unknown,Silver,36,2,2,3,34516,1066,33450,0.846,8657,98,0.75,0.031 +716732958,Existing Customer,44,F,2,High School,Married,$40K - $60K,Blue,32,2,2,3,7244,2031,5213,0.724,7925,90,0.5,0.28 +780108408,Existing Customer,52,M,2,Graduate,Married,$80K - $120K,Blue,37,1,3,1,34516,1369,33147,0.764,7745,82,0.64,0.04 +720962208,Attrited Customer,42,M,2,Post-Graduate,Married,$60K - $80K,Blue,27,2,2,2,2476,2250,226,0.969,4659,48,0.6,0.909 +714019083,Existing Customer,40,F,1,Graduate,Married,Less than $40K,Blue,30,1,1,3,2019,803,1216,0.882,8426,102,0.478,0.398 +721225083,Existing Customer,54,F,2,Unknown,Divorced,Less than $40K,Blue,36,1,2,1,8758,1511,7247,0.674,7680,89,0.508,0.173 +819109308,Existing Customer,62,M,0,Graduate,Divorced,$60K - $80K,Blue,56,1,3,3,6103,2517,3586,0.74,8080,92,0.704,0.412 +721029858,Existing Customer,52,F,3,Graduate,Single,Less than $40K,Blue,36,2,1,2,2166,1458,708,0.712,8215,109,0.535,0.673 +716762733,Existing Customer,50,F,2,Doctorate,Single,Less than $40K,Blue,40,2,1,1,3449,1634,1815,0.776,8300,94,0.469,0.474 +710260983,Existing Customer,51,F,4,Graduate,Divorced,Less than $40K,Blue,36,2,3,2,2984,2512,472,0.861,8296,91,0.685,0.842 +793608258,Attrited Customer,54,F,3,Graduate,Single,Less than $40K,Silver,48,1,5,2,13432,0,13432,0.918,4909,50,0.316,0 +719677758,Existing Customer,39,F,1,Unknown,Married,$40K - $60K,Blue,36,2,1,3,10830,2184,8646,0.907,8814,88,0.725,0.202 +771411408,Attrited Customer,50,M,1,Post-Graduate,Unknown,$80K - $120K,Blue,38,2,3,4,2673,0,2673,1.043,4929,54,0.459,0 +794191008,Existing Customer,46,M,2,College,Married,$120K +,Blue,40,1,2,2,34516,1649,32867,0.741,7552,87,0.611,0.048 +708905733,Existing Customer,45,M,5,Uneducated,Single,$60K - $80K,Blue,32,1,2,1,20633,1989,18644,0.67,7570,91,0.655,0.096 +788327358,Existing Customer,61,M,1,Graduate,Single,Unknown,Blue,54,1,1,3,9070,2097,6973,0.801,8440,102,0.7,0.231 +751974258,Existing Customer,51,M,3,Unknown,Unknown,$120K +,Blue,44,2,2,3,11954,0,11954,0.779,7345,93,0.55,0 +805516608,Existing Customer,50,M,1,Graduate,Married,$80K - $120K,Silver,45,2,1,3,34516,925,33591,0.771,7755,84,0.68,0.027 +720006333,Attrited Customer,48,M,2,College,Divorced,$80K - $120K,Blue,40,4,3,3,4479,0,4479,0.89,4520,63,0.37,0 +780114558,Existing Customer,50,M,1,High School,Married,Less than $40K,Blue,35,2,1,3,3968,2264,1704,1.098,12535,118,0.815,0.571 +713090658,Existing Customer,58,F,2,Uneducated,Single,Unknown,Blue,44,1,2,2,2599,1407,1192,0.727,8061,98,0.531,0.541 +718889508,Existing Customer,46,M,2,College,Divorced,$60K - $80K,Blue,37,1,3,1,10074,1223,8851,0.955,8256,99,0.623,0.121 +824799108,Existing Customer,46,F,3,High School,Married,$40K - $60K,Blue,42,2,2,1,10901,1874,9027,0.608,7498,90,0.5,0.172 +788618208,Existing Customer,42,F,5,Unknown,Single,Less than $40K,Blue,30,2,3,3,8325,0,8325,0.823,8198,90,0.915,0 +713133258,Existing Customer,38,M,3,Unknown,Single,$80K - $120K,Silver,36,2,2,3,34516,2008,32508,0.858,8872,86,0.593,0.058 +717370533,Existing Customer,40,M,3,Post-Graduate,Single,$120K +,Blue,26,1,2,1,34516,2088,32428,0.627,6453,89,0.589,0.06 +720425508,Existing Customer,43,M,5,Graduate,Single,$80K - $120K,Blue,36,1,1,3,7196,696,6500,0.839,8689,93,0.898,0.097 +712948383,Existing Customer,48,M,4,Graduate,Married,$60K - $80K,Gold,36,1,6,1,34516,0,34516,0.72,7396,100,0.562,0 +712839633,Existing Customer,38,M,2,Uneducated,Single,$80K - $120K,Blue,22,2,1,3,34516,1595,32921,0.824,8871,97,0.764,0.046 +820330008,Existing Customer,46,M,5,High School,Married,$120K +,Blue,42,1,1,3,32926,1540,31386,0.862,8231,98,0.556,0.047 +826150608,Existing Customer,44,M,4,Uneducated,Unknown,$40K - $60K,Silver,40,1,1,2,18072,1378,16694,0.73,8199,98,0.75,0.076 +779187783,Existing Customer,50,M,2,Unknown,Single,$80K - $120K,Blue,38,2,3,1,24533,1813,22720,0.745,8436,77,0.878,0.074 +720809358,Existing Customer,39,M,1,College,Unknown,$40K - $60K,Blue,32,1,1,3,4874,2317,2557,0.854,7776,98,0.782,0.475 +714054408,Existing Customer,50,M,3,College,Unknown,$60K - $80K,Blue,42,1,2,3,12889,1822,11067,0.88,8272,79,0.837,0.141 +789827208,Existing Customer,41,F,5,Graduate,Married,Less than $40K,Blue,31,2,3,1,7531,1692,5839,0.771,7768,92,0.878,0.225 +718308558,Existing Customer,49,F,4,Graduate,Divorced,Less than $40K,Blue,37,2,6,1,1838,1155,683,0.742,7688,93,0.409,0.628 +801064833,Existing Customer,42,M,3,Graduate,Married,$80K - $120K,Blue,36,1,1,2,30117,2129,27988,0.769,7930,91,0.542,0.071 +719838558,Existing Customer,46,M,2,Uneducated,Single,$60K - $80K,Blue,35,1,1,1,5131,1484,3647,0.75,7432,92,0.559,0.289 +714510483,Existing Customer,44,M,3,Graduate,Single,$80K - $120K,Gold,36,2,3,3,34516,2517,31999,0.703,7640,87,0.582,0.073 +718246458,Existing Customer,53,M,3,Graduate,Single,$80K - $120K,Blue,45,2,1,2,24262,1984,22278,0.805,8241,105,0.75,0.082 +710822808,Existing Customer,51,M,0,College,Single,$80K - $120K,Blue,33,1,3,1,34516,1228,33288,0.747,7854,89,0.648,0.036 +791730183,Attrited Customer,38,F,2,College,Unknown,Less than $40K,Blue,32,2,2,6,7385,1817,5568,1.029,5070,50,0.389,0.246 +709722858,Existing Customer,50,M,1,Graduate,Married,$60K - $80K,Blue,37,2,2,2,20708,1357,19351,0.852,8503,88,0.571,0.066 +712582983,Attrited Customer,47,F,3,Graduate,Married,Less than $40K,Silver,36,4,3,1,14057,1381,12676,1.039,4729,54,0.742,0.098 +714999483,Existing Customer,38,M,4,Uneducated,Unknown,$80K - $120K,Silver,36,2,1,2,34516,1132,33384,0.84,9389,106,0.797,0.033 +711388458,Existing Customer,45,M,3,High School,Married,$60K - $80K,Blue,36,2,5,1,17072,1519,15553,0.831,8591,99,0.707,0.089 +796174983,Existing Customer,52,M,2,High School,Single,$80K - $120K,Blue,46,2,3,3,25737,1168,24569,0.718,7722,94,0.469,0.045 +712918083,Existing Customer,44,F,1,Unknown,Single,Less than $40K,Blue,33,1,3,1,2211,768,1443,0.745,7527,88,0.66,0.347 +715459158,Existing Customer,35,F,4,High School,Unknown,Unknown,Blue,26,2,1,2,16950,0,16950,0.625,7821,97,0.672,0 +712687083,Existing Customer,44,M,3,Graduate,Married,$60K - $80K,Blue,24,1,1,3,15043,0,15043,0.649,7234,83,0.694,0 +713003358,Attrited Customer,40,M,3,Graduate,Single,$80K - $120K,Blue,30,2,2,2,29338,159,29179,1.017,4983,40,0.379,0.005 +812443458,Existing Customer,57,M,4,Graduate,Single,$120K +,Blue,52,2,3,2,25808,0,25808,0.712,7794,94,0.843,0 +712984983,Existing Customer,43,F,2,Unknown,Married,Less than $40K,Blue,30,1,3,2,2248,1853,395,0.666,7739,101,0.906,0.824 +708826158,Existing Customer,45,F,4,Uneducated,Divorced,$40K - $60K,Blue,27,2,2,1,3670,1684,1986,0.675,8608,100,0.515,0.459 +788725608,Existing Customer,44,F,3,Graduate,Single,Less than $40K,Blue,17,1,2,3,8861,1149,7712,0.718,8387,102,0.759,0.13 +717559533,Existing Customer,47,M,3,Graduate,Married,$120K +,Silver,42,1,3,1,34516,1161,33355,0.74,8212,100,0.695,0.034 +720443358,Existing Customer,50,M,2,Unknown,Married,$60K - $80K,Blue,36,1,3,1,8014,1250,6764,0.667,6950,84,0.585,0.156 +806694333,Existing Customer,44,F,4,Unknown,Married,Less than $40K,Blue,39,1,1,1,2771,1779,992,0.841,8268,73,0.698,0.642 +709770408,Existing Customer,51,M,2,Graduate,Married,$120K +,Silver,36,1,1,2,34516,1702,32814,0.705,8652,98,0.849,0.049 +718259433,Attrited Customer,45,F,3,High School,Married,Unknown,Blue,40,1,4,2,8383,0,8383,1.036,5460,63,0.853,0 +770705208,Existing Customer,44,F,2,Unknown,Single,Less than $40K,Gold,30,1,3,3,15365,630,14735,0.807,7890,91,0.685,0.041 +720655833,Attrited Customer,48,F,4,High School,Married,Less than $40K,Blue,30,2,3,2,2913,0,2913,1.058,4955,56,0.806,0 +797898858,Existing Customer,40,F,2,Uneducated,Single,Less than $40K,Blue,34,1,2,1,4748,2085,2663,0.615,7288,88,0.6,0.439 +779548008,Existing Customer,50,M,2,Graduate,Single,$80K - $120K,Silver,35,1,2,3,34516,0,34516,0.742,7745,83,0.729,0 +718388733,Existing Customer,38,F,1,College,Unknown,Less than $40K,Blue,32,2,3,3,2609,1259,1350,0.871,8677,96,0.627,0.483 +711742758,Attrited Customer,43,F,5,College,Single,$40K - $60K,Blue,32,2,3,1,11508,0,11508,1.005,5242,74,0.574,0 +757863258,Existing Customer,45,F,4,Graduate,Unknown,Less than $40K,Blue,38,2,2,1,2396,887,1509,0.604,7480,84,0.787,0.37 +711947358,Existing Customer,49,M,4,Uneducated,Married,$120K +,Blue,38,2,3,1,18991,1208,17783,0.727,7716,83,0.804,0.064 +712157958,Attrited Customer,44,M,3,High School,Married,$80K - $120K,Blue,36,1,3,2,10908,0,10908,0.983,4883,42,0.5,0 +814760358,Existing Customer,53,M,3,Graduate,Unknown,$40K - $60K,Blue,48,2,2,2,14627,1997,12630,0.718,7766,82,0.745,0.137 +710192283,Existing Customer,46,M,4,Post-Graduate,Married,$40K - $60K,Blue,36,1,2,2,2219,1180,1039,0.768,8686,91,0.625,0.532 +718977483,Existing Customer,56,M,4,Graduate,Single,$80K - $120K,Blue,46,2,3,1,25736,1388,24348,0.743,7209,91,0.596,0.054 +712129158,Existing Customer,63,M,0,Uneducated,Single,$60K - $80K,Blue,36,2,3,1,7997,1096,6901,0.716,7747,104,0.651,0.137 +714880533,Existing Customer,40,M,5,Graduate,Single,$40K - $60K,Blue,36,2,2,3,2849,1741,1108,0.791,8669,99,0.768,0.611 +808287408,Existing Customer,45,M,5,Graduate,Married,$80K - $120K,Blue,40,1,2,0,29227,1151,28076,0.73,8420,100,0.852,0.039 +709619433,Existing Customer,52,M,2,Doctorate,Married,$120K +,Blue,44,1,2,2,34516,1382,33134,0.856,8604,108,0.714,0.04 +708881583,Existing Customer,50,M,2,Uneducated,Married,$40K - $60K,Blue,43,1,3,1,12458,1332,11126,0.68,8752,95,0.863,0.107 +711332883,Attrited Customer,62,M,1,High School,Single,$60K - $80K,Blue,46,2,3,3,7547,2477,5070,1.021,5294,73,0.698,0.328 +717696333,Attrited Customer,44,M,4,Unknown,Married,$120K +,Blue,36,4,3,3,34516,0,34516,1.043,5425,60,0.875,0 +820587258,Existing Customer,45,F,4,Graduate,Married,Less than $40K,Silver,40,2,5,2,10677,0,10677,0.905,8637,94,0.808,0 +768733533,Existing Customer,53,M,5,Uneducated,Unknown,$80K - $120K,Blue,47,2,3,2,2340,1612,728,0.696,8851,88,0.833,0.689 +779779083,Existing Customer,38,F,3,High School,Single,$40K - $60K,Gold,26,2,2,1,23981,0,23981,0.741,7872,103,0.635,0 +720735408,Existing Customer,44,F,4,Doctorate,Married,$40K - $60K,Blue,30,1,3,1,6329,1643,4686,0.706,8514,109,0.73,0.26 +819160158,Existing Customer,42,M,3,Uneducated,Married,$40K - $60K,Blue,37,2,3,3,4960,1724,3236,0.879,8218,88,0.913,0.348 +804601833,Existing Customer,44,M,2,High School,Unknown,$60K - $80K,Silver,39,1,2,3,34516,1601,32915,0.686,7491,86,0.72,0.046 +714823308,Existing Customer,55,F,3,College,Single,Less than $40K,Gold,35,2,3,3,15987,1973,14014,0.705,7345,98,0.463,0.123 +711577458,Existing Customer,52,F,1,Uneducated,Single,Less than $40K,Blue,36,2,2,1,3244,1855,1389,0.7,8087,95,0.792,0.572 +787539333,Existing Customer,48,M,4,Graduate,Married,$60K - $80K,Blue,37,1,2,3,7298,2517,4781,0.838,7973,88,0.692,0.345 +716806383,Existing Customer,48,M,4,Graduate,Married,$80K - $120K,Blue,40,1,1,3,28307,1506,26801,0.818,9042,122,0.605,0.053 +812230308,Existing Customer,47,M,2,Graduate,Married,$40K - $60K,Blue,42,2,3,3,2430,1657,773,0.659,8444,100,0.449,0.682 +778420383,Existing Customer,49,M,1,Graduate,Married,$120K +,Blue,29,2,3,2,7650,2045,5605,0.891,8609,109,0.758,0.267 +774012933,Existing Customer,47,F,3,College,Divorced,$40K - $60K,Blue,41,1,2,1,6443,2073,4370,0.8,9277,92,0.769,0.322 +718756533,Existing Customer,47,M,2,Uneducated,Married,$80K - $120K,Blue,41,1,2,1,13356,1497,11859,0.753,8963,105,0.694,0.112 +812224983,Existing Customer,56,M,2,Graduate,Single,$120K +,Blue,51,1,1,2,4675,1340,3335,0.68,8037,100,0.852,0.287 +714284358,Existing Customer,61,M,1,Uneducated,Single,$40K - $60K,Blue,52,2,1,1,2177,1329,848,0.647,7037,82,0.745,0.61 +709530408,Existing Customer,45,M,4,Doctorate,Single,$120K +,Gold,36,1,3,1,34516,1411,33105,0.701,8007,96,0.778,0.041 +750690258,Existing Customer,49,F,2,Graduate,Married,Less than $40K,Blue,39,2,3,3,2821,1995,826,0.62,8220,103,0.635,0.707 +716283108,Existing Customer,44,F,4,Uneducated,Married,Less than $40K,Blue,36,2,2,3,6769,1133,5636,0.743,7986,88,0.6,0.167 +718353633,Attrited Customer,50,M,1,Post-Graduate,Unknown,$80K - $120K,Gold,36,2,3,2,34516,0,34516,1.032,5547,75,0.744,0 +718528833,Existing Customer,51,M,1,High School,Married,$120K +,Blue,43,2,3,2,30172,1825,28347,0.8,8879,101,0.578,0.06 +718006608,Existing Customer,44,F,5,Uneducated,Single,Less than $40K,Blue,36,1,3,1,7742,1163,6579,0.729,9081,100,0.852,0.15 +710569233,Existing Customer,46,M,3,Unknown,Single,$80K - $120K,Blue,35,2,1,1,11814,1440,10374,0.798,9185,100,0.695,0.122 +718694658,Existing Customer,41,M,4,Unknown,Married,$80K - $120K,Blue,32,2,1,3,28687,1607,27080,0.748,7523,90,0.636,0.056 +779293308,Existing Customer,51,M,4,Graduate,Married,$60K - $80K,Silver,33,1,3,3,25653,2059,23594,0.702,8305,103,0.746,0.08 +718276758,Existing Customer,52,F,1,Graduate,Single,$40K - $60K,Blue,40,2,1,2,4705,890,3815,0.723,8226,97,0.644,0.189 +712654233,Existing Customer,39,M,3,High School,Married,$80K - $120K,Blue,27,1,3,1,19150,1093,18057,0.716,8327,85,0.545,0.057 +719296383,Existing Customer,38,M,2,High School,Single,$60K - $80K,Gold,18,1,2,3,34516,1494,33022,0.588,7885,85,0.635,0.043 +808279158,Existing Customer,51,M,3,Graduate,Married,$80K - $120K,Blue,46,1,3,1,11765,1429,10336,0.817,8914,99,0.768,0.121 +780497958,Existing Customer,41,M,3,High School,Divorced,$80K - $120K,Blue,28,1,3,3,16627,2118,14509,0.589,7996,99,0.597,0.127 +715519983,Existing Customer,43,M,2,Post-Graduate,Married,$60K - $80K,Blue,34,1,1,3,13553,1448,12105,0.925,8751,94,0.808,0.107 +708568983,Existing Customer,40,M,3,High School,Married,$60K - $80K,Blue,28,2,3,1,11476,2365,9111,0.65,8110,113,0.766,0.206 +823648983,Existing Customer,58,M,1,Uneducated,Single,$80K - $120K,Blue,54,1,3,1,5182,1459,3723,0.72,7960,112,0.697,0.282 +789412458,Attrited Customer,44,M,2,Post-Graduate,Married,$60K - $80K,Blue,34,6,3,4,23026,2517,20509,1.032,4909,52,0.625,0.109 +716837508,Existing Customer,48,M,4,Graduate,Married,$60K - $80K,Blue,37,2,2,1,18477,0,18477,0.771,8695,95,0.583,0 +711249858,Attrited Customer,49,M,4,Unknown,Married,$80K - $120K,Blue,38,2,3,2,29890,0,29890,0.64,3315,47,0.382,0 +712009083,Existing Customer,48,M,3,Unknown,Unknown,$60K - $80K,Blue,36,2,1,2,8290,1030,7260,0.87,8980,93,0.755,0.124 +720522633,Existing Customer,44,M,3,College,Married,$40K - $60K,Silver,36,2,1,2,16199,1533,14666,0.855,8150,106,0.631,0.095 +713071383,Existing Customer,54,F,1,Unknown,Single,Unknown,Blue,36,1,3,3,3723,1728,1995,0.595,8554,99,0.678,0.464 +712938258,Existing Customer,45,M,2,Graduate,Single,Less than $40K,Silver,32,2,1,3,12695,1613,11082,0.852,8328,94,0.843,0.127 +719071158,Attrited Customer,54,F,0,Graduate,Single,Unknown,Platinum,38,2,2,2,34516,0,34516,0.695,3901,54,0.421,0 +709046958,Existing Customer,46,M,2,Unknown,Married,$60K - $80K,Silver,39,2,1,1,30379,2175,28204,0.67,9059,100,0.562,0.072 +708748833,Existing Customer,37,F,3,Graduate,Single,$40K - $60K,Blue,25,2,2,3,9875,1239,8636,0.939,8920,105,0.694,0.125 +711364233,Existing Customer,41,M,4,Unknown,Married,$60K - $80K,Platinum,26,1,1,2,34516,1559,32957,0.759,8888,104,0.763,0.045 +712645908,Existing Customer,43,M,2,High School,Married,$60K - $80K,Blue,37,1,3,3,2600,2047,553,0.749,8804,111,0.682,0.787 +708428958,Existing Customer,39,M,2,Unknown,Single,$80K - $120K,Gold,33,1,3,2,34516,0,34516,0.724,9179,113,0.766,0 +719714658,Attrited Customer,61,M,0,Post-Graduate,Single,$60K - $80K,Blue,43,5,3,2,12218,0,12218,1.005,5272,62,0.59,0 +720874983,Existing Customer,51,M,3,Uneducated,Married,$80K - $120K,Silver,37,1,2,1,34516,0,34516,0.814,8736,97,0.702,0 +719180958,Existing Customer,48,F,2,Uneducated,Divorced,$40K - $60K,Silver,39,2,2,2,21754,0,21754,0.83,9105,104,0.763,0 +710360583,Existing Customer,46,M,2,Uneducated,Single,$60K - $80K,Blue,35,1,1,0,8396,604,7792,0.827,8329,101,0.656,0.072 +823848183,Existing Customer,39,F,1,Unknown,Single,Less than $40K,Platinum,35,1,2,3,15987,1494,14493,0.731,8438,92,0.84,0.093 +783121008,Existing Customer,55,F,0,Graduate,Single,Less than $40K,Silver,49,1,2,3,12094,1870,10224,0.845,8285,106,0.738,0.155 +789529158,Existing Customer,44,M,4,High School,Single,$60K - $80K,Blue,36,1,1,3,2946,743,2203,0.827,8553,88,0.872,0.252 +708500883,Existing Customer,48,M,2,Uneducated,Single,$40K - $60K,Silver,40,2,3,2,17812,0,17812,0.75,8379,106,0.606,0 +811965558,Existing Customer,46,F,4,College,Single,$40K - $60K,Blue,41,2,3,3,13743,0,13743,0.947,9406,106,0.767,0 +714383583,Existing Customer,39,F,2,Unknown,Single,$40K - $60K,Gold,36,5,3,3,23981,1696,22285,0.837,8646,97,0.902,0.071 +809425533,Existing Customer,45,F,2,Uneducated,Divorced,$40K - $60K,Silver,40,5,2,2,15785,1174,14611,0.732,8097,105,0.842,0.074 +716858433,Attrited Customer,43,F,4,Graduate,Single,Less than $40K,Blue,32,4,3,1,3015,0,3015,1.058,5372,75,0.596,0 +812534958,Existing Customer,40,F,3,High School,Married,$40K - $60K,Silver,34,2,2,2,19000,1568,17432,0.688,8443,97,0.865,0.083 +714052158,Attrited Customer,49,M,2,High School,Married,$120K +,Blue,39,2,3,2,11714,949,10765,1.036,5366,68,0.659,0.081 +780200208,Existing Customer,39,F,2,Unknown,Single,$40K - $60K,Blue,29,2,2,2,11135,1563,9572,0.746,8777,112,0.778,0.14 +711458583,Existing Customer,47,M,2,College,Married,$60K - $80K,Silver,35,2,1,1,34516,1349,33167,0.674,8582,106,0.767,0.039 +826451433,Existing Customer,42,M,4,Graduate,Single,$80K - $120K,Silver,38,2,1,3,34516,2273,32243,0.86,8502,103,0.717,0.066 +719740983,Existing Customer,44,F,1,Unknown,Divorced,Less than $40K,Silver,34,1,1,3,13259,866,12393,0.81,8998,102,0.672,0.065 +709019283,Existing Customer,47,M,1,College,Married,$80K - $120K,Blue,39,2,3,1,5660,2210,3450,0.583,7867,100,0.695,0.39 +710213508,Existing Customer,63,M,1,High School,Single,$60K - $80K,Blue,54,2,3,3,23355,1061,22294,0.864,8634,95,0.9,0.045 +710814633,Existing Customer,49,M,2,Uneducated,Married,$80K - $120K,Blue,31,1,5,3,20734,2517,18217,0.888,8888,103,0.717,0.121 +775267158,Existing Customer,43,F,3,Graduate,Married,$40K - $60K,Blue,37,2,1,3,2476,1396,1080,0.838,8785,111,0.609,0.564 +712268808,Existing Customer,55,M,4,Graduate,Single,$120K +,Silver,36,2,2,3,34516,2443,32073,0.827,8765,105,0.721,0.071 +720178158,Attrited Customer,46,F,4,High School,Unknown,Less than $40K,Blue,37,5,3,3,7552,0,7552,1.047,5537,63,0.853,0 +779805408,Existing Customer,42,M,3,Unknown,Married,Less than $40K,Silver,31,1,1,1,14630,0,14630,0.752,8217,99,0.65,0 +710958933,Attrited Customer,43,M,3,Graduate,Single,$40K - $60K,Blue,35,5,3,2,6080,787,5293,0.975,4866,56,0.647,0.129 +720698883,Attrited Customer,51,M,1,High School,Single,$80K - $120K,Blue,38,2,3,3,28605,0,28605,1.054,5524,67,0.718,0 +780384483,Attrited Customer,49,M,4,Unknown,Unknown,$80K - $120K,Blue,39,2,2,2,2886,925,1961,0.946,5481,58,0.758,0.321 +714190983,Attrited Customer,51,F,2,Graduate,Single,Unknown,Platinum,32,2,3,3,34516,531,33985,0.98,5418,65,0.711,0.015 +713808633,Existing Customer,31,F,0,Uneducated,Divorced,Less than $40K,Silver,23,2,2,1,10850,1873,8977,0.995,13794,127,0.789,0.173 +710295858,Existing Customer,43,M,4,Graduate,Divorced,$80K - $120K,Blue,32,2,1,2,24244,1649,22595,0.776,8074,84,0.647,0.068 +713209308,Existing Customer,59,M,0,Graduate,Single,$60K - $80K,Blue,46,2,3,2,17218,1829,15389,0.638,7971,97,0.83,0.106 +788709408,Existing Customer,41,F,2,Unknown,Married,Unknown,Blue,21,2,3,1,14746,0,14746,0.857,14771,127,0.628,0 +717757608,Existing Customer,53,M,2,College,Single,$120K +,Gold,36,2,1,1,34516,1051,33465,0.863,8938,114,0.676,0.03 +715300683,Existing Customer,39,M,1,Uneducated,Single,$80K - $120K,Blue,36,1,1,3,34458,846,33612,0.817,8271,94,0.88,0.025 +711436983,Existing Customer,57,M,3,Unknown,Single,$120K +,Silver,49,1,2,1,34516,2517,31999,0.693,8596,102,0.672,0.073 +789582483,Existing Customer,60,M,1,High School,Divorced,$40K - $60K,Blue,53,2,3,3,9369,1813,7556,0.658,7699,101,0.629,0.194 +790168083,Existing Customer,51,M,0,High School,Unknown,$80K - $120K,Blue,44,2,2,3,22741,2176,20565,0.689,8438,100,0.887,0.096 +742865883,Attrited Customer,46,F,3,Unknown,Single,$40K - $60K,Blue,39,4,3,3,9110,2517,6593,1.052,5290,69,0.816,0.276 +770848308,Existing Customer,45,M,2,Graduate,Married,$60K - $80K,Platinum,31,2,2,1,34516,1308,33208,0.746,8773,105,0.78,0.038 +713486583,Existing Customer,41,M,3,Graduate,Married,$60K - $80K,Blue,29,2,2,1,17277,2151,15126,0.701,8838,97,0.732,0.125 +708697983,Existing Customer,56,M,0,High School,Unknown,$120K +,Blue,49,2,2,2,34516,2156,32360,0.698,8766,78,0.814,0.062 +823539558,Existing Customer,39,F,3,Uneducated,Single,Unknown,Silver,35,2,2,3,33565,1627,31938,0.66,8360,94,0.843,0.048 +711339258,Existing Customer,49,F,3,Graduate,Single,$40K - $60K,Silver,36,1,3,1,20176,2219,17957,0.693,8255,86,0.911,0.11 +781171908,Existing Customer,45,M,3,Graduate,Single,$40K - $60K,Blue,38,1,3,1,3751,1869,1882,0.926,9497,106,0.71,0.498 +815582358,Existing Customer,47,F,5,Unknown,Unknown,Less than $40K,Blue,42,2,1,2,2519,1584,935,0.76,8852,95,0.759,0.629 +755212608,Attrited Customer,50,M,2,Unknown,Married,$40K - $60K,Blue,43,4,3,3,13067,0,13067,1.061,5468,71,0.775,0 +716486508,Attrited Customer,45,F,3,High School,Married,$40K - $60K,Blue,37,6,2,2,3399,0,3399,0.991,5529,78,0.66,0 +771674958,Existing Customer,45,M,2,High School,Married,$40K - $60K,Blue,33,1,3,3,11529,1823,9706,0.727,8135,97,0.702,0.158 +787909158,Existing Customer,40,F,3,Graduate,Divorced,Less than $40K,Blue,31,1,3,2,8694,1117,7577,0.842,9523,105,0.694,0.128 +717140733,Existing Customer,52,F,1,Graduate,Single,Less than $40K,Blue,36,1,3,3,6616,831,5785,0.707,9065,85,0.735,0.126 +799468083,Existing Customer,51,M,2,Graduate,Married,$40K - $60K,Blue,45,2,2,2,11467,1146,10321,1.018,14373,97,0.764,0.1 +718993533,Existing Customer,44,M,2,Graduate,Unknown,$80K - $120K,Blue,37,2,3,0,15821,1334,14487,0.81,8927,103,0.635,0.084 +713870958,Existing Customer,56,F,3,Uneducated,Single,Unknown,Platinum,46,2,3,2,34516,0,34516,0.887,8416,93,0.632,0 +709171308,Existing Customer,30,M,1,High School,Married,$60K - $80K,Blue,16,1,3,3,15795,1742,14053,1.022,13173,96,0.846,0.11 +798553158,Attrited Customer,62,F,1,Graduate,Single,Less than $40K,Blue,56,1,2,1,3109,0,3109,1.054,5470,72,0.674,0 +720819858,Existing Customer,47,F,4,Post-Graduate,Single,Less than $40K,Blue,27,1,2,2,8837,2517,6320,0.618,8210,100,0.754,0.285 +815078433,Existing Customer,42,F,4,Unknown,Married,Less than $40K,Blue,37,2,1,3,6551,1718,4833,1.207,13363,99,0.623,0.262 +710924658,Existing Customer,52,F,2,High School,Single,$40K - $60K,Blue,36,1,2,2,2540,1093,1447,0.783,9339,99,0.737,0.43 +709883883,Existing Customer,46,F,4,Uneducated,Divorced,Unknown,Blue,34,2,3,1,8110,1549,6561,0.808,8033,94,0.649,0.191 +718650258,Existing Customer,54,F,3,Graduate,Single,Unknown,Blue,47,2,3,1,6146,2210,3936,0.905,12956,97,0.796,0.36 +711613308,Attrited Customer,58,M,2,Unknown,Single,$60K - $80K,Blue,48,2,1,2,2236,710,1526,0.434,2562,38,0.462,0.318 +718558758,Attrited Customer,34,M,1,Unknown,Single,$80K - $120K,Blue,22,1,2,2,3711,1413,2298,0.175,3922,51,0.645,0.381 +718504233,Attrited Customer,43,F,4,Uneducated,Married,Less than $40K,Blue,30,2,2,3,2082,1794,288,0.735,3423,48,0.92,0.862 +709108533,Existing Customer,49,M,4,Graduate,Married,$80K - $120K,Blue,29,2,2,3,9959,2216,7743,0.747,15139,90,0.837,0.223 +713236458,Existing Customer,55,M,4,Unknown,Single,$60K - $80K,Blue,48,2,2,3,18980,2517,16463,0.655,8295,113,0.687,0.133 +714352533,Existing Customer,47,F,3,Graduate,Married,$40K - $60K,Silver,29,1,2,2,15472,865,14607,0.756,14132,103,0.746,0.056 +717353433,Existing Customer,50,F,2,Unknown,Single,Unknown,Blue,42,1,3,3,21498,1542,19956,0.759,13015,104,0.857,0.072 +813804783,Attrited Customer,41,F,1,High School,Single,$40K - $60K,Blue,36,4,3,3,2667,0,2667,0.494,4399,54,0.862,0 +771062733,Existing Customer,44,F,2,Graduate,Single,Less than $40K,Blue,31,1,2,1,4291,1285,3006,0.846,15511,101,0.629,0.299 +715649358,Attrited Customer,39,M,2,College,Married,$60K - $80K,Blue,26,1,2,2,3879,0,3879,0.928,7786,81,0.929,0 +713552958,Existing Customer,43,M,5,Graduate,Unknown,$60K - $80K,Blue,28,1,3,1,12773,1637,11136,0.919,14833,114,0.583,0.128 +715209333,Existing Customer,32,M,0,High School,Single,$60K - $80K,Blue,36,1,1,1,6224,1965,4259,0.739,13630,124,0.699,0.316 +769935783,Existing Customer,40,M,3,Unknown,Single,$60K - $80K,Blue,34,2,2,1,9594,2517,7077,0.945,14213,100,0.786,0.262 +815613033,Existing Customer,49,M,2,Unknown,Married,Less than $40K,Silver,44,2,2,3,12518,1722,10796,0.891,14276,96,0.778,0.138 +718732833,Attrited Customer,56,F,1,College,Single,Less than $40K,Blue,48,4,2,2,2783,1763,1020,0.344,3967,42,0.4,0.633 +816328308,Existing Customer,60,F,0,Graduate,Married,Less than $40K,Blue,55,2,1,3,3773,0,3773,0.684,14264,118,0.873,0 +711814608,Existing Customer,41,F,5,High School,Married,$40K - $60K,Silver,36,2,1,1,19281,1805,17476,0.893,15423,110,0.692,0.094 +803216433,Attrited Customer,43,F,5,Graduate,Married,Less than $40K,Silver,33,6,3,2,14806,2517,12289,0.558,4804,57,0.462,0.17 +710694033,Existing Customer,32,M,0,Graduate,Divorced,$40K - $60K,Blue,36,2,1,1,7473,1253,6220,0.98,13400,104,0.733,0.168 +709257708,Existing Customer,47,F,2,High School,Single,Less than $40K,Blue,41,1,1,2,3108,1978,1130,0.917,14965,127,0.716,0.636 +720174033,Existing Customer,46,M,3,Graduate,Divorced,$80K - $120K,Blue,33,1,3,1,34516,975,33541,0.738,12871,104,0.552,0.028 +820666083,Attrited Customer,41,M,2,Graduate,Single,$120K +,Blue,37,5,3,4,27742,2517,25225,0.835,8646,85,0.977,0.091 +712044558,Attrited Customer,51,F,1,Uneducated,Single,Less than $40K,Silver,41,6,2,3,14563,1309,13254,0.708,6408,70,0.944,0.09 +713131158,Attrited Customer,58,M,2,Uneducated,Single,$80K - $120K,Blue,46,1,3,1,10286,0,10286,0.908,8199,59,0.903,0 +803335008,Existing Customer,48,F,2,Graduate,Divorced,Unknown,Blue,43,2,3,3,7791,1472,6319,0.979,13945,107,0.754,0.189 +795869583,Existing Customer,53,F,3,Uneducated,Married,Less than $40K,Blue,47,1,3,2,3733,1620,2113,0.765,15200,118,0.934,0.434 +789535233,Existing Customer,52,M,1,Graduate,Single,$80K - $120K,Silver,44,2,1,2,34516,1618,32898,1,11603,109,0.847,0.047 +716441058,Existing Customer,45,F,4,High School,Single,Less than $40K,Silver,36,2,5,2,14416,0,14416,0.788,13820,99,0.65,0 +718113633,Attrited Customer,41,M,3,Uneducated,Married,$120K +,Blue,36,1,2,3,34516,0,34516,0.377,5603,56,0.244,0 +708908883,Existing Customer,37,F,2,Graduate,Divorced,Less than $40K,Silver,32,1,3,2,12033,1025,11008,0.684,12603,106,0.893,0.085 +712152408,Existing Customer,44,M,4,High School,Single,$60K - $80K,Gold,29,1,2,1,34516,1930,32586,0.615,12478,97,0.764,0.056 +708229308,Attrited Customer,49,F,2,Unknown,Married,Less than $40K,Blue,41,5,2,2,3243,0,3243,0.685,6059,71,0.821,0 +715351983,Existing Customer,32,F,2,Unknown,Married,Less than $40K,Blue,20,1,3,2,9761,1470,8291,0.796,14334,97,0.732,0.151 +798451908,Existing Customer,36,F,2,Graduate,Married,Less than $40K,Blue,30,1,3,2,5723,0,5723,0.85,12403,120,0.69,0 +794962983,Existing Customer,47,F,3,Graduate,Divorced,Less than $40K,Blue,41,1,1,3,9947,2496,7451,0.802,14576,110,0.774,0.251 +721000833,Existing Customer,49,M,0,Uneducated,Married,$60K - $80K,Blue,38,1,3,2,3599,0,3599,0.738,13324,110,0.594,0 +720086358,Existing Customer,58,M,2,Doctorate,Married,$120K +,Blue,48,2,3,1,12648,1604,11044,0.719,14465,125,0.712,0.127 +710064033,Attrited Customer,45,M,3,Uneducated,Married,$40K - $60K,Blue,28,2,2,5,4572,0,4572,0.48,3555,42,0.4,0 +780588258,Existing Customer,53,F,5,Unknown,Married,Less than $40K,Blue,42,1,2,2,4021,1745,2276,0.784,14567,120,0.846,0.434 +710833908,Existing Customer,45,M,5,High School,Married,$80K - $120K,Blue,25,1,3,3,25601,1384,24217,0.745,12896,100,0.852,0.054 +714449283,Existing Customer,44,M,4,Uneducated,Unknown,$80K - $120K,Blue,36,1,3,1,25428,1528,23900,0.725,13360,97,0.796,0.06 +772339383,Existing Customer,54,M,3,Post-Graduate,Single,$40K - $60K,Blue,44,2,5,3,4216,1290,2926,0.86,13787,121,0.571,0.306 +721382208,Existing Customer,38,F,2,High School,Married,$40K - $60K,Blue,27,2,1,2,3140,2517,623,0.801,13677,122,0.821,0.802 +779349783,Existing Customer,46,M,3,Doctorate,Married,$60K - $80K,Blue,31,2,2,2,21161,1198,19963,0.783,13119,104,0.625,0.057 +789450408,Existing Customer,41,F,2,Uneducated,Married,Unknown,Blue,32,2,5,3,5877,1713,4164,0.791,15106,91,0.978,0.291 +709210833,Existing Customer,48,F,2,Doctorate,Married,$40K - $60K,Blue,36,1,2,2,9074,1648,7426,0.727,14084,110,0.803,0.182 +821752908,Existing Customer,53,M,2,High School,Single,$60K - $80K,Blue,49,2,3,2,4142,2252,1890,0.714,15078,117,0.746,0.544 +789878283,Existing Customer,39,M,3,Graduate,Married,$40K - $60K,Blue,29,2,2,2,3152,1174,1978,0.862,13670,117,0.857,0.372 +709319658,Attrited Customer,48,F,4,Graduate,Single,Less than $40K,Platinum,37,5,3,4,15987,0,15987,0.827,7681,71,0.69,0 +719222133,Existing Customer,41,M,3,Graduate,Single,$40K - $60K,Blue,36,2,3,2,8919,1723,7196,0.848,13719,96,0.714,0.193 +715551783,Existing Customer,54,F,2,Uneducated,Married,Unknown,Blue,42,1,1,3,24927,1273,23654,0.743,14603,113,0.687,0.051 +712718958,Existing Customer,49,M,2,High School,Divorced,$40K - $60K,Blue,36,2,1,1,3308,2150,1158,0.879,15019,101,0.656,0.65 +709764483,Attrited Customer,61,M,1,Graduate,Unknown,$60K - $80K,Blue,53,1,1,2,6157,581,5576,0.583,4041,65,0.548,0.094 +783361533,Existing Customer,41,M,3,Unknown,Married,$60K - $80K,Silver,35,2,3,2,33889,1203,32686,0.944,14954,112,0.623,0.035 +717942033,Existing Customer,52,M,2,Uneducated,Unknown,$120K +,Blue,42,1,1,3,33552,1252,32300,0.793,14490,98,0.815,0.037 +817908783,Existing Customer,44,M,3,Unknown,Single,$120K +,Silver,39,2,3,1,34516,2123,32393,0.801,14242,107,0.551,0.062 +713708358,Existing Customer,33,F,3,Unknown,Single,$40K - $60K,Silver,36,2,3,3,19594,971,18623,0.761,12429,111,0.542,0.05 +713705358,Existing Customer,37,M,2,Graduate,Single,$60K - $80K,Blue,28,2,6,1,7349,994,6355,0.864,13970,109,0.847,0.135 +789551883,Existing Customer,52,F,3,Graduate,Single,$40K - $60K,Blue,45,1,1,2,14803,985,13818,0.831,14426,87,0.642,0.067 +812247033,Attrited Customer,51,F,3,Uneducated,Married,Less than $40K,Blue,46,5,5,2,3536,0,3536,0.542,3281,39,0.393,0 +717580458,Attrited Customer,43,M,4,Uneducated,Divorced,$80K - $120K,Blue,36,2,3,2,19333,0,19333,0.969,7847,63,0.75,0 +780551733,Existing Customer,54,F,1,High School,Married,Less than $40K,Silver,44,2,2,3,11605,1470,10135,0.93,12592,117,0.8,0.127 +719722308,Existing Customer,31,F,0,Uneducated,Divorced,Less than $40K,Blue,22,2,1,3,3329,0,3329,0.641,13109,114,0.727,0 +718328283,Existing Customer,40,F,4,High School,Single,Less than $40K,Blue,36,2,1,3,3961,1531,2430,0.646,12631,100,0.852,0.387 +826061508,Existing Customer,49,F,4,Uneducated,Unknown,Less than $40K,Blue,45,1,3,1,5975,2045,3930,0.847,13090,102,0.672,0.342 +715610733,Attrited Customer,60,M,1,Uneducated,Married,$40K - $60K,Blue,47,6,1,5,3735,1175,2560,1.036,8193,66,0.65,0.315 +710161083,Attrited Customer,62,F,0,Uneducated,Single,Less than $40K,Blue,36,6,3,3,5780,0,5780,0.394,6613,40,0.429,0 +712464933,Existing Customer,44,M,2,Graduate,Married,$80K - $120K,Blue,36,2,2,2,19141,1933,17208,1.05,15203,114,0.781,0.101 +768181608,Existing Customer,43,F,3,Graduate,Unknown,Less than $40K,Blue,37,2,3,3,3461,1767,1694,0.829,13179,122,0.694,0.511 +713869083,Existing Customer,56,M,2,High School,Married,$80K - $120K,Blue,43,2,2,1,29394,1002,28392,0.935,14901,92,0.673,0.034 +711465333,Existing Customer,35,M,4,High School,Single,$80K - $120K,Blue,26,2,1,1,24250,0,24250,0.753,12593,99,0.768,0 +719924433,Existing Customer,40,F,4,Graduate,Married,$40K - $60K,Silver,32,1,2,3,16191,0,16191,0.967,13452,107,0.621,0 +719248158,Existing Customer,52,M,2,High School,Divorced,$60K - $80K,Blue,42,1,3,2,7261,1443,5818,0.972,14533,108,0.565,0.199 +719944458,Existing Customer,29,M,0,High School,Single,$40K - $60K,Blue,36,2,3,1,4023,1437,2586,0.69,12510,96,0.92,0.357 +715799808,Attrited Customer,52,M,0,High School,Single,$60K - $80K,Blue,39,4,3,2,3764,0,3764,0.776,6574,69,0.865,0 +721264533,Existing Customer,49,F,3,Unknown,Married,Less than $40K,Blue,36,1,1,3,3767,1106,2661,0.944,15578,126,0.826,0.294 +711838008,Attrited Customer,37,M,3,Graduate,Married,$60K - $80K,Blue,28,2,3,2,6407,478,5929,1.022,9322,77,0.833,0.075 +711826983,Attrited Customer,47,F,3,Unknown,Married,$40K - $60K,Blue,36,4,3,6,5822,0,5822,0.655,3240,38,0.652,0 +719413383,Existing Customer,32,M,1,Uneducated,Single,$60K - $80K,Silver,36,2,3,1,33711,1437,32274,0.942,14880,134,0.654,0.043 +712990458,Existing Customer,44,F,3,Graduate,Married,Unknown,Silver,34,2,2,1,31699,1976,29723,0.811,13653,113,0.687,0.062 +789594108,Existing Customer,47,M,5,College,Single,$80K - $120K,Blue,41,1,1,3,3429,1779,1650,0.938,14107,99,0.65,0.519 +718764708,Existing Customer,45,M,3,Graduate,Unknown,$120K +,Blue,36,1,4,3,8858,1359,7499,0.741,14223,103,0.776,0.153 +820271208,Existing Customer,46,M,2,Graduate,Divorced,$60K - $80K,Blue,41,2,2,3,7064,1234,5830,0.955,13791,103,0.585,0.175 +708369633,Attrited Customer,34,F,3,Graduate,Married,Less than $40K,Gold,36,6,3,2,15487,1847,13640,0.943,7031,67,0.811,0.119 +712055433,Existing Customer,39,F,4,High School,Married,Less than $40K,Blue,36,2,2,1,3600,2072,1528,0.94,14137,116,0.966,0.576 +721114458,Existing Customer,46,M,4,College,Single,$120K +,Blue,36,1,2,2,34516,585,33931,0.802,14319,96,0.655,0.017 +714959358,Attrited Customer,50,M,3,High School,Married,$80K - $120K,Silver,36,5,3,3,34516,2292,32224,0.876,8045,71,0.868,0.066 +708396033,Existing Customer,45,F,2,Uneducated,Married,Less than $40K,Blue,27,1,2,2,2490,1059,1431,0.715,12257,101,0.772,0.425 +719593608,Attrited Customer,56,M,1,Uneducated,Married,$80K - $120K,Blue,36,6,2,1,33870,0,33870,0.872,7661,61,0.525,0 +715830558,Attrited Customer,50,M,2,Uneducated,Unknown,$120K +,Blue,38,6,2,1,34516,397,34119,0.914,7454,81,0.841,0.012 +716406483,Existing Customer,30,M,0,Unknown,Single,$60K - $80K,Blue,20,1,3,3,23760,1349,22411,0.961,13124,103,0.746,0.057 +714941358,Attrited Customer,53,F,4,Graduate,Married,Less than $40K,Blue,36,2,3,6,4005,0,4005,0.896,7022,75,0.667,0 +716088783,Attrited Customer,60,M,0,College,Married,$80K - $120K,Blue,50,1,4,2,29239,0,29239,1.057,8169,65,0.585,0 +718458858,Attrited Customer,41,M,4,Graduate,Single,$80K - $120K,Silver,29,2,3,6,34516,0,34516,0.434,3526,53,0.828,0 +715754133,Existing Customer,42,F,3,Graduate,Single,Less than $40K,Blue,32,2,2,3,3391,1359,2032,0.662,13212,107,0.646,0.401 +715630983,Attrited Customer,31,F,0,Graduate,Single,Less than $40K,Blue,21,4,2,3,4598,0,4598,0.439,6317,77,0.833,0 +712768983,Attrited Customer,51,M,4,Graduate,Single,$80K - $120K,Silver,42,6,4,2,34516,230,34286,1.004,8629,65,0.548,0.007 +716881683,Attrited Customer,45,M,5,Uneducated,Married,$80K - $120K,Blue,34,2,3,3,3435,2517,918,0.332,5567,51,0.545,0.733 +711108408,Existing Customer,55,M,2,Uneducated,Single,$60K - $80K,Blue,36,2,1,1,17540,1337,16203,0.734,14244,96,0.6,0.076 +717565233,Existing Customer,51,M,3,Doctorate,Single,$80K - $120K,Blue,38,2,3,2,31346,1318,30028,0.862,13303,92,0.804,0.042 +789539058,Existing Customer,28,M,0,Uneducated,Single,Less than $40K,Blue,20,1,1,3,4342,893,3449,0.878,17064,116,0.758,0.206 +768643158,Existing Customer,44,F,5,Graduate,Divorced,Less than $40K,Blue,38,2,1,3,3842,2459,1383,0.691,13598,119,0.725,0.64 +721530633,Existing Customer,51,F,2,Graduate,Single,$40K - $60K,Blue,36,1,1,1,3785,1329,2456,0.864,15209,104,0.891,0.351 +721188033,Existing Customer,48,M,5,College,Married,Less than $40K,Blue,39,2,3,1,6797,2239,4558,0.922,16171,112,0.778,0.329 +810261633,Existing Customer,44,M,4,Graduate,Single,$60K - $80K,Blue,39,2,2,3,9682,1727,7955,0.88,14991,95,0.9,0.178 +717529233,Attrited Customer,40,F,3,Graduate,Single,Less than $40K,Blue,30,4,3,2,3319,0,3319,0.262,4840,44,0.375,0 +719365233,Existing Customer,34,M,4,Unknown,Single,Less than $40K,Blue,23,1,3,2,7664,1785,5879,0.947,15077,126,0.8,0.233 +720943308,Existing Customer,47,M,3,Graduate,Single,$60K - $80K,Silver,36,1,1,2,30498,1990,28508,0.839,16202,120,0.791,0.065 +714425283,Existing Customer,50,F,2,High School,Married,Unknown,Blue,40,2,3,2,19962,0,19962,0.984,14703,119,0.859,0 +711794358,Attrited Customer,61,M,0,College,Single,$80K - $120K,Blue,50,2,4,3,21398,0,21398,0.695,3119,53,0.767,0 +719683158,Attrited Customer,56,F,2,Unknown,Married,Less than $40K,Blue,48,2,4,2,4746,0,4746,0.862,7154,66,1.062,0 +709406733,Existing Customer,46,M,3,Graduate,Divorced,$80K - $120K,Blue,36,2,2,1,20434,1504,18930,0.725,13280,106,0.656,0.074 +708572658,Existing Customer,49,M,5,Graduate,Married,$60K - $80K,Silver,38,1,1,2,29531,2088,27443,0.843,15039,120,0.69,0.071 +714001008,Existing Customer,56,M,1,Uneducated,Divorced,$120K +,Blue,36,1,1,2,3730,0,3730,0.732,13997,102,0.619,0 +712833633,Existing Customer,41,M,2,Post-Graduate,Married,$40K - $60K,Blue,36,2,1,3,10688,653,10035,0.682,13866,98,0.508,0.061 +716260833,Attrited Customer,56,F,5,Unknown,Single,Less than $40K,Blue,36,6,3,5,4668,2517,2151,1.062,8331,63,0.853,0.539 +708863733,Existing Customer,35,M,3,Unknown,Single,$40K - $60K,Gold,19,1,1,3,22725,808,21917,0.779,13847,120,0.875,0.036 +717076458,Existing Customer,40,M,3,Unknown,Single,$40K - $60K,Blue,36,1,3,1,8155,1178,6977,0.829,14955,102,0.925,0.144 +712412958,Existing Customer,41,F,3,Doctorate,Married,$40K - $60K,Silver,33,1,1,2,18266,822,17444,0.875,14615,124,0.797,0.045 +720535008,Existing Customer,46,M,4,Uneducated,Single,$80K - $120K,Blue,36,1,2,3,10492,1094,9398,0.915,13764,104,0.733,0.104 +711578658,Existing Customer,56,F,2,High School,Married,$40K - $60K,Blue,49,1,3,3,6380,2517,3863,0.706,13945,97,1.064,0.395 +709373883,Existing Customer,37,F,5,Unknown,Married,$40K - $60K,Silver,36,1,1,2,19055,2517,16538,0.915,15091,124,0.676,0.132 +780730008,Existing Customer,51,M,2,College,Single,$120K +,Blue,36,2,2,2,3477,752,2725,0.703,13627,120,0.739,0.216 +824816358,Existing Customer,36,F,1,Uneducated,Single,Less than $40K,Blue,32,2,3,2,3277,0,3277,0.84,14252,127,0.649,0 +716106108,Existing Customer,49,M,4,Post-Graduate,Married,$120K +,Silver,41,2,3,2,34516,0,34516,0.663,13376,129,0.72,0 +709807383,Existing Customer,35,F,2,Unknown,Married,Less than $40K,Blue,22,1,1,1,3616,1155,2461,0.727,15391,94,0.593,0.319 +716430933,Existing Customer,46,F,4,Unknown,Single,Less than $40K,Blue,36,2,1,2,3973,0,3973,0.89,13740,131,0.819,0 +789866133,Existing Customer,45,F,3,Graduate,Unknown,$40K - $60K,Blue,35,2,3,2,4318,2359,1959,0.993,12867,118,0.573,0.546 +718634058,Existing Customer,48,F,2,High School,Unknown,Unknown,Blue,31,2,2,1,7660,764,6896,0.877,14844,100,0.695,0.1 +715129983,Existing Customer,46,F,3,Graduate,Divorced,Unknown,Blue,36,1,3,2,3515,0,3515,0.876,15079,116,0.841,0 +717177783,Existing Customer,36,F,0,Unknown,Married,Less than $40K,Silver,19,1,2,3,13313,0,13313,1.08,15549,121,0.833,0 +719694408,Attrited Customer,30,F,1,College,Single,Less than $40K,Blue,36,4,3,6,4541,0,4541,0.976,7996,80,0.778,0 +806992533,Existing Customer,49,F,1,Graduate,Married,Less than $40K,Blue,44,2,1,1,8284,797,7487,0.824,13092,102,0.569,0.096 +718045008,Attrited Customer,31,M,0,Post-Graduate,Married,Less than $40K,Blue,21,1,2,2,3768,0,3768,0.799,6639,71,1.152,0 +711010683,Existing Customer,35,M,3,High School,Married,$40K - $60K,Blue,27,1,2,3,14382,1950,12432,0.578,12941,131,0.819,0.136 +714759708,Existing Customer,54,F,1,High School,Single,Unknown,Blue,36,2,2,3,10798,1378,9420,0.631,13681,105,0.81,0.128 +718801158,Existing Customer,49,M,3,Graduate,Single,$40K - $60K,Gold,36,2,2,2,23981,1408,22573,0.844,14455,96,0.846,0.059 +712256358,Existing Customer,40,M,3,Graduate,Married,$60K - $80K,Blue,23,1,3,1,22729,1581,21148,1.025,13672,110,0.746,0.07 +779803008,Existing Customer,41,F,2,High School,Single,Unknown,Blue,30,2,2,1,27670,0,27670,0.645,13854,124,0.797,0 +710968008,Existing Customer,37,F,4,Uneducated,Married,Less than $40K,Blue,26,2,1,2,3423,647,2776,0.73,14308,124,0.722,0.189 +771584658,Existing Customer,46,F,4,Unknown,Single,Unknown,Silver,34,1,2,3,33874,1473,32401,0.803,13753,98,0.849,0.043 +718102758,Existing Customer,61,F,0,High School,Married,Less than $40K,Blue,36,2,1,3,3175,1116,2059,0.978,14071,101,0.683,0.351 +811076883,Attrited Customer,45,M,3,Graduate,Married,$40K - $60K,Blue,40,1,4,3,7979,0,7979,0.465,5056,63,0.853,0 +770970558,Existing Customer,41,M,2,Unknown,Single,$80K - $120K,Blue,28,1,2,3,13679,2267,11412,1.232,15180,103,0.689,0.166 +758863383,Existing Customer,47,F,2,Uneducated,Unknown,Less than $40K,Silver,36,1,3,2,14767,948,13819,0.999,13090,104,0.625,0.064 +716863458,Attrited Customer,44,M,2,Uneducated,Single,$80K - $120K,Silver,36,2,3,3,34516,569,33947,0.919,8570,68,0.789,0.016 +766821033,Attrited Customer,61,M,0,Unknown,Single,$120K +,Blue,46,6,3,3,4650,1162,3488,0.82,7976,74,1.056,0.25 +814590483,Existing Customer,45,F,2,Graduate,Married,$40K - $60K,Blue,40,1,3,3,3592,865,2727,0.663,12777,95,0.727,0.241 +773283108,Existing Customer,31,M,0,High School,Married,$60K - $80K,Silver,24,1,1,3,32535,1722,30813,0.856,15738,116,0.657,0.053 +721006458,Existing Customer,42,M,2,Unknown,Single,$120K +,Blue,35,2,1,3,3214,1471,1743,0.933,14557,114,0.652,0.458 +714615258,Attrited Customer,32,M,1,High School,Single,$40K - $60K,Blue,36,6,3,2,4819,2134,2685,0.834,9330,64,0.882,0.443 +788687133,Existing Customer,42,M,2,Graduate,Married,$80K - $120K,Blue,31,2,3,1,16433,0,16433,0.791,13678,125,0.736,0 +820108008,Existing Customer,49,M,4,Unknown,Married,$80K - $120K,Blue,44,2,3,3,12174,1361,10813,1.048,14743,121,0.729,0.112 +717781608,Existing Customer,52,F,3,Graduate,Married,Less than $40K,Blue,40,2,2,1,9230,1518,7712,0.774,14082,99,0.833,0.164 +720136458,Existing Customer,39,M,3,Post-Graduate,Married,$60K - $80K,Blue,36,2,2,3,6867,776,6091,0.715,14119,97,0.764,0.113 +716247708,Existing Customer,51,M,4,College,Single,$120K +,Gold,33,2,2,2,34516,1848,32668,0.775,14149,103,0.689,0.054 +714968208,Existing Customer,52,M,2,High School,Married,$80K - $120K,Blue,36,2,3,1,18046,0,18046,0.819,13758,104,0.677,0 +719913783,Existing Customer,40,M,3,Graduate,Single,$40K - $60K,Blue,27,2,2,3,7680,1589,6091,0.688,13617,105,0.721,0.207 +720621408,Existing Customer,38,F,2,Uneducated,Married,Less than $40K,Blue,36,2,3,2,7825,0,7825,0.724,14326,100,0.786,0 +721169883,Existing Customer,41,M,5,College,Married,$60K - $80K,Blue,31,1,3,2,5002,1945,3057,1.035,16161,109,0.787,0.389 +719324658,Existing Customer,27,M,0,College,Unknown,$80K - $120K,Silver,19,1,1,3,34516,1131,33385,0.715,14716,112,0.75,0.033 +714577233,Existing Customer,50,F,3,Graduate,Married,$40K - $60K,Blue,41,2,3,1,4755,0,4755,0.776,15999,109,0.73,0 +712367658,Existing Customer,58,M,1,Uneducated,Single,$80K - $120K,Blue,40,1,3,0,22104,1783,20321,0.805,13830,112,0.806,0.081 +803655333,Existing Customer,53,M,2,Post-Graduate,Single,$60K - $80K,Silver,47,1,3,3,29038,2295,26743,0.657,12025,103,0.807,0.079 +710455608,Attrited Customer,40,M,3,High School,Single,$80K - $120K,Blue,36,2,3,2,4620,0,4620,0.654,6644,61,0.694,0 +711328458,Existing Customer,58,M,1,High School,Married,$80K - $120K,Blue,50,1,1,3,34516,1341,33175,0.812,13988,127,0.789,0.039 +708123033,Existing Customer,41,F,3,Graduate,Single,Less than $40K,Silver,30,2,1,1,11463,0,11463,0.908,14511,105,0.721,0 +713514633,Attrited Customer,59,M,2,Graduate,Single,$60K - $80K,Blue,50,2,4,2,6224,0,6224,0.801,8291,69,1.029,0 +710745633,Existing Customer,53,M,1,Unknown,Married,$120K +,Blue,36,2,3,3,19252,751,18501,0.814,14074,112,0.623,0.039 +710374008,Existing Customer,53,M,1,Graduate,Single,$80K - $120K,Blue,47,1,1,2,34516,1583,32933,0.631,12906,100,0.639,0.046 +772166058,Existing Customer,31,M,1,Unknown,Single,$40K - $60K,Blue,20,1,2,3,3232,1564,1668,0.969,13142,112,0.75,0.484 +715017858,Existing Customer,44,M,2,Uneducated,Married,$120K +,Platinum,36,2,1,3,34516,1421,33095,0.744,14465,114,0.754,0.041 +717571683,Attrited Customer,47,F,4,Uneducated,Married,$40K - $60K,Gold,34,2,3,3,23981,0,23981,0.196,4536,61,0.605,0 +743420208,Existing Customer,47,F,2,College,Single,Less than $40K,Blue,40,2,2,2,4822,1882,2940,0.833,13816,121,0.891,0.39 +716201883,Existing Customer,46,M,2,Graduate,Unknown,$120K +,Silver,39,2,2,3,34516,1381,33135,0.949,14696,114,0.966,0.04 +714593883,Existing Customer,53,F,2,Graduate,Married,Less than $40K,Silver,45,1,2,1,12100,1350,10750,0.854,13138,115,0.667,0.112 +711003483,Existing Customer,40,M,3,Unknown,Divorced,$60K - $80K,Blue,24,2,3,3,20466,1138,19328,0.868,15121,97,0.54,0.056 +819628158,Existing Customer,42,M,3,Graduate,Single,$60K - $80K,Blue,37,2,3,1,17887,1821,16066,0.687,14544,116,1.148,0.102 +712021233,Attrited Customer,33,M,3,Graduate,Married,$60K - $80K,Blue,15,5,1,3,23399,0,23399,1.051,9356,74,0.85,0 +708573933,Existing Customer,45,F,2,Unknown,Single,Less than $40K,Silver,36,2,2,3,13026,789,12237,0.74,14747,100,0.724,0.061 +710758683,Existing Customer,61,F,1,Graduate,Unknown,$40K - $60K,Silver,48,2,3,3,15698,2000,13698,0.749,12980,82,0.64,0.127 +718288833,Existing Customer,31,M,1,Unknown,Married,$40K - $60K,Blue,36,1,3,3,5590,875,4715,0.86,14643,127,0.764,0.157 +708873183,Existing Customer,47,M,2,Post-Graduate,Single,$60K - $80K,Blue,39,1,3,2,17575,618,16957,0.917,15473,128,0.684,0.035 +766224933,Existing Customer,46,M,2,Graduate,Married,$80K - $120K,Blue,39,1,1,1,29528,1769,27759,0.771,14428,119,0.7,0.06 +771626283,Existing Customer,54,M,2,Post-Graduate,Married,$60K - $80K,Platinum,42,1,3,1,34516,1996,32520,0.988,15033,114,0.81,0.058 +720372483,Existing Customer,60,F,0,High School,Married,Less than $40K,Blue,36,1,1,3,4147,2262,1885,0.565,14624,111,0.79,0.545 +712916958,Attrited Customer,55,F,2,Graduate,Married,Unknown,Blue,36,5,3,2,12494,0,12494,0.576,7026,69,0.917,0 +716124408,Attrited Customer,32,M,2,Graduate,Single,$120K +,Gold,22,2,2,3,34516,1692,32824,0.983,7486,64,0.73,0.049 +714128283,Existing Customer,49,F,1,Unknown,Married,Less than $40K,Silver,40,2,3,2,13411,1736,11675,0.841,12493,113,0.738,0.129 +708163758,Existing Customer,41,M,3,Unknown,Married,$120K +,Blue,33,2,4,3,34516,638,33878,0.724,13085,139,0.675,0.018 +716979183,Existing Customer,45,M,2,College,Married,$60K - $80K,Blue,34,1,1,2,17646,1396,16250,0.851,15527,106,0.893,0.079 +716480358,Existing Customer,45,M,3,Uneducated,Single,$60K - $80K,Blue,36,2,2,1,11121,1296,9825,0.789,13814,81,1.025,0.117 +800758233,Attrited Customer,30,M,0,College,Single,$60K - $80K,Blue,24,6,2,2,4109,0,4109,0.949,8642,77,0.481,0 +720413658,Existing Customer,44,M,2,High School,Married,$120K +,Blue,31,2,1,3,6176,905,5271,0.805,15102,95,0.792,0.147 +715832058,Existing Customer,40,F,5,Graduate,Unknown,Less than $40K,Blue,36,2,2,3,4512,1172,3340,0.706,14414,98,0.815,0.26 +716323683,Existing Customer,31,M,0,Graduate,Married,$80K - $120K,Blue,36,2,3,3,32791,1607,31184,0.752,13177,106,0.738,0.049 +819616383,Existing Customer,40,F,3,Uneducated,Divorced,Less than $40K,Blue,35,2,3,3,4772,2004,2768,0.696,14748,118,0.761,0.42 +771069033,Existing Customer,56,M,1,Unknown,Unknown,$60K - $80K,Blue,43,2,2,3,10602,1083,9519,0.656,14084,91,0.75,0.102 +821241708,Attrited Customer,47,M,4,Unknown,Unknown,$80K - $120K,Blue,42,1,4,1,7953,0,7953,1.031,8670,74,0.574,0 +716987358,Attrited Customer,29,M,0,Post-Graduate,Divorced,$60K - $80K,Blue,15,2,1,3,8022,0,8022,0.381,5660,59,0.735,0 +710300733,Existing Customer,38,M,3,High School,Single,$120K +,Blue,27,2,4,1,34516,0,34516,0.919,13781,106,0.797,0 +712497783,Existing Customer,56,F,2,Unknown,Married,Less than $40K,Blue,48,1,2,3,9092,1363,7729,0.83,14779,94,0.843,0.15 +709259958,Attrited Customer,53,F,1,Graduate,Single,Less than $40K,Blue,44,1,3,2,5541,2517,3024,0.879,9195,73,0.825,0.454 +716296833,Existing Customer,56,M,0,Doctorate,Single,$80K - $120K,Blue,47,2,1,2,7204,0,7204,0.803,14042,113,0.766,0 +715728108,Existing Customer,27,F,0,Graduate,Unknown,Less than $40K,Blue,36,1,1,2,4548,1450,3098,0.844,14330,131,0.638,0.319 +771507258,Existing Customer,38,F,2,Graduate,Single,Less than $40K,Blue,26,1,2,1,3860,1175,2685,0.734,14474,118,0.71,0.304 +713758758,Existing Customer,48,M,2,High School,Married,Less than $40K,Silver,36,2,2,2,14581,2517,12064,0.776,17628,109,0.817,0.173 +779809908,Existing Customer,44,F,3,High School,Single,Less than $40K,Blue,34,2,2,2,3084,0,3084,0.861,12739,96,0.882,0 +816310158,Existing Customer,49,M,4,Uneducated,Unknown,$60K - $80K,Blue,44,1,3,2,12375,2263,10112,1.044,14500,106,0.582,0.183 +780349833,Existing Customer,36,M,2,College,Married,$40K - $60K,Gold,23,1,1,3,23981,0,23981,0.827,15236,120,0.875,0 +818235408,Existing Customer,30,M,0,College,Married,$60K - $80K,Blue,25,2,3,1,19534,0,19534,0.616,15634,118,0.639,0 +709213458,Attrited Customer,42,M,3,High School,Married,$80K - $120K,Blue,36,1,3,2,22993,0,22993,1.004,7867,75,0.786,0 +719634408,Existing Customer,51,M,2,Unknown,Single,$120K +,Silver,31,2,2,2,34516,585,33931,0.875,13534,104,0.825,0.017 +709934808,Existing Customer,59,M,1,Unknown,Single,$40K - $60K,Silver,51,2,2,1,15164,1071,14093,0.9,13062,103,0.717,0.071 +712238958,Existing Customer,45,M,4,Graduate,Married,Less than $40K,Blue,36,1,2,3,7231,1047,6184,0.947,15571,115,0.797,0.145 +711813258,Existing Customer,56,M,2,College,Single,$60K - $80K,Gold,43,2,1,2,34516,2022,32494,0.761,13633,116,0.785,0.059 +789983133,Existing Customer,31,M,2,Graduate,Unknown,$80K - $120K,Silver,22,2,3,2,34516,1780,32736,0.839,14185,98,0.69,0.052 +792139308,Existing Customer,48,F,3,Graduate,Single,$40K - $60K,Blue,42,1,2,3,9215,639,8576,0.646,13345,114,0.754,0.069 +718123608,Existing Customer,32,M,2,Graduate,Married,$80K - $120K,Blue,36,2,1,2,25438,1907,23531,0.741,16485,104,0.793,0.075 +715369008,Existing Customer,46,F,3,High School,Single,Less than $40K,Blue,36,1,2,2,3759,0,3759,0.722,15331,106,0.767,0 +717556758,Existing Customer,52,F,2,High School,Single,Less than $40K,Blue,36,1,2,3,3029,2267,762,0.842,14934,113,0.823,0.748 +718252533,Attrited Customer,30,F,0,Graduate,Divorced,Less than $40K,Blue,18,5,1,1,4203,996,3207,0.705,7292,68,0.7,0.237 +716340783,Existing Customer,48,M,4,High School,Married,$80K - $120K,Blue,36,1,1,2,21526,1320,20206,0.762,14441,105,0.875,0.061 +717898758,Attrited Customer,55,F,2,Graduate,Married,Less than $40K,Silver,45,6,3,3,12207,0,12207,0.319,5838,74,1.056,0 +825743583,Existing Customer,39,F,2,Graduate,Single,Unknown,Silver,35,1,3,3,32089,1971,30118,0.671,13796,121,0.833,0.061 +717711108,Existing Customer,43,F,3,Unknown,Married,Less than $40K,Blue,27,1,2,2,3541,1042,2499,0.774,14511,123,0.708,0.294 +789791808,Existing Customer,43,M,4,High School,Married,$40K - $60K,Blue,32,2,2,2,7139,1512,5627,1.106,14802,112,0.75,0.212 +807971658,Existing Customer,47,F,3,Unknown,Married,Less than $40K,Blue,42,1,2,3,3669,2517,1152,0.83,13931,112,0.836,0.686 +770220558,Attrited Customer,57,M,3,Unknown,Single,$60K - $80K,Blue,51,1,6,1,5859,0,5859,0.914,8004,82,0.708,0 +818239983,Existing Customer,53,M,2,Unknown,Divorced,$80K - $120K,Blue,48,2,1,2,15594,1590,14004,0.679,13016,118,0.616,0.102 +712544358,Existing Customer,48,M,3,Graduate,Married,$120K +,Gold,36,1,4,2,34516,1823,32693,1.062,15552,108,0.831,0.053 +720306408,Existing Customer,50,F,2,High School,Single,Less than $40K,Blue,41,2,3,2,6704,0,6704,0.856,12576,103,0.776,0 +721488858,Existing Customer,53,M,3,Uneducated,Married,$60K - $80K,Silver,38,1,3,2,32417,871,31546,0.911,14381,121,0.862,0.027 +710771433,Existing Customer,48,M,1,Graduate,Single,$80K - $120K,Blue,36,1,3,1,2754,2152,602,0.821,13991,125,0.761,0.781 +708662583,Attrited Customer,41,M,3,Unknown,Married,$60K - $80K,Silver,29,1,3,4,27945,0,27945,0.902,8345,70,1.059,0 +717663033,Existing Customer,51,M,2,Uneducated,Single,$120K +,Blue,35,1,2,2,34516,1068,33448,0.966,16428,123,0.809,0.031 +721524858,Existing Customer,51,F,2,Unknown,Married,Less than $40K,Blue,37,1,2,3,7098,1829,5269,0.557,13139,102,0.789,0.258 +788778033,Existing Customer,39,F,2,College,Single,Less than $40K,Silver,20,1,2,3,12338,1277,11061,0.828,15869,109,0.758,0.104 +708649683,Existing Customer,51,M,2,High School,Single,$60K - $80K,Blue,42,1,3,2,16703,1140,15563,0.555,15472,122,0.768,0.068 +708770883,Existing Customer,43,M,2,Uneducated,Married,$80K - $120K,Blue,24,2,2,2,16667,1463,15204,0.803,15301,115,0.797,0.088 +708152358,Attrited Customer,54,M,1,Post-Graduate,Unknown,$80K - $120K,Blue,36,1,3,2,18512,1664,16848,0.889,8019,57,0.583,0.09 +719210133,Existing Customer,47,M,3,Uneducated,Single,$60K - $80K,Blue,35,2,3,1,14131,1333,12798,0.767,12779,103,0.689,0.094 +714690633,Existing Customer,51,F,3,Graduate,Single,Less than $40K,Blue,36,1,3,1,3276,1474,1802,0.759,14212,116,0.681,0.45 +719719158,Existing Customer,38,M,4,Post-Graduate,Single,$80K - $120K,Silver,36,1,3,1,34516,1435,33081,0.865,15584,114,0.839,0.042 +712690458,Existing Customer,38,F,2,Uneducated,Married,Less than $40K,Blue,28,1,1,2,3629,1891,1738,0.917,15982,113,0.687,0.521 +718758783,Existing Customer,44,F,4,Unknown,Single,Less than $40K,Silver,36,2,3,3,13067,1943,11124,0.85,15172,118,1.034,0.149 +716947083,Existing Customer,32,M,3,High School,Single,$40K - $60K,Blue,36,2,2,1,3845,1871,1974,0.847,14593,110,0.803,0.487 +709075533,Attrited Customer,41,M,5,Uneducated,Single,$80K - $120K,Blue,32,4,3,3,12094,0,12094,0.995,8607,90,0.957,0 +712952283,Existing Customer,50,M,3,Graduate,Married,$120K +,Blue,35,1,1,2,34516,1638,32878,0.761,14474,121,0.833,0.047 +718799958,Existing Customer,60,F,1,Graduate,Married,Unknown,Blue,52,2,3,3,13312,1974,11338,0.898,14336,106,0.656,0.148 +718663983,Existing Customer,38,F,1,Doctorate,Single,Less than $40K,Blue,36,2,2,2,3466,2517,949,0.699,13140,94,0.709,0.726 +789550458,Existing Customer,59,M,0,High School,Single,$40K - $60K,Silver,52,1,2,1,15223,1729,13494,0.863,14230,111,0.79,0.114 +708226833,Existing Customer,53,M,1,High School,Married,$120K +,Gold,44,1,6,3,34516,831,33685,0.727,13247,107,0.754,0.024 +714361083,Attrited Customer,40,F,2,College,Single,Less than $40K,Blue,36,4,2,3,5989,0,5989,0.311,5843,60,0.176,0 +714608583,Attrited Customer,45,M,5,High School,Divorced,$120K +,Blue,36,2,3,2,5287,0,5287,0.841,8392,69,0.683,0 +710775483,Existing Customer,53,M,1,High School,Unknown,$40K - $60K,Blue,43,2,1,3,9060,0,9060,0.775,14305,102,0.645,0 +709410033,Existing Customer,56,M,2,High School,Unknown,$80K - $120K,Blue,36,1,1,1,4731,831,3900,0.96,14952,118,0.788,0.176 +717173358,Existing Customer,60,F,0,Graduate,Single,$40K - $60K,Blue,47,1,2,3,9502,1881,7621,0.717,14418,100,0.754,0.198 +719773158,Existing Customer,42,M,3,Graduate,Married,$80K - $120K,Blue,36,1,3,0,29738,2370,27368,0.806,14270,97,0.902,0.08 +771292233,Existing Customer,48,F,1,Unknown,Single,Less than $40K,Blue,36,1,1,2,3918,813,3105,1.149,15867,103,1.06,0.208 +756371058,Existing Customer,58,F,1,Unknown,Married,Less than $40K,Blue,40,1,2,3,3944,1006,2938,0.782,15315,124,0.851,0.255 +709476033,Existing Customer,55,M,2,Uneducated,Married,$120K +,Blue,48,2,1,2,6577,1800,4777,0.786,14229,120,0.69,0.274 +770560683,Existing Customer,51,M,1,Graduate,Married,$120K +,Gold,37,2,3,1,34516,2417,32099,0.947,13021,117,0.625,0.07 +788766933,Existing Customer,46,M,2,Post-Graduate,Married,$80K - $120K,Blue,26,1,3,1,34516,714,33802,0.883,14279,97,0.764,0.021 +713550483,Existing Customer,45,M,4,Graduate,Unknown,$60K - $80K,Blue,33,1,5,1,8670,1930,6740,0.933,13767,96,0.655,0.223 +709928358,Attrited Customer,40,M,3,Graduate,Single,$80K - $120K,Blue,20,1,2,2,32554,0,32554,0.872,8528,87,1.122,0 +713895633,Existing Customer,56,F,1,High School,Unknown,$40K - $60K,Blue,36,2,1,3,8331,0,8331,0.705,14324,103,0.689,0 +720471108,Existing Customer,34,F,4,High School,Single,Unknown,Silver,26,2,2,2,32056,1668,30388,0.771,12595,106,0.683,0.052 +718192608,Existing Customer,48,M,3,Uneducated,Married,$60K - $80K,Blue,36,1,1,2,15524,1148,14376,0.829,13819,106,0.71,0.074 +805485933,Existing Customer,45,F,3,Graduate,Married,Less than $40K,Blue,40,2,1,3,4010,2517,1493,0.71,14354,101,0.629,0.628 +712517808,Existing Customer,42,M,5,High School,Married,$60K - $80K,Blue,36,2,4,3,3275,1525,1750,0.749,14830,112,0.697,0.466 +780604083,Existing Customer,49,M,1,Unknown,Single,$60K - $80K,Blue,37,1,2,2,18349,1209,17140,0.738,16422,110,0.803,0.066 +715311183,Existing Customer,35,M,2,Post-Graduate,Single,$60K - $80K,Blue,24,2,3,1,3388,1659,1729,0.842,13557,100,0.724,0.49 +712265508,Attrited Customer,32,M,0,Post-Graduate,Single,$40K - $60K,Blue,14,1,1,3,4015,0,4015,1.045,8363,65,0.806,0 +715051608,Attrited Customer,34,M,2,High School,Single,$60K - $80K,Blue,36,2,3,2,9719,2517,7202,0.906,9183,51,0.7,0.259 +757786608,Existing Customer,33,M,2,Post-Graduate,Single,$80K - $120K,Blue,24,2,3,2,4178,2463,1715,0.815,16216,107,0.814,0.59 +714303483,Existing Customer,40,M,2,College,Married,$40K - $60K,Gold,31,1,2,1,3735,1474,2261,0.798,15039,130,0.757,0.395 +718728108,Existing Customer,43,M,4,Uneducated,Married,$60K - $80K,Silver,30,1,3,1,29856,1576,28280,0.8,14887,119,0.545,0.053 +710019933,Existing Customer,29,M,1,Uneducated,Single,$40K - $60K,Blue,22,2,3,3,11522,1203,10319,0.847,13720,119,0.831,0.104 +812453283,Existing Customer,42,M,3,Graduate,Married,$40K - $60K,Blue,37,2,2,3,3161,1788,1373,0.865,13692,117,0.828,0.566 +717439983,Attrited Customer,48,M,2,Graduate,Married,$80K - $120K,Blue,28,1,3,3,14774,2517,12257,0.979,8293,63,0.703,0.17 +714391683,Attrited Customer,39,M,4,Unknown,Married,$60K - $80K,Gold,36,4,3,2,34516,2517,31999,0.841,8248,66,0.65,0.073 +827901183,Existing Customer,51,F,2,Graduate,Married,Less than $40K,Blue,47,2,2,1,5118,980,4138,0.786,14593,109,0.627,0.191 +708841233,Attrited Customer,41,M,2,College,Married,$80K - $120K,Blue,33,2,3,3,14682,2517,12165,1.041,8193,72,0.846,0.171 +710663508,Existing Customer,42,M,4,Uneducated,Married,$40K - $60K,Blue,33,1,2,2,3108,2280,828,0.844,14763,99,0.8,0.734 +716439258,Existing Customer,32,M,3,Graduate,Married,$60K - $80K,Blue,36,1,1,1,3223,1413,1810,1.009,13648,103,0.635,0.438 +719610708,Existing Customer,43,M,1,Graduate,Married,$120K +,Blue,34,5,1,3,28612,2517,26095,0.712,14727,105,0.641,0.088 +715026258,Existing Customer,50,M,1,Graduate,Married,$60K - $80K,Silver,37,1,1,1,6224,777,5447,0.743,13503,112,0.623,0.125 +711706458,Existing Customer,44,M,4,Doctorate,Married,$80K - $120K,Blue,27,1,2,1,24134,1290,22844,0.814,13311,110,0.642,0.053 +712180308,Existing Customer,36,M,4,High School,Single,$120K +,Blue,36,1,3,3,27929,1898,26031,0.725,14755,123,0.732,0.068 +802622733,Existing Customer,44,F,4,Uneducated,Single,$40K - $60K,Blue,34,1,3,3,3657,0,3657,0.785,14802,95,0.667,0 +778832883,Existing Customer,47,F,3,Post-Graduate,Married,Less than $40K,Blue,28,1,3,1,8257,961,7296,0.741,13769,104,0.857,0.116 +788671608,Existing Customer,45,F,4,College,Single,$40K - $60K,Gold,30,1,2,1,23051,1836,21215,0.743,14393,107,0.814,0.08 +718023708,Existing Customer,53,F,2,Uneducated,Single,$40K - $60K,Blue,42,2,1,3,14839,2226,12613,0.828,14625,115,0.769,0.15 +718692258,Existing Customer,43,M,3,Unknown,Married,$60K - $80K,Blue,34,1,3,1,3755,1591,2164,0.883,14402,110,0.803,0.424 +718357458,Existing Customer,48,M,5,Unknown,Single,$60K - $80K,Blue,36,2,3,0,3862,0,3862,0.807,15282,125,0.712,0 +714003483,Existing Customer,37,M,1,Doctorate,Unknown,$60K - $80K,Blue,36,1,3,1,7539,0,7539,1.023,15293,129,0.743,0 +713632983,Attrited Customer,43,M,4,High School,Married,$80K - $120K,Blue,35,2,3,2,10588,503,10085,0.918,7886,70,0.75,0.048 +711008508,Existing Customer,59,M,2,Graduate,Single,$40K - $60K,Blue,50,2,1,2,11808,0,11808,0.813,13751,113,0.823,0 +815230458,Existing Customer,31,M,1,High School,Divorced,$40K - $60K,Silver,26,1,1,3,15504,1277,14227,0.612,14181,126,0.615,0.082 +719612583,Attrited Customer,52,F,4,Uneducated,Divorced,Unknown,Blue,42,4,4,1,12091,0,12091,0.898,8127,74,0.805,0 +709514433,Existing Customer,41,M,3,High School,Married,$80K - $120K,Blue,33,2,1,1,13818,609,13209,0.787,13209,101,0.656,0.044 +815826708,Existing Customer,53,F,2,Unknown,Married,$40K - $60K,Blue,48,2,3,3,4442,1107,3335,0.822,14437,109,0.912,0.249 +815520333,Existing Customer,55,M,3,High School,Married,$60K - $80K,Blue,50,2,1,2,5282,1144,4138,0.8,13513,115,0.597,0.217 +718661958,Existing Customer,41,M,3,College,Married,$80K - $120K,Blue,28,1,1,3,34516,1617,32899,0.625,13083,93,0.722,0.047 +788980983,Existing Customer,55,M,1,High School,Single,$80K - $120K,Blue,42,1,4,2,34516,1583,32933,0.824,12192,112,0.672,0.046 +721171008,Existing Customer,31,F,1,Unknown,Married,Less than $40K,Silver,36,2,3,1,10353,1520,8833,0.724,15028,124,0.746,0.147 +714682233,Existing Customer,48,M,3,Graduate,Married,$80K - $120K,Blue,43,1,4,1,9959,0,9959,0.751,14948,125,0.866,0 +720736608,Existing Customer,42,M,2,Graduate,Married,$60K - $80K,Blue,36,2,2,1,6280,2181,4099,0.795,14109,92,0.878,0.347 +718333983,Attrited Customer,57,M,4,Unknown,Divorced,$120K +,Blue,36,2,2,3,13694,2219,11475,1.078,9040,63,0.8,0.162 +772207683,Existing Customer,34,M,2,Graduate,Single,Less than $40K,Blue,23,1,3,2,8940,1518,7422,0.726,14459,97,0.702,0.17 +714794133,Existing Customer,54,M,2,Uneducated,Married,$60K - $80K,Blue,45,2,3,1,6546,1908,4638,0.697,14103,112,0.672,0.291 +756639708,Existing Customer,46,F,2,Unknown,Married,Unknown,Silver,39,1,1,2,32587,992,31595,1.139,15958,113,0.687,0.03 +713686008,Existing Customer,38,M,2,Graduate,Single,$60K - $80K,Blue,25,1,1,1,11474,0,11474,0.628,13041,98,0.661,0 +713475633,Existing Customer,40,M,5,Unknown,Single,$120K +,Silver,31,1,3,3,34516,2203,32313,0.728,14204,96,0.92,0.064 +717518733,Attrited Customer,56,F,2,High School,Married,Less than $40K,Blue,46,4,3,3,9463,764,8699,0.994,7106,61,0.906,0.081 +712532058,Existing Customer,44,M,3,Post-Graduate,Married,$40K - $60K,Blue,36,1,1,2,12552,1405,11147,0.702,15508,95,0.792,0.112 +789666333,Existing Customer,39,M,2,Graduate,Single,$60K - $80K,Blue,24,2,3,2,21679,1073,20606,0.745,15581,115,0.797,0.049 +711422358,Existing Customer,42,M,5,Post-Graduate,Unknown,$40K - $60K,Blue,36,1,2,2,10531,2330,8201,0.757,14955,118,0.662,0.221 +708510858,Existing Customer,60,F,1,Uneducated,Single,Less than $40K,Blue,47,1,3,2,4905,2413,2492,0.853,15478,109,0.73,0.492 +767023308,Existing Customer,35,M,3,College,Unknown,$80K - $120K,Silver,29,2,2,2,34516,0,34516,0.758,12847,106,0.738,0 +789289383,Existing Customer,42,M,3,Graduate,Single,$80K - $120K,Silver,31,2,2,3,34516,2120,32396,0.9,14626,97,0.644,0.061 +708805908,Attrited Customer,30,M,2,Graduate,Married,Less than $40K,Silver,18,1,1,3,10017,726,9291,0.924,9299,68,0.619,0.072 +710155158,Attrited Customer,37,M,2,Uneducated,Unknown,$80K - $120K,Blue,18,1,1,2,31832,518,31314,0.972,10201,59,0.788,0.016 +713330133,Existing Customer,37,F,1,Graduate,Married,Less than $40K,Blue,19,2,3,2,5843,1346,4497,0.641,13299,95,0.863,0.23 +714403983,Existing Customer,43,M,2,Graduate,Single,$80K - $120K,Blue,36,2,2,1,34427,1613,32814,0.704,13545,112,0.672,0.047 +720353808,Attrited Customer,34,M,3,High School,Unknown,$80K - $120K,Silver,21,1,2,3,34516,0,34516,0.794,9177,50,1.083,0 +710362233,Existing Customer,48,M,3,Unknown,Unknown,$80K - $120K,Platinum,40,1,2,3,34516,1723,32793,0.628,13853,98,0.782,0.05 +771484908,Existing Customer,31,M,0,Graduate,Divorced,$80K - $120K,Silver,19,1,3,3,34516,1984,32532,0.757,14969,96,0.811,0.057 +717047583,Attrited Customer,47,F,3,Doctorate,Married,Less than $40K,Blue,35,2,3,2,4779,2517,2262,0.929,8912,63,0.658,0.527 +715694433,Existing Customer,51,M,1,Unknown,Single,$60K - $80K,Blue,22,2,3,3,4248,1177,3071,0.821,13958,116,0.785,0.277 +793456983,Existing Customer,43,M,0,Post-Graduate,Single,$40K - $60K,Blue,37,1,2,3,7872,989,6883,0.809,13746,104,0.733,0.126 +715742658,Existing Customer,41,F,3,Graduate,Unknown,Less than $40K,Blue,13,1,3,2,6077,1421,4656,0.739,12489,97,0.764,0.234 +715518783,Existing Customer,48,F,3,Graduate,Single,Less than $40K,Blue,36,2,3,1,3882,2029,1853,0.751,13980,128,0.707,0.523 +779514558,Existing Customer,41,F,2,High School,Married,Less than $40K,Blue,24,1,1,1,7207,1645,5562,0.969,13730,96,0.745,0.228 +720017958,Existing Customer,48,F,4,Unknown,Single,$40K - $60K,Blue,36,1,1,2,6121,1679,4442,0.705,14224,117,0.887,0.274 +712895733,Attrited Customer,40,M,4,Uneducated,Single,$80K - $120K,Blue,36,6,3,2,34516,572,33944,1.05,8659,81,1.077,0.017 +719039283,Existing Customer,32,M,1,Uneducated,Married,$40K - $60K,Blue,36,2,2,3,3535,1964,1571,0.661,14080,85,0.809,0.556 +719629308,Attrited Customer,55,F,2,Unknown,Single,Unknown,Silver,37,2,2,3,34516,1783,32733,0.821,8472,80,0.739,0.052 +754443033,Attrited Customer,50,M,1,Graduate,Single,$80K - $120K,Silver,43,6,3,3,34516,432,34084,0.807,9045,72,1,0.013 +716159958,Existing Customer,49,M,2,Unknown,Married,$60K - $80K,Blue,36,2,1,2,6224,1329,4895,0.74,14238,93,0.755,0.214 +712195383,Existing Customer,37,F,0,Doctorate,Single,Less than $40K,Blue,36,2,2,3,9178,1585,7593,0.617,14932,110,0.803,0.173 +822885033,Existing Customer,31,M,1,High School,Married,$60K - $80K,Blue,24,2,1,3,4328,1493,2835,0.651,14731,120,0.765,0.345 +716543433,Existing Customer,52,M,2,College,Married,$80K - $120K,Blue,36,1,2,2,9959,1049,8910,0.976,15195,99,0.941,0.105 +717403158,Existing Customer,60,F,0,Uneducated,Single,Less than $40K,Blue,47,1,2,2,9634,2076,7558,0.876,14218,102,0.759,0.215 +826065258,Existing Customer,35,F,2,Unknown,Divorced,Unknown,Blue,31,2,2,2,19033,1555,17478,1.001,16033,116,0.812,0.082 +709397508,Existing Customer,48,M,1,Uneducated,Married,$60K - $80K,Blue,39,2,3,1,8624,1709,6915,0.967,15738,111,0.82,0.198 +720748608,Attrited Customer,44,M,3,Graduate,Divorced,$40K - $60K,Blue,32,1,2,2,3575,0,3575,0.843,7672,66,0.737,0 +709823733,Attrited Customer,44,F,2,Graduate,Unknown,$40K - $60K,Blue,34,2,3,3,5508,0,5508,0.89,7507,78,0.733,0 +713542908,Existing Customer,31,M,2,Graduate,Single,Less than $40K,Blue,19,1,2,3,5871,1829,4042,0.81,15645,117,0.746,0.312 +720512433,Attrited Customer,56,M,1,Uneducated,Single,$60K - $80K,Blue,36,6,4,3,15219,2281,12938,0.832,7625,78,0.95,0.15 +713671158,Existing Customer,46,M,2,Uneducated,Single,$120K +,Blue,32,2,3,1,34516,2328,32188,0.855,15754,121,0.729,0.067 +802449933,Existing Customer,29,M,1,Uneducated,Married,$40K - $60K,Blue,23,1,3,1,8147,1750,6397,0.751,14912,114,0.869,0.215 +716723658,Existing Customer,37,F,2,Post-Graduate,Single,Less than $40K,Blue,28,1,3,1,3525,1519,2006,0.685,13625,110,1,0.431 +710451708,Existing Customer,32,M,1,Graduate,Married,$40K - $60K,Blue,24,1,1,2,9711,972,8739,0.647,14926,115,0.742,0.1 +809540733,Existing Customer,52,M,2,High School,Married,$80K - $120K,Blue,47,1,1,1,11358,1425,9933,0.611,14327,92,0.673,0.125 +716372358,Existing Customer,58,F,3,Graduate,Married,Less than $40K,Blue,47,1,2,1,6765,0,6765,0.739,14133,124,0.771,0 +710162133,Attrited Customer,41,M,4,Graduate,Married,$80K - $120K,Blue,36,1,3,6,4725,1253,3472,1.008,9134,77,0.974,0.265 +710878308,Attrited Customer,50,F,4,Graduate,Single,Less than $40K,Blue,37,1,2,3,3699,913,2786,0.866,7297,71,0.69,0.247 +710262408,Existing Customer,29,M,1,Graduate,Married,$80K - $120K,Silver,36,1,2,1,34516,1666,32850,0.82,13971,116,0.812,0.048 +713975433,Existing Customer,32,F,0,High School,Divorced,Less than $40K,Blue,25,2,3,0,8851,1753,7098,0.627,14783,110,0.864,0.198 +771244383,Existing Customer,52,F,1,College,Unknown,Less than $40K,Blue,39,1,2,1,8506,0,8506,0.719,14289,113,0.638,0 +710405808,Existing Customer,48,M,2,Graduate,Divorced,Less than $40K,Blue,36,1,3,2,3442,1229,2213,0.81,14618,100,0.724,0.357 +715542783,Existing Customer,33,F,2,Graduate,Married,Less than $40K,Blue,24,1,3,2,3731,0,3731,0.767,13234,92,0.84,0 +815840283,Existing Customer,51,F,2,Unknown,Married,Less than $40K,Blue,46,1,6,3,7744,1893,5851,0.813,16059,124,0.722,0.244 +788908308,Existing Customer,46,M,2,High School,Single,$40K - $60K,Blue,32,2,3,2,5972,0,5972,0.606,14227,116,0.706,0 +789394833,Existing Customer,47,M,2,Unknown,Divorced,$80K - $120K,Blue,37,1,2,2,21714,1969,19745,0.944,13270,104,0.625,0.091 +712609533,Existing Customer,32,M,1,Uneducated,Single,$80K - $120K,Blue,15,2,2,1,3371,1530,1841,0.828,13432,118,0.815,0.454 +710237283,Existing Customer,50,F,2,Graduate,Married,Less than $40K,Blue,38,2,1,1,9546,960,8586,0.71,14211,111,0.657,0.101 +770766633,Existing Customer,28,F,1,Post-Graduate,Single,Less than $40K,Blue,14,2,3,3,3848,0,3848,0.841,14054,105,0.694,0 +823837158,Existing Customer,44,M,3,Graduate,Single,$40K - $60K,Blue,40,1,3,1,9199,1230,7969,0.591,15367,123,0.685,0.134 +712123008,Existing Customer,43,M,2,High School,Married,$60K - $80K,Blue,31,2,3,1,13381,1845,11536,0.883,14532,116,0.871,0.138 +711727083,Existing Customer,50,F,1,Graduate,Single,$40K - $60K,Blue,36,2,1,3,2833,1622,1211,0.951,14341,101,0.712,0.573 +720033033,Existing Customer,53,F,2,Post-Graduate,Single,Unknown,Blue,41,2,2,3,15101,1396,13705,0.692,13545,96,0.655,0.092 +787723758,Existing Customer,58,F,3,Unknown,Married,Less than $40K,Blue,48,2,1,2,3603,1465,2138,0.63,14235,101,0.656,0.407 +770926158,Existing Customer,51,F,0,Doctorate,Single,Less than $40K,Blue,38,2,2,2,4132,2517,1615,0.786,13820,129,0.697,0.609 +711360783,Existing Customer,39,F,0,College,Single,Less than $40K,Blue,36,1,2,2,4366,1870,2496,0.814,15451,127,0.764,0.428 +708285108,Existing Customer,42,M,4,Graduate,Single,$40K - $60K,Blue,36,1,1,2,6128,2239,3889,0.768,13505,116,0.681,0.365 +713390433,Attrited Customer,44,M,3,Graduate,Unknown,$60K - $80K,Gold,29,2,3,2,34516,2517,31999,0.579,6782,67,0.763,0.073 +718096608,Existing Customer,44,F,4,High School,Single,Less than $40K,Blue,30,1,2,3,6882,1930,4952,0.915,13836,113,0.766,0.28 +719094333,Existing Customer,46,M,4,Uneducated,Married,$80K - $120K,Blue,33,1,2,1,13490,1567,11923,0.795,13159,105,0.75,0.116 +813764283,Existing Customer,39,M,3,High School,Married,$80K - $120K,Blue,34,2,1,2,17978,1820,16158,0.85,15657,114,0.81,0.101 +713398158,Existing Customer,45,M,3,Post-Graduate,Married,$40K - $60K,Blue,30,2,2,2,3821,1673,2148,0.869,15005,89,0.712,0.438 +711227883,Existing Customer,41,F,2,Graduate,Single,Less than $40K,Blue,21,2,3,3,3624,1641,1983,0.833,15824,121,0.779,0.453 +810040908,Existing Customer,42,F,3,High School,Single,Less than $40K,Blue,37,1,3,1,3787,824,2963,0.809,16220,120,0.69,0.218 +772640808,Existing Customer,38,F,1,College,Single,Less than $40K,Blue,28,2,2,2,4623,1366,3257,0.776,14730,118,0.735,0.295 +784907658,Existing Customer,36,M,2,High School,Married,$80K - $120K,Blue,30,2,1,2,4343,2220,2123,1.045,14463,119,0.776,0.511 +794692158,Existing Customer,43,F,3,High School,Unknown,$40K - $60K,Silver,25,1,2,1,17328,0,17328,0.82,15367,105,0.641,0 +718383183,Existing Customer,51,F,3,High School,Married,Less than $40K,Blue,39,2,1,1,3803,2437,1366,0.809,14397,117,0.746,0.641 +721156758,Existing Customer,52,M,3,Graduate,Married,$60K - $80K,Blue,44,1,2,1,23889,603,23286,0.792,13360,124,0.968,0.025 +811793433,Existing Customer,50,F,3,Graduate,Divorced,Unknown,Silver,45,2,1,2,34516,2381,32135,0.748,15071,103,0.717,0.069 +712010358,Attrited Customer,49,M,4,Graduate,Single,$80K - $120K,Blue,36,2,3,2,3999,0,3999,0.938,7567,76,0.652,0 +719420058,Existing Customer,44,M,4,Unknown,Single,$80K - $120K,Blue,26,1,2,1,11782,2177,9605,0.875,16605,110,0.692,0.185 +809459733,Existing Customer,43,F,4,Unknown,Single,Less than $40K,Blue,38,2,1,2,3220,0,3220,0.782,13339,90,0.698,0 +798783858,Existing Customer,48,F,3,Unknown,Unknown,$40K - $60K,Blue,42,2,1,1,9742,2517,7225,0.692,13082,92,0.804,0.258 +711432258,Attrited Customer,55,M,3,Graduate,Single,$60K - $80K,Blue,46,2,4,2,4178,0,4178,0.882,7914,54,0.862,0 +721294533,Existing Customer,48,M,4,Graduate,Married,$80K - $120K,Blue,34,1,1,1,34516,738,33778,0.719,15143,121,0.635,0.021 +718425333,Existing Customer,45,M,4,Graduate,Married,$80K - $120K,Blue,32,1,1,3,26819,1657,25162,0.816,14450,111,0.762,0.062 +714294183,Attrited Customer,54,M,1,Graduate,Divorced,$80K - $120K,Blue,44,1,3,3,9580,132,9448,0.32,5385,51,0.308,0.014 +714637908,Existing Customer,47,F,4,Unknown,Single,Less than $40K,Blue,36,2,2,1,7940,1669,6271,0.696,15445,118,0.934,0.21 +712341933,Existing Customer,39,M,1,Graduate,Single,$60K - $80K,Gold,36,1,3,2,34516,1662,32854,0.751,13578,105,0.615,0.048 +708332808,Existing Customer,47,M,2,Uneducated,Married,$40K - $60K,Blue,39,2,2,2,3471,0,3471,0.871,14381,115,0.742,0 +708354858,Attrited Customer,51,M,2,Unknown,Single,$120K +,Blue,42,2,4,2,14938,0,14938,0.758,8192,80,0.778,0 +766649283,Existing Customer,49,F,3,Graduate,Divorced,Unknown,Blue,42,2,2,3,14072,1917,12155,0.653,13432,107,0.981,0.136 +817951083,Existing Customer,58,F,1,Unknown,Married,$40K - $60K,Silver,53,1,3,3,15928,1527,14401,0.838,14678,125,0.712,0.096 +708301683,Attrited Customer,40,M,2,Uneducated,Married,$80K - $120K,Blue,30,6,2,3,20798,1059,19739,1.049,8038,90,0.837,0.051 +713655108,Existing Customer,60,F,1,Graduate,Single,Less than $40K,Blue,45,2,3,1,9752,1423,8329,0.872,14220,108,0.964,0.146 +714560358,Existing Customer,53,M,1,Unknown,Single,$40K - $60K,Blue,45,1,2,1,3234,1514,1720,0.846,13803,100,0.695,0.468 +712113558,Attrited Customer,45,M,2,Graduate,Married,$80K - $120K,Blue,36,4,3,3,24844,1273,23571,0.437,6549,75,0.974,0.051 +710603958,Existing Customer,49,M,2,Uneducated,Married,$80K - $120K,Blue,36,2,1,3,3090,0,3090,0.769,14198,101,0.804,0 +720597108,Attrited Customer,48,F,3,Post-Graduate,Divorced,Less than $40K,Blue,36,5,3,1,9943,2138,7805,0.949,8325,54,1,0.215 +713810658,Existing Customer,44,M,3,Graduate,Married,$60K - $80K,Blue,36,1,2,3,3384,799,2585,0.737,13152,100,0.754,0.236 +721519908,Existing Customer,29,F,1,Uneducated,Single,Less than $40K,Blue,36,1,2,1,3640,1419,2221,0.749,13306,99,0.678,0.39 +712025958,Existing Customer,42,M,4,Uneducated,Married,$80K - $120K,Silver,35,1,2,3,34516,1420,33096,0.848,14672,110,0.803,0.041 +794740458,Existing Customer,45,F,3,Graduate,Married,Less than $40K,Silver,39,1,2,3,10186,1608,8578,0.712,14023,106,0.767,0.158 +709814883,Existing Customer,45,F,2,High School,Single,Less than $40K,Platinum,36,1,3,1,15987,2262,13725,0.714,15513,127,0.649,0.141 +719767683,Attrited Customer,46,M,0,College,Single,$80K - $120K,Blue,39,2,3,3,16983,0,16983,1.061,8526,79,0.837,0 +715321008,Attrited Customer,39,M,2,Unknown,Married,$120K +,Blue,36,6,3,3,34516,2517,31999,1.052,7866,63,0.75,0.073 +710106933,Existing Customer,32,M,2,Uneducated,Single,$80K - $120K,Silver,20,2,3,3,34516,2136,32380,0.849,14667,119,0.75,0.062 +716655858,Existing Customer,38,M,2,High School,Single,$80K - $120K,Blue,31,1,3,2,34516,0,34516,0.768,14036,99,0.768,0 +778260108,Existing Customer,50,F,4,Unknown,Married,$40K - $60K,Blue,41,1,2,2,4268,1509,2759,0.562,14351,112,0.867,0.354 +713986908,Existing Customer,50,F,2,High School,Married,Unknown,Blue,40,2,3,2,10748,1084,9664,0.868,16541,126,0.68,0.101 +780042633,Attrited Customer,37,F,2,Unknown,Married,Unknown,Silver,21,2,2,2,31718,0,31718,0.91,7432,64,0.641,0 +713269533,Attrited Customer,42,M,2,College,Single,$80K - $120K,Blue,36,1,3,1,9959,2517,7442,0.884,8847,85,0.771,0.253 +713868033,Existing Customer,53,M,1,College,Married,$80K - $120K,Silver,36,2,2,2,34516,1484,33032,1.015,16373,114,0.9,0.043 +708103608,Existing Customer,52,M,1,High School,Single,$60K - $80K,Blue,45,1,5,1,11898,2517,9381,0.745,15798,128,0.73,0.212 +789684258,Attrited Customer,57,M,2,Post-Graduate,Single,$80K - $120K,Silver,43,2,3,3,34516,1847,32669,0.557,7842,61,0.794,0.054 +779067408,Existing Customer,46,M,1,Uneducated,Married,$60K - $80K,Blue,27,1,3,1,13056,1890,11166,0.713,14280,102,0.672,0.145 +712231308,Existing Customer,60,M,0,Graduate,Single,Less than $40K,Silver,47,1,1,3,14002,1413,12589,0.621,13849,128,0.882,0.101 +761079783,Attrited Customer,40,M,3,Graduate,Married,$60K - $80K,Blue,33,5,3,6,5500,442,5058,0.609,7720,67,0.558,0.08 +787518258,Attrited Customer,49,M,3,Uneducated,Married,$120K +,Blue,38,2,3,3,8549,0,8549,1.023,9192,77,0.791,0 +717631908,Attrited Customer,56,M,2,Unknown,Married,Less than $40K,Blue,44,5,3,1,4390,0,4390,1.005,8454,69,0.769,0 +769396158,Attrited Customer,55,M,1,College,Single,$80K - $120K,Blue,43,2,2,3,24884,0,24884,0.072,5107,53,0.293,0 +713462508,Existing Customer,55,F,2,Graduate,Married,Unknown,Blue,41,1,1,1,3591,1760,1831,0.507,13289,121,0.754,0.49 +716717733,Attrited Customer,55,F,3,Uneducated,Single,Less than $40K,Blue,47,2,5,4,4841,859,3982,1.003,8918,87,0.977,0.177 +709383933,Attrited Customer,31,M,2,Unknown,Unknown,$80K - $120K,Blue,18,2,1,3,4246,2517,1729,0.951,8102,66,0.886,0.593 +717283008,Existing Customer,44,F,4,Graduate,Single,Unknown,Blue,36,2,1,2,7469,1378,6091,0.859,15225,108,0.862,0.184 +793449333,Existing Customer,54,M,2,Graduate,Divorced,$80K - $120K,Blue,48,2,3,2,29974,2114,27860,0.925,15190,115,0.855,0.071 +710873583,Existing Customer,58,M,1,Graduate,Married,$60K - $80K,Blue,48,2,3,2,20724,2221,18503,0.769,14215,109,0.703,0.107 +718486608,Existing Customer,53,M,2,High School,Single,$120K +,Blue,36,2,2,2,21079,1431,19648,0.688,13930,96,0.655,0.068 +716748483,Existing Customer,59,F,1,Uneducated,Married,$40K - $60K,Blue,36,2,2,3,3720,1569,2151,0.891,16208,129,0.792,0.422 +715113933,Attrited Customer,54,M,1,Unknown,Single,$80K - $120K,Blue,36,2,3,2,11077,573,10504,0.973,8165,87,0.776,0.052 +711160233,Existing Customer,32,M,1,High School,Married,$40K - $60K,Blue,19,2,3,1,12024,0,12024,0.823,14551,105,0.78,0 +715714458,Attrited Customer,48,M,5,Graduate,Single,$40K - $60K,Blue,38,2,3,3,4446,0,4446,0.963,8753,76,0.949,0 +709615458,Existing Customer,54,M,3,Graduate,Married,$120K +,Blue,44,2,1,3,34516,862,33654,0.815,15034,111,0.762,0.025 +719955558,Existing Customer,32,M,0,Unknown,Married,Less than $40K,Silver,24,2,2,3,11511,0,11511,0.867,14436,123,0.64,0 +713072358,Existing Customer,42,M,2,Graduate,Married,$80K - $120K,Silver,31,2,1,3,34516,1356,33160,0.71,12878,104,0.825,0.039 +721402233,Existing Customer,42,M,3,Uneducated,Married,$120K +,Blue,28,2,3,1,19192,1507,17685,0.594,15615,125,0.736,0.079 +713691633,Existing Customer,29,M,0,Post-Graduate,Married,Less than $40K,Blue,36,1,1,1,3076,0,3076,0.924,15514,123,0.892,0 +708866133,Existing Customer,43,M,3,Graduate,Married,$80K - $120K,Blue,32,2,1,2,4196,1331,2865,0.537,14545,116,0.841,0.317 +757256358,Existing Customer,45,M,3,Graduate,Single,$60K - $80K,Blue,38,1,3,3,3243,1580,1663,1.075,15710,122,0.743,0.487 +784868958,Existing Customer,56,F,1,High School,Married,Unknown,Blue,49,1,2,1,17542,2517,15025,0.8,13939,138,0.792,0.143 +710845308,Existing Customer,46,M,4,High School,Married,$80K - $120K,Blue,36,2,2,1,32949,1190,31759,0.664,14892,113,0.638,0.036 +719368533,Existing Customer,41,F,2,Doctorate,Married,Unknown,Silver,28,1,3,3,32250,1289,30961,0.703,15785,100,0.786,0.04 +718337733,Existing Customer,50,F,2,Graduate,Married,Unknown,Gold,40,2,1,1,34516,1826,32690,0.718,14994,121,0.833,0.053 +715132758,Existing Customer,52,F,2,College,Divorced,$40K - $60K,Gold,43,2,2,3,23981,2114,21867,0.721,15281,100,0.724,0.088 +712556433,Existing Customer,52,F,2,Graduate,Married,$40K - $60K,Blue,43,1,2,3,4090,1649,2441,0.752,15497,92,0.673,0.403 +718947558,Existing Customer,32,F,0,High School,Single,Unknown,Blue,21,2,3,1,4251,2295,1956,0.628,15574,115,0.797,0.54 +710303208,Existing Customer,52,F,1,High School,Single,Less than $40K,Blue,40,2,1,1,4119,2517,1602,0.754,15215,121,0.862,0.611 +804158583,Existing Customer,60,M,1,High School,Married,Less than $40K,Silver,55,2,2,3,13399,1456,11943,0.856,16493,122,0.649,0.109 +711720408,Existing Customer,44,F,0,Unknown,Married,Less than $40K,Blue,34,1,3,3,9070,1273,7797,0.637,15211,129,0.743,0.14 +715808808,Existing Customer,48,F,4,Uneducated,Married,Unknown,Blue,36,2,6,1,7469,1216,6253,0.771,13614,104,0.6,0.163 +715076358,Attrited Customer,57,M,1,Post-Graduate,Unknown,$80K - $120K,Blue,36,4,3,3,23714,0,23714,0.981,8463,62,0.824,0 +718343058,Existing Customer,52,F,2,High School,Divorced,Less than $40K,Blue,40,1,2,3,5240,2517,2723,0.78,14161,105,0.875,0.48 +769667583,Attrited Customer,34,M,3,Post-Graduate,Single,$40K - $60K,Blue,28,2,3,2,3744,0,3744,0.796,8202,69,0.769,0 +709013208,Existing Customer,40,M,2,Uneducated,Single,$80K - $120K,Blue,36,2,2,1,15594,1690,13904,0.69,16101,127,0.608,0.108 +716004258,Existing Customer,45,M,4,High School,Single,$60K - $80K,Blue,35,1,1,3,8449,2092,6357,0.709,17634,120,0.667,0.248 +715645908,Attrited Customer,59,M,0,High School,Single,$80K - $120K,Gold,48,5,2,6,34516,0,34516,0.969,8480,71,0.821,0 +717724233,Existing Customer,43,M,3,Unknown,Unknown,$80K - $120K,Blue,28,2,1,3,9959,734,9225,0.86,16732,116,0.812,0.074 +719850933,Existing Customer,30,M,2,College,Single,$60K - $80K,Blue,36,1,3,3,4192,1734,2458,0.753,13345,106,0.893,0.414 +790131033,Existing Customer,38,F,1,High School,Married,Less than $40K,Blue,31,2,6,3,3416,2517,899,0.925,14230,105,0.78,0.737 +721211433,Existing Customer,42,M,4,Doctorate,Single,$60K - $80K,Blue,31,2,2,2,3322,0,3322,0.758,13784,108,0.588,0 +721290708,Existing Customer,50,M,1,Uneducated,Single,$60K - $80K,Blue,30,1,3,2,14217,1816,12401,0.978,15554,99,0.678,0.128 +712107783,Existing Customer,49,M,4,College,Single,$60K - $80K,Blue,35,1,2,2,17350,1817,15533,0.816,16132,118,0.873,0.105 +818960133,Existing Customer,58,M,4,High School,Married,$60K - $80K,Blue,53,1,3,0,13784,698,13086,0.75,13120,91,0.784,0.051 +713560758,Existing Customer,54,F,1,Uneducated,Married,Less than $40K,Blue,42,2,2,3,3181,2087,1094,0.752,13392,92,0.736,0.656 +718579833,Existing Customer,39,F,3,Graduate,Unknown,Less than $40K,Blue,26,2,2,1,5325,2488,2837,0.926,13674,101,0.836,0.467 +778643733,Attrited Customer,48,F,1,Uneducated,Single,$40K - $60K,Gold,28,3,2,1,23981,1454,22527,0.925,9140,64,0.684,0.061 +770977833,Existing Customer,36,M,2,Graduate,Married,Less than $40K,Blue,23,2,2,3,3920,0,3920,0.813,16500,102,0.729,0 +708721533,Existing Customer,56,F,1,Graduate,Married,Less than $40K,Blue,36,2,1,2,5158,1148,4010,0.637,13113,128,0.882,0.223 +772300383,Existing Customer,57,F,2,Unknown,Married,$40K - $60K,Blue,46,3,1,3,5073,1533,3540,0.654,13420,122,0.743,0.302 +751155783,Existing Customer,47,F,2,High School,Married,$40K - $60K,Blue,40,2,1,3,4074,1868,2206,0.688,15005,118,0.761,0.459 +768457008,Existing Customer,27,M,1,Graduate,Single,$40K - $60K,Blue,21,2,3,1,10284,787,9497,0.739,13355,92,0.84,0.077 +794494308,Existing Customer,42,M,3,Uneducated,Married,$120K +,Platinum,23,3,4,3,34516,2070,32446,0.88,13781,102,0.545,0.06 +710980383,Attrited Customer,53,M,3,High School,Single,$80K - $120K,Silver,33,2,2,3,34516,0,34516,0.534,6361,74,1.114,0 +716663808,Existing Customer,57,F,3,High School,Married,Less than $40K,Blue,36,3,3,1,3999,721,3278,0.847,15443,102,0.672,0.18 +712912233,Existing Customer,50,F,0,Post-Graduate,Divorced,Less than $40K,Blue,36,3,4,1,3468,2221,1247,0.783,14222,122,0.627,0.64 +717992433,Existing Customer,50,M,4,Graduate,Married,$80K - $120K,Blue,39,3,1,2,11900,1796,10104,0.651,14666,101,0.98,0.151 +709971708,Attrited Customer,51,F,1,High School,Single,Unknown,Blue,41,3,3,2,9701,0,9701,1.024,9404,62,0.824,0 +715600533,Existing Customer,61,M,0,Graduate,Single,$80K - $120K,Gold,50,3,3,3,34516,1357,33159,0.687,13722,124,0.746,0.039 +710153583,Attrited Customer,30,F,0,Uneducated,Married,Less than $40K,Blue,13,3,1,3,6075,0,6075,0.923,9242,63,0.909,0 +794132808,Existing Customer,60,M,0,Uneducated,Married,$40K - $60K,Blue,54,3,3,3,13035,1285,11750,0.761,14585,97,0.98,0.099 +720565458,Attrited Customer,43,M,2,Post-Graduate,Single,$60K - $80K,Blue,36,2,3,3,17306,0,17306,0.4,6205,65,0.806,0 +715496058,Attrited Customer,41,F,4,Uneducated,Single,Less than $40K,Gold,36,3,3,3,15987,0,15987,0.598,7832,73,0.78,0 +709015833,Existing Customer,42,M,2,Graduate,Single,$60K - $80K,Silver,36,3,3,2,34516,0,34516,0.774,12920,132,0.737,0 +718612758,Existing Customer,36,M,2,High School,Married,$120K +,Blue,36,3,1,2,34516,939,33577,0.826,15552,107,0.754,0.027 +712438308,Existing Customer,27,F,1,High School,Married,Unknown,Blue,15,2,1,2,7469,0,7469,0.688,16730,122,0.718,0 +716238483,Attrited Customer,59,M,0,College,Married,$80K - $120K,Blue,50,3,2,3,12918,2352,10566,1.008,9138,76,0.9,0.182 +718297683,Attrited Customer,59,F,1,High School,Single,Less than $40K,Blue,50,1,0,3,4085,0,4085,0.787,7597,71,0.69,0 +712206033,Existing Customer,55,M,1,Graduate,Married,$40K - $60K,Blue,36,2,1,2,3705,1355,2350,0.742,16089,119,0.725,0.366 +710904708,Existing Customer,56,F,1,High School,Married,Less than $40K,Blue,43,3,1,1,5319,921,4398,0.866,15048,110,0.618,0.173 +711190233,Existing Customer,34,M,3,Graduate,Married,$40K - $60K,Blue,36,3,2,1,4549,990,3559,0.745,13804,123,0.732,0.218 +710535708,Existing Customer,49,M,2,Uneducated,Married,$80K - $120K,Blue,39,2,3,1,15894,1293,14601,0.693,14256,118,0.735,0.081 +794573883,Existing Customer,32,M,1,Unknown,Single,$40K - $60K,Silver,16,3,3,1,17894,2517,15377,0.731,15305,111,0.586,0.141 +719118708,Attrited Customer,49,F,3,Unknown,Single,Less than $40K,Blue,37,2,2,2,5855,0,5855,0.962,9202,80,0.86,0 +790201158,Existing Customer,60,F,1,Uneducated,Married,Less than $40K,Silver,54,2,2,3,13062,1731,11331,0.936,13609,108,0.565,0.133 +779333883,Attrited Customer,51,F,3,Uneducated,Married,Less than $40K,Blue,33,3,3,3,7428,0,7428,0.873,8078,62,0.722,0 +719805183,Existing Customer,39,M,2,College,Married,Less than $40K,Blue,19,3,3,2,8848,961,7887,0.884,15352,117,0.671,0.109 +721220583,Existing Customer,54,F,2,Graduate,Married,$40K - $60K,Blue,41,3,1,3,7362,1176,6186,0.735,17390,130,0.688,0.16 +779685558,Existing Customer,53,M,5,Graduate,Single,$120K +,Gold,36,2,4,1,34516,2088,32428,0.822,15290,123,0.732,0.06 +713965683,Existing Customer,35,M,3,Post-Graduate,Married,$80K - $120K,Blue,28,3,1,2,4380,0,4380,0.719,17258,121,0.704,0 +710667708,Existing Customer,47,M,2,Uneducated,Single,$60K - $80K,Blue,36,3,3,2,12510,1871,10639,0.748,14018,128,0.778,0.15 +718979733,Existing Customer,52,M,5,Unknown,Single,$60K - $80K,Blue,36,2,3,2,23712,2195,21517,0.754,16258,115,0.855,0.093 +712104333,Existing Customer,57,F,2,Doctorate,Single,Less than $40K,Blue,44,2,2,3,9149,1254,7895,0.762,14401,100,0.754,0.137 +793560033,Existing Customer,47,F,3,Uneducated,Single,Unknown,Silver,33,2,2,3,34516,1930,32586,0.93,16369,125,0.736,0.056 +779920533,Existing Customer,54,F,1,High School,Married,Less than $40K,Blue,41,3,3,2,3784,2517,1267,0.648,15199,96,0.684,0.665 +717480783,Existing Customer,39,M,1,High School,Single,$80K - $120K,Blue,29,3,1,2,9680,2101,7579,0.626,15152,100,0.695,0.217 +709066983,Existing Customer,50,M,4,High School,Married,$120K +,Blue,41,2,2,2,34516,2353,32163,0.667,15214,129,0.675,0.068 +718528008,Existing Customer,60,F,1,High School,Married,Less than $40K,Blue,47,2,3,1,3845,1460,2385,0.857,14432,106,0.828,0.38 +712390683,Existing Customer,41,M,2,Uneducated,Single,$40K - $60K,Blue,27,2,3,1,13409,1255,12154,0.742,15573,99,0.768,0.094 +826245858,Attrited Customer,50,M,2,Graduate,Single,$80K - $120K,Silver,40,3,4,6,34516,0,34516,0.801,7661,79,1.079,0 +712966458,Existing Customer,51,M,0,Unknown,Married,$80K - $120K,Blue,36,3,2,3,8065,0,8065,0.729,14807,115,0.769,0 +709467183,Existing Customer,56,M,3,Graduate,Married,$60K - $80K,Blue,40,3,3,2,20501,561,19940,0.779,15162,99,0.678,0.027 +710529708,Existing Customer,41,M,3,College,Single,$60K - $80K,Blue,36,3,3,1,23260,1476,21784,0.975,15140,105,0.81,0.063 +789817833,Attrited Customer,44,F,5,Post-Graduate,Unknown,Less than $40K,Blue,33,3,3,2,9073,2466,6607,0.446,6793,60,1.069,0.272 +712363158,Existing Customer,36,M,1,Graduate,Single,$60K - $80K,Blue,24,3,2,1,20101,1299,18802,0.858,14732,115,0.855,0.065 +717060858,Attrited Customer,31,M,0,Graduate,Married,Less than $40K,Blue,36,3,2,3,6911,2517,4394,0.934,8123,71,0.732,0.364 +718060983,Existing Customer,49,F,1,Graduate,Married,Less than $40K,Blue,36,2,3,2,3423,2186,1237,0.671,14037,120,0.875,0.639 +711600033,Existing Customer,40,F,3,College,Single,Less than $40K,Silver,36,2,1,0,10729,0,10729,0.68,14364,108,0.636,0 +709910733,Existing Customer,49,F,4,High School,Single,Unknown,Silver,30,2,3,2,34516,1963,32553,0.758,13174,86,0.792,0.057 +757291008,Attrited Customer,46,M,4,Unknown,Married,$80K - $120K,Blue,39,3,3,2,34516,289,34227,0.95,8964,76,1.054,0.008 +819376683,Existing Customer,54,M,1,Unknown,Single,$80K - $120K,Blue,49,2,3,3,28570,2027,26543,0.749,15130,102,0.759,0.071 +720458883,Existing Customer,29,M,1,High School,Married,$60K - $80K,Blue,16,3,2,1,12495,2517,9978,0.827,14524,106,0.683,0.201 +708963258,Attrited Customer,46,M,3,College,Married,$60K - $80K,Blue,39,3,3,2,13344,1907,11437,0.832,8534,86,0.83,0.143 +711746133,Attrited Customer,50,M,1,Unknown,Single,$120K +,Blue,37,4,3,2,32563,0,32563,1.013,9220,81,0.884,0 +715249533,Existing Customer,49,F,3,Graduate,Single,Unknown,Blue,36,3,2,2,3375,0,3375,0.629,13992,103,0.807,0 +708522033,Existing Customer,50,M,2,College,Married,$60K - $80K,Blue,36,2,2,1,12299,1664,10635,0.879,15060,90,0.915,0.135 +708496833,Attrited Customer,60,M,1,High School,Single,Less than $40K,Blue,50,4,4,5,4613,0,4613,0.978,8970,78,1.294,0 +717464958,Existing Customer,55,F,2,Doctorate,Married,Less than $40K,Silver,36,3,2,1,10858,0,10858,0.787,14475,111,0.682,0 +751166508,Existing Customer,57,M,3,Post-Graduate,Single,$80K - $120K,Blue,50,3,1,1,34516,2293,32223,0.799,14287,114,0.754,0.066 +795218883,Existing Customer,47,M,3,High School,Married,$60K - $80K,Blue,41,2,3,3,4207,1556,2651,0.658,15312,122,0.718,0.37 +710856558,Existing Customer,45,F,2,Graduate,Married,Less than $40K,Blue,36,2,3,1,3336,1889,1447,0.85,13989,105,0.567,0.566 +721107258,Existing Customer,45,F,5,Unknown,Unknown,Less than $40K,Blue,37,2,2,2,5465,1967,3498,0.644,14192,115,0.667,0.36 +716457783,Existing Customer,55,F,1,College,Single,Less than $40K,Silver,36,3,1,3,12633,1661,10972,0.718,14378,98,0.69,0.131 +710810883,Existing Customer,39,M,1,College,Single,$80K - $120K,Blue,36,3,1,3,34516,1260,33256,0.877,14576,95,0.759,0.037 +710895708,Attrited Customer,35,F,0,Doctorate,Married,Less than $40K,Blue,27,2,3,2,3876,0,3876,0.848,7712,73,0.825,0 +789200208,Existing Customer,40,F,4,Uneducated,Married,Unknown,Blue,29,2,3,3,3326,2181,1145,0.827,13583,110,0.746,0.656 +718578708,Existing Customer,49,M,4,Post-Graduate,Single,$120K +,Silver,38,3,3,1,34516,1562,32954,0.618,14212,100,0.667,0.045 +719859033,Attrited Customer,32,M,3,Graduate,Married,$40K - $60K,Blue,20,2,2,2,3264,0,3264,0.549,6439,63,0.75,0 +713036208,Existing Customer,46,M,1,Graduate,Married,$40K - $60K,Blue,27,2,2,2,6903,2091,4812,0.919,15751,107,0.911,0.303 +771769383,Existing Customer,42,F,3,Unknown,Married,Less than $40K,Blue,31,2,3,2,2940,0,2940,0.962,14792,120,0.875,0 +718316058,Existing Customer,51,M,1,Uneducated,Married,$60K - $80K,Blue,38,3,3,1,13731,1375,12356,0.878,14826,99,0.707,0.1 +710155983,Attrited Customer,52,M,1,Unknown,Single,$40K - $60K,Blue,36,3,3,4,4826,0,4826,0.954,8585,62,1,0 +779571708,Attrited Customer,43,M,5,Graduate,Married,$60K - $80K,Blue,25,1,2,3,4259,0,4259,0.934,7993,71,0.651,0 +718042383,Existing Customer,38,M,1,Uneducated,Unknown,$40K - $60K,Blue,18,3,3,3,3523,1379,2144,0.71,15108,118,0.71,0.391 +710244108,Existing Customer,44,M,3,College,Married,$60K - $80K,Gold,34,3,1,3,34516,1543,32973,0.774,13967,101,0.712,0.045 +806649333,Existing Customer,47,F,4,High School,Unknown,Unknown,Blue,42,3,3,2,16998,1404,15594,0.785,13977,127,0.693,0.083 +789280683,Existing Customer,56,M,2,Graduate,Single,$120K +,Blue,45,2,2,3,11714,898,10816,0.726,13956,122,0.718,0.077 +713318733,Attrited Customer,32,M,0,College,Single,$60K - $80K,Blue,24,3,2,3,4097,0,4097,0.836,8376,64,0.684,0 +709611183,Attrited Customer,41,F,3,High School,Married,Less than $40K,Blue,31,3,3,3,3952,0,3952,1.002,8241,82,0.952,0 +712441308,Attrited Customer,41,F,4,Unknown,Single,Unknown,Blue,25,2,2,3,29295,0,29295,1.411,9865,65,0.711,0 +709315383,Existing Customer,31,F,0,Post-Graduate,Single,Unknown,Blue,36,3,3,1,26423,0,26423,0.671,13575,108,0.77,0 +710141208,Existing Customer,45,F,4,Uneducated,Married,Less than $40K,Blue,37,3,3,1,3196,1817,1379,0.731,13300,104,0.677,0.569 +711684408,Attrited Customer,50,F,0,Graduate,Married,Less than $40K,Blue,38,2,3,1,4935,1574,3361,1.01,8527,84,0.5,0.319 +758331483,Existing Customer,31,M,0,Graduate,Single,$60K - $80K,Silver,24,2,2,2,34516,984,33532,0.913,15347,109,0.787,0.029 +715825458,Attrited Customer,47,M,2,Graduate,Married,$80K - $120K,Blue,36,3,3,2,12933,2239,10694,0.445,6564,56,0.514,0.173 +708248358,Existing Customer,42,M,4,Graduate,Unknown,$60K - $80K,Silver,30,3,1,3,29937,0,29937,0.746,14863,109,0.627,0 +779808333,Existing Customer,48,F,2,Graduate,Single,Less than $40K,Blue,38,2,1,2,8881,1901,6980,0.808,15530,110,0.692,0.214 +715989108,Existing Customer,52,M,3,Unknown,Single,$80K - $120K,Blue,42,3,3,3,27514,1834,25680,0.769,12841,100,0.786,0.067 +714912408,Existing Customer,45,M,2,Uneducated,Married,$80K - $120K,Blue,37,3,1,1,32275,1845,30430,0.841,14917,88,0.796,0.057 +827683383,Existing Customer,48,F,3,Uneducated,Divorced,Less than $40K,Blue,44,3,2,1,4107,2517,1590,0.779,16027,112,0.723,0.613 +719595708,Existing Customer,53,F,2,High School,Married,Unknown,Blue,47,3,1,1,7469,1294,6175,0.869,15212,124,0.746,0.173 +711566208,Existing Customer,58,F,3,Graduate,Married,Less than $40K,Blue,36,2,2,2,5023,1857,3166,0.631,14111,98,0.69,0.37 +711161133,Attrited Customer,36,F,2,Unknown,Single,Less than $40K,Blue,36,2,3,3,6071,0,6071,0.912,9338,59,0.903,0 +715052583,Existing Customer,45,M,3,Doctorate,Single,$60K - $80K,Silver,34,3,3,1,27494,879,26615,0.671,14375,112,0.672,0.032 +714586458,Existing Customer,41,F,1,High School,Divorced,Less than $40K,Blue,36,2,3,1,7106,2031,5075,0.746,16377,124,0.746,0.286 +711523533,Existing Customer,43,M,5,Post-Graduate,Single,$60K - $80K,Blue,31,3,3,1,17230,1805,15425,0.788,14781,130,0.857,0.105 +756658083,Existing Customer,49,M,4,Post-Graduate,Single,$80K - $120K,Blue,42,3,2,1,30885,2018,28867,0.904,17350,115,0.62,0.065 +709247808,Existing Customer,53,F,1,Unknown,Unknown,Less than $40K,Blue,43,2,2,2,3629,2517,1112,0.735,14205,102,0.759,0.694 +713242383,Attrited Customer,39,M,2,Uneducated,Married,$120K +,Silver,19,2,1,2,34516,796,33720,0.841,7721,75,0.667,0.023 +717135333,Existing Customer,50,F,1,Graduate,Single,Unknown,Blue,36,3,2,2,17970,1390,16580,0.724,13204,97,0.796,0.077 +716150358,Existing Customer,38,M,3,Graduate,Married,Less than $40K,Silver,27,3,2,3,10343,2070,8273,0.747,14805,115,0.769,0.2 +717457008,Attrited Customer,43,M,3,Uneducated,Single,$40K - $60K,Blue,36,3,3,3,9267,0,9267,0.866,7991,90,1.093,0 +711822933,Existing Customer,55,F,2,College,Married,$40K - $60K,Blue,45,2,3,3,2985,1651,1334,0.693,14187,103,0.873,0.553 +803968233,Existing Customer,39,F,2,Uneducated,Married,Less than $40K,Silver,34,3,3,3,14386,2517,11869,0.735,13377,114,0.869,0.175 +779037408,Existing Customer,38,M,1,High School,Single,$40K - $60K,Blue,19,2,3,3,3581,694,2887,0.673,14637,109,0.787,0.194 +709007883,Existing Customer,37,M,2,Graduate,Married,Less than $40K,Blue,28,2,2,3,3079,1267,1812,0.65,14540,104,0.552,0.411 +714635883,Existing Customer,48,F,2,Unknown,Single,Less than $40K,Blue,37,3,3,2,3594,1996,1598,0.795,14881,109,0.703,0.555 +779914383,Existing Customer,34,M,1,Uneducated,Married,$60K - $80K,Blue,18,3,2,2,10488,1636,8852,0.681,14719,116,0.681,0.156 +712841883,Attrited Customer,50,M,3,College,Single,$80K - $120K,Silver,36,3,3,2,34516,2517,31999,0.735,7155,66,0.65,0.073 +719582058,Attrited Customer,41,M,3,Doctorate,Single,$80K - $120K,Blue,29,2,2,3,24001,1629,22372,0.965,9102,75,0.974,0.068 +708387933,Existing Customer,49,F,2,Post-Graduate,Married,Less than $40K,Blue,37,2,1,2,5500,0,5500,0.675,14357,110,0.618,0 +717251508,Existing Customer,37,M,1,Uneducated,Married,$120K +,Blue,17,1,1,3,34516,0,34516,0.776,14127,116,0.731,0 +710699283,Existing Customer,46,M,2,Graduate,Single,$120K +,Blue,28,1,1,1,7790,1921,5869,0.789,14567,131,0.617,0.247 +709141908,Existing Customer,53,M,2,Graduate,Married,$80K - $120K,Blue,41,2,3,1,10301,2451,7850,0.906,16359,111,0.657,0.238 +720356133,Existing Customer,48,F,4,High School,Single,Unknown,Blue,36,2,3,1,23939,1419,22520,0.785,14812,101,0.804,0.059 +717788958,Existing Customer,31,M,0,Graduate,Divorced,$80K - $120K,Blue,19,1,1,2,21615,570,21045,0.737,16464,103,0.717,0.026 +778563858,Existing Customer,40,F,3,Uneducated,Married,Less than $40K,Blue,33,1,1,1,8712,991,7721,0.615,14512,115,0.769,0.114 +711096633,Attrited Customer,37,F,2,Uneducated,Unknown,Less than $40K,Silver,29,5,2,6,12203,0,12203,0.9,8600,94,0.843,0 +716816583,Existing Customer,61,M,0,Graduate,Married,$60K - $80K,Blue,48,1,3,1,15483,2148,13335,0.738,14463,94,0.774,0.139 +719841708,Existing Customer,45,M,0,Uneducated,Single,$80K - $120K,Blue,36,1,4,3,20356,2031,18325,0.752,15180,121,0.806,0.1 +708555633,Existing Customer,32,F,1,High School,Single,Less than $40K,Blue,16,2,3,1,3548,2517,1031,0.818,15157,97,0.865,0.709 +714638883,Existing Customer,31,M,0,Graduate,Single,$40K - $60K,Blue,36,2,3,3,4661,1835,2826,0.999,14257,110,0.964,0.394 +809147283,Existing Customer,43,F,5,Graduate,Married,Less than $40K,Gold,38,2,2,1,15987,1372,14615,0.649,15058,109,0.912,0.086 +708197358,Attrited Customer,57,M,2,Uneducated,Unknown,$80K - $120K,Blue,48,4,1,3,30543,264,30279,0.882,7784,63,0.703,0.009 +757247808,Attrited Customer,42,F,3,Graduate,Married,Less than $40K,Blue,35,2,4,3,5230,2517,2713,0.937,9495,61,0.605,0.481 +820922733,Existing Customer,43,M,2,Graduate,Married,$80K - $120K,Blue,38,2,1,2,34516,0,34516,0.674,14160,124,0.771,0 +807977808,Existing Customer,39,F,2,Graduate,Single,Less than $40K,Blue,34,1,3,3,3246,2517,729,0.722,13671,103,0.689,0.775 +712863183,Existing Customer,46,F,3,Graduate,Married,$40K - $60K,Blue,38,2,3,3,10018,829,9189,0.844,13819,114,0.81,0.083 +778825908,Existing Customer,43,F,2,Unknown,Single,Less than $40K,Silver,24,1,1,3,10272,1523,8749,0.869,14321,113,0.794,0.148 +713379258,Existing Customer,32,F,1,High School,Married,Less than $40K,Blue,36,1,1,2,4097,1293,2804,0.671,15925,100,0.786,0.316 +710232483,Existing Customer,49,F,1,Uneducated,Married,Unknown,Blue,36,2,3,2,19846,2162,17684,0.602,16908,122,0.694,0.109 +710170758,Attrited Customer,32,M,0,Post-Graduate,Married,$60K - $80K,Blue,25,6,2,2,4469,2331,2138,1.006,8314,67,0.763,0.522 +803421108,Existing Customer,49,M,4,Graduate,Single,$80K - $120K,Blue,43,1,2,2,20701,2517,18184,1.023,14374,113,0.823,0.122 +792152283,Existing Customer,54,M,3,Graduate,Married,$120K +,Blue,48,1,3,2,8426,0,8426,0.96,14378,103,0.717,0 +717291333,Existing Customer,38,M,3,Uneducated,Married,$80K - $120K,Blue,29,2,2,2,16722,0,16722,0.719,15110,113,0.823,0 +714928158,Existing Customer,60,M,0,High School,Single,$80K - $120K,Silver,36,1,2,3,34516,806,33710,0.755,13434,102,0.672,0.023 +780511683,Attrited Customer,47,M,3,Graduate,Single,$40K - $60K,Blue,34,4,3,3,4413,232,4181,0.799,7869,76,0.767,0.053 +772491333,Existing Customer,31,F,1,Post-Graduate,Married,Less than $40K,Blue,21,2,1,2,5342,2005,3337,0.682,14738,94,0.709,0.375 +719847108,Attrited Customer,52,M,1,Unknown,Married,$40K - $60K,Blue,36,4,3,3,8455,2517,5938,0.809,8124,73,1.028,0.298 +808045833,Existing Customer,49,M,3,Uneducated,Single,Less than $40K,Blue,44,2,3,2,7659,1698,5961,0.992,15860,105,0.75,0.222 +708385533,Attrited Customer,49,F,1,Graduate,Married,Less than $40K,Silver,36,2,3,3,11059,0,11059,0.99,9524,80,0.905,0 +770205708,Existing Customer,31,M,0,Unknown,Married,Less than $40K,Blue,25,2,3,0,4093,0,4093,0.697,15495,112,0.778,0 +719379858,Attrited Customer,39,M,1,Graduate,Married,$80K - $120K,Blue,36,2,2,3,24239,0,24239,0.94,8549,73,0.78,0 +709657533,Attrited Customer,44,M,3,High School,Unknown,$120K +,Blue,36,2,3,2,7793,2270,5523,0.945,8260,54,0.5,0.291 +798788958,Existing Customer,32,M,1,High School,Single,$80K - $120K,Blue,26,2,3,2,6407,1130,5277,0.756,14471,93,0.603,0.176 +720011958,Existing Customer,57,M,2,High School,Single,$60K - $80K,Blue,36,2,3,3,6024,1532,4492,0.867,15763,97,0.83,0.254 +708982158,Existing Customer,48,F,2,Graduate,Single,Less than $40K,Blue,36,2,2,3,3352,2122,1230,0.701,14802,106,0.797,0.633 +710803983,Existing Customer,44,M,1,Unknown,Married,$80K - $120K,Blue,33,2,3,1,32222,0,32222,0.844,14220,95,0.61,0 +719768658,Existing Customer,31,F,0,College,Married,Unknown,Silver,24,2,3,1,34516,2032,32484,0.82,14544,104,0.705,0.059 +711355908,Existing Customer,44,F,3,Graduate,Unknown,Unknown,Silver,36,2,3,3,34516,941,33575,0.659,12042,117,0.857,0.027 +813153108,Existing Customer,49,M,4,College,Married,$80K - $120K,Blue,44,2,3,3,31091,966,30125,0.57,14565,108,0.742,0.031 +712487883,Attrited Customer,54,M,5,High School,Married,$80K - $120K,Blue,48,2,1,3,7464,0,7464,0.865,9071,74,1,0 +753220383,Attrited Customer,29,M,0,Graduate,Single,$120K +,Blue,22,2,2,3,11722,0,11722,0.778,8302,78,0.902,0 +708340758,Attrited Customer,41,M,4,High School,Married,Less than $40K,Blue,32,2,3,3,7769,0,7769,0.943,8109,74,0.762,0 +720852108,Existing Customer,46,M,4,High School,Divorced,$120K +,Blue,31,2,3,1,3569,1553,2016,0.798,16695,116,0.681,0.435 +716728233,Existing Customer,47,F,4,High School,Married,Less than $40K,Blue,36,1,3,1,3216,1480,1736,0.733,14178,123,0.809,0.46 +711863433,Existing Customer,30,M,1,Unknown,Unknown,Less than $40K,Blue,13,1,3,1,3789,1782,2007,0.85,15670,116,0.785,0.47 +779422458,Existing Customer,31,F,1,Unknown,Divorced,Less than $40K,Blue,13,2,2,3,3533,1206,2327,0.859,16339,120,0.579,0.341 +715573758,Existing Customer,43,M,4,Uneducated,Married,$120K +,Silver,36,1,2,1,34516,1816,32700,0.995,15226,113,0.712,0.053 +794530608,Existing Customer,52,M,2,Uneducated,Single,$80K - $120K,Blue,34,2,2,3,27229,0,27229,0.795,13264,120,0.667,0 +718376583,Attrited Customer,52,M,2,Graduate,Divorced,$80K - $120K,Silver,44,4,3,2,34516,751,33765,0.357,5806,40,0.429,0.022 +720827133,Attrited Customer,43,F,3,Doctorate,Single,Less than $40K,Blue,30,1,2,2,6261,463,5798,0.889,8132,64,0.6,0.074 +767414808,Existing Customer,57,F,0,Uneducated,Married,Less than $40K,Blue,51,2,3,3,6996,2092,4904,0.794,15017,120,0.765,0.299 +718919433,Existing Customer,52,F,4,Graduate,Single,Less than $40K,Blue,36,2,3,3,4440,1149,3291,0.842,14973,112,0.723,0.259 +708694983,Existing Customer,55,F,1,Uneducated,Unknown,Less than $40K,Blue,36,1,2,1,3150,2222,928,0.794,14750,96,0.655,0.705 +719270358,Existing Customer,57,F,2,Doctorate,Divorced,$40K - $60K,Blue,48,2,2,2,4288,1678,2610,0.643,15505,113,0.687,0.391 +708948483,Attrited Customer,54,M,3,Graduate,Married,$80K - $120K,Silver,36,2,3,1,34516,761,33755,0.838,8444,68,0.744,0.022 +708462258,Existing Customer,51,F,1,High School,Married,Less than $40K,Blue,38,1,1,2,5189,1171,4018,0.732,16563,94,0.741,0.226 +716721483,Attrited Customer,59,M,0,Uneducated,Single,$40K - $60K,Blue,52,1,2,2,14458,2017,12441,0.99,8696,72,0.895,0.14 +799011558,Existing Customer,43,M,3,Uneducated,Married,$120K +,Blue,37,1,2,3,16909,1171,15738,0.767,15740,120,0.739,0.069 +710697408,Existing Customer,41,F,5,Unknown,Married,Less than $40K,Blue,22,2,1,3,6739,896,5843,0.765,15471,115,0.855,0.133 +710527533,Attrited Customer,45,M,5,College,Single,$40K - $60K,Blue,36,4,3,3,4982,0,4982,0.886,8586,58,1,0 +709996833,Attrited Customer,31,M,1,Post-Graduate,Single,Less than $40K,Silver,36,6,3,5,12359,0,12359,0.843,7528,70,0.628,0 +718531983,Existing Customer,51,M,3,High School,Married,$80K - $120K,Blue,41,1,3,3,9959,2068,7891,0.741,13810,124,0.797,0.208 +715554708,Existing Customer,53,M,1,High School,Unknown,$120K +,Blue,34,2,1,2,8507,1484,7023,0.709,14949,114,0.727,0.174 +718774533,Existing Customer,48,M,1,College,Married,$60K - $80K,Blue,44,2,3,1,15355,1823,13532,0.809,15053,111,1.018,0.119 +712337208,Existing Customer,59,F,2,Unknown,Single,Unknown,Blue,46,2,3,2,23731,1890,21841,0.677,13647,93,0.576,0.08 +714022833,Attrited Customer,42,F,2,Graduate,Single,$40K - $60K,Silver,32,4,3,3,17909,0,17909,0.225,5977,58,0.487,0 +710026458,Existing Customer,34,M,1,Unknown,Married,$40K - $60K,Blue,36,2,2,2,3995,2475,1520,0.817,12575,99,0.8,0.62 +710178558,Attrited Customer,46,M,2,High School,Married,$60K - $80K,Gold,38,5,3,6,34516,2517,31999,0.956,9314,89,0.978,0.073 +768712383,Attrited Customer,51,M,5,Graduate,Divorced,$120K +,Blue,45,6,3,6,34516,0,34516,0.757,8173,91,1.022,0 +711156858,Attrited Customer,48,F,5,High School,Single,Less than $40K,Blue,40,1,4,3,8297,2517,5780,0.899,9819,74,0.682,0.303 +719799033,Existing Customer,52,M,1,Post-Graduate,Unknown,$80K - $120K,Blue,40,2,1,2,5520,2448,3072,0.862,14330,116,0.681,0.443 +720788883,Existing Customer,58,F,0,Uneducated,Unknown,Unknown,Blue,36,1,2,3,3736,2209,1527,0.98,15886,118,0.662,0.591 +710306358,Attrited Customer,38,M,1,Unknown,Married,$40K - $60K,Blue,18,1,1,2,9664,1983,7681,0.873,7995,56,0.806,0.205 +758617233,Existing Customer,56,F,5,Doctorate,Single,Less than $40K,Blue,49,3,3,2,4132,1559,2573,0.827,14781,108,0.688,0.377 +720163458,Existing Customer,38,M,1,Uneducated,Unknown,$120K +,Blue,21,4,2,3,28043,1786,26257,0.802,14521,109,0.847,0.064 +708482658,Existing Customer,41,M,3,Graduate,Married,$80K - $120K,Blue,31,3,2,2,9959,1946,8013,0.725,15594,114,0.676,0.195 +826148883,Existing Customer,45,M,2,Graduate,Married,$120K +,Blue,41,4,3,1,16453,1660,14793,0.629,14762,108,0.742,0.101 +779055033,Attrited Customer,43,F,3,Uneducated,Unknown,Less than $40K,Blue,24,1,2,2,8256,2416,5840,0.696,8104,64,0.73,0.293 +713118183,Existing Customer,31,M,1,Unknown,Married,$40K - $60K,Blue,23,5,1,2,13427,1562,11865,0.537,13117,108,0.714,0.116 +714103083,Existing Customer,47,M,2,College,Married,$40K - $60K,Blue,37,6,3,1,3263,1525,1738,0.542,14649,110,0.833,0.467 +714145233,Attrited Customer,34,M,0,Graduate,Divorced,$80K - $120K,Silver,24,1,2,3,34516,400,34116,0.202,5112,49,0.256,0.012 +719547033,Attrited Customer,40,M,4,Unknown,Married,$80K - $120K,Blue,31,1,3,6,23502,0,23502,0.839,7957,60,0.875,0 +720899058,Existing Customer,35,M,2,Graduate,Married,$80K - $120K,Blue,21,6,2,1,7685,2517,5168,0.745,13604,116,0.731,0.328 +789432033,Attrited Customer,32,F,1,Graduate,Married,Less than $40K,Blue,23,1,2,3,4065,230,3835,0.779,7844,64,0.73,0.057 +717214158,Existing Customer,41,M,4,Post-Graduate,Married,$40K - $60K,Blue,28,5,3,3,9815,0,9815,0.859,15475,94,0.679,0 +715269483,Existing Customer,50,M,4,Post-Graduate,Married,$120K +,Blue,36,4,1,3,17374,2517,14857,0.743,15473,128,0.707,0.145 +718805733,Existing Customer,39,F,2,Graduate,Single,$40K - $60K,Blue,28,3,1,1,7093,2517,4576,0.745,13937,120,0.846,0.355 +789780033,Existing Customer,33,M,3,College,Married,$80K - $120K,Silver,22,6,2,2,34516,917,33599,0.764,14202,114,0.781,0.027 +716482533,Existing Customer,48,F,2,Unknown,Married,Less than $40K,Blue,36,2,1,2,3329,0,3329,0.814,14893,98,0.815,0 +708319908,Attrited Customer,37,M,3,Graduate,Single,$80K - $120K,Blue,17,1,1,2,4116,1473,2643,1.023,8667,70,0.892,0.358 +711663858,Existing Customer,28,M,1,Post-Graduate,Single,Unknown,Blue,13,4,3,3,20030,1204,18826,0.979,15862,127,0.693,0.06 +716894658,Existing Customer,49,F,1,Graduate,Divorced,Less than $40K,Blue,44,5,2,2,8687,1763,6924,0.796,16824,123,0.708,0.203 +714082308,Attrited Customer,39,M,3,High School,Single,$80K - $120K,Blue,13,2,1,3,8656,0,8656,0.893,8056,89,0.935,0 +708082083,Existing Customer,45,F,3,High School,Married,Less than $40K,Blue,36,4,3,3,3544,1661,1883,0.831,15149,111,0.734,0.469 +714820158,Attrited Customer,29,M,0,High School,Single,$40K - $60K,Blue,36,6,3,1,5988,660,5328,1.041,10211,68,1,0.11 +713347608,Attrited Customer,54,F,2,Post-Graduate,Single,Less than $40K,Blue,43,2,3,2,4917,0,4917,0.972,9442,69,0.917,0 +721395633,Existing Customer,53,M,1,Graduate,Single,$80K - $120K,Blue,41,5,3,3,18591,994,17597,0.737,15063,108,0.662,0.053 +721438233,Existing Customer,39,M,2,Post-Graduate,Single,$40K - $60K,Blue,31,6,3,3,3297,1761,1536,0.879,15580,120,0.739,0.534 +713987808,Existing Customer,43,F,3,College,Single,Less than $40K,Blue,33,4,2,2,5702,2165,3537,0.79,14970,120,0.935,0.38 +721086483,Existing Customer,27,F,0,Uneducated,Single,Less than $40K,Silver,19,3,3,3,10982,2517,8465,0.84,13563,97,0.732,0.229 +709969758,Existing Customer,43,M,3,Graduate,Single,$60K - $80K,Platinum,35,4,3,3,34516,1774,32742,0.667,13966,115,0.667,0.051 +801502008,Existing Customer,37,M,1,Graduate,Married,$60K - $80K,Blue,31,5,1,2,20144,1195,18949,0.67,14287,106,0.828,0.059 +819051183,Existing Customer,47,F,4,Graduate,Married,Unknown,Blue,42,4,1,3,16349,1925,14424,0.833,16207,114,0.81,0.118 +710858658,Existing Customer,48,F,4,Doctorate,Divorced,Less than $40K,Silver,38,2,1,2,10610,0,10610,0.664,15050,108,0.742,0 +716002458,Existing Customer,43,M,4,College,Married,$40K - $60K,Blue,30,1,1,2,7386,656,6730,0.885,15691,126,0.68,0.089 +718080558,Attrited Customer,41,F,4,High School,Single,Less than $40K,Blue,36,6,3,3,4720,0,4720,0.978,8798,67,0.675,0 +788019483,Existing Customer,49,M,3,Graduate,Married,$80K - $120K,Blue,40,4,1,3,3660,766,2894,0.535,14515,122,0.848,0.209 +716151858,Existing Customer,46,M,3,Unknown,Single,$80K - $120K,Blue,36,5,1,3,12932,1893,11039,0.804,15372,97,0.796,0.146 +717241233,Existing Customer,60,F,1,Unknown,Single,Less than $40K,Blue,51,3,3,3,6089,1341,4748,0.757,14112,123,0.809,0.22 +713880633,Attrited Customer,53,M,2,Unknown,Single,$60K - $80K,Blue,43,2,2,3,5905,0,5905,0.797,8883,83,0.729,0 +712374708,Existing Customer,28,F,0,Graduate,Married,Unknown,Blue,15,2,2,2,23103,897,22206,0.913,14049,120,0.714,0.039 +721145433,Existing Customer,52,F,5,High School,Single,Less than $40K,Silver,36,3,2,2,11280,1523,9757,0.765,16237,128,0.753,0.135 +711398433,Existing Customer,38,M,0,High School,Married,$60K - $80K,Blue,31,4,3,3,16565,1200,15365,0.68,16736,99,0.8,0.072 +715601808,Existing Customer,50,M,3,Graduate,Married,$120K +,Blue,41,4,2,3,34516,2253,32263,1.032,16692,131,0.795,0.065 +717324183,Existing Customer,31,F,0,High School,Single,Less than $40K,Silver,21,3,1,3,14305,1288,13017,0.774,14769,119,0.63,0.09 +720557883,Existing Customer,35,M,3,Uneducated,Single,Less than $40K,Blue,21,5,2,1,6104,1595,4509,0.619,15240,102,0.729,0.261 +708759408,Existing Customer,48,F,3,Uneducated,Single,$40K - $60K,Blue,39,6,3,2,4207,0,4207,0.923,15124,108,0.714,0 +719430483,Existing Customer,51,M,3,College,Married,$120K +,Blue,40,3,3,2,34516,1476,33040,0.763,14145,119,0.776,0.043 +758753283,Attrited Customer,52,M,3,Doctorate,Married,$120K +,Blue,45,1,3,3,34516,550,33966,0.674,7341,71,0.732,0.016 +716933283,Existing Customer,52,M,2,High School,Single,$60K - $80K,Gold,39,4,1,1,34516,1882,32634,0.743,14738,116,0.758,0.055 +773172483,Attrited Customer,30,M,0,Graduate,Married,$40K - $60K,Blue,23,6,2,4,4063,0,4063,0.776,7463,70,0.707,0 +721459008,Existing Customer,36,M,2,High School,Single,$120K +,Blue,36,4,1,2,11791,1168,10623,0.662,14885,101,0.629,0.099 +710639658,Attrited Customer,29,M,1,High School,Single,$60K - $80K,Blue,17,6,1,3,17744,829,16915,0.851,9658,78,0.773,0.047 +710710233,Existing Customer,58,M,4,Graduate,Married,$120K +,Silver,45,4,2,3,34516,0,34516,0.849,15560,100,0.724,0 +708996708,Existing Customer,55,M,1,Graduate,Single,$80K - $120K,Blue,46,3,1,1,21032,1409,19623,0.767,15584,105,0.81,0.067 +713315433,Existing Customer,61,M,2,Uneducated,Married,$60K - $80K,Blue,48,4,1,2,18571,0,18571,0.594,15802,118,0.686,0 +712941483,Attrited Customer,51,F,4,Post-Graduate,Married,$40K - $60K,Silver,43,1,3,3,3735,0,3735,0.762,6826,61,0.848,0 +789890958,Existing Customer,53,F,4,High School,Divorced,$40K - $60K,Blue,43,3,1,2,10948,482,10466,0.742,16230,111,0.947,0.044 +714757083,Attrited Customer,44,M,4,Uneducated,Married,$60K - $80K,Silver,37,1,2,2,29076,0,29076,0.77,8765,84,1.211,0 +789237333,Existing Customer,47,M,4,Post-Graduate,Divorced,$60K - $80K,Blue,36,4,2,5,20237,1593,18644,0.811,15041,102,1,0.079 +714949758,Existing Customer,51,F,3,Graduate,Single,Unknown,Platinum,42,3,1,4,34516,1913,32603,0.851,16712,123,0.708,0.055 +714136233,Attrited Customer,53,M,4,Graduate,Married,$120K +,Blue,38,5,2,3,34516,0,34516,0.854,8417,72,0.714,0 +778888083,Attrited Customer,45,F,2,Graduate,Married,$40K - $60K,Blue,26,6,2,4,4307,0,4307,0.743,8697,62,0.59,0 +710923533,Existing Customer,38,M,4,Unknown,Single,$120K +,Blue,31,3,2,3,34516,0,34516,0.604,15611,127,0.693,0 +709385133,Existing Customer,42,F,2,Doctorate,Married,Unknown,Blue,30,4,3,5,14828,1513,13315,0.748,15572,113,0.614,0.102 +716836308,Existing Customer,29,M,1,Graduate,Divorced,Less than $40K,Blue,36,4,3,2,3839,1139,2700,0.632,14791,124,0.771,0.297 +720633558,Existing Customer,37,F,3,Graduate,Divorced,Less than $40K,Blue,24,3,3,4,3727,995,2732,0.743,14786,101,0.656,0.267 +712846458,Existing Customer,45,M,4,High School,Divorced,$80K - $120K,Blue,39,5,3,4,14290,1432,12858,0.815,14709,125,0.689,0.1 +709399908,Existing Customer,34,F,2,Graduate,Single,$40K - $60K,Blue,23,4,2,2,7594,1442,6152,0.753,15026,99,0.678,0.19 +772698783,Existing Customer,50,F,2,College,Married,Less than $40K,Blue,40,3,2,4,8416,1549,6867,0.643,13988,124,0.771,0.184 +718665033,Attrited Customer,44,M,5,Doctorate,Single,$60K - $80K,Silver,36,2,3,4,34140,0,34140,0.877,8177,76,0.52,0 +771561183,Attrited Customer,42,F,4,Graduate,Single,$40K - $60K,Blue,30,6,3,3,13753,2517,11236,0.652,7464,66,0.692,0.183 +789008508,Existing Customer,44,M,4,College,Married,$80K - $120K,Blue,31,2,1,1,3472,1687,1785,0.645,13999,119,0.725,0.486 +719439108,Existing Customer,42,M,1,Graduate,Married,$40K - $60K,Silver,34,3,3,2,15315,1613,13702,0.859,14728,100,0.754,0.105 +720817533,Existing Customer,54,M,1,Uneducated,Married,$120K +,Blue,40,4,1,2,12086,1264,10822,0.986,15559,91,0.717,0.105 +813901458,Existing Customer,60,M,1,High School,Single,$60K - $80K,Silver,55,5,5,3,34516,1642,32874,0.709,14954,95,0.696,0.048 +717783483,Existing Customer,47,F,5,Post-Graduate,Divorced,Less than $40K,Blue,30,4,1,2,5016,2286,2730,0.669,17038,122,0.649,0.456 +718299933,Existing Customer,42,M,3,High School,Married,$40K - $60K,Blue,30,3,3,4,4333,739,3594,0.69,15903,100,0.754,0.171 +789074358,Existing Customer,46,M,2,High School,Single,$60K - $80K,Blue,34,2,2,1,10325,0,10325,0.866,16856,122,0.718,0 +712036383,Attrited Customer,49,M,4,High School,Single,$60K - $80K,Blue,30,6,3,3,18418,0,18418,0.918,9980,68,0.744,0 +720618033,Existing Customer,43,F,3,College,Married,$40K - $60K,Blue,36,1,3,2,9633,0,9633,0.638,14829,90,0.8,0 +720415833,Existing Customer,47,M,2,High School,Married,$60K - $80K,Blue,32,3,5,2,3842,1563,2279,0.781,14751,107,0.726,0.407 +720385608,Existing Customer,45,M,3,College,Unknown,$80K - $120K,Blue,31,2,1,4,20958,1936,19022,0.772,14314,99,0.768,0.092 +709937583,Existing Customer,45,F,2,High School,Single,Unknown,Blue,34,4,3,2,3024,1835,1189,0.793,14220,108,0.662,0.607 +770743983,Existing Customer,34,F,3,Uneducated,Single,$40K - $60K,Blue,20,1,2,3,8698,874,7824,0.708,15683,94,0.709,0.1 +715671183,Attrited Customer,43,M,3,Uneducated,Married,$80K - $120K,Blue,31,6,3,4,6824,2517,4307,0.972,9045,67,0.595,0.369 +711283008,Existing Customer,50,M,1,High School,Single,$80K - $120K,Silver,36,4,5,3,34516,0,34516,0.732,16019,105,0.694,0 +778873608,Existing Customer,44,M,4,Uneducated,Married,$80K - $120K,Silver,25,3,1,1,34516,1984,32532,0.734,14335,116,0.758,0.057 +709592808,Existing Customer,38,F,2,Graduate,Single,Less than $40K,Blue,28,5,3,4,3311,1556,1755,0.652,14470,103,0.746,0.47 +773306658,Existing Customer,54,M,1,Unknown,Single,$60K - $80K,Blue,48,4,5,4,4752,1230,3522,0.883,15678,103,0.717,0.259 +822084333,Attrited Customer,51,M,3,High School,Married,$80K - $120K,Blue,47,2,4,3,4041,0,4041,0.67,8219,84,0.909,0 +708821733,Attrited Customer,43,F,3,Unknown,Single,$40K - $60K,Silver,36,2,3,4,19713,531,19182,0.792,8301,70,0.591,0.027 +711070683,Existing Customer,48,F,3,Post-Graduate,Married,$40K - $60K,Blue,37,4,1,2,6725,493,6232,0.72,13891,106,0.606,0.073 +772596783,Existing Customer,31,M,1,Graduate,Unknown,Less than $40K,Gold,21,3,2,2,15261,1109,14152,0.655,15442,125,0.761,0.073 +806917983,Existing Customer,32,F,2,Graduate,Divorced,Unknown,Silver,27,2,3,1,33779,1526,32253,0.879,15200,126,0.8,0.045 +719329983,Existing Customer,42,F,3,Unknown,Unknown,Unknown,Blue,36,6,1,2,15648,0,15648,0.731,13784,88,0.913,0 +710190858,Existing Customer,28,M,1,Unknown,Unknown,$40K - $60K,Blue,15,5,2,4,9283,2288,6995,0.928,13804,110,0.719,0.246 +708880683,Existing Customer,49,M,5,College,Married,$40K - $60K,Blue,40,4,3,4,3970,892,3078,0.772,13697,102,0.759,0.225 +709332408,Existing Customer,44,F,1,High School,Single,Less than $40K,Blue,36,3,3,3,6159,1640,4519,0.619,13517,106,0.656,0.266 +710751033,Attrited Customer,31,F,1,Graduate,Single,Less than $40K,Blue,13,1,1,3,4829,0,4829,0.836,8286,65,0.857,0 +710679933,Attrited Customer,59,M,1,Graduate,Single,$80K - $120K,Blue,54,2,5,4,15633,0,15633,0.984,8660,58,0.758,0 +710849208,Existing Customer,47,M,2,Post-Graduate,Single,$120K +,Silver,35,3,3,4,34516,1652,32864,0.756,14738,113,0.766,0.048 +710056758,Existing Customer,51,M,4,High School,Single,$40K - $60K,Blue,36,2,2,4,10017,1850,8167,0.622,15635,116,0.681,0.185 +713520858,Existing Customer,53,F,1,College,Single,Less than $40K,Blue,38,3,3,2,3895,1981,1914,0.839,16023,119,0.725,0.509 +714710733,Existing Customer,51,M,3,Unknown,Single,$80K - $120K,Blue,36,4,1,2,5611,0,5611,0.697,16557,120,0.622,0 +766769058,Existing Customer,51,M,1,Graduate,Single,$40K - $60K,Gold,44,3,3,3,22722,1790,20932,0.813,15817,121,0.754,0.079 +716990883,Existing Customer,38,M,5,Unknown,Married,$80K - $120K,Blue,26,5,1,2,16033,766,15267,0.682,15260,115,0.855,0.048 +718298733,Existing Customer,40,M,4,High School,Single,$80K - $120K,Blue,29,3,3,2,12978,0,12978,0.628,14134,85,0.7,0 +717174558,Attrited Customer,57,F,1,Uneducated,Single,Less than $40K,Blue,46,2,3,3,9129,0,9129,0.733,7733,81,0.884,0 +714543633,Attrited Customer,45,F,3,Unknown,Single,Less than $40K,Blue,36,1,2,5,7500,0,7500,0.576,8024,78,0.696,0 +715756683,Existing Customer,50,M,4,Graduate,Single,$80K - $120K,Blue,36,3,2,4,14804,1696,13108,0.959,15237,111,0.734,0.115 +719400108,Existing Customer,53,M,3,Unknown,Single,$80K - $120K,Blue,43,4,3,4,34516,1084,33432,0.686,14319,124,0.699,0.031 +710463408,Existing Customer,47,M,3,Unknown,Married,$80K - $120K,Blue,36,3,2,3,9683,1116,8567,0.721,15627,104,0.825,0.115 +708245808,Existing Customer,35,M,3,Graduate,Married,$60K - $80K,Blue,36,4,1,4,19671,924,18747,0.82,13908,124,0.676,0.047 +799253808,Existing Customer,42,M,3,High School,Married,$80K - $120K,Silver,36,5,2,3,34516,1294,33222,0.679,13845,120,0.791,0.037 +716552433,Existing Customer,40,F,4,Uneducated,Married,Less than $40K,Blue,36,4,1,2,5056,1067,3989,0.749,15926,117,0.519,0.211 +720995583,Existing Customer,48,M,2,Graduate,Divorced,$60K - $80K,Silver,33,3,2,2,25217,1754,23463,0.712,15054,110,0.833,0.07 +780118158,Existing Customer,27,M,0,Graduate,Single,Less than $40K,Blue,13,2,2,4,3585,2420,1165,0.812,15656,124,0.746,0.675 +713668158,Attrited Customer,31,F,1,Uneducated,Single,Unknown,Blue,36,2,3,3,21067,0,21067,0.995,9212,71,0.821,0 +709249083,Attrited Customer,40,M,2,Unknown,Single,$60K - $80K,Blue,20,4,2,4,4283,0,4283,0.878,8672,64,1.207,0 +717081483,Existing Customer,37,M,2,Graduate,Divorced,$80K - $120K,Blue,25,3,2,2,25187,2209,22978,0.799,16606,96,0.778,0.088 +718455633,Existing Customer,60,F,0,Graduate,Single,Unknown,Gold,55,4,3,2,7469,2517,4952,0.656,16328,124,0.771,0.337 +708974283,Existing Customer,50,M,4,Graduate,Married,$60K - $80K,Blue,34,5,1,1,18142,0,18142,0.857,15427,95,0.792,0 +713399583,Attrited Customer,49,M,2,Unknown,Married,$80K - $120K,Blue,39,2,3,4,29865,2097,27768,0.902,8636,74,0.947,0.07 +713293983,Existing Customer,52,M,3,Post-Graduate,Divorced,$60K - $80K,Blue,33,5,3,2,3388,2517,871,0.919,15313,91,0.784,0.743 +714785508,Existing Customer,49,M,2,High School,Single,$80K - $120K,Silver,40,4,3,2,34516,1313,33203,0.583,15154,99,0.833,0.038 +827318958,Existing Customer,49,F,4,Unknown,Single,Less than $40K,Blue,45,5,3,2,9431,1785,7646,0.603,14261,99,0.65,0.189 +718496283,Existing Customer,42,F,1,College,Single,Unknown,Silver,31,6,2,3,30770,2228,28542,0.712,15998,121,0.704,0.072 +709608708,Attrited Customer,29,M,1,Graduate,Married,$60K - $80K,Blue,17,5,1,4,6500,2517,3983,0.915,9451,79,0.646,0.387 +710939283,Existing Customer,45,F,3,Uneducated,Divorced,$40K - $60K,Blue,36,3,2,4,4209,1300,2909,0.75,16078,105,0.615,0.309 +770824833,Existing Customer,32,M,1,Graduate,Divorced,$40K - $60K,Blue,19,2,3,5,3657,1135,2522,0.795,16236,94,0.808,0.31 +779082633,Existing Customer,30,M,2,Uneducated,Single,$60K - $80K,Blue,13,3,2,3,4107,979,3128,0.647,14596,104,0.733,0.238 +720515883,Existing Customer,57,F,1,Graduate,Married,Less than $40K,Blue,46,4,3,2,3638,0,3638,0.837,16469,115,0.667,0 +747885858,Existing Customer,39,F,2,Graduate,Single,Less than $40K,Blue,31,5,3,3,8325,2048,6277,0.92,14571,91,0.655,0.246 +779140533,Existing Customer,49,M,2,Doctorate,Married,$120K +,Blue,34,3,6,4,27124,2311,24813,0.73,15195,121,0.729,0.085 +716619558,Existing Customer,38,F,0,High School,Single,Less than $40K,Silver,36,4,3,2,13747,1941,11806,0.748,16401,119,0.608,0.141 +788633733,Existing Customer,36,M,3,Graduate,Married,$60K - $80K,Silver,13,4,3,2,28174,1173,27001,0.779,16258,108,0.714,0.042 +715291908,Existing Customer,31,M,1,College,Single,$40K - $60K,Blue,36,3,1,2,11109,2045,9064,0.625,13988,92,0.84,0.184 +709977933,Attrited Customer,52,M,5,Uneducated,Married,$80K - $120K,Blue,44,2,3,4,9959,199,9760,1.003,8517,60,0.5,0.02 +716454858,Existing Customer,35,F,2,Graduate,Married,Less than $40K,Blue,28,6,1,3,4014,2266,1748,0.718,14257,94,0.958,0.565 +720539583,Existing Customer,46,M,4,Unknown,Single,$60K - $80K,Blue,31,4,1,4,21226,1202,20024,0.755,14103,96,0.655,0.057 +739021908,Existing Customer,56,F,2,Unknown,Married,$40K - $60K,Blue,49,3,3,2,3681,0,3681,0.693,13222,112,0.931,0 +711289533,Existing Customer,39,M,4,Post-Graduate,Single,$80K - $120K,Blue,32,5,3,2,26710,1681,25029,0.741,14043,117,0.746,0.063 +716464533,Existing Customer,32,F,1,Graduate,Married,Less than $40K,Blue,36,4,3,3,9550,2517,7033,0.713,13783,116,0.841,0.264 +710590683,Attrited Customer,33,M,2,Unknown,Married,$120K +,Blue,36,3,3,5,16127,0,16127,0.769,7729,82,1,0 +710081208,Attrited Customer,52,M,2,College,Single,$120K +,Blue,32,4,3,1,4935,0,4935,0.713,7886,64,0.882,0 +717482658,Existing Customer,55,M,2,High School,Single,$80K - $120K,Blue,36,3,2,2,18022,0,18022,0.823,14485,106,0.738,0 +712246983,Existing Customer,50,M,4,High School,Married,$80K - $120K,Blue,43,2,2,5,16748,2413,14335,0.769,15338,121,0.635,0.144 +711460458,Attrited Customer,44,M,1,Uneducated,Married,$40K - $60K,Blue,34,5,2,3,10973,0,10973,0.792,10583,75,0.786,0 +713159133,Existing Customer,32,F,2,High School,Single,Less than $40K,Silver,23,4,2,2,14143,1472,12671,0.777,13785,117,0.648,0.104 +710047533,Attrited Customer,51,M,3,Graduate,Single,$80K - $120K,Gold,36,4,3,3,34516,2201,32315,0.978,8614,63,0.75,0.064 +716708583,Attrited Customer,54,M,4,Graduate,Married,$120K +,Blue,36,2,3,5,7684,0,7684,0.61,7667,68,0.789,0 +712766208,Attrited Customer,45,M,5,Uneducated,Single,$120K +,Silver,36,4,2,1,34516,0,34516,0.732,8603,84,0.615,0 +715150983,Attrited Customer,44,F,3,Unknown,Single,Unknown,Blue,34,2,3,3,26021,0,26021,1.04,8898,60,0.538,0 +717991533,Existing Customer,44,M,2,Uneducated,Married,$40K - $60K,Blue,36,3,3,2,3843,1460,2383,0.811,16461,105,0.909,0.38 +797641683,Existing Customer,40,M,3,Uneducated,Married,$80K - $120K,Blue,34,4,3,2,14840,2043,12797,0.778,16256,111,0.85,0.138 +714879483,Attrited Customer,39,M,4,Graduate,Married,$80K - $120K,Blue,31,1,3,3,3929,542,3387,0.811,7773,64,0.73,0.138 +720105933,Existing Customer,48,M,3,Uneducated,Divorced,$40K - $60K,Blue,35,3,5,3,11427,2307,9120,0.848,15243,107,0.754,0.202 +804670758,Existing Customer,48,F,5,Unknown,Divorced,Unknown,Blue,43,4,3,2,20974,2249,18725,0.567,15903,121,0.571,0.107 +818987958,Existing Customer,43,M,4,Graduate,Unknown,$40K - $60K,Blue,38,5,1,3,3771,0,3771,0.675,14662,125,0.667,0 +824160333,Existing Customer,56,M,2,High School,Unknown,$120K +,Blue,52,6,2,2,23362,1453,21909,0.848,15399,116,0.841,0.062 +714919308,Attrited Customer,32,F,0,Graduate,Single,Less than $40K,Blue,36,5,3,3,8135,0,8135,0.841,8620,67,0.971,0 +717928308,Existing Customer,40,F,1,Uneducated,Single,Less than $40K,Silver,34,5,2,2,13669,1774,11895,0.653,15772,130,0.625,0.13 +788890533,Existing Customer,54,M,2,College,Married,$80K - $120K,Silver,39,4,1,4,34516,2305,32211,0.586,13756,106,0.71,0.067 +779692608,Existing Customer,36,M,1,Uneducated,Married,$60K - $80K,Blue,19,6,3,5,9764,0,9764,0.689,15097,115,0.797,0 +717774333,Attrited Customer,48,M,3,High School,Married,$60K - $80K,Blue,36,1,2,5,8431,0,8431,0.222,5189,57,0.357,0 +718140783,Existing Customer,47,M,4,Unknown,Married,$60K - $80K,Blue,36,4,5,2,10585,1749,8836,0.655,18484,108,0.588,0.165 +714465558,Existing Customer,41,M,4,Unknown,Married,$120K +,Silver,36,3,1,4,34516,2205,32311,0.897,15033,98,0.922,0.064 +804431283,Existing Customer,57,F,1,Graduate,Married,Less than $40K,Blue,52,5,1,2,7882,1101,6781,0.682,14651,120,0.6,0.14 +715199808,Existing Customer,39,F,3,Graduate,Unknown,Unknown,Silver,30,6,3,5,33905,2070,31835,0.685,15335,99,0.768,0.061 +759584958,Attrited Customer,51,F,1,Graduate,Married,Unknown,Silver,44,4,2,4,33004,2418,30586,0.923,10156,72,0.946,0.073 +758802333,Existing Customer,40,M,2,Graduate,Single,$120K +,Blue,33,3,1,2,20891,1213,19678,0.717,14641,117,0.773,0.058 +720237408,Existing Customer,59,M,1,Doctorate,Single,$80K - $120K,Blue,49,4,2,2,22715,707,22008,0.848,15004,117,0.887,0.031 +713787333,Existing Customer,46,M,2,High School,Single,Less than $40K,Blue,36,5,1,0,3818,1142,2676,0.709,14731,113,0.948,0.299 +709660233,Attrited Customer,52,M,3,Unknown,Single,$80K - $120K,Blue,44,1,2,4,3526,2429,1097,0.712,7775,63,0.909,0.689 +721005108,Existing Customer,41,M,0,College,Married,$40K - $60K,Blue,29,3,2,2,6991,1384,5607,0.66,14994,104,0.733,0.198 +809589783,Existing Customer,41,M,4,Post-Graduate,Married,$40K - $60K,Silver,36,3,3,2,16268,817,15451,0.64,13969,120,0.69,0.05 +712627083,Attrited Customer,38,M,4,Uneducated,Married,$80K - $120K,Blue,25,5,2,4,5768,0,5768,0.924,9867,78,0.902,0 +778444908,Existing Customer,57,M,2,Graduate,Married,$120K +,Silver,39,4,2,3,34516,1444,33072,0.568,16392,116,0.657,0.042 +711433908,Attrited Customer,41,F,3,Uneducated,Married,Less than $40K,Blue,30,1,2,3,9491,0,9491,1.056,9061,51,1.684,0 +768728508,Existing Customer,45,F,5,Doctorate,Married,Less than $40K,Gold,39,6,3,2,15987,1096,14891,0.625,14209,103,0.776,0.069 +789937683,Existing Customer,37,M,3,Post-Graduate,Married,$40K - $60K,Blue,28,4,1,2,3645,701,2944,0.654,15559,120,0.739,0.192 +711788583,Existing Customer,61,F,1,Graduate,Single,Less than $40K,Blue,36,3,2,2,3466,1444,2022,0.653,15075,124,0.699,0.417 +819196158,Existing Customer,49,F,2,Unknown,Single,Less than $40K,Blue,44,5,2,3,9797,998,8799,0.886,15013,116,0.841,0.102 +710207208,Existing Customer,31,F,1,Unknown,Single,Less than $40K,Blue,18,3,1,3,3399,1800,1599,0.752,13148,121,0.806,0.53 +713994108,Existing Customer,40,M,5,High School,Married,$60K - $80K,Blue,33,3,1,2,4155,1315,2840,0.767,15851,128,0.855,0.316 +712509108,Attrited Customer,46,F,3,Doctorate,Single,Less than $40K,Gold,36,1,3,5,15164,532,14632,0.858,8356,68,0.478,0.035 +711745233,Attrited Customer,30,F,0,High School,Single,Unknown,Blue,22,1,2,4,13894,0,13894,0.845,9351,69,0.533,0 +778745058,Existing Customer,50,M,3,High School,Single,$80K - $120K,Silver,41,2,2,1,34516,0,34516,0.627,15059,118,0.735,0 +721455558,Existing Customer,56,M,0,Graduate,Single,$60K - $80K,Blue,44,1,3,2,6828,1859,4969,0.752,14713,104,0.677,0.272 +710721858,Attrited Customer,46,F,3,Unknown,Married,$40K - $60K,Blue,37,2,3,4,5542,0,5542,0.808,8246,59,0.639,0 +769206483,Existing Customer,58,M,3,Unknown,Married,$120K +,Blue,52,3,3,3,15733,2101,13632,0.597,13986,97,0.764,0.134 +769587258,Existing Customer,38,M,3,College,Single,$60K - $80K,Silver,32,4,2,2,30082,1671,28411,0.707,15240,126,0.8,0.056 +712080333,Existing Customer,46,M,2,High School,Divorced,$120K +,Blue,34,3,2,4,3659,1381,2278,0.669,16252,112,0.623,0.377 +712457208,Attrited Customer,58,M,1,Graduate,Single,$80K - $120K,Blue,36,6,3,4,22718,0,22718,0.747,8100,77,0.833,0 +719934783,Existing Customer,43,M,3,Doctorate,Married,$80K - $120K,Blue,27,4,2,2,3676,673,3003,0.629,14651,105,0.78,0.183 +709589208,Existing Customer,53,M,0,Graduate,Single,$60K - $80K,Blue,35,3,1,3,17721,596,17125,0.694,14409,83,0.844,0.034 +714860808,Existing Customer,59,F,1,Graduate,Single,Less than $40K,Blue,39,5,3,2,4404,2272,2132,0.809,15709,93,0.722,0.516 +713934633,Attrited Customer,40,F,4,Uneducated,Divorced,Less than $40K,Blue,35,2,3,3,4423,2517,1906,0.84,8935,87,0.933,0.569 +773185833,Existing Customer,49,M,3,High School,Married,$60K - $80K,Gold,42,3,1,4,34516,0,34516,0.838,15095,102,0.759,0 +715923408,Existing Customer,30,F,0,College,Married,Less than $40K,Blue,19,4,2,3,4184,1254,2930,0.549,14999,110,0.719,0.3 +778956033,Existing Customer,51,M,1,Graduate,Married,$80K - $120K,Blue,32,3,2,3,34516,1549,32967,0.892,15151,104,0.677,0.045 +712260633,Existing Customer,47,F,5,Doctorate,Single,Unknown,Blue,36,4,1,4,26923,2461,24462,0.602,13643,94,0.918,0.091 +714945708,Attrited Customer,33,M,4,College,Single,$40K - $60K,Silver,20,2,1,3,15977,0,15977,0.702,7745,64,0.684,0 +720971358,Existing Customer,59,M,0,High School,Single,$80K - $120K,Blue,47,5,3,3,26812,1491,25321,0.679,14838,110,0.642,0.056 +719701383,Existing Customer,44,M,4,Unknown,Married,$60K - $80K,Blue,32,4,3,3,5175,0,5175,0.72,14304,99,0.768,0 +764316708,Existing Customer,30,F,1,High School,Single,Less than $40K,Blue,23,3,2,2,3955,2352,1603,0.779,16423,109,0.758,0.595 +715545933,Existing Customer,43,M,5,Graduate,Married,$120K +,Blue,36,6,2,4,22355,2179,20176,0.726,14268,99,0.8,0.097 +714524583,Attrited Customer,56,M,3,Uneducated,Married,$80K - $120K,Blue,46,1,3,3,23240,1534,21706,0.971,9441,82,0.907,0.066 +780079833,Existing Customer,43,M,3,Graduate,Divorced,$60K - $80K,Blue,28,3,3,4,5479,1183,4296,0.596,14728,126,0.909,0.216 +714199008,Attrited Customer,50,M,2,Unknown,Married,$120K +,Blue,36,6,2,2,16081,492,15589,0.204,6100,61,0.564,0.031 +719941533,Existing Customer,32,F,1,Graduate,Married,Less than $40K,Blue,20,3,1,4,5497,1735,3762,0.664,16266,124,0.771,0.316 +715544883,Existing Customer,39,M,1,Graduate,Married,Less than $40K,Silver,30,4,3,3,14135,630,13505,0.64,13703,99,0.768,0.045 +710122458,Existing Customer,38,M,2,High School,Single,$60K - $80K,Silver,36,5,3,2,31546,2057,29489,0.625,15311,108,0.714,0.065 +713833233,Existing Customer,49,M,5,Uneducated,Married,$80K - $120K,Silver,30,3,3,2,34516,1768,32748,0.767,15134,124,0.722,0.051 +719326758,Attrited Customer,52,F,0,Doctorate,Married,Less than $40K,Blue,36,4,3,2,4353,1489,2864,0.945,9226,85,1.073,0.342 +711686658,Existing Customer,48,M,5,High School,Married,$80K - $120K,Silver,40,6,2,2,34516,1417,33099,0.692,16579,109,0.879,0.041 +708964683,Existing Customer,48,F,4,College,Unknown,Unknown,Blue,36,3,2,1,3310,0,3310,0.748,14542,89,0.854,0 +718840833,Attrited Customer,49,M,3,High School,Single,$40K - $60K,Blue,36,1,3,4,4601,0,4601,0.962,9610,76,0.689,0 +797228883,Existing Customer,46,M,2,High School,Married,$40K - $60K,Blue,40,3,3,0,3981,0,3981,0.626,14340,114,0.781,0 +709566408,Attrited Customer,40,F,2,Graduate,Single,Less than $40K,Blue,30,5,3,6,4458,0,4458,0.935,9640,70,0.707,0 +780097533,Existing Customer,48,M,3,Doctorate,Divorced,$80K - $120K,Blue,33,4,1,2,10292,0,10292,0.656,15148,111,0.79,0 +715020933,Attrited Customer,44,F,4,High School,Unknown,Unknown,Blue,34,4,3,4,15944,0,15944,0.919,9360,67,0.763,0 +711149133,Attrited Customer,30,F,1,Graduate,Married,Unknown,Blue,18,4,1,4,4377,2517,1860,0.941,8759,74,0.609,0.575 +716832858,Attrited Customer,46,M,3,Graduate,Married,$60K - $80K,Blue,34,1,2,4,4930,159,4771,0.592,7412,60,0.579,0.032 +715154058,Attrited Customer,49,F,0,Unknown,Married,Less than $40K,Blue,39,1,3,3,4982,2517,2465,0.903,9274,65,0.857,0.505 +789497283,Attrited Customer,50,M,2,High School,Single,$120K +,Blue,42,1,3,2,34162,1723,32439,0.429,7572,56,0.697,0.05 +711834708,Existing Customer,55,M,4,College,Married,$80K - $120K,Blue,40,4,2,5,4047,1482,2565,0.959,16191,102,0.789,0.366 +785038908,Existing Customer,43,F,0,Graduate,Married,Less than $40K,Blue,37,3,1,4,6380,1160,5220,0.753,17119,124,0.797,0.182 +720001758,Existing Customer,42,F,1,Graduate,Single,Less than $40K,Blue,34,5,1,3,3534,1175,2359,0.737,13588,94,0.808,0.332 +778428108,Existing Customer,36,F,1,Graduate,Single,Less than $40K,Blue,16,6,5,3,6091,1184,4907,0.766,17437,113,0.766,0.194 +715268508,Existing Customer,42,M,3,Graduate,Married,$40K - $60K,Gold,36,3,2,5,23981,1399,22582,0.712,14840,125,0.761,0.058 +788741733,Existing Customer,53,F,1,Graduate,Married,Less than $40K,Blue,32,4,2,3,7832,1784,6048,0.711,14614,106,0.656,0.228 +717355533,Existing Customer,56,M,3,Graduate,Single,$120K +,Blue,44,3,1,2,34516,1307,33209,0.558,13759,120,0.765,0.038 +712128258,Existing Customer,49,F,4,High School,Single,Less than $40K,Silver,40,5,3,5,13704,2127,11577,0.805,15872,116,0.681,0.155 +735825258,Existing Customer,39,M,2,High School,Single,Less than $40K,Blue,32,4,1,4,4423,1643,2780,0.724,15467,112,0.623,0.371 +714544908,Attrited Customer,56,M,4,Graduate,Divorced,$60K - $80K,Blue,36,6,3,3,6224,0,6224,0.92,8979,68,0.581,0 +818712633,Existing Customer,41,F,3,Graduate,Single,Less than $40K,Blue,36,4,6,2,4133,1067,3066,0.632,16100,119,0.608,0.258 +709831983,Existing Customer,57,M,2,Uneducated,Single,$120K +,Blue,46,3,2,3,34516,1244,33272,0.606,15176,126,0.8,0.036 +789398733,Existing Customer,56,M,3,Graduate,Married,$120K +,Blue,46,3,3,2,5270,779,4491,0.731,16179,105,0.694,0.148 +716850558,Existing Customer,48,M,4,Graduate,Unknown,$60K - $80K,Gold,32,5,1,3,34516,1285,33231,0.654,15279,122,0.649,0.037 +717316008,Existing Customer,38,M,2,Unknown,Married,$120K +,Blue,36,6,2,3,3782,0,3782,0.717,14977,117,0.721,0 +714677583,Attrited Customer,50,F,3,Doctorate,Single,Unknown,Blue,36,4,3,3,5173,0,5173,0.912,8757,68,0.789,0 +767348733,Existing Customer,56,M,2,Unknown,Married,$60K - $80K,Blue,49,3,3,3,4058,793,3265,0.758,15865,105,0.667,0.195 +779900808,Existing Customer,32,M,0,College,Single,$60K - $80K,Blue,16,2,3,2,21551,0,21551,0.536,14950,94,0.843,0 +719900733,Existing Customer,60,M,1,High School,Married,$40K - $60K,Blue,47,3,1,3,9805,1007,8798,0.8,14641,95,0.9,0.103 +816517683,Existing Customer,38,F,2,Doctorate,Married,Less than $40K,Blue,33,4,3,3,7530,1336,6194,0.749,14719,115,0.855,0.177 +755305683,Existing Customer,45,M,5,Graduate,Married,$60K - $80K,Blue,38,5,1,4,8983,0,8983,0.713,15163,124,0.746,0 +715769958,Existing Customer,53,F,3,Unknown,Married,$40K - $60K,Blue,39,3,2,2,4855,1912,2943,0.606,14969,104,0.763,0.394 +715493733,Attrited Customer,53,M,2,Graduate,Married,$40K - $60K,Blue,36,2,3,4,5735,0,5735,1.009,9088,64,0.684,0 +827440458,Attrited Customer,48,M,4,College,Married,$80K - $120K,Blue,44,2,3,3,9524,1449,8075,0.559,7527,58,0.657,0.152 +715713408,Existing Customer,55,M,2,Graduate,Married,Less than $40K,Gold,46,3,5,3,15987,0,15987,0.82,15853,117,0.56,0 +720128658,Attrited Customer,49,M,1,Uneducated,Single,$120K +,Blue,30,5,3,3,5181,0,5181,0.83,8943,68,1,0 +770038983,Attrited Customer,37,M,4,High School,Single,$60K - $80K,Silver,31,1,3,3,28831,2517,26314,0.77,8688,69,0.769,0.087 +714684108,Attrited Customer,31,M,1,Post-Graduate,Single,$40K - $60K,Blue,24,4,2,4,4169,534,3635,0.836,8565,70,0.795,0.128 +708942408,Existing Customer,46,F,3,Uneducated,Single,$40K - $60K,Blue,36,3,2,2,7020,1784,5236,0.815,16937,116,0.731,0.254 +779134458,Attrited Customer,33,F,1,Doctorate,Single,Less than $40K,Blue,15,1,1,3,3709,1180,2529,0.645,8130,74,0.897,0.318 +710066133,Attrited Customer,30,M,0,Graduate,Single,Less than $40K,Silver,36,4,3,3,12833,0,12833,0.853,9619,75,0.786,0 +709578258,Existing Customer,40,F,3,Uneducated,Single,Less than $40K,Blue,33,4,3,2,3804,1917,1887,0.744,14321,102,0.759,0.504 +718043583,Existing Customer,50,M,2,Uneducated,Single,$120K +,Blue,40,5,3,4,21794,1368,20426,0.691,15111,116,0.706,0.063 +715186608,Existing Customer,43,M,4,Graduate,Married,$80K - $120K,Blue,35,3,2,3,3304,2517,787,0.741,14565,120,0.818,0.762 +708447858,Existing Customer,59,F,2,Uneducated,Married,Less than $40K,Blue,36,6,3,2,3850,0,3850,0.509,15107,117,0.918,0 +718071933,Existing Customer,49,M,1,Graduate,Married,$40K - $60K,Blue,36,4,2,3,4158,1889,2269,0.872,15842,130,0.831,0.454 +771217758,Existing Customer,44,F,2,High School,Single,Less than $40K,Blue,31,3,2,3,4182,2028,2154,0.658,16920,114,0.606,0.485 +721210158,Existing Customer,29,M,2,College,Married,$40K - $60K,Blue,17,3,1,3,4626,1232,3394,0.731,14740,102,0.759,0.266 +788779983,Existing Customer,58,M,2,Post-Graduate,Married,$80K - $120K,Blue,39,4,2,3,3742,2517,1225,0.75,16401,121,0.806,0.673 +718614183,Attrited Customer,43,F,4,High School,Unknown,Less than $40K,Silver,31,6,2,2,13651,0,13651,1.046,9772,71,0.775,0 +709865883,Attrited Customer,38,M,2,High School,Divorced,$60K - $80K,Silver,25,1,2,3,26794,821,25973,0.848,8788,58,0.933,0.031 +766273533,Existing Customer,53,M,2,Uneducated,Unknown,$80K - $120K,Blue,46,3,6,3,17190,1736,15454,0.698,15055,117,0.696,0.101 +717390408,Attrited Customer,49,F,4,Uneducated,Married,$40K - $60K,Blue,36,5,2,3,4167,0,4167,0.581,7590,87,0.776,0 +718655808,Existing Customer,44,F,3,Uneducated,Married,Less than $40K,Silver,36,3,3,2,12944,1200,11744,0.839,16161,105,0.944,0.093 +817035108,Existing Customer,31,M,2,Graduate,Single,Less than $40K,Blue,14,4,3,3,6933,1870,5063,0.656,15585,115,0.917,0.27 +747551658,Existing Customer,47,M,3,High School,Unknown,$80K - $120K,Silver,40,5,3,2,34516,1371,33145,0.691,15930,123,0.836,0.04 +713281833,Attrited Customer,37,M,3,Unknown,Single,$40K - $60K,Blue,29,6,2,3,13589,2517,11072,0.941,9456,79,1.026,0.185 +771982083,Existing Customer,44,M,4,Doctorate,Married,$80K - $120K,Blue,33,3,1,3,4552,1144,3408,0.709,14418,104,0.677,0.251 +717642633,Existing Customer,51,M,2,Graduate,Married,$60K - $80K,Blue,40,3,3,3,3750,1801,1949,0.889,17995,116,0.657,0.48 +772721208,Existing Customer,50,M,2,High School,Single,$60K - $80K,Blue,40,4,3,3,17655,1720,15935,0.706,16293,120,0.739,0.097 +714385983,Existing Customer,57,F,2,Uneducated,Single,Less than $40K,Blue,36,5,3,2,8224,1239,6985,0.793,16319,124,0.653,0.151 +712516608,Existing Customer,43,M,3,Graduate,Married,$80K - $120K,Blue,36,6,2,3,3946,1275,2671,0.647,14822,96,0.811,0.323 +714725883,Existing Customer,41,F,4,Graduate,Divorced,$40K - $60K,Blue,36,4,1,0,5654,2470,3184,0.637,15123,111,0.881,0.437 +709398708,Existing Customer,40,M,3,High School,Divorced,$60K - $80K,Blue,36,3,1,2,16268,2517,13751,0.652,15925,124,0.824,0.155 +715090008,Existing Customer,45,M,4,Graduate,Single,$60K - $80K,Silver,36,2,3,4,28564,2517,26047,0.711,14875,107,0.783,0.088 +709159308,Existing Customer,42,F,4,High School,Single,Less than $40K,Blue,30,3,1,3,6172,1212,4960,0.723,16622,99,0.65,0.196 +711348033,Existing Customer,50,M,2,Graduate,Married,$40K - $60K,Blue,40,4,3,2,5435,1243,4192,0.749,16202,117,0.671,0.229 +788230158,Existing Customer,29,M,1,Unknown,Married,$40K - $60K,Silver,20,3,1,2,16496,1409,15087,0.677,16715,126,0.703,0.085 +718170033,Existing Customer,42,F,4,Uneducated,Married,Unknown,Blue,23,4,1,2,8348,0,8348,0.695,15905,111,0.708,0 +718161708,Existing Customer,46,F,4,Graduate,Married,Less than $40K,Blue,34,5,1,2,7562,1500,6062,0.632,14908,100,0.754,0.198 +717714633,Existing Customer,49,M,3,Uneducated,Married,$120K +,Gold,38,4,3,4,14938,0,14938,0.737,15277,131,0.724,0 +824150733,Existing Customer,43,M,2,High School,Married,$80K - $120K,Silver,39,3,1,3,34516,1987,32529,0.673,16177,122,0.848,0.058 +713768358,Existing Customer,45,M,4,Graduate,Single,$40K - $60K,Blue,35,3,2,2,7935,888,7047,0.779,15380,122,0.694,0.112 +709188108,Existing Customer,45,M,2,Graduate,Single,$60K - $80K,Silver,33,4,2,2,34516,1529,32987,0.609,13940,105,0.81,0.044 +720328983,Attrited Customer,52,F,5,Unknown,Married,Less than $40K,Blue,36,4,3,3,9611,0,9611,0.84,7636,64,0.829,0 +712296408,Existing Customer,36,F,3,Unknown,Married,$40K - $60K,Blue,22,5,3,3,12958,2273,10685,0.608,15681,96,0.627,0.175 +719106783,Existing Customer,52,M,1,High School,Single,$80K - $120K,Blue,41,4,1,4,4103,1972,2131,0.665,16344,118,0.788,0.481 +713437008,Attrited Customer,40,F,3,Graduate,Married,Unknown,Blue,25,1,2,3,6888,1878,5010,1.059,9038,64,0.829,0.273 +719574033,Existing Customer,38,M,1,High School,Single,$60K - $80K,Blue,28,2,2,2,21906,0,21906,0.696,15349,119,0.7,0 +716123283,Existing Customer,59,M,1,Unknown,Single,$60K - $80K,Blue,48,3,1,2,7288,0,7288,0.64,14873,120,0.714,0 +789023508,Existing Customer,46,M,3,Unknown,Married,$80K - $120K,Blue,33,4,1,3,34516,1099,33417,0.816,15490,110,0.618,0.032 +710005683,Existing Customer,56,M,2,College,Single,$80K - $120K,Blue,46,3,3,5,12540,1696,10844,0.799,16518,115,0.716,0.135 +801036033,Existing Customer,31,M,0,High School,Single,$40K - $60K,Blue,25,3,2,3,4493,1388,3105,0.795,17744,104,0.763,0.309 +716644008,Attrited Customer,55,M,3,Graduate,Single,$120K +,Silver,36,4,3,4,34516,0,34516,1.007,9931,70,0.75,0 +709094358,Existing Customer,51,F,1,Graduate,Single,Less than $40K,Blue,41,4,2,3,8900,798,8102,0.647,16737,88,0.66,0.09 +719848008,Existing Customer,39,M,2,Graduate,Unknown,$60K - $80K,Silver,36,4,2,2,29808,0,29808,0.669,16098,128,0.684,0 +718372458,Existing Customer,42,M,2,Graduate,Unknown,$40K - $60K,Blue,30,3,2,5,3735,1723,2012,0.595,14501,92,0.84,0.461 +720608658,Existing Customer,33,F,1,Uneducated,Single,Less than $40K,Blue,36,5,3,3,8398,1875,6523,0.727,16706,123,0.757,0.223 +717185658,Attrited Customer,51,M,1,High School,Married,$80K - $120K,Blue,36,4,3,4,22754,0,22754,0.799,8531,77,0.791,0 +715474083,Existing Customer,51,M,3,Graduate,Single,$60K - $80K,Silver,36,3,2,2,29663,1743,27920,0.667,14638,93,0.722,0.059 +709646433,Attrited Customer,59,F,1,High School,Married,Less than $40K,Blue,50,1,4,3,5043,743,4300,0.805,10170,66,0.784,0.147 +717494358,Existing Customer,58,F,0,Graduate,Single,Less than $40K,Blue,48,2,2,5,4299,1334,2965,0.66,15068,123,0.685,0.31 +713924283,Attrited Customer,61,M,0,Graduate,Single,$60K - $80K,Blue,54,2,1,4,11859,1644,10215,0.866,8930,79,0.837,0.139 +714471183,Attrited Customer,47,M,4,Graduate,Divorced,$80K - $120K,Blue,39,4,3,4,17504,476,17028,0.892,10468,66,0.737,0.027 +780613758,Existing Customer,47,M,5,High School,Single,Less than $40K,Blue,35,4,3,5,4165,0,4165,0.813,17093,111,0.82,0 +718225683,Existing Customer,56,M,1,Graduate,Single,$80K - $120K,Silver,49,5,2,2,34516,1091,33425,0.64,15274,108,0.714,0.032 +710734308,Existing Customer,49,M,1,Graduate,Single,$60K - $80K,Blue,40,6,3,3,6481,1569,4912,0.692,15937,119,0.803,0.242 +708564858,Attrited Customer,33,M,2,College,Married,$120K +,Gold,20,2,1,4,34516,0,34516,1.004,9338,73,0.622,0 +713733633,Attrited Customer,27,M,0,High School,Divorced,$60K - $80K,Blue,36,2,3,2,13303,2517,10786,0.929,10219,85,0.809,0.189 +720841533,Existing Customer,29,M,0,Graduate,Married,Less than $40K,Blue,15,3,1,5,4700,0,4700,0.617,14723,96,0.655,0 +712210458,Existing Customer,38,M,1,Uneducated,Single,$40K - $60K,Blue,36,2,3,2,5639,1558,4081,0.614,16628,109,0.946,0.276 +714109308,Existing Customer,46,M,5,College,Single,$80K - $120K,Blue,36,1,2,3,13187,2241,10946,0.689,15354,112,0.931,0.17 +712503408,Existing Customer,57,M,2,Graduate,Married,$80K - $120K,Blue,40,6,3,4,17925,1909,16016,0.712,17498,111,0.82,0.106 +713755458,Attrited Customer,50,M,1,Unknown,Unknown,$80K - $120K,Blue,36,6,3,4,9959,952,9007,0.825,10310,63,1.1,0.096 +716893683,Attrited Customer,55,F,3,Uneducated,Single,Unknown,Blue,47,4,3,3,14657,2517,12140,0.166,6009,53,0.514,0.172 +710841183,Existing Customer,54,M,1,High School,Single,$60K - $80K,Blue,34,5,2,0,13940,2109,11831,0.66,15577,114,0.754,0.151 +713899383,Existing Customer,56,F,1,Graduate,Single,Less than $40K,Blue,50,4,1,4,3688,606,3082,0.57,14596,120,0.791,0.164 +772366833,Existing Customer,50,M,2,Graduate,Single,$40K - $60K,Blue,40,3,2,3,4003,1851,2152,0.703,15476,117,0.857,0.462 +710638233,Attrited Customer,41,M,2,Unknown,Divorced,$40K - $60K,Blue,25,4,2,3,4277,2186,2091,0.804,8764,69,0.683,0.511 +716506083,Attrited Customer,44,F,1,High School,Married,Less than $40K,Blue,36,5,3,4,5409,0,5409,0.819,10291,60,0.818,0 +717406983,Attrited Customer,30,M,2,Graduate,Unknown,$40K - $60K,Blue,36,4,3,3,5281,0,5281,0.535,8395,62,0.722,0 +714337233,Attrited Customer,43,F,2,Graduate,Married,Less than $40K,Silver,25,6,2,4,10388,1961,8427,0.703,10294,61,0.649,0.189 diff --git a/data/JNJ.csv b/data/JNJ.csv new file mode 100644 index 0000000..653908d --- /dev/null +++ b/data/JNJ.csv @@ -0,0 +1,8824 @@ +Date,Open,High,Low,Close,Adj Close,Volume +1985-09-04,2.937500,2.960938,2.929688,2.953125,0.182094,4188800 +1985-09-05,2.953125,2.992188,2.945313,2.976563,0.183539,6176000 +1985-09-06,2.992188,3.000000,2.976563,2.992188,0.184502,6606400 +1985-09-09,2.992188,2.992188,2.945313,2.945313,0.181612,3150400 +1985-09-10,2.953125,2.960938,2.867188,2.875000,0.177276,2841600 +1985-09-11,2.859375,2.898438,2.851563,2.859375,0.176313,4108800 +1985-09-12,2.859375,2.890625,2.851563,2.867188,0.176795,2297600 +1985-09-13,2.859375,2.867188,2.789063,2.812500,0.173423,7852800 +1985-09-16,2.812500,2.812500,2.671875,2.687500,0.165715,13984000 +1985-09-17,2.710938,2.757813,2.703125,2.718750,0.167642,9288000 +1985-09-18,2.726563,2.750000,2.718750,2.750000,0.169569,7700800 +1985-09-19,2.765625,2.859375,2.757813,2.859375,0.176313,7672000 +1985-09-20,2.859375,2.867188,2.781250,2.781250,0.171496,4710400 +1985-09-23,2.875000,2.882813,2.843750,2.859375,0.176313,8142400 +1985-09-24,2.859375,2.875000,2.789063,2.796875,0.172459,6292800 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