diff --git a/.ipynb_checkpoints/lab-dw-data-structuring-and-combining-checkpoint.ipynb b/.ipynb_checkpoints/lab-dw-data-structuring-and-combining-checkpoint.ipynb new file mode 100644 index 0000000..1c9c61c --- /dev/null +++ b/.ipynb_checkpoints/lab-dw-data-structuring-and-combining-checkpoint.ipynb @@ -0,0 +1,1399 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "id": "25d7736c-ba17-4aff-b6bb-66eba20fbf4e", + "metadata": { + "id": "25d7736c-ba17-4aff-b6bb-66eba20fbf4e" + }, + "source": [ + "# Lab | Data Structuring and Combining Data" + ] + }, + { + "cell_type": "markdown", + "id": "a2cdfc70-44c8-478c-81e7-2bc43fdf4986", + "metadata": { + "id": "a2cdfc70-44c8-478c-81e7-2bc43fdf4986" + }, + "source": [ + "## Challenge 1: Combining & Cleaning Data\n", + "\n", + "In this challenge, we will be working with the customer data from an insurance company, as we did in the two previous labs. The data can be found here:\n", + "- https://raw.githubusercontent.com/data-bootcamp-v4/data/main/file1.csv\n", + "\n", + "But this time, we got new data, which can be found in the following 2 CSV files located at the links below.\n", + "\n", + "- https://raw.githubusercontent.com/data-bootcamp-v4/data/main/file2.csv\n", + "- https://raw.githubusercontent.com/data-bootcamp-v4/data/main/file3.csv\n", + "\n", + "Note that you'll need to clean and format the new data.\n", + "\n", + "Observation:\n", + "- One option is to first combine the three datasets and then apply the cleaning function to the new combined dataset\n", + "- Another option would be to read the clean file you saved in the previous lab, and just clean the two new files and concatenate the three clean datasets" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "492d06e3-92c7-4105-ac72-536db98d3244", + "metadata": { + "id": "492d06e3-92c7-4105-ac72-536db98d3244" + }, + "outputs": [], + "source": [ + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 94, + "id": "bd440f60-ac04-4712-8117-c1708068e84a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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3GA49547WashingtonMHigh School or Below536307.6536357.068.0['1', '0', '00']Personal AutoFour-Door Car17.269323
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4WH52799ArizonaFCollege380812.219490394['1', '0', '00']451.2Corporate AutoTwo-Door Car
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3KX23516California4455.843406High School or BelowF0121['0']Personal Auto699.615192SUV
4FN77294California7704.958480High School or BelowM30366101['2']Personal Auto484.800000SUV
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9010 rows × 11 columns

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" + ], + "text/plain": [ + " customer state gender education customer_lifetime_value income \\\n", + "0 False False False False False False \n", + "1 False False False False False False \n", + "2 False False False False False False \n", + "3 False False False False False False \n", + "4 False False False False False False \n", + "... ... ... ... ... ... ... \n", + "9005 False False False False False False \n", + "9006 False False False False False False \n", + "9007 False False False False False False \n", + "9008 False False False False False False \n", + "9009 False False False False False False \n", + "\n", + " monthly_premium_auto number_of_open_complaints policy_type \\\n", + "0 False False False \n", + "1 False False False \n", + "2 False False False \n", + "3 False False False \n", + "4 False False False \n", + "... ... ... ... \n", + "9005 False False False \n", + "9006 False False False \n", + "9007 False False False \n", + "9008 False False False \n", + "9009 False False False \n", + "\n", + " vehicle_class total_claim_amount \n", + "0 False False \n", + "1 False False \n", + "2 False False \n", + "3 False False \n", + "4 False False \n", + "... ... ... \n", + "9005 False False \n", + "9006 False False \n", + "9007 False False \n", + "9008 False False \n", + "9009 False False \n", + "\n", + "[9010 rows x 11 columns]" + ] + }, + "execution_count": 128, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "merged_df = pd.concat([df1, df2, df3], ignore_index=True)\n", + "\n", + "merged_df.shape\n", + "merged_df.isnull()" + ] + }, + { + "cell_type": "markdown", + "id": "31b8a9e7-7db9-4604-991b-ef6771603e57", + "metadata": { + "id": "31b8a9e7-7db9-4604-991b-ef6771603e57" + }, + "source": [ + "# Challenge 2: Structuring Data" + ] + }, + { + "cell_type": "markdown", + "id": "a877fd6d-7a0c-46d2-9657-f25036e4ca4b", + "metadata": { + "id": "a877fd6d-7a0c-46d2-9657-f25036e4ca4b" + }, + "source": [ + "In this challenge, we will continue to work with customer data from an insurance company, but we will use a dataset with more columns, called marketing_customer_analysis.csv, which can be found at the following link:\n", + "\n", + "https://raw.githubusercontent.com/data-bootcamp-v4/data/main/marketing_customer_analysis_clean.csv\n", + "\n", + "This dataset contains information such as customer demographics, policy details, vehicle information, and the customer's response to the last marketing campaign. Our goal is to explore and analyze this data by performing data cleaning, formatting, and structuring." + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "aa10d9b0-1c27-4d3f-a8e4-db6ab73bfd26", + "metadata": { + "id": "aa10d9b0-1c27-4d3f-a8e4-db6ab73bfd26" + }, + "outputs": [], + "source": [ + "df = pd.read_csv(\"https://raw.githubusercontent.com/data-bootcamp-v4/data/main/marketing_customer_analysis_clean.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "26e0b49e-da4d-4741-9cb9-9bb1448f40de", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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unnamed:_0customerstatecustomer_lifetime_valueresponsecoverageeducationeffective_to_dateemploymentstatusgender...number_of_policiespolicy_typepolicyrenew_offer_typesales_channeltotal_claim_amountvehicle_classvehicle_sizevehicle_typemonth
00DK49336Arizona4809.216960NoBasicCollege2011-02-18EmployedM...9Corporate AutoCorporate L3Offer3Agent292.800000Four-Door CarMedsizeA2
11KX64629California2228.525238NoBasicCollege2011-01-18UnemployedF...1Personal AutoPersonal L3Offer4Call Center744.924331Four-Door CarMedsizeA1
22LZ68649Washington14947.917300NoBasicBachelor2011-02-10EmployedM...2Personal AutoPersonal L3Offer3Call Center480.000000SUVMedsizeA2
33XL78013Oregon22332.439460YesExtendedCollege2011-01-11EmployedM...2Corporate AutoCorporate L3Offer2Branch484.013411Four-Door CarMedsizeA1
44QA50777Oregon9025.067525NoPremiumBachelor2011-01-17Medical LeaveF...7Personal AutoPersonal L2Offer1Branch707.925645Four-Door CarMedsizeA1
\n", + "

5 rows × 27 columns

\n", + "
" + ], + "text/plain": [ + " unnamed:_0 customer state customer_lifetime_value response \\\n", + "0 0 DK49336 Arizona 4809.216960 No \n", + "1 1 KX64629 California 2228.525238 No \n", + "2 2 LZ68649 Washington 14947.917300 No \n", + "3 3 XL78013 Oregon 22332.439460 Yes \n", + "4 4 QA50777 Oregon 9025.067525 No \n", + "\n", + " coverage education effective_to_date employmentstatus gender ... \\\n", + "0 Basic College 2011-02-18 Employed M ... \n", + "1 Basic College 2011-01-18 Unemployed F ... \n", + "2 Basic Bachelor 2011-02-10 Employed M ... \n", + "3 Extended College 2011-01-11 Employed M ... \n", + "4 Premium Bachelor 2011-01-17 Medical Leave F ... \n", + "\n", + " number_of_policies policy_type policy renew_offer_type \\\n", + "0 9 Corporate Auto Corporate L3 Offer3 \n", + "1 1 Personal Auto Personal L3 Offer4 \n", + "2 2 Personal Auto Personal L3 Offer3 \n", + "3 2 Corporate Auto Corporate L3 Offer2 \n", + "4 7 Personal Auto Personal L2 Offer1 \n", + "\n", + " sales_channel total_claim_amount vehicle_class vehicle_size \\\n", + "0 Agent 292.800000 Four-Door Car Medsize \n", + "1 Call Center 744.924331 Four-Door Car Medsize \n", + "2 Call Center 480.000000 SUV Medsize \n", + "3 Branch 484.013411 Four-Door Car Medsize \n", + "4 Branch 707.925645 Four-Door Car Medsize \n", + "\n", + " vehicle_type month \n", + "0 A 2 \n", + "1 A 1 \n", + "2 A 2 \n", + "3 A 1 \n", + "4 A 1 \n", + "\n", + "[5 rows x 27 columns]" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "markdown", + "id": "df35fd0d-513e-4e77-867e-429da10a9cc7", + "metadata": { + "id": "df35fd0d-513e-4e77-867e-429da10a9cc7" + }, + "source": [ + "1. You work at the marketing department and you want to know which sales channel brought the most sales in terms of total revenue. Using pivot, create a summary table showing the total revenue for each sales channel (branch, call center, web, and mail).\n", + "Round the total revenue to 2 decimal points. Analyze the resulting table to draw insights." + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "afc4c01c-c5f5-476e-8395-40620707dcdf", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " sales_channel total_claim_amount\n", + "0 Agent 1810226.82\n", + "1 Branch 1301204.00\n", + "2 Call Center 926600.82\n", + "3 Web 706600.04\n" + ] + } + ], + "source": [ + "#1\n", + "summary_table = pd.pivot_table(\n", + " df,\n", + " values='total_claim_amount', # The column to aggregate (total revenue)\n", + " index='sales_channel', # The column to group by (sales channel)\n", + " aggfunc='sum' # Aggregate function to calculate total revenue\n", + ")\n", + "summary_table = summary_table.reset_index()\n", + "summary_table['total_claim_amount'] = summary_table['total_claim_amount'].round(2)\n", + "\n", + "# Display the summary table\n", + "print(summary_table)" + ] + }, + { + "cell_type": "markdown", + "id": "640993b2-a291-436c-a34d-a551144f8196", + "metadata": { + "id": "640993b2-a291-436c-a34d-a551144f8196" + }, + "source": [ + "2. Create a pivot table that shows the average customer lifetime value per gender and education level. Analyze the resulting table to draw insights." + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "51f7bdff-6308-497c-9108-45f1bd11925f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " education gender customer_lifetime_value\n", + "0 Bachelor F 13386258.11\n", + "1 Bachelor M 12110061.83\n", + "2 College F 12460107.91\n", + "3 College M 12851725.02\n", + "4 Doctor F 1465701.78\n", + "5 Doctor M 1490482.06\n", + "6 High School or Below F 13793600.12\n", + "7 High School or Below M 12680914.19\n", + "8 Master F 3874600.25\n", + "9 Master M 3365559.06\n" + ] + } + ], + "source": [ + "summary_table2 = pd.pivot_table(\n", + " df,\n", + " values='customer_lifetime_value', # The column to aggregate (total revenue)\n", + " index=['education','gender'], # The column to group by (sales channel)\n", + " aggfunc='sum' # Aggregate function to calculate total revenue\n", + ")\n", + "summary_table2 = summary_table2.reset_index()\n", + "summary_table2['customer_lifetime_value'] = summary_table2['customer_lifetime_value'].round(2)\n", + "print(summary_table2)" + ] + }, + { + "cell_type": "markdown", + "id": "32c7f2e5-3d90-43e5-be33-9781b6069198", + "metadata": { + "id": "32c7f2e5-3d90-43e5-be33-9781b6069198" + }, + "source": [ + "## Bonus\n", + "\n", + "You work at the customer service department and you want to know which months had the highest number of complaints by policy type category. Create a summary table showing the number of complaints by policy type and month.\n", + "Show it in a long format table." + ] + }, + { + "cell_type": "markdown", + "id": "e3d09a8f-953c-448a-a5f8-2e5a8cca7291", + "metadata": { + "id": "e3d09a8f-953c-448a-a5f8-2e5a8cca7291" + }, + "source": [ + "*In data analysis, a long format table is a way of structuring data in which each observation or measurement is stored in a separate row of the table. The key characteristic of a long format table is that each column represents a single variable, and each row represents a single observation of that variable.*\n", + "\n", + "*More information about long and wide format tables here: https://www.statology.org/long-vs-wide-data/*" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "id": "7f9d326b-514b-4312-8229-65f695d7ea87", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([2, 1], dtype=int64)" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df[\"month\"].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "id": "3a069e0b-b400-470e-904d-d17582191be4", + "metadata": { + "id": "3a069e0b-b400-470e-904d-d17582191be4" + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " policy_type month number_of_complaints\n", + "2 Personal Auto 1 4329\n", + "3 Personal Auto 2 3799\n", + "0 Corporate Auto 1 1252\n", + "1 Corporate Auto 2 1089\n", + "4 Special Auto 1 237\n", + "5 Special Auto 2 204\n" + ] + } + ], + "source": [ + "\n", + "summary_table3 = df.groupby(['policy_type', 'month']).size().reset_index(name='number_of_complaints')\n", + "summary_table3 = summary_table3.sort_values(by='number_of_complaints', ascending=False)\n", + "\n", + "# Step 3: Display the summary table in long format\n", + "print(summary_table3)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ea31043d-5a75-4583-823f-f38ed8f1c3be", + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "display_name": "Python 3 (ipykernel)", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.12.7" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/DFLAB.csv b/DFLAB.csv new file mode 100644 index 0000000..81d68d4 --- /dev/null +++ b/DFLAB.csv @@ -0,0 +1,953 @@ +customer,st,gender,education,customer_lifetime_value,income,monthly_premium_auto,number_of_open_complaints,policy_type,vehicle_class,total_claim_amount +QZ44356,Arizona, F,Bachelor,697953.59,0.0,94.0,"['1', '0', '00']",Personal Auto,Four-Door Car,1131.464935 +AI49188,Nevada, F,Bachelor,1288743.17,48767.0,108.0,"['1', '0', '00']",Personal Auto,Two-Door Car,566.472247 +WW63253,California,M,Bachelor,764586.18,0.0,106.0,"['1', '0', '00']",Corporate Auto,SUV,529.881344 +GA49547,Washington,M,High School or Below,536307.65,36357.0,68.0,"['1', '0', '00']",Personal Auto,Four-Door Car,17.269323 +OC83172,Oregon, F,Bachelor,825629.78,62902.0,69.0,"['1', '0', '00']",Personal Auto,Two-Door Car,159.383042 +XZ87318,Oregon, F,College,538089.86,55350.0,67.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,321.6 +CF85061,Arizona,M,Master,721610.03,0.0,101.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,363.02968 +DY87989,Oregon,M,Bachelor,2412750.4,14072.0,71.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,511.2 +BQ94931,Oregon, F,College,738817.81,28812.0,93.0,"['1', '0', '00']",Special Auto,Four-Door Car,425.527834 +SX51350,California,M,College,473899.2,0.0,67.0,"['1', '0', '00']",Personal Auto,Four-Door Car,482.4 +QK46697,Washington,M,Bachelor,617710.93,61040.0,79.0,"['1', '1', '00']",Personal Auto,Two-Door Car,20.382876 +HS14476,Washington,M,College,916206.32,29723.0,80.0,"['1', '0', '00']",Personal Auto,Four-Door Car,20.985105 +HD95276,Washington, F,College,473787.17,0.0,130.0,"['1', '0', '00']",Personal Auto,SUV,23.820158 +YD87931,Washington,M,Doctor,495165.61,46896.0,35354.0,"['1', '1', '00']",Personal Auto,Four-Door Car,31.707317 +NW21079,Washington, F,Master,487938.48,67163.0,61.0,"['1', '2', '00']",Personal Auto,Two-Door Car,33.192803 +YB66933,Washington, F,Bachelor,538275.2,77552.0,68.0,"['1', '1', '00']",Corporate Auto,Four-Door Car,45.215059 +OW15518,Washington, F,College,1595001.95,0.0,87.0,"['1', '1', '00']",Personal Auto,Two-Door Car,46.041452 +GP39118,Washington,M,High School or Below,499655.27,71600.0,63.0,"['1', '0', '00']",Personal Auto,Two-Door Car,46.158117 +SG20925,Washington, F,Master,518579.76,99428.0,6464.0,"['1', '1', '00']",Personal Auto,Four-Door Car,48.046869 +FM14335,Washington, F,College,1048491.54,61108.0,89.0,"['1', '0', '00']",Personal Auto,Four-Door Car,49.451117 +HS28694,Washington, F,High School or Below,282986.39,25317.0,71.0,"['1', '0', '00']",Personal Auto,Two-Door Car,50.422181 +LH92841,Washington, F,Bachelor,725595.38,88891.0,89.0,"['1', '0', '00']",Personal Auto,Four-Door Car,50.528355 +AZ95587,Arizona, F,Bachelor,1038855.32,61222.0,89.0,"['1', '0', '00']",Special Auto,Four-Door Car,392.604371 +DS81757,Oregon,M,College,247012.12,0.0,74.0,"['1', '0', '00']",Personal Auto,Two-Door Car,721.242206 +OJ94107,Arizona,M,Master,561906.85,50335.0,140.0,"['1', '0', '00']",Personal Auto,SUV,456.52385 +LP84436,California, F,High School or Below,904711.92,0.0,127.0,"['1', '0', '00']",Personal Auto,Luxury,1087.995426 +FF22360,Washington, F,Doctor,268731.41,82210.0,68.0,"['1', '4', '00']",Personal Auto,Four-Door Car,51.961915 +LM19287,Oregon, F,High School or Below,373150.46,0.0,96.0,"['1', '0', '00']",Personal Auto,Four-Door Car,460.8 +ZU18643,Nevada,M,Bachelor,366077.03,64495.0,92.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,251.992083 +AZ82578,California, F,College,792882.93,0.0,72.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,345.6 +XC67861,Arizona, F,Bachelor,501175.16,28859.0,67.0,"['1', '3', '00']",Corporate Auto,Two-Door Car,321.6 +YC43143,Arizona, F,High School or Below,798825.83,77330.0,99.0,"['1', '0', '00']",Personal Auto,Four-Door Car,99.257608 +EK59571,Oregon,M,College,388545.64,0.0,105.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,504.0 +PA38372,Washington, F,High School or Below,935773.78,33060.0,117.0,"['1', '0', '00']",Personal Auto,Four-Door Car,56.731578 +RO18530,Washington,M,Master,254068.98,42557.0,65.0,"['1', '0', '00']",Personal Auto,Four-Door Car,57.562324 +PD27940,Arizona,M,High School or Below,488516.25,26372.0,126.0,"['1', '0', '00']",Personal Auto,SUV,604.8 +BS77946,Arizona, F,Bachelor,975330.71,17514.0,127.0,"['1', '0', '00']",Personal Auto,SUV,8.312729 +YM50253,California,F,Bachelor,294615.37,89270.0,74.0,"['1', '0', '00']",Personal Auto,Four-Door Car,316.599228 +NR15332,California,M,High School or Below,258111.09,29757.0,65.0,"['1', '0', '00']",Personal Auto,Four-Door Car,312.0 +RC62865,Oregon,M,College,351738.58,51814.0,92.0,"['1', '0', '00']",Personal Auto,Four-Door Car,56.300724 +CC15295,Oregon, F,Bachelor,974335.01,24028.0,82.0,"['1', '0', '00']",Personal Auto,Four-Door Car,393.6 +KA61892,Arizona,M,College,387364.7,28142.0,105.0,"['1', '0', '00']",Personal Auto,Luxury,701.708239 +OS94884,Arizona, F,Bachelor,764928.2,52705.0,64.0,"['1', '1', '00']",Personal Auto,Two-Door Car,128.705563 +ND87334,California,M,High School or Below,228759.69,0.0,63.0,"['1', '0', '00']",Corporate Auto,Two-Door Car,679.368378 +OY51402,Washington, F,High School or Below,825576.39,54040.0,103.0,"['1', '0', '00']",Personal Auto,SUV,59.987126 +YL74911,California, F,College,871492.21,0.0,118.0,"['1', '0', '00']",Personal Auto,SUV,566.4 +GK92563,Washington, F,Doctor,681923.12,22492.0,85.0,"['1', '0', '00']",Personal Auto,Two-Door Car,61.654262 +HL53154,California,M,Bachelor,741619.73,0.0,77.0,"['1', '2', '00']",Personal Auto,Four-Door Car,554.4 +RI78966,Oregon,M,Master,777115.9,21876.0,68.0,"['1', '0', '00']",Personal Auto,Four-Door Car,465.41477 +IC13702,California, F,Bachelor,696834.19,0.0,69.0,"['1', '1', '00']",Personal Auto,Four-Door Car,496.8 +BE10809,California, F,High School or Below,425028.26,0.0,61.0,"['1', '1', '00']",Personal Auto,Four-Door Car,292.8 +HT87217,Oregon, F,High School or Below,1977656.65,70699.0,82.0,"['1', '0', '00']",Personal Auto,Four-Door Car,256.813837 +TH95618,California, F,High School or Below,2134346.6,0.0,74.0,"['1', '1', '00']",Personal Auto,Four-Door Car,355.2 +TS19868,California,M,College,241313.97,27501.0,63.0,"['1', '0', '00']",Personal Auto,Four-Door Car,542.319401 +LP45550,Oregon, F,Doctor,1536384.72,15897.0,101.0,"['1', '0', '00']",Personal Auto,Four-Door Car,303.148399 +QR87004,Nevada, F,College,845696.19,25141.0,73.0,"['1', '1', '00']",Personal Auto,Four-Door Car,25.438063 +OE75747,Nevada, F,College,218964.25,0.0,61.0,"['1', '3', '00']",Personal Auto,Four-Door Car,292.8 +DX91392,California,M,High School or Below,578018.22,51066.0,74.0,"['1', '0', '00']",Personal Auto,Four-Door Car,787.993313 +AB72731,California, F,Bachelor,463998.16,28358.0,117.0,"['1', '0', '00']",Personal Auto,Luxury,84.024413 +GX84338,Washington, F,Doctor,382443.13,62530.0,95.0,"['1', '0', '00']",Personal Auto,Four-Door Car,61.693771 +IS12901,Arizona, F,Bachelor,596811.89,90972.0,74.0,"['1', '0', '00']",Personal Auto,Two-Door Car,232.926145 +BN90616,Washington, F,Bachelor,859033.5,63110.0,72.0,"['1', '0', '00']",Personal Auto,Four-Door Car,68.179721 +HH90090,California, F,Bachelor,407663.47,29549.0,104.0,"['1', '0', '00']",Personal Auto,Luxury,710.433775 +IU25463,California, F,Bachelor,1225260.18,0.0,115.0,"['1', '1', '00']",Personal Auto,Four-Door Car,552.0 +KC11055,Nevada, F,Bachelor,1693627.15,39411.0,217.0,"['1', '2', '00']",Personal Auto,Luxury,1122.658899 +PD33979,Oregon,M,High School or Below,489243.55,21709.0,62.0,"['1', '0', '00']",Personal Auto,Four-Door Car,408.374746 +NK71023,Nevada,M,Bachelor,994230.48,67890.0,85.0,"['1', '0', '00']",Personal Auto,Four-Door Car,408.0 +AB13432,California,M,Bachelor,373583.81,0.0,110.0,"['1', '0', '00']",Personal Auto,SUV,792.0 +OZ97704,California, F,High School or Below,1311752.22,84311.0,111.0,"['1', '4', '00']",Personal Auto,SUV,532.8 +UF46533,California, F,College,457452.41,99316.0,114.0,"['1', '0', '00']",Corporate Auto,SUV,754.358929 +XP47431,Arizona, F,Bachelor,547006.06,54507.0,138.0,"['1', '0', '00']",Personal Auto,SUV,702.990032 +GK73582,California, F,Bachelor,297884.6,64586.0,76.0,"['1', '0', '00']",Personal Auto,Four-Door Car,206.837111 +RV98763,Oregon,M,College,641096.75,61709.0,82.0,"['1', '2', '00']",Personal Auto,Four-Door Car,275.395894 +II62831,California,M,Master,447902.31,94656.0,111.0,"['1', '1', '00']",Special Auto,SUV,459.738128 +XK33449,California, F,High School or Below,238373.19,0.0,69.0,"['1', '0', '00']",Special Auto,Two-Door Car,496.8 +TR85083,California,M,Bachelor,276449.37,61085.0,70.0,"['1', '1', '00']",Personal Auto,Two-Door Car,336.0 +EO95328,Oregon, F,Bachelor,792010.54,89284.0,67.0,"['1', '3', '00']",Personal Auto,Two-Door Car,321.6 +EN21086,Arizona, F,High School or Below,688909.8,0.0,63.0,"['1', '0', '00']",Personal Auto,Four-Door Car,302.4 +YL83902,Washington, F,Bachelor,327419.46,31686.0,81.0,"['1', '0', '00']",Personal Auto,Four-Door Car,430.994107 +AZ62651,Oregon,M,High School or Below,995170.77,56855.0,255.0,"['1', '0', '00']",Corporate Auto,Luxury,1836.0 +ZW25874,Oregon,M,Bachelor,252155.57,53703.0,67.0,"['1', '2', '00']",Special Auto,Four-Door Car,67.632476 +EH41854,Washington, F,High School or Below,2370611.34,0.0,96.0,"['1', '1', '00']",Personal Auto,Two-Door Car,844.481918 +MW70227,California,M,College,604702.52,20396.0,76.0,"['1', '1', '00']",Personal Auto,Four-Door Car,364.8 +SL22297,California, F,Master,1114030.25,27679.0,150.0,"['1', '0', '00']",Personal Auto,SUV,722.486994 +RV14138,Nevada, F,Bachelor,433406.41,23904.0,123.0,"['1', '3', '00']",Personal Auto,SUV,590.4 +UO62808,Arizona, F,High School or Below,279974.79,65351.0,69.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,481.027516 +ZX64745,California,M,College,792313.66,0.0,113.0,"['1', '0', '00']",Personal Auto,SUV,1124.427734 +FL34139,California,M,High School or Below,368811.09,0.0,63.0,"['1', '3', '00']",Personal Auto,Four-Door Car,669.682001 +TS11219,California,M,College,1206745.6,0.0,116.0,"['1', '0', '00']",Personal Auto,SUV,1284.093173 +XX12304,California, F,College,292497.67,64459.0,72.0,"['1', '0', '00']",Personal Auto,Four-Door Car,240.259479 +SD64087,California,M,College,1501409.27,32961.0,190.0,"['1', '0', '00']",Corporate Auto,SUV,912.0 +OY38576,Oregon, F,High School or Below,927723.38,71416.0,116.0,"['1', '0', '00']",Corporate Auto,SUV,556.8 +BG76355,Washington, F,Bachelor,627412.39,68964.0,78.0,"['1', '0', '00']",Personal Auto,Four-Door Car,115.086827 +IP66913,California,M,High School or Below,388664.74,78108.0,98.0,"['1', '0', '00']",Personal Auto,Two-Door Car,470.4 +LE95702,California,M,College,438627.76,10621.0,67.0,"['1', '0', '00']",Special Auto,Four-Door Car,321.6 +KX54357,Washington,M,College,1136526.77,84910.0,95.0,"['1', '0', '00']",Corporate Auto,Two-Door Car,383.167471 +EZ78112,California,F,High School or Below,561096.43,77493.0,70.0,"['1', '0', '00']",Special Auto,Four-Door Car,307.963291 +XN16891,Arizona,M,College,291289.2,81097.0,74.0,"['1', '0', '00']",Personal Auto,Four-Door Car,355.2 +XK31350,Oregon,F,College,691572.99,96610.0,85.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,520.364752 +CC30924,Oregon,M,College,626266.33,30110.0,159.0,"['1', '0', '00']",Corporate Auto,Luxury,466.436375 +IT78748,Oregon,F,High School or Below,650339.7,22081.0,84.0,"['1', '0', '00']",Special Auto,Two-Door Car,451.670309 +KY33386,Washington,F,High School or Below,800739.94,0.0,112.0,"['1', '0', '00']",Personal Auto,Luxury,537.6 +CO44221,California,M,College,292991.65,98473.0,72.0,"['1', '0', '00']",Personal Auto,Four-Door Car,345.6 +LK60013,Oregon,F,Bachelor,596955.3,97431.0,74.0,"['1', '0', '00']",Personal Auto,Four-Door Car,355.2 +DE21533,California,M,Bachelor,547315.99,93870.0,69.0,"['1', '0', '00']",Personal Auto,Four-Door Car,331.2 +YS94121,Nevada,M,High School or Below,564539.67,50366.0,72.0,"['1', '0', '00']",Personal Auto,Four-Door Car,428.734656 +UK68427,Washington,M,High School or Below,636926.24,34498.0,83.0,"['1', '0', '00']",Personal Auto,Two-Door Car,398.4 +TE49565,Oregon,F,College,1183376.73,16552.0,103.0,"['1', '0', '00']",Personal Auto,SUV,494.4 +RA88421,Oregon,F,College,612110.79,26787.0,77.0,"['1', '0', '00']",Personal Auto,Four-Door Car,369.6 +KQ51983,Nevada,M,College,515936.97,0.0,74.0,"['1', '0', '00']",Personal Auto,Two-Door Car,831.752839 +CD88896,Nevada,F,High School or Below,251459.2,43860.0,65.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,156.124914 +YV22553,Arizona,M,High School or Below,866861.13,21474.0,114.0,"['1', '2', '00']",Corporate Auto,SUV,373.428187 +WU14435,California,M,Bachelor,496096.54,18174.0,66.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,395.934815 +XV84099,Arizona,F,Bachelor,550413.9,0.0,73.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,350.4 +RI24911,Arizona,M,College,750745.54,60920.0,64.0,"['1', '0', '00']",Personal Auto,Two-Door Car,231.201886 +KO26461,Arizona,M,High School or Below,3226985.14,41520.0,90.0,"['1', '0', '00']",Personal Auto,Four-Door Car,289.904105 +HI14283,Oregon,F,Bachelor,565703.16,0.0,152.0,"['1', '0', '00']",Personal Auto,SUV,729.6 +PT50227,Arizona,M,High School or Below,506175.79,0.0,68.0,"['1', '0', '00']",Personal Auto,Two-Door Car,326.4 +BH36570,California,M,Bachelor,591278.38,72208.0,73.0,"['1', '0', '00']",Personal Auto,Two-Door Car,350.4 +TX17484,California,F,Bachelor,1518227.98,53863.0,63.0,"['1', '0', '00']",Personal Auto,Four-Door Car,105.765111 +CT41158,Washington,M,College,1074703.09,66446.0,136.0,"['1', '0', '00']",Corporate Auto,SUV,639.464548 +AO87348,Washington,M,College,205062.35,0.0,61.0,"['1', '0', '00']",Personal Auto,Four-Door Car,292.8 +DE55857,Washington,F,Bachelor,246544.49,64997.0,63.0,"['1', '1', '00']",Personal Auto,Four-Door Car,383.442328 +LF66923,Nevada,F,High School or Below,534312.13,64460.0,66.0,"['1', '0', '00']",Corporate Auto,Two-Door Car,316.8 +CN24514,Arizona,F,College,811982.91,46618.0,67.0,"['1', '0', '00']",Personal Auto,Four-Door Car,99.085943 +UW32074,Oregon,F,College,460526.52,0.0,64.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,307.2 +HP36979,California,M,College,640878.56,49988.0,84.0,"['1', '5', '00']",Personal Auto,Two-Door Car,566.935022 +PP40919,California,F,College,237653.35,0.0,91.0,"['1', '5', '00']",Personal Auto,Two-Door Car,436.8 +RO73268,California,M,Bachelor,321107.0,16269.0,86.0,"['1', '0', '00']",Corporate Auto,Two-Door Car,412.8 +HO61691,Arizona, F,Bachelor,509452.23,72006.0,64.0,"['1', '0', '00']",Personal Auto,Four-Door Car,307.2 +BS13062,Arizona, F,High School or Below,2575527.82,0.0,81.0,"['1', '2', '00']",Personal Auto,Four-Door Car,388.8 +FO35655,Oregon,M,Bachelor,867222.97,0.0,245.0,"['1', '0', '00']",Corporate Auto,Luxury,2345.413441 +HR10526,California,M,Master,804473.07,44320.0,67.0,"['1', '0', '00']",Personal Auto,Four-Door Car,321.6 +IA63417,Arizona, F,High School or Below,400151.91,19782.0,108.0,"['1', '0', '00']",Personal Auto,Two-Door Car,773.470977 +BH35016,Nevada, F,Bachelor,1670611.7,63933.0,70.0,"['1', '0', '00']",Personal Auto,Two-Door Car,424.883448 +PK52952,Arizona,M,Doctor,854441.11,28224.0,109.0,"['1', '0', '00']",Personal Auto,SUV,523.2 +OD76309,Washington, F,College,780531.29,21073.0,106.0,"['1', '1', '00']",Personal Auto,SUV,508.8 +IL28481,Oregon,M,Bachelor,611275.69,63243.0,77.0,"['1', '0', '00']",Personal Auto,Four-Door Car,364.240307 +GY55092,Nevada,M,High School or Below,477294.38,20993.0,133.0,"['1', '0', '00']",Personal Auto,SUV,638.4 +UF33451,Oregon, F,Bachelor,1097909.56,94827.0,135.0,"['1', '0', '00']",Personal Auto,SUV,354.729129 +CF15558,California, F,Master,500426.38,39161.0,63.0,"['1', '1', '00']",Personal Auto,Two-Door Car,283.995953 +JM62924,Washington,M,Bachelor,1322304.38,37534.0,84.0,"['1', '2', '00']",Personal Auto,Four-Door Car,403.2 +EM66435,Oregon, F,Bachelor,262331.54,80210.0,65.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,20.543176 +QX45933,California,M,Bachelor,1784019.56,0.0,62.0,"['1', '0', '00']",Personal Auto,Four-Door Car,385.115437 +JI71369,California, F,College,510611.18,30110.0,64.0,"['1', '0', '00']",Personal Auto,Four-Door Car,140.165035 +JU93290,Arizona, F,College,1793060.45,21708.0,68.0,"['1', '0', '00']",Personal Auto,Four-Door Car,326.4 +GU66096,Arizona,M,High School or Below,545734.26,94731.0,67.0,"['1', '0', '00']",Personal Auto,Four-Door Car,321.6 +UC33108,California,M,Bachelor,656364.41,32375.0,83.0,"['1', '0', '00']",Personal Auto,Four-Door Car,398.4 +LW93867,Oregon,M,College,481252.52,16531.0,63.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,102.879769 +OU78470,Arizona, F,Master,2932804.19,32006.0,94.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,56.868289 +XW90265,Arizona, F,Bachelor,577352.07,81676.0,72.0,"['1', '0', '00']",Personal Auto,Two-Door Car,463.158502 +HS67749,California,M,College,684711.89,71038.0,86.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,205.444066 +VZ51506,Arizona, F,High School or Below,359531.29,0.0,103.0,"['1', '0', '00']",Corporate Auto,Luxury,741.6 +UI64281,Nevada, F,Master,2285561.21,20832.0,65.0,"['1', '0', '00']",Personal Auto,Two-Door Car,56.371967 +AE98193,Washington,M,High School or Below,785941.46,0.0,113.0,"['1', '0', '00']",Personal Auto,SUV,813.6 +AZ74055,Oregon,M,High School or Below,411557.74,52405.0,103.0,"['1', '0', '00']",Personal Auto,Four-Door Car,494.4 +XS76911,Arizona, F,High School or Below,502963.88,0.0,133.0,"['1', '0', '00']",Personal Auto,Luxury,795.864079 +AY40674,Washington, F,Bachelor,482141.85,26583.0,1005.0,"['1', '4', '00']",Personal Auto,SUV,614.4 +NA12740,Oregon,M,Master,500431.05,25486.0,65.0,"['1', '0', '00']",Special Auto,Two-Door Car,72.438681 +UA84837,Arizona,M,College,863005.39,24065.0,111.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,532.8 +DJ51510,Arizona, F,High School or Below,932208.51,70435.0,116.0,"['1', '0', '00']",Personal Auto,Four-Door Car,67.881546 +VM58985,California,M,College,1672756.06,0.0,76.0,"['1', '2', '00']",Personal Auto,Two-Door Car,402.636829 +OH60605,Oregon, F,High School or Below,365253.24,39679.0,92.0,"['1', '0', '00']",Personal Auto,Two-Door Car,641.388616 +UO98052,Nevada,M,College,615860.12,0.0,89.0,"['1', '0', '00']",Personal Auto,Four-Door Car,342.481173 +NC53424,California,M,Bachelor,437608.4,0.0,69.0,"['1', '4', '00']",Personal Auto,Two-Door Car,331.2 +LQ13873,Nevada,M,High School or Below,556945.62,53565.0,71.0,"['1', '1', '00']",Personal Auto,Four-Door Car,340.8 +LA97014,Washington,M,Bachelor,257651.3,37574.0,66.0,"['1', '1', '00']",Personal Auto,Two-Door Car,412.101933 +NB79936,Washington,M,Bachelor,834698.32,48259.0,108.0,"['1', '0', '00']",Personal Auto,Two-Door Car,73.700573 +NT89061,Arizona, F,High School or Below,632392.39,78532.0,78.0,"['1', '0', '00']",Personal Auto,Four-Door Car,374.4 +AF10970,Arizona, F,Bachelor,597314.34,96163.0,73.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,350.4 +ZG48513,California,M,Bachelor,470667.7,0.0,72.0,"['1', '0', '00']",Personal Auto,Four-Door Car,345.6 +JQ59145,California,M,High School or Below,809341.03,0.0,114.0,"['1', '1', '00']",Personal Auto,Luxury,722.024742 +FE84989,Washington,M,College,503574.46,72672.0,63.0,"['1', '0', '00']",Personal Auto,Four-Door Car,259.361117 +JT52858,Oregon, F,Bachelor,902786.72,99002.0,112.0,"['1', '1', '00']",Personal Auto,Four-Door Car,537.6 +MC62068,California,M,High School or Below,728888.48,79494.0,91.0,"['1', '0', '00']",Personal Auto,Four-Door Car,396.295614 +EU27538,Oregon,M,Master,1804247.94,35704.0,225.0,"['1', '0', '00']",Personal Auto,Luxury,358.281562 +RH42306,Arizona, F,Bachelor,499206.3,0.0,71.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,653.388564 +US23612,Oregon, F,High School or Below,910226.78,26049.0,118.0,"['1', '0', '00']",Personal Auto,Two-Door Car,121.032372 +WV76014,Arizona,M,Doctor,254040.77,70125.0,64.0,"['1', '0', '00']",Special Auto,Four-Door Car,92.813396 +RK96223,California,M,College,1294189.19,52369.0,110.0,"['1', '1', '00']",Personal Auto,SUV,528.0 +MF82000,Washington,F,Bachelor,236534.86,0.0,66.0,"['1', '2', '00']",Special Auto,Four-Door Car,159.636956 +FM46980,Arizona,M,College,572076.51,41770.0,72.0,"['1', '0', '00']",Personal Auto,Four-Door Car,476.156957 +SY56792,Oregon,M,High School or Below,703553.41,0.0,101.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,727.2 +RF61565,California,M,College,263697.77,31911.0,67.0,"['1', '0', '00']",Personal Auto,Four-Door Car,321.6 +IM94808,Nevada,M,Bachelor,539583.2,70051.0,68.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,42.078345 +VI14730,Oregon,M,High School or Below,838263.01,19683.0,117.0,"['1', '1', '00']",Personal Auto,Luxury,561.6 +YR34119,Washington, F,College,3116174.52,30916.0,112.0,"['1', '0', '00']",Personal Auto,SUV,200.11606 +RR77985,Oregon, F,Bachelor,288774.23,0.0,80.0,"['1', '0', '00']",Personal Auto,Four-Door Car,676.944023 +QD28391,Washington,M,College,742584.53,84302.0,62.0,"['1', '0', '00']",Personal Auto,Four-Door Car,76.609295 +WV17090,California,M,Bachelor,2558572.78,0.0,116.0,"['1', '0', '00']",Corporate Auto,SUV,830.623064 +TM23514,Oregon,M,College,1027260.82,60145.0,132.0,"['1', '0', '00']",Personal Auto,SUV,580.473259 +MQ68407,Oregon, F,Bachelor,437636.36,63774.0,111.0,"['1', '0', '00']",Personal Auto,Four-Door Car,60.036683 +GJ59592,California, F,Bachelor,531889.66,25134.0,67.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,321.6 +FY56083,Oregon,M,Bachelor,471976.22,37057.0,61.0,"['1', '1', '00']",Personal Auto,Four-Door Car,47.53101 +UA94723,Oregon, F,High School or Below,442803.16,58577.0,110.0,"['1', '0', '00']",Personal Auto,SUV,303.872752 +FW91032,California,M,High School or Below,587917.61,85857.0,73.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,100.620067 +DE34457,Oregon, F,Doctor,941690.85,70602.0,116.0,"['1', '0', '00']",Personal Auto,SUV,481.339891 +HD32044,Oregon, F,Master,828815.56,33816.0,106.0,"['1', '2', '00']",Corporate Auto,Four-Door Car,508.8 +HH30454,Oregon,M,Bachelor,3265483.83,0.0,153.0,"['1', '0', '00']",Personal Auto,SUV,1101.6 +AH84063,Oregon, F,College,471945.01,89642.0,121.0,"['1', '4', '00']",Corporate Auto,SUV,86.320022 +QA17596,California, F,Bachelor,390347.48,60068.0,98.0,"['1', '0', '00']",Personal Auto,Two-Door Car,470.4 +XI41052,California, F,Bachelor,545725.97,50044.0,139.0,"['1', '0', '00']",Personal Auto,SUV,667.2 +DI30528,California, F,Master,272535.64,36650.0,69.0,"['1', '1', '00']",Personal Auto,Four-Door Car,56.60333 +SC66359,Arizona, F,College,443397.37,50653.0,110.0,"['1', '0', '00']",Corporate Auto,SUV,262.865172 +EN61670,Arizona, F,Doctor,533246.27,68931.0,66.0,"['1', '0', '00']",Personal Auto,Four-Door Car,309.577946 +DQ10761,Oregon,M,Bachelor,231509.5,0.0,73.0,"['1', '1', '00']",Corporate Auto,Four-Door Car,350.4 +BQ51587,California, F,College,541195.37,0.0,73.0,"['1', '0', '00']",Personal Auto,Four-Door Car,365.364581 +JE21522,California,M,Bachelor,958733.23,39266.0,80.0,"['1', '0', '00']",Personal Auto,Four-Door Car,384.0 +WS47147,California,M,College,2210350.72,0.0,102.0,"['1', '0', '00']",Personal Auto,SUV,489.6 +ZA64638,Nevada, F,High School or Below,976494.53,0.0,98.0,"['1', '1', '00']",Personal Auto,Four-Door Car,705.6 +EW38459,Nevada, F,Bachelor,256715.15,40864.0,65.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,9.51528 +QW87316,Oregon, F,College,265062.28,39035.0,68.0,"['1', '0', '00']",Personal Auto,Four-Door Car,244.564334 +IC43478,California,M,Bachelor,1126436.33,34923.0,98.0,"['1', '0', '00']",Personal Auto,Two-Door Car,639.105556 +TE34064,California,M,High School or Below,216852.35,0.0,63.0,"['1', '0', '00']",Personal Auto,Four-Door Car,453.6 +WU60905,California, F,High School or Below,861066.75,0.0,111.0,"['1', '0', '00']",Corporate Auto,SUV,532.8 +YM18992,California, F,College,283464.62,24506.0,71.0,"['1', '0', '00']",Personal Auto,Two-Door Car,511.2 +PD55753,Oregon,M,High School or Below,893013.97,0.0,82.0,"['1', '0', '00']",Personal Auto,Four-Door Car,554.522969 +KU56006,Arizona, F,College,553638.7,52220.0,70.0,"['1', '1', '00']",Personal Auto,Four-Door Car,336.0 +MJ69973,Arizona,M,High School or Below,284085.43,0.0,74.0,"['1', '0', '00']",Personal Auto,Two-Door Car,402.449823 +TW43626,California,M,College,808288.1,53554.0,67.0,"['1', '0', '00']",Personal Auto,Four-Door Car,327.020539 +XX84133,California,M,Bachelor,525473.43,34476.0,67.0,"['1', '1', '00']",Corporate Auto,Four-Door Car,5.3953 +ZW84453,Arizona, F,Bachelor,511623.76,0.0,70.0,"['1', '0', '00']",Personal Auto,Four-Door Car,131.401291 +HO29524,California,M,College,303464.7,68205.0,76.0,"['1', '0', '00']",Personal Auto,Two-Door Car,99.382943 +VE89726,California,F,High School or Below,802489.99,0.0,119.0,"['1', '1', '00']",Personal Auto,SUV,856.8 +GE87503,California,M,High School or Below,1821114.32,53690.0,154.0,"['1', '0', '00']",Personal Auto,SUV,739.2 +PX90263,Oregon,M,High School or Below,512156.33,0.0,72.0,"['1', '0', '00']",Personal Auto,Four-Door Car,518.4 +NI17718,California,F,High School or Below,215017.86,0.0,61.0,"['1', '0', '00']",Personal Auto,Four-Door Car,292.8 +FY32213,California,F,High School or Below,559538.99,74454.0,71.0,"['1', '0', '00']",Personal Auto,Four-Door Car,340.8 +RZ13254,Nevada,F,Bachelor,756282.4,0.0,73.0,"['1', '0', '00']",Personal Auto,Four-Door Car,350.4 +GN45013,Oregon,M,High School or Below,538585.32,29664.0,71.0,"['1', '0', '00']",Personal Auto,Four-Door Car,340.8 +NM39588,Washington, F,Doctor,267805.83,72450.0,66.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,84.218363 +KU84464,Nevada,F,Bachelor,942256.79,47272.0,79.0,"['1', '3', '00']",Personal Auto,Four-Door Car,64.546877 +YH43527,Oregon,F,College,360586.03,21585.0,92.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,441.6 +RO30676,California,F,College,776259.06,23827.0,106.0,"['1', '2', '00']",Personal Auto,Four-Door Car,37.910623 +QL59704,Arizona,F,College,2344490.05,69906.0,74.0,"['1', '2', '00']",Corporate Auto,Four-Door Car,202.860399 +QH19450,California,F,High School or Below,255817.82,0.0,72.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,345.6 +SA54664,Washington,M,Master,265438.1,73196.0,66.0,"['1', '1', '00']",Personal Auto,Four-Door Car,85.809817 +CI38330,Washington,M,Bachelor,254978.61,72217.0,6464.0,"['1', '0', '00']",Personal Auto,Four-Door Car,91.146661 +WB38524,California,M,High School or Below,296959.33,46131.0,74.0,"['1', '0', '00']",Personal Auto,Two-Door Car,355.2 +CE56187,Oregon,F,Master,436312.46,54514.0,109.0,"['1', '3', '00']",Personal Auto,SUV,286.234931 +JL19416,California,F,High School or Below,588430.86,0.0,161.0,"['1', '0', '00']",Personal Auto,SUV,1159.2 +JZ61422,Nevada,F,College,527219.16,96668.0,66.0,"['1', '0', '00']",Personal Auto,Four-Door Car,316.8 +LA13377,California,M,Doctor,550989.57,78879.0,69.0,"['1', '1', '00']",Personal Auto,Four-Door Car,466.570791 +NC99948,Nevada,M,College,1631368.35,0.0,69.0,"['1', '0', '00']",Personal Auto,Four-Door Car,331.2 +QD34785,Arizona,F,Bachelor,567805.02,0.0,76.0,"['1', '0', '00']",Personal Auto,Four-Door Car,364.8 +RO26085,California,F,Bachelor,1210120.88,0.0,112.0,"['1', '0', '00']",Personal Auto,Luxury,1252.406235 +ES57969,Oregon,M,Bachelor,245357.08,29735.0,69.0,"['1', '0', '00']",Personal Auto,Four-Door Car,331.2 +JK55587,California,M,High School or Below,507566.27,23082.0,65.0,"['1', '0', '00']",Special Auto,Four-Door Car,312.0 +RN97635,Arizona,M,Bachelor,321497.94,53984.0,80.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,421.484456 +BI76326,California,F,College,1227534.31,52135.0,156.0,"['1', '0', '00']",Personal Auto,SUV,430.505942 +JA34909,California,F,College,272221.07,17576.0,71.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,398.502948 +OJ90342,Oregon,F,Bachelor,245744.09,29486.0,62.0,"['1', '0', '00']",Personal Auto,Four-Door Car,7.646763 +CM88932,Oregon,F,Master,355484.53,58557.0,88.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,55.510526 +JJ97525,California,M,Bachelor,492954.97,25632.0,63.0,"['1', '0', '00']",Personal Auto,Two-Door Car,351.270869 +XV21647,California,F,High School or Below,803645.03,0.0,112.0,"['1', '0', '00']",Personal Auto,Luxury,806.4 +MC83487,Arizona,M,Bachelor,427691.53,18768.0,68.0,"['1', '3', '00']",Corporate Auto,Four-Door Car,647.454583 +BL90769,California,F,Bachelor,3347334.95,33190.0,106.0,"['1', '0', '00']",Personal Auto,SUV,508.8 +CR57148,Oregon,F,Master,596058.14,47945.0,74.0,"['1', '0', '00']",Personal Auto,Two-Door Car,128.43823 +CP85232,Arizona,M,College,4479546.94,58778.0,126.0,"['1', '0', '00']",Special Auto,SUV,302.033971 +YL74732,California,F,High School or Below,383211.81,15192.0,100.0,"['1', '0', '00']",Personal Auto,SUV,480.0 +FG16766,California,F,Bachelor,683793.26,51859.0,171.0,"['1', '0', '00']",Personal Auto,SUV,1003.160633 +NV55438,Nevada,F,High School or Below,528526.82,23422.0,72.0,"['1', '0', '00']",Personal Auto,Two-Door Car,518.4 +RM10880,California,F,College,309651.12,21604.0,79.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,379.2 +GL56175,Arizona,M,College,358971.07,79298.0,90.0,"['1', '0', '00']",Personal Auto,Four-Door Car,244.362072 +UK52289,Arizona,F,Bachelor,258240.85,76731.0,64.0,"['1', '0', '00']",Special Auto,Four-Door Car,201.455005 +OT85112,Washington,M,College,340391.94,38460.0,88.0,"['1', '1', '00']",Personal Auto,Four-Door Car,91.55098 +BC62782,Arizona, F,College,1357567.6,48534.0,115.0,"['1', '1', '00']",Personal Auto,SUV,552.0 +TI19722,Washington,M,Doctor,343613.43,30817.0,88.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,91.834668 +JP30654,Oregon, F,College,2868582.79,48412.0,104.0,"['1', '0', '00']",Personal Auto,SUV,707.430832 +UM45563,Washington,M,Bachelor,450267.97,68798.0,114.0,"['1', '0', '00']",Personal Auto,SUV,92.915251 +EN60878,Oregon,M,Bachelor,618311.15,23712.0,85.0,"['1', '0', '00']",Personal Auto,Four-Door Car,376.126419 +JF36291,California,M,College,387364.7,28142.0,105.0,"['1', '0', '00']",Personal Auto,Luxury,701.708239 +BK59444,California, F,Master,1892933.06,72196.0,68.0,"['1', '0', '00']",Personal Auto,Four-Door Car,152.184244 +MK70700,California,M,Master,555329.58,68197.0,69.0,"['1', '0', '00']",Personal Auto,Four-Door Car,176.819414 +IW71076,California,M,Bachelor,501125.92,75248.0,63.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,104.454624 +AP98768,California, F,College,1044244.63,0.0,98.0,"['1', '0', '00']",Personal Auto,Four-Door Car,941.718054 +OM24164,Nevada,M,Bachelor,219961.78,0.0,65.0,"['1', '1', '00']",Personal Auto,Two-Door Car,468.0 +HR85211,Washington,F,Master,512317.09,89879.0,63.0,"['1', '0', '00']",Personal Auto,Two-Door Car,94.030308 +VC87846,Oregon,M,High School or Below,748431.05,46998.0,96.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,460.8 +ZM92052,Oregon,M,Bachelor,261302.31,57099.0,67.0,"['1', '0', '00']",Personal Auto,Two-Door Car,67.859881 +ON73702,Arizona, F,Bachelor,908063.97,33897.0,114.0,"['1', '0', '00']",Corporate Auto,SUV,539.843003 +QQ90441,Nevada, F,High School or Below,1377097.62,59207.0,116.0,"['1', '0', '00']",Personal Auto,Four-Door Car,556.8 +HU35721,Oregon,M,High School or Below,287682.29,40171.0,73.0,"['1', '0', '00']",Personal Auto,Four-Door Car,350.4 +YP47665,Washington,M,Doctor,540891.15,80192.0,67.0,"['1', '0', '00']",Personal Auto,Four-Door Car,95.193157 +FU99476,Washington,M,High School or Below,677030.68,74422.0,85.0,"['1', '1', '00']",Personal Auto,Four-Door Car,95.338505 +AG85615,Oregon,M,College,2414387.56,0.0,87.0,"['1', '0', '00']",Special Auto,Four-Door Car,626.4 +OY74069,Arizona, F,College,353805.95,0.0,67.0,"['1', '5', '00']",Personal Auto,Four-Door Car,321.6 +DJ91267,Nevada, F,Bachelor,2909123.94,34226.0,244.0,"['1', '0', '00']",Personal Auto,Luxury,494.395024 +KB72438,California, F,High School or Below,1983420.12,65989.0,123.0,"['1', '1', '00']",Personal Auto,SUV,115.545086 +TR67616,Oregon,M,High School or Below,473136.7,30686.0,61.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,19.938981 +GF65731,California, F,Master,3553784.6,0.0,113.0,"['1', '0', '00']",Personal Auto,Luxury,799.926741 +HB67642,Arizona, F,High School or Below,3461137.9,20090.0,109.0,"['1', '0', '00']",Personal Auto,Luxury,523.2 +DP84567,California,M,High School or Below,2021630.88,0.0,183.0,"['1', '0', '00']",Personal Auto,Luxury,878.4 +VV77534,Oregon,M,College,1397651.93,77094.0,176.0,"['1', '0', '00']",Personal Auto,SUV,444.470676 +GL67540,California, F,College,590408.82,97413.0,73.0,"['1', '0', '00']",Personal Auto,Four-Door Car,268.819985 +SV50502,Oregon, F,Master,559583.5,79189.0,69.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,331.2 +UK59698,California, F,High School or Below,229430.36,0.0,62.0,"['1', '0', '00']",Personal Auto,Two-Door Car,297.6 +OA57352,Arizona, F,College,627391.19,18577.0,86.0,"['1', '0', '00']",Personal Auto,Four-Door Car,412.8 +ZF84449,Oregon, F,College,372672.8,0.0,112.0,"['1', '1', '00']",Special Auto,Luxury,806.4 +AX86150,Washington,M,High School or Below,265671.31,62777.0,67.0,"['1', '0', '00']",Personal Auto,Two-Door Car,101.288069 +HG39060,Oregon,M,Bachelor,511068.08,0.0,74.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,532.8 +EM29359,Nevada,M,College,712659.65,17483.0,183.0,"['1', '0', '00']",Personal Auto,Luxury,1317.6 +SF57173,Oregon,M,Master,460163.41,84394.0,114.0,"['1', '0', '00']",Personal Auto,SUV,691.412378 +OT47603,Oregon,M,College,915523.97,0.0,127.0,"['1', '0', '00']",Personal Auto,Luxury,804.811859 +SW31412,Oregon, F,College,1480805.62,41440.0,62.0,"['1', '1', '00']",Personal Auto,Four-Door Car,297.6 +JS36322,Arizona,M,High School or Below,890167.84,0.0,136.0,"['1', '1', '00']",Personal Auto,Luxury,1090.86434 +RE81445,Oregon, F,College,573459.82,98132.0,71.0,"['1', '0', '00']",Personal Auto,Two-Door Car,50.587035 +RM24280,Oregon, F,High School or Below,417769.7,0.0,112.0,"['1', '0', '00']",Personal Auto,Four-Door Car,537.6 +LC25393,California,M,Bachelor,2777628.91,88220.0,230.0,"['1', '0', '00']",Personal Auto,Luxury,151.528482 +UX38930,Arizona, F,Master,1036434.75,58327.0,129.0,"['1', '0', '00']",Personal Auto,SUV,347.075948 +HD95496,Oregon,M,Master,785190.14,25950.0,66.0,"['1', '0', '00']",Personal Auto,Two-Door Car,271.697529 +RX24650,Oregon,M,High School or Below,477294.38,20993.0,133.0,"['1', '0', '00']",Corporate Auto,SUV,638.4 +DW19309,Oregon,M,High School or Below,1422650.49,65726.0,177.0,"['1', '0', '00']",Corporate Auto,SUV,849.6 +MT41386,Washington,M,Bachelor,287543.24,84768.0,72.0,"['1', '0', '00']",Personal Auto,Two-Door Car,110.484661 +WZ40465,Washington, F,Bachelor,504129.96,36234.0,63.0,"['1', '0', '00']",Personal Auto,Four-Door Car,113.534474 +DB42794,California,M,College,436293.12,58842.0,110.0,"['1', '0', '00']",Personal Auto,Four-Door Car,528.0 +JB50798,Oregon, F,Master,962452.44,25629.0,124.0,"['1', '2', '00']",Corporate Auto,Luxury,595.2 +IP69763,Washington, F,College,2191440.55,77311.0,181.0,"['1', '0', '00']",Personal Auto,SUV,113.609508 +TE35785,California,M,Doctor,694842.22,0.0,196.0,"['1', '2', '00']",Personal Auto,Luxury,1337.063487 +HX74855,Washington,M,High School or Below,247152.84,95697.0,61.0,"['1', '0', '00']",Personal Auto,Two-Door Car,114.273025 +QN65180,Oregon, F,Bachelor,2190391.36,22254.0,79.0,"['1', '0', '00']",Personal Auto,Four-Door Car,125.194389 +GE47180,Nevada,M,High School or Below,902882.14,65974.0,113.0,"['1', '0', '00']",Personal Auto,Luxury,235.220971 +VQ38776,Oregon, F,College,530375.95,0.0,76.0,"['1', '0', '00']",Personal Auto,Four-Door Car,395.34111 +BH86846,Washington,M,High School or Below,2070825.88,92079.0,65.0,"['1', '1', '00']",Corporate Auto,Four-Door Car,114.798771 +IN17648,Nevada,M,High School or Below,512376.81,0.0,74.0,"['1', '0', '00']",Personal Auto,Two-Door Car,772.798511 +DF95759,Oregon,M,College,949234.3,0.0,132.0,"['1', '0', '00']",Personal Auto,SUV,633.6 +QG45324,Oregon, F,High School or Below,820486.32,0.0,73.0,"['1', '0', '00']",Personal Auto,Four-Door Car,350.4 +MN61620,Arizona, F,College,987729.57,67752.0,131.0,"['1', '4', '00']",Personal Auto,Luxury,168.517149 +YH86390,California, F,Bachelor,481500.97,25398.0,64.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,307.2 +FY13480,California,M,High School or Below,627701.17,0.0,88.0,"['1', '0', '00']",Personal Auto,Four-Door Car,633.6 +YH61661,California,M,High School or Below,826063.98,33321.0,105.0,"['1', '0', '00']",Special Auto,SUV,504.0 +NL93182,Nevada,M,Bachelor,254945.0,0.0,78.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,845.654042 +WE68644,Oregon, F,Bachelor,380392.18,20325.0,100.0,"['1', '0', '00']",Personal Auto,Luxury,668.29397 +EZ30498,Oregon,M,Bachelor,863540.35,13129.0,117.0,"['1', '0', '00']",Personal Auto,SUV,700.901632 +QY74517,Oregon, F,High School or Below,551055.9,0.0,73.0,"['1', '0', '00']",Personal Auto,Four-Door Car,525.6 +NM88660,Nevada,M,Master,358588.41,49080.0,91.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,25.299 +MZ82036,Nevada,M,College,488925.28,42536.0,63.0,"['1', '0', '00']",Personal Auto,Four-Door Car,375.330097 +ID20929,Oregon,M,Bachelor,275694.17,29926.0,74.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,418.233667 +EY50028,Nevada,M,Doctor,328954.74,0.0,86.0,"['1', '0', '00']",Corporate Auto,Two-Door Car,398.240791 +TT82373,California, F,Bachelor,1093717.85,21450.0,138.0,"['1', '0', '00']",Personal Auto,Luxury,938.513425 +OH64088,California,M,High School or Below,737556.79,33345.0,65.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,338.619869 +SK97780,California, F,Bachelor,1011077.82,15752.0,90.0,"['1', '0', '00']",Corporate Auto,Two-Door Car,339.344531 +IO33050,Oregon, F,High School or Below,511941.43,40169.0,65.0,"['1', '1', '00']",Personal Auto,Four-Door Car,302.818833 +XA55917,California, F,College,853383.2,26049.0,113.0,"['1', '1', '00']",Personal Auto,SUV,619.165344 +JK32620,Nevada,M,College,222476.8,0.0,68.0,"['1', '0', '00']",Personal Auto,Four-Door Car,326.4 +RQ19236,Arizona,M,Doctor,804280.38,55411.0,100.0,"['1', '0', '00']",Personal Auto,Luxury,259.561195 +QC47433,Oregon,M,College,255443.71,12459.0,70.0,"['1', '0', '00']",Personal Auto,Four-Door Car,336.0 +RA93608,Oregon,M,Bachelor,1807394.0,64620.0,76.0,"['1', '1', '00']",Personal Auto,Two-Door Car,364.8 +XH97711,California,M,Bachelor,243050.66,83140.0,61.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,179.161843 +AU96286,Oregon, F,Bachelor,316765.84,0.0,92.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,662.4 +KC17170,Arizona, F,Bachelor,546560.4,54422.0,68.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,75.501852 +ZN47335,California,M,College,1035751.42,68309.0,131.0,"['1', '0', '00']",Corporate Auto,SUV,306.983596 +EI46264,California,M,High School or Below,253781.39,56621.0,65.0,"['1', '2', '00']",Personal Auto,Four-Door Car,84.026848 +EK87864,Arizona, F,College,282194.72,38977.0,70.0,"['1', '0', '00']",Special Auto,Four-Door Car,139.489926 +GV45403,Arizona,M,Bachelor,775712.81,0.0,111.0,"['1', '0', '00']",Corporate Auto,Two-Door Car,607.4459 +QK31192,Arizona,M,High School or Below,407913.27,0.0,114.0,"['1', '0', '00']",Corporate Auto,Two-Door Car,631.124372 +LU89008,Arizona, F,College,595554.46,0.0,83.0,"['1', '0', '00']",Personal Auto,Four-Door Car,628.023494 +NS10490,Oregon, F,Bachelor,1415861.36,83235.0,70.0,"['1', '0', '00']",Personal Auto,Two-Door Car,336.0 +KL98495,Nevada,M,College,848723.8,0.0,74.0,"['1', '0', '00']",Personal Auto,Two-Door Car,426.655599 +IU96845,Arizona,M,College,628547.69,32390.0,80.0,"['1', '0', '00']",Personal Auto,Four-Door Car,91.417923 +QL93655,Oregon, F,High School or Below,1147348.15,66538.0,95.0,"['1', '0', '00']",Personal Auto,Two-Door Car,317.844812 +PF40592,Washington, F,College,494263.06,23285.0,65.0,"['1', '0', '00']",Personal Auto,Two-Door Car,118.446235 +LZ34046,Oregon,M,Bachelor,2359468.02,76358.0,66.0,"['1', '0', '00']",Personal Auto,Four-Door Car,86.461582 +JC80093,Washington,M,Master,257250.66,21104.0,66.0,"['1', '0', '00']",Personal Auto,Four-Door Car,118.454974 +YE88490,Arizona, F,College,538089.86,55350.0,67.0,"['1', '0', '00']",Personal Auto,Four-Door Car,321.6 +YC80498,California, F,College,477055.09,12964.0,65.0,"['1', '0', '00']",Personal Auto,Two-Door Car,362.774545 +AI85843,Arizona, F,Master,675665.14,33288.0,86.0,"['1', '2', '00']",Personal Auto,Four-Door Car,221.856184 +XD66024,Arizona, F,College,593601.18,0.0,84.0,"['1', '0', '00']",Personal Auto,Four-Door Car,980.169081 +FY51713,Arizona, F,Bachelor,357076.05,56168.0,88.0,"['1', '0', '00']",Personal Auto,Four-Door Car,614.675906 +PH26378,California,M,College,601996.05,0.0,92.0,"['1', '0', '00']",Personal Auto,Four-Door Car,662.4 +WQ18638,Oregon,M,High School or Below,542686.4,23105.0,69.0,"['1', '0', '00']",Personal Auto,Two-Door Car,331.2 +KY14688,Oregon, F,Master,273031.38,36218.0,68.0,"['1', '0', '00']",Personal Auto,Four-Door Car,145.252168 +TC97762,California, F,High School or Below,498268.14,52275.0,62.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,374.240783 +QC87108,Oregon, F,College,876926.68,49665.0,74.0,"['1', '0', '00']",Personal Auto,Four-Door Car,355.2 +CX12134,Nevada,M,High School or Below,422061.35,32471.0,110.0,"['1', '0', '00']",Personal Auto,Two-Door Car,528.0 +SM73248,Arizona,M,High School or Below,1153750.51,0.0,86.0,"['1', '1', '00']",Corporate Auto,Two-Door Car,619.2 +CK19789,California, F,Master,588718.2,62773.0,73.0,"['1', '0', '00']",Personal Auto,Four-Door Car,80.669257 +UV12583,California, F,College,470058.38,76694.0,117.0,"['1', '0', '00']",Personal Auto,SUV,561.6 +JC11405,Oregon,M,High School or Below,1096395.72,55687.0,276.0,"['1', '0', '00']",Personal Auto,Luxury,1324.8 +KA89683,Arizona, F,High School or Below,252317.12,0.0,70.0,"['1', '0', '00']",Personal Auto,Four-Door Car,504.0 +BG85305,Nevada,M,Doctor,375780.47,36633.0,96.0,"['1', '1', '00']",Personal Auto,Four-Door Car,460.8 +UQ87917,Oregon,M,High School or Below,1294173.35,77060.0,106.0,"['1', '0', '00']",Personal Auto,SUV,468.566133 +XN11823,Nevada, F,Bachelor,376446.51,92600.0,94.0,"['1', '0', '00']",Corporate Auto,Two-Door Car,842.43785 +OS46571,California,M,High School or Below,688955.7,0.0,66.0,"['1', '0', '00']",Personal Auto,Four-Door Car,475.2 +PX17116,Nevada,M,College,362345.42,0.0,111.0,"['1', '2', '00']",Corporate Auto,SUV,1171.93117 +RP19541,Arizona,M,College,758211.38,64801.0,64.0,"['1', '0', '00']",Personal Auto,Four-Door Car,268.471802 +ZR25747,Oregon, F,College,827774.56,45257.0,103.0,"['1', '0', '00']",Corporate Auto,Two-Door Car,494.4 +NQ86532,California,M,High School or Below,257645.56,26854.0,66.0,"['1', '0', '00']",Personal Auto,Four-Door Car,475.2 +JY27336,Oregon, F,College,820538.79,85840.0,102.0,"['1', '2', '00']",Corporate Auto,SUV,138.722385 +PB54378,Oregon, F,Doctor,1958246.89,26463.0,72.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,345.6 +SV38190,Nevada, F,Bachelor,648152.66,30689.0,81.0,"['1', '0', '00']",Personal Auto,Four-Door Car,467.24802 +CV24005,Oregon,M,High School or Below,259931.09,29590.0,66.0,"['1', '0', '00']",Corporate Auto,Two-Door Car,467.503236 +EX28656,Oregon, F,College,983033.76,25965.0,253.0,"['1', '0', '00']",Personal Auto,Luxury,1214.4 +CF57022,Oregon,M,Bachelor,1044265.14,17269.0,139.0,"['1', '0', '00']",Personal Auto,SUV,667.2 +GM16780,Oregon,M,College,3605753.7,90330.0,137.0,"['1', '3', '00']",Corporate Auto,Luxury,192.085299 +BX94438,California, F,High School or Below,847003.68,0.0,113.0,"['1', '0', '00']",Corporate Auto,SUV,619.973889 +RM41745,California, F,High School or Below,827878.65,0.0,110.0,"['1', '0', '00']",Personal Auto,Four-Door Car,1002.782553 +XR70252,California, F,High School or Below,478893.26,0.0,67.0,"['1', '1', '00']",Personal Auto,Two-Door Car,321.6 +YH92099,Arizona, F,Bachelor,308799.99,18558.0,80.0,"['1', '0', '00']",Special Auto,Four-Door Car,384.0 +SG81493,Arizona,M,Bachelor,444373.62,46384.0,113.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,251.774574 +ZX23819,Oregon, F,High School or Below,798408.65,0.0,72.0,"['1', '0', '00']",Personal Auto,Two-Door Car,866.208321 +FJ54907,Oregon, F,College,718097.1,42303.0,180.0,"['1', '0', '00']",Personal Auto,Luxury,1210.920949 +CU26127,California, F,Bachelor,1565603.43,71731.0,130.0,"['1', '0', '00']",Corporate Auto,SUV,599.648466 +YH60476,Oregon,M,High School or Below,578018.22,51066.0,74.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,787.993313 +ZZ97035,California,M,College,2071494.04,0.0,203.0,"['1', '0', '00']",Corporate Auto,Luxury,2027.724442 +GE82737,Nevada, F,Bachelor,533735.24,0.0,86.0,"['1', '3', '00']",Personal Auto,Four-Door Car,619.2 +KY21873,Arizona,M,College,505082.62,0.0,69.0,"['1', '0', '00']",Personal Auto,Two-Door Car,72.852047 +UA51318,Arizona, F,High School or Below,511662.4,26173.0,68.0,"['1', '1', '00']",Corporate Auto,Four-Door Car,449.819671 +BV55014,Oregon,M,Bachelor,726873.7,24445.0,63.0,"['1', '0', '00']",Personal Auto,Two-Door Car,302.4 +HX21307,Oregon,M,College,261661.39,72302.0,66.0,"['1', '0', '00']",Personal Auto,Two-Door Car,316.8 +LQ68252,Oregon,M,High School or Below,373843.62,27208.0,102.0,"['1', '0', '00']",Personal Auto,SUV,489.6 +CR92802,California, F,Master,272535.64,36650.0,69.0,"['1', '1', '00']",Special Auto,Four-Door Car,56.60333 +SL35268,Arizona,M,College,545386.12,30855.0,68.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,259.060862 +RD62882,Arizona, F,Bachelor,684615.03,0.0,95.0,"['1', '0', '00']",Personal Auto,Two-Door Car,456.0 +JS42382,Oregon,M,Master,617291.42,99960.0,76.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,364.8 +BT30554,Arizona, F,Bachelor,1034632.45,0.0,98.0,"['1', '0', '00']",Personal Auto,Four-Door Car,470.4 +VP57424,Nevada, F,Bachelor,699700.86,55873.0,88.0,"['1', '0', '00']",Personal Auto,Four-Door Car,299.356083 +VU19243,Arizona, F,High School or Below,419625.77,18052.0,111.0,"['1', '0', '00']",Personal Auto,Four-Door Car,699.1679 +TA82973,Oregon, F,High School or Below,785810.98,28937.0,104.0,"['1', '2', '00']",Personal Auto,SUV,117.959654 +GK71720,Oregon, F,High School or Below,606434.4,0.0,86.0,"['1', '0', '00']",Personal Auto,Four-Door Car,545.240341 +OQ61223,California,M,College,1749752.2,0.0,73.0,"['1', '0', '00']",Personal Auto,Two-Door Car,350.4 +LL62746,Oregon,M,Doctor,897064.73,12829.0,118.0,"['1', '0', '00']",Personal Auto,SUV,328.231432 +JQ56711,Oregon, F,Master,592311.72,92163.0,73.0,"['1', '0', '00']",Personal Auto,Two-Door Car,66.568642 +AW77988,Oregon,M,High School or Below,3585059.94,17588.0,192.0,"['1', '0', '00']",Personal Auto,Luxury,1382.4 +QP84605,Washington, F,Bachelor,870984.53,41546.0,111.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,121.306839 +MY97912,Arizona,M,College,1330933.52,0.0,127.0,"['1', '0', '00']",Personal Auto,SUV,609.6 +IB87349,California,M,High School or Below,452850.49,70340.0,113.0,"['1', '0', '00']",Special Auto,Four-Door Car,542.4 +AW73065,Oregon, F,High School or Below,279190.65,0.0,74.0,"['1', '0', '00']",Personal Auto,Four-Door Car,532.8 +BW80872,Washington,M,High School or Below,443441.12,34549.0,111.0,"['1', '0', '00']",Personal Auto,Four-Door Car,125.933005 +PX70175,Arizona,M,College,799600.75,93459.0,99.0,"['1', '0', '00']",Personal Auto,Four-Door Car,655.41333 +KF75098,Arizona,M,Bachelor,512973.9,86148.0,65.0,"['1', '2', '00']",Personal Auto,Four-Door Car,312.0 +IS50283,California, F,Bachelor,569717.52,27048.0,72.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,345.6 +MY64920,Oregon, F,College,921713.06,73259.0,115.0,"['1', '0', '00']",Personal Auto,SUV,673.34265 +KN34250,Oregon, F,College,1020892.76,35482.0,129.0,"['1', '0', '00']",Corporate Auto,SUV,619.2 +GN46207,Oregon, F,Master,417068.73,29462.0,107.0,"['1', '1', '00']",Personal Auto,SUV,513.6 +KL57176,Oregon, F,College,450540.58,67801.0,115.0,"['1', '1', '00']",Personal Auto,SUV,23.810491 +MN94234,California,M,High School or Below,310756.86,0.0,94.0,"['1', '4', '00']",Personal Auto,Two-Door Car,451.2 +JY90595,Arizona,M,High School or Below,552866.5,16042.0,73.0,"['1', '0', '00']",Personal Auto,Two-Door Car,350.4 +HK26543,California,M,High School or Below,504586.67,28056.0,64.0,"['1', '1', '00']",Personal Auto,Four-Door Car,307.2 +PN86062,California,M,High School or Below,296272.25,16495.0,85.0,"['1', '3', '00']",Corporate Auto,Four-Door Car,408.0 +VW27730,California, F,Master,866595.64,41163.0,108.0,"['1', '0', '00']",Corporate Auto,SUV,231.922173 +SH55671,Arizona, F,College,1141344.12,0.0,161.0,"['1', '1', '00']",Personal Auto,Luxury,772.8 +MO56878,California,M,Bachelor,1548843.2,33799.0,109.0,"['1', '3', '00']",Corporate Auto,SUV,664.980242 +VO38365,Washington, F,College,886114.95,90125.0,110.0,"['1', '0', '00']",Corporate Auto,SUV,128.645946 +SV35618,Oregon, F,Bachelor,593474.15,87747.0,147.0,"['1', '1', '00']",Personal Auto,SUV,46.492039 +RX12347,Nevada,M,College,354323.21,35695.0,90.0,"['1', '0', '00']",Personal Auto,Four-Door Car,432.0 +FR55658,California,M,Master,349002.83,90985.0,87.0,"['1', '0', '00']",Personal Auto,Four-Door Car,78.085149 +XS12556,California, F,College,368309.99,0.0,101.0,"['1', '0', '00']",Corporate Auto,Luxury,564.466556 +ZU73588,California,M,College,598977.39,66839.0,154.0,"['1', '0', '00']",Personal Auto,Luxury,739.2 +WT43034,California, F,High School or Below,1250084.3,0.0,165.0,"['1', '0', '00']",Personal Auto,SUV,792.0 +VM13430,Oregon, F,Bachelor,860915.82,79090.0,107.0,"['1', '0', '00']",Corporate Auto,SUV,289.040734 +TC78849,Oregon,M,Bachelor,249745.51,24825.0,64.0,"['1', '0', '00']",Personal Auto,Two-Door Car,155.938593 +VC34764,California,M,College,701917.72,26806.0,63.0,"['1', '0', '00']",Personal Auto,Four-Door Car,302.4 +WO90953,Oregon, F,College,538792.63,56835.0,67.0,"['1', '0', '00']",Personal Auto,Two-Door Car,326.549425 +IU47468,Oregon, F,Bachelor,616555.75,0.0,88.0,"['1', '0', '00']",Special Auto,Two-Door Car,653.65668 +KO46064,California,M,Bachelor,273020.29,46135.0,69.0,"['1', '0', '00']",Personal Auto,Four-Door Car,103.935601 +RB34917,Arizona, F,Bachelor,516211.69,0.0,73.0,"['1', '0', '00']",Personal Auto,Four-Door Car,809.532341 +BI38192,Oregon, F,High School or Below,793706.48,22862.0,67.0,"['1', '0', '00']",Personal Auto,Two-Door Car,321.6 +PU18983,Oregon, F,High School or Below,860815.72,21450.0,110.0,"['1', '2', '00']",Personal Auto,Luxury,528.0 +SW79912,Oregon,M,Bachelor,263254.58,95854.0,65.0,"['1', '0', '00']",Personal Auto,Two-Door Car,312.0 +ES39217,Oregon, F,Bachelor,778500.42,44897.0,99.0,"['1', '1', '00']",Personal Auto,Four-Door Car,580.72531 +KP72427,Washington,M,High School or Below,2163983.86,64455.0,108.0,"['1', '0', '00']",Personal Auto,SUV,133.735395 +UA19178,Oregon, F,Master,498082.5,53265.0,62.0,"['1', '0', '00']",Personal Auto,Four-Door Car,238.005074 +PR53785,Arizona, F,High School or Below,745723.78,0.0,198.0,"['1', '1', '00']",Personal Auto,Luxury,1577.674417 +XF57481,Washington,M,Master,1064093.93,50450.0,90.0,"['1', '0', '00']",Personal Auto,Two-Door Car,135.892444 +CN90378,California, F,High School or Below,686250.83,54780.0,88.0,"['1', '3', '00']",Personal Auto,Four-Door Car,135.26125 +KI56154,Nevada,M,High School or Below,904898.34,0.0,119.0,"['1', '0', '00']",Personal Auto,Luxury,571.2 +UI55951,California,M,Bachelor,554803.19,67798.0,69.0,"['1', '0', '00']",Personal Auto,Four-Door Car,331.2 +FF28650,Oregon,M,Bachelor,831268.16,21442.0,118.0,"['1', '0', '00']",Personal Auto,SUV,566.4 +FS55302,California,M,Bachelor,238998.1,27615.0,62.0,"['1', '1', '00']",Personal Auto,Four-Door Car,297.6 +TN79487,California,M,Bachelor,445811.34,17622.0,65.0,"['1', '1', '00']",Personal Auto,Four-Door Car,312.0 +HG32616,Nevada,M,High School or Below,529574.17,50200.0,135.0,"['1', '0', '00']",Personal Auto,Luxury,637.063458 +UK41984,Arizona, F,Doctor,383960.61,0.0,112.0,"['1', '2', '00']",Personal Auto,SUV,537.6 +LZ52266,California, F,High School or Below,373150.46,0.0,96.0,"['1', '0', '00']",Personal Auto,Four-Door Car,460.8 +PM27367,California, F,Master,277890.37,73570.0,70.0,"['1', '1', '00']",Special Auto,Two-Door Car,75.936096 +ZK21724,Oregon, F,High School or Below,401654.2,0.0,111.0,"['1', '0', '00']",Personal Auto,SUV,799.2 +BH35482,Washington,M,Doctor,493094.93,70412.0,61.0,"['1', '0', '00']",Corporate Auto,Two-Door Car,136.291083 +QE22757,Nevada,M,Doctor,249131.7,36631.0,62.0,"['1', '0', '00']",Personal Auto,Four-Door Car,67.530904 +ON77649,Oregon, F,College,290887.59,35895.0,73.0,"['1', '0', '00']",Personal Auto,Four-Door Car,312.921256 +RN82884,Arizona, F,College,428294.8,40864.0,109.0,"['1', '1', '00']",Personal Auto,SUV,166.937747 +CQ75652,Oregon,M,College,834162.37,0.0,118.0,"['1', '0', '00']",Personal Auto,Four-Door Car,566.4 +FF58467,Arizona, F,Master,509078.13,93018.0,63.0,"['1', '0', '00']",Personal Auto,Four-Door Car,135.382194 +BS83666,Oregon,M,Bachelor,736618.83,70014.0,62.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,17.742954 +WO29605,Oregon, F,College,243687.51,48875.0,61.0,"['1', '0', '00']",Personal Auto,Two-Door Car,1.838367 +TL77607,California,M,Bachelor,885268.87,67969.0,74.0,"['1', '0', '00']",Personal Auto,Four-Door Car,197.776009 +EZ50606,Oregon, F,High School or Below,2387547.68,0.0,108.0,"['1', '0', '00']",Corporate Auto,SUV,612.102262 +OS39723,Oregon, F,Doctor,560049.65,68665.0,69.0,"['1', '0', '00']",Personal Auto,Two-Door Car,331.2 +FN69743,California,M,College,463654.65,26802.0,66.0,"['1', '1', '00']",Corporate Auto,Two-Door Car,316.8 +XW96958,Nevada,M,High School or Below,757334.51,0.0,110.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,1193.036154 +TU92578,California,M,College,1469663.55,45345.0,125.0,"['1', '0', '00']",Personal Auto,SUV,600.0 +TL43709,Washington,M,Bachelor,897214.03,89689.0,74.0,"['1', '0', '00']",Personal Auto,Four-Door Car,136.829537 +YE68736,California, F,Bachelor,772484.01,32051.0,193.0,"['1', '1', '00']",Personal Auto,SUV,926.4 +OB96537,Oregon,M,Master,594667.07,81139.0,74.0,"['1', '0', '00']",Special Auto,Four-Door Car,392.6364 +EU68825,Oregon, F,Master,800054.51,63834.0,100.0,"['1', '1', '00']",Personal Auto,Luxury,215.226476 +CC31456,Arizona,M,Bachelor,645756.1,37548.0,81.0,"['1', '0', '00']",Special Auto,Four-Door Car,160.598662 +DJ77787,Arizona, F,High School or Below,728144.01,0.0,69.0,"['1', '3', '00']",Personal Auto,Four-Door Car,371.803029 +LN26837,California,M,High School or Below,259243.78,72421.0,65.0,"['1', '0', '00']",Personal Auto,Four-Door Car,312.0 +YI92916,Nevada,M,Master,467842.34,83102.0,116.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,443.670399 +NW54906,Oregon,M,College,1386992.71,28432.0,118.0,"['1', '0', '00']",Personal Auto,SUV,612.300581 +ME77513,Nevada, F,Master,871777.78,83707.0,108.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,290.391526 +UK76891,California, F,College,523398.68,63259.0,65.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,316.795337 +SI26888,Nevada, F,High School or Below,476418.97,0.0,67.0,"['1', '0', '00']",Personal Auto,Four-Door Car,405.527937 +YD74948,Oregon, F,College,247246.92,63860.0,62.0,"['1', '0', '00']",Personal Auto,Four-Door Car,208.598246 +HB64268,Washington,M,Bachelor,281369.26,43836.0,73.0,"['1', '0', '00']",Personal Auto,Four-Door Car,138.130879 +BW52697,California, F,College,550505.7,86132.0,68.0,"['1', '0', '00']",Personal Auto,Two-Door Car,301.437365 +NL41409,Oregon, F,Bachelor,260620.85,28519.0,66.0,"['1', '0', '00']",Personal Auto,Two-Door Car,456.473115 +OD69005,Arizona, F,High School or Below,1048194.38,39102.0,88.0,"['1', '0', '00']",Personal Auto,Four-Door Car,152.338562 +ZZ91716,California, F,Bachelor,325676.64,0.0,89.0,"['1', '0', '00']",Personal Auto,Four-Door Car,491.755368 +UK70255,California, F,College,3047578.05,97298.0,128.0,"['1', '0', '00']",Personal Auto,Luxury,48.517439 +QT25383,Nevada,M,High School or Below,636490.22,41986.0,84.0,"['1', '2', '00']",Personal Auto,Two-Door Car,430.375049 +AW18068,Arizona,M,High School or Below,946850.93,0.0,88.0,"['1', '0', '00']",Personal Auto,Two-Door Car,633.6 +NS45347,Oregon, F,College,563145.19,17291.0,73.0,"['1', '0', '00']",Personal Auto,Four-Door Car,350.4 +FV19421,California,M,Bachelor,778099.93,0.0,74.0,"['1', '0', '00']",Personal Auto,Four-Door Car,246.489123 +XW89091,California,M,College,981652.83,37256.0,62.0,"['1', '0', '00']",Personal Auto,Four-Door Car,128.969729 +YC11951,Oregon,M,High School or Below,751913.36,96306.0,95.0,"['1', '1', '00']",Corporate Auto,Four-Door Car,185.355353 +UY18770,California, F,Bachelor,1017971.7,14290.0,271.0,"['1', '0', '00']",Personal Auto,Luxury,1300.8 +RA49085,California, F,College,277283.92,37038.0,71.0,"['1', '1', '00']",Corporate Auto,Four-Door Car,9.071305 +BG84194,Oregon,M,College,403750.18,90760.0,103.0,"['1', '2', '00']",Special Auto,SUV,133.475315 +PT64580,Washington,M,Master,419196.61,77048.0,103.0,"['1', '0', '00']",Personal Auto,SUV,141.199465 +MR67738,Oregon, F,High School or Below,267686.79,54480.0,67.0,"['1', '0', '00']",Personal Auto,Four-Door Car,321.6 +DM95829,California,M,College,252395.96,16244.0,68.0,"['1', '0', '00']",Personal Auto,Two-Door Car,623.223617 +DB75522,California, F,College,698840.16,22436.0,89.0,"['1', '0', '00']",Special Auto,Four-Door Car,427.2 +LM34525,Washington, F,College,874205.78,71592.0,72.0,"['1', '0', '00']",Personal Auto,Four-Door Car,141.725051 +WW30771,Arizona,M,Master,267331.96,28728.0,67.0,"['1', '0', '00']",Personal Auto,Four-Door Car,321.6 +QP65569,Arizona,M,High School or Below,1215732.99,57449.0,103.0,"['1', '0', '00']",Personal Auto,Four-Door Car,494.4 +TN50051,California, F,Doctor,295776.4,83318.0,73.0,"['1', '0', '00']",Personal Auto,Two-Door Car,211.336937 +UO86707,Washington,M,Bachelor,717390.94,75217.0,61.0,"['1', '1', '00']",Personal Auto,Four-Door Car,147.080303 +JA41698,Nevada,M,Bachelor,309953.8,0.0,102.0,"['1', '5', '00']",Corporate Auto,SUV,862.762957 +NX18774,Oregon,M,Bachelor,841568.46,55308.0,107.0,"['1', '0', '00']",Corporate Auto,SUV,513.6 +DA69469,Oregon, F,College,2684312.45,36068.0,97.0,"['1', '0', '00']",Personal Auto,Two-Door Car,113.367765 +CN23147,Oregon,M,Bachelor,1305717.07,48804.0,112.0,"['1', '1', '00']",Corporate Auto,Four-Door Car,537.6 +RA68844,Oregon,M,College,959995.02,0.0,131.0,"['1', '0', '00']",Personal Auto,SUV,943.2 +GH42026,Oregon,M,Bachelor,853510.89,55790.0,111.0,"['1', '0', '00']",Personal Auto,SUV,117.672722 +BD16530,Arizona, F,Bachelor,829348.19,70258.0,69.0,"['1', '0', '00']",Personal Auto,Four-Door Car,225.145949 +JH91579,Oregon, F,Bachelor,684615.03,0.0,95.0,"['1', '0', '00']",Personal Auto,Two-Door Car,456.0 +WK23685,Oregon, F,Bachelor,663685.98,47274.0,83.0,"['1', '1', '00']",Corporate Auto,Four-Door Car,182.432565 +GR62267,Washington, F,College,560908.25,44705.0,71.0,"['1', '0', '00']",Personal Auto,Two-Door Car,148.173152 +PI78084,Arizona,M,High School or Below,507732.09,0.0,73.0,"['1', '0', '00']",Personal Auto,Two-Door Car,525.6 +GF97874,Washington, F,Master,527562.7,70446.0,65.0,"['1', '0', '00']",Personal Auto,Four-Door Car,155.570802 +ZH19885,Washington, F,High School or Below,251459.2,43860.0,65.0,"['1', '0', '00']",Personal Auto,Four-Door Car,156.124914 +UK25655,Oregon, F,Bachelor,343525.01,64348.0,86.0,"['1', '0', '00']",Personal Auto,Two-Door Car,212.391975 +QR45101,Oregon,M,Bachelor,662461.18,0.0,62.0,"['1', '0', '00']",Corporate Auto,Two-Door Car,297.6 +EL93539,California,M,Master,575744.23,88997.0,72.0,"['1', '0', '00']",Special Auto,Four-Door Car,174.041566 +EE99484,Washington, F,High School or Below,251459.2,43860.0,65.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,156.124914 +DP46882,California, F,High School or Below,288645.16,10312.0,78.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,486.278557 +WP41146,California, F,High School or Below,534143.88,0.0,72.0,"['1', '1', '00']",Personal Auto,Four-Door Car,345.6 +TK60799,Arizona, F,High School or Below,416001.81,96263.0,103.0,"['1', '0', '00']",Personal Auto,SUV,1.924709 +DN29808,California, F,College,284624.54,28919.0,72.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,518.4 +SS59521,Oregon, F,College,477025.66,0.0,68.0,"['1', '1', '00']",Personal Auto,Two-Door Car,326.4 +NG66579,Oregon,M,Bachelor,505961.62,41869.0,64.0,"['1', '0', '00']",Personal Auto,Two-Door Car,262.12205 +TC14209,Arizona, F,High School or Below,909574.46,0.0,128.0,"['1', '0', '00']",Personal Auto,SUV,921.6 +ED50963,California, F,High School or Below,268886.4,32808.0,68.0,"['1', '1', '00']",Personal Auto,Four-Door Car,541.695658 +GP40701,California, F,Bachelor,827763.76,79780.0,68.0,"['1', '0', '00']",Personal Auto,Four-Door Car,326.4 +CP98451,Oregon, F,College,905793.53,91025.0,112.0,"['1', '0', '00']",Personal Auto,SUV,327.682669 +NX52648,California, F,High School or Below,380175.04,33043.0,95.0,"['1', '0', '00']",Personal Auto,Two-Door Car,456.0 +ZC32510,Arizona,M,High School or Below,933934.16,69442.0,118.0,"['1', '3', '00']",Personal Auto,Four-Door Car,1265.570302 +NG27780,Oregon,M,College,252012.32,0.0,70.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,63.043197 +HN95240,Arizona, F,College,498409.53,0.0,70.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,336.0 +EB59129,Oregon, F,Bachelor,259574.8,47234.0,65.0,"['1', '0', '00']",Personal Auto,Four-Door Car,15.631363 +RA70851,Oregon,M,High School or Below,743769.33,86863.0,92.0,"['1', '0', '00']",Personal Auto,Four-Door Car,441.6 +PM19162,Oregon,M,Bachelor,1453678.76,25805.0,66.0,"['1', '2', '00']",Personal Auto,Four-Door Car,375.866091 +MS59005,Nevada,M,Bachelor,591330.59,43676.0,76.0,"['1', '0', '00']",Personal Auto,Four-Door Car,364.8 +SU71163,Arizona,M,College,277166.3,59855.0,74.0,"['1', '4', '00']",Personal Auto,Two-Door Car,355.2 +BD35676,Arizona,M,Master,2919436.64,35296.0,126.0,"['1', '0', '00']",Personal Auto,SUV,452.616872 +NI44621,Oregon, F,Master,988038.58,36576.0,125.0,"['1', '1', '00']",Personal Auto,SUV,113.450122 +EW33419,California, F,High School or Below,1511440.24,28513.0,100.0,"['1', '1', '00']",Corporate Auto,SUV,480.0 +HX44948,Oregon,M,Bachelor,575991.08,85448.0,72.0,"['1', '0', '00']",Special Auto,Four-Door Car,16.03451 +DL36983,Oregon, F,High School or Below,849516.42,23791.0,110.0,"['1', '3', '00']",Personal Auto,Two-Door Car,615.27228 +XR87264,California, F,Bachelor,438118.42,20597.0,112.0,"['1', '0', '00']",Personal Auto,Four-Door Car,615.256301 +NN99001,Arizona, F,College,699782.74,56940.0,87.0,"['1', '0', '00']",Personal Auto,Four-Door Car,512.66245 +XV95530,Oregon,M,Bachelor,1143058.85,93210.0,71.0,"['1', '0', '00']",Personal Auto,Two-Door Car,74.523935 +OL97871,Oregon, F,Bachelor,748248.61,48992.0,94.0,"['1', '1', '00']",Personal Auto,Four-Door Car,426.072946 +HQ23708,Arizona, F,Master,859691.66,53736.0,71.0,"['1', '0', '00']",Personal Auto,Two-Door Car,169.287785 +WR63188,Arizona,M,College,785496.08,25378.0,66.0,"['1', '1', '00']",Personal Auto,Four-Door Car,419.464143 +NG82219,Oregon, F,Bachelor,258240.85,76731.0,64.0,"['1', '0', '00']",Personal Auto,Four-Door Car,201.455005 +KU29408,Washington,M,Master,907576.82,37722.0,116.0,"['1', '0', '00']",Corporate Auto,Luxury,158.077504 +RE46783,California, F,Bachelor,411858.86,69379.0,103.0,"['1', '0', '00']",Personal Auto,Two-Door Car,494.4 +RU94434,Oregon,M,High School or Below,1215732.99,57449.0,103.0,"['1', '0', '00']",Personal Auto,Four-Door Car,494.4 +GI82355,Arizona,M,Bachelor,515281.96,0.0,68.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,326.4 +VO26340,Nevada,M,College,651297.65,0.0,93.0,"['1', '0', '00']",Personal Auto,Two-Door Car,669.6 +NV61299,Arizona, F,Bachelor,2778969.24,33806.0,89.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,395.729716 +DX31066,Washington, F,College,266727.0,94041.0,66.0,"['1', '0', '00']",Personal Auto,Four-Door Car,159.756733 +CY50337,Oregon, F,College,1092840.71,74965.0,90.0,"['1', '0', '00']",Personal Auto,Four-Door Car,58.557552 +TJ20375,Arizona, F,High School or Below,761538.13,34095.0,63.0,"['1', '0', '00']",Personal Auto,Two-Door Car,302.4 +EP72155,California, F,College,200435.07,0.0,66.0,"['1', '4', '00']",Personal Auto,Four-Door Car,316.8 +JJ76159,California,M,College,243468.12,96045.0,61.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,8.582971 +BG15419,Nevada, F,Bachelor,1419536.03,86355.0,118.0,"['1', '0', '00']",Personal Auto,Luxury,285.418473 +AO74776,California, F,High School or Below,942768.49,27824.0,118.0,"['1', '0', '00']",Personal Auto,SUV,566.4 +HQ82233,California,M,High School or Below,1198242.09,42995.0,101.0,"['1', '0', '00']",Personal Auto,SUV,410.508316 +OL72737,Oregon, F,High School or Below,310278.95,21235.0,79.0,"['1', '0', '00']",Personal Auto,Two-Door Car,244.23135 +ZQ59828,California,M,High School or Below,422263.12,74585.0,106.0,"['1', '0', '00']",Personal Auto,SUV,218.598065 +NZ15548,Oregon,M,Bachelor,402381.44,41833.0,103.0,"['1', '0', '00']",Personal Auto,Four-Door Car,643.826716 +XK61304,California, F,College,529715.18,23908.0,70.0,"['1', '0', '00']",Personal Auto,Four-Door Car,336.0 +EJ44139,Oregon,M,Bachelor,2142363.72,0.0,65.0,"['1', '0', '00']",Personal Auto,Two-Door Car,312.0 +CM94425,Arizona,M,Bachelor,441620.62,61953.0,113.0,"['1', '0', '00']",Personal Auto,SUV,497.047297 +OV54878,California,M,Bachelor,463903.52,0.0,142.0,"['1', '0', '00']",Corporate Auto,SUV,1022.4 +JF57282,Nevada,M,Bachelor,486354.46,0.0,137.0,"['1', '0', '00']",Personal Auto,SUV,657.6 +MY37953,Arizona, F,Bachelor,2583090.98,73760.0,107.0,"['1', '1', '00']",Personal Auto,Luxury,230.245772 +XP64922,Oregon, F,College,297431.49,23333.0,74.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,5.622751 +WL65572,California,M,College,206445.88,0.0,61.0,"['1', '0', '00']",Personal Auto,Four-Door Car,292.8 +LN50325,Arizona, F,High School or Below,1006460.83,20440.0,128.0,"['1', '2', '00']",Corporate Auto,Luxury,614.4 +HJ15383,Washington,M,Master,803240.19,27658.0,68.0,"['1', '0', '00']",Personal Auto,Four-Door Car,160.07526 +KH59823,California,M,College,548921.41,50943.0,139.0,"['1', '0', '00']",Special Auto,SUV,667.2 +YM79169,California,M,Bachelor,261275.67,19003.0,71.0,"['1', '0', '00']",Personal Auto,Two-Door Car,34.651305 +DR38127,California,M,College,857346.39,46703.0,108.0,"['1', '0', '00']",Personal Auto,Four-Door Car,678.100487 +PU42145,California,M,Bachelor,2412750.4,14072.0,71.0,"['1', '0', '00']",Personal Auto,Four-Door Car,511.2 +KM33477,Oregon,M,College,855038.66,21733.0,73.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,525.6 +RI53167,Arizona,M,Bachelor,230864.8,20811.0,61.0,"['1', '0', '00']",Personal Auto,Four-Door Car,292.8 +OF77789,Arizona, F,High School or Below,425462.07,11904.0,61.0,"['1', '2', '00']",Personal Auto,Two-Door Car,292.8 +YB33445,Oregon, F,College,898285.04,43490.0,114.0,"['1', '4', '00']",Corporate Auto,SUV,174.588413 +BA17836,California,M,High School or Below,786816.6,57340.0,67.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,159.391681 +JS43228,California,M,College,770424.87,49088.0,97.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,698.4 +BB11622,Nevada,M,Master,1055217.0,47761.0,131.0,"['1', '0', '00']",Personal Auto,SUV,232.711071 +HQ70429,Washington, F,College,1604510.95,0.0,65.0,"['1', '0', '00']",Personal Auto,Two-Door Car,163.046956 +WK88044,Arizona,M,Bachelor,873783.75,61281.0,110.0,"['1', '0', '00']",Personal Auto,SUV,79.865605 +LA80525,Nevada,M,Bachelor,545489.07,0.0,82.0,"['1', '1', '00']",Corporate Auto,Two-Door Car,393.6 +EH16250,Arizona,M,Bachelor,770528.33,25290.0,66.0,"['1', '0', '00']",Personal Auto,Four-Door Car,382.085897 +PU41872,Arizona, F,High School or Below,703926.24,24239.0,88.0,"['1', '0', '00']",Personal Auto,Four-Door Car,48.348319 +HB85743,California,M,Bachelor,883808.56,82664.0,114.0,"['1', '3', '00']",Personal Auto,SUV,133.425609 +MM71959,Arizona,M,Bachelor,873352.73,83210.0,110.0,"['1', '0', '00']",Personal Auto,Luxury,528.0 +MB83663,Oregon, F,Bachelor,959747.48,38736.0,81.0,"['1', '0', '00']",Personal Auto,Two-Door Car,561.414794 +KR43119,California,M,College,450666.02,0.0,66.0,"['1', '0', '00']",Personal Auto,Four-Door Car,316.8 +KH24214,Oregon,M,College,1785797.23,55437.0,64.0,"['1', '1', '00']",Personal Auto,Four-Door Car,445.287788 +AC40767,Washington,M,Bachelor,249780.82,68041.0,6464.0,"['1', '0', '00']",Personal Auto,Two-Door Car,165.570243 +HP55391,Oregon,M,Master,542613.62,0.0,71.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,407.99684 +EG62398,California, F,High School or Below,799814.38,29066.0,100.0,"['1', '0', '00']",Personal Auto,SUV,844.229478 +VS19949,Nevada,M,Bachelor,289762.07,54337.0,72.0,"['1', '0', '00']",Personal Auto,Four-Door Car,345.6 +AM92343,Oregon, F,High School or Below,1159950.22,67616.0,96.0,"['1', '0', '00']",Personal Auto,Four-Door Car,340.306584 +GI68556,California, F,Bachelor,1514793.06,41082.0,63.0,"['1', '0', '00']",Personal Auto,Two-Door Car,106.647493 +JT11876,Washington, F,High School or Below,543576.78,0.0,10202.0,"['1', '0', '00']",Personal Auto,Four-Door Car,626.116259 +XR64251,Nevada, F,Master,272535.64,36650.0,69.0,"['1', '1', '00']",Personal Auto,Four-Door Car,56.60333 +MK34957,Oregon, F,College,1329771.23,50631.0,112.0,"['1', '4', '00']",Special Auto,SUV,784.65781 +GP18756,California,M,College,992704.97,19592.0,92.0,"['1', '0', '00']",Personal Auto,Four-Door Car,441.6 +AP23850,Washington, F,High School or Below,1777154.9,0.0,114.0,"['1', '0', '00']",Personal Auto,Two-Door Car,547.2 +KQ65521,Arizona, F,College,1826927.02,55761.0,115.0,"['1', '0', '00']",Personal Auto,Luxury,86.27772 +EJ19449,California, F,College,272221.07,17576.0,71.0,"['1', '0', '00']",Special Auto,Four-Door Car,398.502948 +QB70027,California, F,Bachelor,708321.24,41449.0,89.0,"['1', '0', '00']",Personal Auto,Four-Door Car,63.516572 +QW47320,California, F,Bachelor,1017971.7,14290.0,271.0,"['1', '0', '00']",Personal Auto,Luxury,1300.8 +KH64733,Nevada, F,College,588950.91,62007.0,73.0,"['1', '0', '00']",Personal Auto,Four-Door Car,120.015609 +ON59472,Arizona,M,High School or Below,1577139.34,21921.0,206.0,"['1', '0', '00']",Corporate Auto,Luxury,1254.137899 +HP94242,Arizona, F,Bachelor,528817.33,42621.0,66.0,"['1', '0', '00']",Personal Auto,Four-Door Car,316.8 +RV15398,Oregon,M,College,2758055.4,0.0,87.0,"['1', '1', '00']",Personal Auto,Four-Door Car,417.6 +EA25683,Washington,M,High School or Below,777853.23,63786.0,196.0,"['1', '0', '00']",Corporate Auto,Luxury,798.002689 +PW73754,California, F,High School or Below,734186.13,0.0,104.0,"['1', '3', '00']",Personal Auto,Luxury,82.041684 +MC71942,California, F,High School or Below,791919.7,82877.0,99.0,"['1', '1', '00']",Personal Auto,Two-Door Car,22.819088 +OX72195,Arizona,M,College,216387.02,0.0,63.0,"['1', '0', '00']",Corporate Auto,Two-Door Car,302.4 +YQ99152,Nevada,M,High School or Below,978780.88,10475.0,88.0,"['1', '1', '00']",Personal Auto,Two-Door Car,422.4 +KI19439,Oregon, F,High School or Below,520764.08,21952.0,66.0,"['1', '0', '00']",Personal Auto,Four-Door Car,316.8 +PM76175,Oregon, F,Bachelor,2114727.72,49721.0,132.0,"['1', '0', '00']",Corporate Auto,Luxury,639.971388 +US45383,California,M,College,1228076.66,88340.0,102.0,"['1', '0', '00']",Personal Auto,Two-Door Car,489.6 +GT38956,California, F,College,244139.42,0.0,65.0,"['1', '0', '00']",Personal Auto,Four-Door Car,312.0 +SN41301,Oregon,M,Bachelor,653556.06,0.0,65.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,468.0 +BE62503,Washington, F,College,920659.83,24589.0,82.0,"['1', '0', '00']",Personal Auto,Two-Door Car,511.497882 +PA16884,California, F,Bachelor,411858.86,69379.0,103.0,"['1', '0', '00']",Personal Auto,Two-Door Car,494.4 +NC58480,Nevada, F,Bachelor,483820.9,73769.0,61.0,"['1', '2', '00']",Personal Auto,Four-Door Car,239.540223 +NS39326,California, F,College,462554.81,66670.0,114.0,"['1', '0', '00']",Personal Auto,SUV,518.180364 +PN18507,Arizona,M,Bachelor,1404210.3,88854.0,118.0,"['1', '0', '00']",Personal Auto,Two-Door Car,715.252366 +EK91340,Oregon,M,Bachelor,754661.35,31266.0,193.0,"['1', '0', '00']",Corporate Auto,Luxury,926.4 +JY16280,California, F,High School or Below,251459.2,43860.0,65.0,"['1', '0', '00']",Personal Auto,Four-Door Car,156.124914 +ZW71731,California,M,Bachelor,517035.84,89284.0,133.0,"['1', '2', '00']",Corporate Auto,SUV,402.070719 +ZC24631,Oregon,M,College,1391737.72,67267.0,89.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,94.814032 +YR34689,California, F,High School or Below,1131813.08,79270.0,95.0,"['1', '3', '00']",Personal Auto,Four-Door Car,456.0 +RT65829,Oregon,M,Bachelor,427636.36,36692.0,109.0,"['1', '1', '00']",Personal Auto,Four-Door Car,523.2 +BZ12077,Oregon, F,High School or Below,432224.03,0.0,119.0,"['1', '0', '00']",Personal Auto,SUV,571.2 +WM65373,California, F,College,800230.83,0.0,107.0,"['1', '0', '00']",Corporate Auto,SUV,513.6 +NH35059,Nevada,M,College,388545.64,0.0,105.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,504.0 +QD38160,Oregon,M,College,447177.82,0.0,135.0,"['1', '0', '00']",Personal Auto,SUV,972.0 +BM15160,California, F,High School or Below,849635.28,44624.0,71.0,"['1', '1', '00']",Special Auto,Four-Door Car,73.883044 +VY79030,Arizona, F,College,2250088.35,0.0,71.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,340.8 +EV19512,Nevada, F,Master,1630196.76,19614.0,85.0,"['1', '0', '00']",Personal Auto,Two-Door Car,574.024018 +TE13577,Oregon, F,College,231973.59,0.0,64.0,"['1', '0', '00']",Personal Auto,Four-Door Car,632.715382 +WY97929,Arizona,M,College,871704.98,83846.0,74.0,"['1', '3', '00']",Special Auto,Four-Door Car,355.2 +YG20683,Washington,M,College,286011.17,51159.0,72.0,"['1', '0', '00']",Personal Auto,Four-Door Car,4.238626 +FK75497,California,M,College,245340.83,83772.0,62.0,"['1', '0', '00']",Personal Auto,Two-Door Car,42.248087 +NE60110,Arizona,M,College,598977.39,66839.0,154.0,"['1', '0', '00']",Personal Auto,Luxury,739.2 +TN36521,Arizona, F,College,2498022.55,88440.0,70.0,"['1', '0', '00']",Personal Auto,Two-Door Car,27.145151 +HG33568,Arizona, F,Master,748263.95,25666.0,63.0,"['1', '2', '00']",Personal Auto,Four-Door Car,270.002766 +TW17878,Oregon, F,High School or Below,245757.6,52926.0,61.0,"['1', '0', '00']",Personal Auto,Four-Door Car,292.8 +ZO83562,Nevada, F,Bachelor,237974.12,0.0,67.0,"['1', '0', '00']",Personal Auto,Four-Door Car,494.946438 +CH97539,Washington, F,Bachelor,828696.44,40001.0,70.0,"['1', '0', '00']",Personal Auto,Four-Door Car,142.567008 +CV29889,California,M,College,239391.54,0.0,70.0,"['1', '0', '00']",Personal Auto,Four-Door Car,425.266308 +MO33320,Oregon,M,College,465715.95,18024.0,65.0,"['1', '0', '00']",Personal Auto,Two-Door Car,312.0 +QZ81258,Oregon, F,College,1319792.89,0.0,68.0,"['1', '3', '00']",Personal Auto,Four-Door Car,326.4 +NY56352,Oregon, F,Bachelor,280391.67,23220.0,74.0,"['1', '0', '00']",Personal Auto,Four-Door Car,251.334247 +EA27048,California, F,High School or Below,864650.41,64125.0,108.0,"['1', '0', '00']",Personal Auto,SUV,369.818708 +UT38865,Oregon, F,College,742587.06,58042.0,62.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,161.419528 +QC89139,Oregon, F,High School or Below,452873.74,90034.0,112.0,"['1', '0', '00']",Corporate Auto,SUV,537.6 +LA14484,Nevada,M,High School or Below,222707.28,27972.0,61.0,"['1', '0', '00']",Special Auto,Four-Door Car,292.8 +HN57556,California, F,High School or Below,729294.88,0.0,65.0,"['1', '0', '00']",Personal Auto,Four-Door Car,312.0 +CV31235,Arizona,M,Bachelor,318435.52,50989.0,80.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,255.999709 +WR45726,Arizona, F,Bachelor,1131520.37,11885.0,101.0,"['1', '0', '00']",Special Auto,Four-Door Car,484.8 +LB25094,California, F,Bachelor,253070.51,89451.0,63.0,"['1', '0', '00']",Special Auto,Four-Door Car,61.769564 +KW56110,Oregon,M,Bachelor,1836155.53,0.0,182.0,"['1', '0', '00']",Personal Auto,Luxury,1310.4 +XO36233,Washington,M,Bachelor,864153.0,78904.0,109.0,"['1', '0', '00']",Personal Auto,SUV,250.001424 +ZX86243,Arizona,M,Doctor,327853.19,70247.0,83.0,"['1', '1', '00']",Personal Auto,Four-Door Car,141.799422 +DW29763,Arizona,M,High School or Below,527198.21,32653.0,67.0,"['1', '0', '00']",Personal Auto,Two-Door Car,321.6 +CT83377,Washington,M,High School or Below,376363.77,93595.0,97.0,"['1', '4', '00']",Special Auto,Four-Door Car,49.797016 +OQ90898,California,M,Master,1395556.96,90279.0,115.0,"['1', '0', '00']",Personal Auto,SUV,372.175592 +GO77248,Oregon, F,College,500152.75,0.0,72.0,"['1', '0', '00']",Personal Auto,Four-Door Car,542.14385 +QW33258,California,M,Bachelor,708283.04,53310.0,189.0,"['1', '3', '00']",Personal Auto,Luxury,1360.8 +OU79745,California,M,College,761948.28,0.0,105.0,"['1', '0', '00']",Personal Auto,Four-Door Car,504.0 +VZ79886,Oregon, F,Bachelor,1255088.2,22234.0,160.0,"['1', '0', '00']",Personal Auto,SUV,768.0 +FI92440,Washington, F,High School or Below,3219660.04,91375.0,99.0,"['1', '0', '00']",Personal Auto,Two-Door Car,72.632934 +YG85980,Nevada, F,High School or Below,679377.41,22250.0,86.0,"['1', '0', '00']",Personal Auto,Two-Door Car,720.601429 +QM74621,Oregon,M,Bachelor,527231.97,0.0,80.0,"['1', '0', '00']",Personal Auto,Four-Door Car,576.0 +EI71732,Oregon, F,Doctor,626534.33,0.0,84.0,"['1', '1', '00']",Personal Auto,Four-Door Car,481.025786 +VN79010,California, F,High School or Below,854758.61,51179.0,71.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,466.176731 +FI61723,California,M,Bachelor,278742.37,38667.0,72.0,"['1', '0', '00']",Personal Auto,Four-Door Car,159.266473 +OH55411,California, F,Master,462680.11,79487.0,114.0,"['1', '0', '00']",Corporate Auto,SUV,547.2 +TF10720,Nevada, F,Doctor,866336.4,67763.0,107.0,"['1', '2', '00']",Personal Auto,Four-Door Car,41.283167 +NW30838,Nevada,M,High School or Below,387222.22,0.0,62.0,"['1', '2', '00']",Corporate Auto,Four-Door Car,503.808329 +CB58476,Oregon, F,College,517081.15,0.0,71.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,859.599411 +WI69346,California, F,Master,896028.02,71943.0,112.0,"['1', '0', '00']",Corporate Auto,SUV,305.653785 +FS76657,Oregon, F,College,547183.43,53526.0,68.0,"['1', '0', '00']",Personal Auto,Four-Door Car,278.902846 +YX89016,Oregon,M,College,3493100.17,35005.0,295.0,"['1', '0', '00']",Personal Auto,Luxury,1416.0 +PK28821,California,M,College,262039.23,24721.0,67.0,"['1', '0', '00']",Personal Auto,Four-Door Car,139.963594 +MB51200,Washington,M,College,1906949.95,0.0,102.0,"['1', '2', '00']",Personal Auto,Four-Door Car,734.4 +XG44587,Arizona,M,Master,575744.23,88997.0,72.0,"['1', '0', '00']",Personal Auto,Four-Door Car,174.041566 +FG91922,Arizona,M,Master,4022401.36,48587.0,111.0,"['1', '0', '00']",Personal Auto,SUV,532.8 +OM99303,Arizona, F,High School or Below,270148.83,76310.0,67.0,"['1', '0', '00']",Personal Auto,Two-Door Car,321.6 +RV67546,California,M,Bachelor,371243.05,73205.0,92.0,"['1', '0', '00']",Personal Auto,Four-Door Car,37.299865 +UJ79253,Oregon, F,College,2185084.0,51056.0,78.0,"['1', '0', '00']",Personal Auto,Four-Door Car,95.816516 +PN98247,California,M,College,784016.58,58414.0,210.0,"['1', '2', '00']",Personal Auto,Luxury,1008.0 +IB67546,California, F,Bachelor,823703.79,23940.0,107.0,"['1', '0', '00']",Personal Auto,SUV,513.6 +OE19087,California, F,High School or Below,224347.39,0.0,62.0,"['1', '0', '00']",Personal Auto,Four-Door Car,446.4 +CM95716,California,M,Bachelor,843446.41,44216.0,71.0,"['1', '0', '00']",Personal Auto,Four-Door Car,72.205362 +MW62634,California,M,High School or Below,222707.28,27972.0,61.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,292.8 +QW67581,Arizona, F,High School or Below,517002.6,0.0,69.0,"['1', '0', '00']",Personal Auto,Four-Door Car,331.2 +SN16059,California, F,Master,264144.61,29305.0,66.0,"['1', '0', '00']",Personal Auto,Four-Door Car,475.2 +OE51254,California, F,College,279068.3,53882.0,69.0,"['1', '0', '00']",Personal Auto,Four-Door Car,331.2 +RM42344,Oregon,M,College,274512.98,91757.0,69.0,"['1', '1', '00']",Personal Auto,Four-Door Car,331.2 +GB35238,California, F,Bachelor,757953.27,33906.0,64.0,"['1', '0', '00']",Personal Auto,Two-Door Car,401.592109 +ML82674,Oregon,M,Bachelor,1097878.03,68158.0,139.0,"['1', '1', '00']",Personal Auto,SUV,253.183568 +EI85244,California,M,College,825506.01,0.0,134.0,"['1', '3', '00']",Personal Auto,SUV,643.2 +DE28132,Oregon,M,College,474773.46,42165.0,123.0,"['1', '0', '00']",Corporate Auto,SUV,799.673766 +TV25678,Washington,M,College,354090.43,0.0,101.0,"['1', '0', '00']",Personal Auto,SUV,727.2 +TY26512,California,M,Doctor,343613.43,30817.0,88.0,"['1', '0', '00']",Personal Auto,Four-Door Car,91.834668 +OB69153,California,M,Bachelor,258218.53,68074.0,65.0,"['1', '0', '00']",Personal Auto,Four-Door Car,27.987867 +QZ77637,Washington, F,College,1166509.78,84978.0,35353.0,"['1', '1', '00']",Corporate Auto,Four-Door Car,166.77296 +XN41715,California, F,Master,739628.37,71135.0,92.0,"['1', '1', '00']",Personal Auto,Four-Door Car,270.563995 +QR15857,California, F,College,433079.98,0.0,61.0,"['1', '0', '00']",Personal Auto,Two-Door Car,292.8 +FL69363,Oregon,M,Master,907576.82,37722.0,116.0,"['1', '0', '00']",Personal Auto,Luxury,158.077504 +IS30295,Arizona, F,Bachelor,1463545.16,0.0,139.0,"['1', '0', '00']",Personal Auto,SUV,667.2 +WA25797,Washington,M,High School or Below,856476.82,95697.0,107.0,"['1', '0', '00']",Personal Auto,Luxury,178.006524 +NL59519,California, F,College,1156568.75,64642.0,96.0,"['1', '0', '00']",Personal Auto,Four-Door Car,404.265696 +ZU93025,Oregon, F,College,277104.5,50071.0,71.0,"['1', '0', '00']",Personal Auto,Two-Door Car,18.918935 +DK94262,Oregon,M,High School or Below,850712.88,46754.0,106.0,"['1', '1', '00']",Personal Auto,SUV,513.818403 +UQ30615,California,M,College,758211.38,64801.0,64.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,268.471802 +OR40060,Arizona,M,Bachelor,332309.25,70410.0,83.0,"['1', '0', '00']",Personal Auto,Four-Door Car,131.828507 +DK32872,Nevada, F,High School or Below,523433.17,66957.0,131.0,"['1', '1', '00']",Personal Auto,SUV,628.8 +FA46418,Nevada, F,High School or Below,2470959.96,24213.0,78.0,"['1', '1', '00']",Personal Auto,Four-Door Car,374.4 +ER19995,Washington, F,College,1778627.78,99790.0,6464.0,"['1', '0', '00']",Personal Auto,Four-Door Car,178.986788 +KI75855,Oregon,M,Master,255122.67,79751.0,63.0,"['1', '0', '00']",Personal Auto,Two-Door Car,392.235698 +ND41876,Arizona,M,High School or Below,724771.37,86122.0,182.0,"['1', '1', '00']",Personal Auto,Luxury,873.6 +PN21042,Arizona,M,Bachelor,453884.78,82297.0,116.0,"['1', '0', '00']",Personal Auto,Luxury,0.382107 +GJ43254,Washington,M,College,3164210.46,89057.0,98.0,"['1', '0', '00']",Corporate Auto,Two-Door Car,187.363583 +AL46984,California,M,High School or Below,873042.2,43259.0,73.0,"['1', '0', '00']",Personal Auto,Four-Door Car,350.4 +JP58047,Oregon,M,College,833273.06,0.0,79.0,"['1', '0', '00']",Personal Auto,Four-Door Car,379.2 +ZE85014,California,M,College,235774.7,25064.0,62.0,"['1', '0', '00']",Personal Auto,Four-Door Car,297.6 +KU88219,Arizona,M,Master,463716.4,25816.0,119.0,"['1', '0', '00']",Personal Auto,Luxury,571.2 +UU98729,California,M,Bachelor,535719.27,0.0,73.0,"['1', '0', '00']",Personal Auto,Four-Door Car,350.853987 +WS82822,Oregon, F,College,539197.1,41662.0,69.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,217.973168 +YB49933,Arizona,M,Bachelor,369414.05,96170.0,92.0,"['1', '0', '00']",Personal Auto,Four-Door Car,441.6 +XC16387,Arizona, F,High School or Below,504041.24,46072.0,64.0,"['1', '0', '00']",Personal Auto,Four-Door Car,25.934064 +XJ96748,Arizona, F,High School or Below,2749542.19,37931.0,99.0,"['1', '0', '00']",Personal Auto,Four-Door Car,475.2 +TM98684,Oregon,M,High School or Below,484228.5,35127.0,62.0,"['1', '0', '00']",Personal Auto,Four-Door Car,297.6 +AY18433,Washington, F,High School or Below,2738281.89,45473.0,76.0,"['1', '0', '00']",Special Auto,Two-Door Car,188.938397 +DM74502,Nevada, F,College,522710.19,93087.0,131.0,"['1', '3', '00']",Corporate Auto,Luxury,628.8 +FT56968,Arizona,M,High School or Below,259009.6,22398.0,67.0,"['1', '2', '00']",Personal Auto,Four-Door Car,321.6 +OX36896,California,M,High School or Below,1053607.8,92983.0,87.0,"['1', '1', '00']",Corporate Auto,Four-Door Car,153.205591 +BZ65376,Arizona,M,Bachelor,858127.87,27689.0,239.0,"['1', '2', '00']",Personal Auto,Luxury,2893.239678 +LN34660,California, F,College,946311.33,69654.0,118.0,"['1', '0', '00']",Corporate Auto,SUV,629.532731 +JC29295,California, F,Bachelor,1344100.64,80744.0,111.0,"['1', '0', '00']",Personal Auto,SUV,361.284757 +KJ87930,California, F,Bachelor,388650.48,0.0,112.0,"['1', '0', '00']",Corporate Auto,SUV,1185.988301 +XT36360,Arizona, F,High School or Below,678489.37,0.0,64.0,"['1', '1', '00']",Personal Auto,Four-Door Car,460.8 +IX35050,Arizona,M,Bachelor,2359468.02,76358.0,66.0,"['1', '0', '00']",Special Auto,Four-Door Car,86.461582 +UN97379,Oregon,M,Bachelor,253862.63,18608.0,71.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,340.8 +MR57294,California,M,High School or Below,563994.2,73168.0,70.0,"['1', '0', '00']",Personal Auto,Four-Door Car,425.800112 +UG79499,Washington,M,Bachelor,1168137.43,70930.0,99.0,"['1', '0', '00']",Personal Auto,Four-Door Car,190.43446 +UA50747,Washington, F,High School or Below,2599775.0,62262.0,72.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,193.505325 +GL20444,Nevada, F,Master,1377836.93,91474.0,113.0,"['1', '0', '00']",Corporate Auto,Two-Door Car,24.087774 +SP58110,California, F,Bachelor,492318.17,61469.0,63.0,"['1', '5', '00']",Personal Auto,Four-Door Car,302.4 +XM91635,Arizona, F,High School or Below,227233.54,16618.0,62.0,"['1', '0', '00']",Special Auto,Four-Door Car,219.288706 +TV82603,California, F,Bachelor,1489539.8,48081.0,188.0,"['1', '0', '00']",Personal Auto,Luxury,881.360959 +BB82067,Oregon,M,Doctor,975604.5,67632.0,121.0,"['1', '0', '00']",Personal Auto,Luxury,26.951627 +JP94676,Oregon, F,Bachelor,942297.41,34115.0,119.0,"['1', '0', '00']",Personal Auto,SUV,466.122541 +VU53417,Arizona,M,High School or Below,383735.76,23051.0,99.0,"['1', '0', '00']",Personal Auto,Two-Door Car,475.2 +IW54795,California,M,College,1095213.19,23748.0,99.0,"['1', '0', '00']",Personal Auto,Four-Door Car,607.095655 +RN78170,Arizona, F,College,815913.66,40589.0,69.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,331.2 +IX55883,California, F,College,1948049.98,50809.0,83.0,"['1', '0', '00']",Personal Auto,Four-Door Car,290.381707 +XM72420,Arizona, F,High School or Below,391936.67,66676.0,97.0,"['1', '0', '00']",Personal Auto,Four-Door Car,558.099357 +GC15104,Nevada, F,Bachelor,798514.21,52339.0,70.0,"['1', '3', '00']",Corporate Auto,Four-Door Car,336.0 +RX13282,Oregon,M,Bachelor,1216874.49,14973.0,115.0,"['1', '0', '00']",Personal Auto,SUV,828.0 +QA85890,Arizona, F,High School or Below,584932.15,0.0,83.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,540.514115 +IR62668,Arizona, F,Bachelor,508583.66,31546.0,65.0,"['1', '0', '00']",Personal Auto,Four-Door Car,100.049832 +AL96740,California, F,College,290393.98,67763.0,73.0,"['1', '1', '00']",Personal Auto,Four-Door Car,59.861963 +SS48498,Washington, F,College,627317.34,20836.0,79.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,193.57032 +PE39479,Washington,M,College,1832141.9,88592.0,76.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,199.79727 +JH62891,Oregon, F,College,517870.42,66943.0,65.0,"['1', '1', '00']",Special Auto,Four-Door Car,53.084753 +FI20423,Arizona, F,High School or Below,1402435.84,81872.0,115.0,"['1', '0', '00']",Special Auto,Four-Door Car,256.43803 +PM13394,Washington, F,College,530943.59,22404.0,70.0,"['1', '1', '00']",Personal Auto,Four-Door Car,211.136067 +YV67971,California, F,High School or Below,494980.38,21342.0,62.0,"['1', '0', '00']",Personal Auto,Four-Door Car,74.350893 +QD31377,California,M,Bachelor,859566.53,34621.0,108.0,"['1', '1', '00']",Corporate Auto,SUV,621.464468 +YG10247,Oregon,M,College,2295189.2,62396.0,64.0,"['1', '0', '00']",Personal Auto,Four-Door Car,307.2 +FE73696,Oregon,M,High School or Below,379213.03,97212.0,93.0,"['1', '0', '00']",Personal Auto,Two-Door Car,360.05589 +SW19699,Arizona, F,Bachelor,275574.8,49648.0,70.0,"['1', '0', '00']",Personal Auto,Four-Door Car,65.954813 +QJ40732,Arizona,M,College,488033.96,97984.0,61.0,"['1', '1', '00']",Personal Auto,Four-Door Car,407.450118 +HM76207,California, F,College,905190.53,26308.0,114.0,"['1', '0', '00']",Corporate Auto,SUV,547.2 +NT59303,Oregon, F,College,1011544.62,63528.0,256.0,"['1', '0', '00']",Personal Auto,Luxury,1228.8 +PU41393,Nevada,M,College,826907.54,20225.0,114.0,"['1', '1', '00']",Special Auto,SUV,547.2 +QO86948,Nevada,M,High School or Below,807165.3,0.0,112.0,"['1', '0', '00']",Personal Auto,SUV,806.4 +QN10888,Oregon, F,High School or Below,772699.36,87620.0,64.0,"['1', '0', '00']",Personal Auto,Four-Door Car,24.063693 +VY19543,California, F,Bachelor,831113.59,0.0,72.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,311.329282 +XC15133,Nevada, F,Master,257402.04,34990.0,65.0,"['1', '0', '00']",Personal Auto,Four-Door Car,42.689135 +ST43550,Oregon,M,Bachelor,572732.71,99934.0,71.0,"['1', '0', '00']",Special Auto,Four-Door Car,460.323855 +FX36546,Washington,M,Master,367914.21,60804.0,92.0,"['1', '0', '00']",Personal Auto,Four-Door Car,213.225001 +JX68983,Oregon,M,Bachelor,274451.96,94648.0,69.0,"['1', '0', '00']",Personal Auto,Four-Door Car,331.2 +HX78576,California, F,High School or Below,563674.03,24516.0,71.0,"['1', '0', '00']",Personal Auto,Four-Door Car,300.607591 +ZQ11381,Arizona,M,Bachelor,1687038.82,61063.0,85.0,"['1', '0', '00']",Personal Auto,Four-Door Car,262.504882 +ON39271,California,M,Master,273800.2,0.0,74.0,"['1', '0', '00']",Personal Auto,Two-Door Car,263.365432 +SB18278,Oregon,M,Bachelor,464470.05,0.0,64.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,307.2 +ZT30559,California, F,High School or Below,474668.65,15169.0,63.0,"['1', '0', '00']",Personal Auto,Four-Door Car,302.4 +XI41106,Arizona,M,College,1687432.82,55390.0,71.0,"['1', '0', '00']",Corporate Auto,Two-Door Car,256.268091 +ZS88847,Oregon, F,Bachelor,238760.61,27592.0,62.0,"['1', '0', '00']",Personal Auto,Four-Door Car,297.6 +RU49126,Washington, F,College,446533.57,61846.0,112.0,"['1', '0', '00']",Personal Auto,SUV,215.8182 +KR62797,Arizona, F,High School or Below,459162.59,83297.0,113.0,"['1', '0', '00']",Personal Auto,SUV,542.4 +ZJ73220,Arizona, F,College,1309258.58,0.0,188.0,"['1', '0', '00']",Special Auto,Luxury,1353.6 +FY62633,Oregon,M,Bachelor,911226.66,0.0,90.0,"['1', '0', '00']",Personal Auto,Four-Door Car,432.0 +CU36986,California, F,High School or Below,416516.66,55897.0,104.0,"['1', '0', '00']",Personal Auto,Four-Door Car,499.2 +WZ53904,Arizona,M,Bachelor,265998.06,21297.0,71.0,"['1', '0', '00']",Personal Auto,Four-Door Car,45.507952 +AA71604,Arizona, F,Master,1198659.21,87560.0,98.0,"['1', '1', '00']",Personal Auto,Two-Door Car,470.4 +TD10493,Oregon, F,High School or Below,289873.27,0.0,96.0,"['1', '4', '00']",Personal Auto,Four-Door Car,691.2 +LY97989,Oregon, F,Bachelor,289424.39,0.0,85.0,"['1', '0', '00']",Personal Auto,Four-Door Car,408.0 +VX39856,Arizona, F,Doctor,350045.44,89398.0,86.0,"['1', '0', '00']",Personal Auto,Four-Door Car,82.409922 +TP51897,California, F,College,262180.86,36843.0,68.0,"['1', '3', '00']",Corporate Auto,Four-Door Car,357.642982 +QQ89253,Oregon, F,College,1022180.5,0.0,134.0,"['1', '0', '00']",Personal Auto,SUV,643.2 +EI91403,California,M,High School or Below,257827.1,34946.0,65.0,"['1', '0', '00']",Personal Auto,Two-Door Car,420.35698 +QG15435,Arizona, F,College,624259.57,75680.0,78.0,"['1', '0', '00']",Personal Auto,Four-Door Car,136.787725 +FZ55002,Nevada, F,Doctor,522028.1,0.0,69.0,"['1', '0', '00']",Personal Auto,Four-Door Car,331.2 +HX77930,Washington, F,College,313643.21,49532.0,79.0,"['1', '1', '00']",Personal Auto,Four-Door Car,220.186677 +UN37063,Arizona,M,Bachelor,452536.58,10269.0,65.0,"['1', '0', '00']",Personal Auto,Two-Door Car,170.798204 +VB87946,California,M,College,497035.73,49714.0,63.0,"['1', '3', '00']",Personal Auto,Four-Door Car,266.165535 +AB60627,California,M,High School or Below,1546778.9,77517.0,129.0,"['1', '0', '00']",Corporate Auto,SUV,98.921782 +TA34903,Oregon,M,High School or Below,583889.92,81082.0,73.0,"['1', '0', '00']",Personal Auto,Four-Door Car,281.295903 +AQ51368,Oregon, F,Bachelor,1065688.2,72540.0,88.0,"['1', '0', '00']",Corporate Auto,Two-Door Car,631.743039 +NZ26102,Oregon, F,High School or Below,228961.87,0.0,65.0,"['1', '0', '00']",Personal Auto,Four-Door Car,468.0 +GB45753,California,M,High School or Below,543980.42,61546.0,68.0,"['1', '0', '00']",Corporate Auto,Two-Door Car,29.209521 +BV79904,California, F,Master,795615.01,44818.0,67.0,"['1', '1', '00']",Personal Auto,Two-Door Car,136.883999 +OB49075,Arizona,M,Bachelor,445811.34,17622.0,65.0,"['1', '1', '00']",Personal Auto,Four-Door Car,312.0 +DS97676,Oregon, F,College,255505.15,0.0,72.0,"['1', '0', '00']",Personal Auto,Four-Door Car,518.4 +JO63462,California,M,Bachelor,330799.9,79797.0,84.0,"['1', '0', '00']",Corporate Auto,Two-Door Car,31.755601 +NJ10602,Washington, F,College,845905.32,92717.0,70.0,"['1', '0', '00']",Personal Auto,Two-Door Car,224.27582 +RS24501,Oregon, F,College,1335012.09,28919.0,173.0,"['1', '0', '00']",Personal Auto,SUV,830.4 +VT78274,Arizona,M,College,493122.13,0.0,68.0,"['1', '0', '00']",Personal Auto,Four-Door Car,480.159011 +SU56153,Nevada,M,Bachelor,777683.52,63568.0,65.0,"['1', '0', '00']",Corporate Auto,Two-Door Car,390.792553 +MN20737,Nevada, F,College,255367.22,73935.0,64.0,"['1', '1', '00']",Corporate Auto,Four-Door Car,72.071195 +KL43114,Arizona, F,High School or Below,487646.97,0.0,66.0,"['1', '0', '00']",Corporate Auto,Two-Door Car,316.8 +YQ15567,Oregon, F,Bachelor,903430.58,18846.0,115.0,"['1', '0', '00']",Personal Auto,SUV,552.0 +TR88637,Arizona, F,High School or Below,810591.08,38893.0,103.0,"['1', '0', '00']",Personal Auto,SUV,41.965252 +TC88986,Oregon,M,High School or Below,561968.91,0.0,153.0,"['1', '0', '00']",Special Auto,SUV,1027.000029 +XX88577,California,M,Bachelor,1572713.06,84824.0,196.0,"['1', '0', '00']",Corporate Auto,SUV,319.820747 +NE49052,California, F,High School or Below,661801.64,20068.0,86.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,411.011162 +KX17826,Oregon,M,Doctor,467004.8,0.0,125.0,"['1', '0', '00']",Corporate Auto,SUV,600.0 +CC91503,Arizona, F,High School or Below,1016936.98,0.0,135.0,"['1', '0', '00']",Personal Auto,Luxury,648.0 +WH32183,California,M,Bachelor,832307.4,97245.0,70.0,"['1', '0', '00']",Personal Auto,Four-Door Car,4.110585 +ES90681,California, F,College,241776.0,51808.0,61.0,"['1', '1', '00']",Personal Auto,Four-Door Car,351.149904 +DW96592,California,M,Bachelor,804487.24,71391.0,67.0,"['1', '0', '00']",Personal Auto,Four-Door Car,284.000172 +MT23134,Oregon,M,High School or Below,532572.45,0.0,73.0,"['1', '0', '00']",Personal Auto,Two-Door Car,496.474767 +BM69081,Arizona,M,Bachelor,694752.4,0.0,100.0,"['1', '0', '00']",Personal Auto,SUV,925.137143 +MB90871,Oregon, F,College,584741.52,23496.0,77.0,"['1', '0', '00']",Special Auto,Four-Door Car,13.164097 +QL77686,Nevada, F,College,472478.61,23986.0,119.0,"['1', '0', '00']",Corporate Auto,SUV,463.335061 +ON77827,Arizona, F,Master,279022.8,22974.0,71.0,"['1', '0', '00']",Personal Auto,Four-Door Car,180.667969 +KP18988,Oregon, F,High School or Below,2153133.28,0.0,101.0,"['1', '0', '00']",Personal Auto,Four-Door Car,484.8 +TI92884,Arizona,M,Bachelor,1262283.27,61844.0,106.0,"['1', '0', '00']",Personal Auto,Luxury,508.8 +JH73503,Arizona,M,Doctor,2017196.15,24804.0,73.0,"['1', '0', '00']",Personal Auto,Two-Door Car,350.4 +YE97964,California, F,Bachelor,1646436.59,27760.0,104.0,"['1', '0', '00']",Personal Auto,SUV,302.764283 +VA30351,Oregon, F,High School or Below,559538.99,74454.0,71.0,"['1', '0', '00']",Personal Auto,Four-Door Car,340.8 +PV55726,Oregon, F,Master,417068.73,29462.0,107.0,"['1', '1', '00']",Personal Auto,SUV,513.6 +UC88305,Arizona, F,College,266544.71,52266.0,68.0,"['1', '0', '00']",Corporate Auto,Two-Door Car,141.922839 +TS53809,Oregon,M,Bachelor,709891.41,0.0,70.0,"['1', '0', '00']",Personal Auto,Two-Door Car,349.783046 +ZV32120,California,M,Doctor,397134.51,23599.0,103.0,"['1', '0', '00']",Corporate Auto,SUV,494.4 +FB80807,Oregon,M,Bachelor,552821.28,36088.0,72.0,"['1', '0', '00']",Personal Auto,Four-Door Car,345.6 +AS55677,California, F,High School or Below,833899.58,70534.0,104.0,"['1', '0', '00']",Personal Auto,Four-Door Car,54.065538 +WA15684,Oregon,M,College,3844585.59,27398.0,125.0,"['1', '1', '00']",Personal Auto,SUV,600.0 +SA50567,Nevada,M,Bachelor,544855.52,85296.0,68.0,"['1', '0', '00']",Personal Auto,Four-Door Car,342.515136 +KJ31611,Arizona,M,High School or Below,1080806.6,31063.0,92.0,"['1', '0', '00']",Personal Auto,Four-Door Car,441.6 +VL37375,California,M,Bachelor,618509.65,0.0,92.0,"['1', '0', '00']",Personal Auto,Two-Door Car,1027.177255 +KN21017,Nevada,M,High School or Below,320822.59,52367.0,81.0,"['1', '0', '00']",Personal Auto,Four-Door Car,275.989978 +PX44289,Arizona,M,College,548010.41,58651.0,71.0,"['1', '0', '00']",Personal Auto,Four-Door Car,472.599683 +AM97901,Nevada, F,College,2298615.39,84831.0,192.0,"['1', '0', '00']",Special Auto,Luxury,1336.931716 +RE42925,Oregon,M,Bachelor,1310792.59,49088.0,114.0,"['1', '1', '00']",Corporate Auto,SUV,547.2 +TR81766,California, F,College,746292.63,70263.0,93.0,"['1', '0', '00']",Corporate Auto,Two-Door Car,7.345946 +CH85057,Oregon, F,Doctor,1146399.1,45354.0,285.0,"['1', '0', '00']",Personal Auto,Luxury,540.141566 +UP71482,Arizona,M,High School or Below,723613.25,0.0,63.0,"['1', '0', '00']",Personal Auto,Four-Door Car,383.363758 +EG40670,California, F,Bachelor,623268.79,28334.0,83.0,"['1', '0', '00']",Special Auto,Four-Door Car,537.765151 +HV83672,Oregon, F,Bachelor,2839332.99,38772.0,90.0,"['1', '0', '00']",Personal Auto,Four-Door Car,321.873474 +MG10140,Oregon, F,College,374675.16,41479.0,94.0,"['1', '1', '00']",Personal Auto,Two-Door Car,19.575683 +TC44716,California,M,Bachelor,2156933.73,23909.0,119.0,"['1', '0', '00']",Personal Auto,SUV,571.2 +QO65264,California,M,College,501208.37,48328.0,63.0,"['1', '0', '00']",Personal Auto,Two-Door Car,108.138715 +EB66698,California,M,High School or Below,337185.84,86689.0,85.0,"['1', '0', '00']",Corporate Auto,Two-Door Car,408.0 +OT52034,California,M,Bachelor,386477.68,24204.0,99.0,"['1', '1', '00']",Personal Auto,Four-Door Car,707.303416 +CH85444,Oregon,M,College,414571.19,25943.0,110.0,"['1', '0', '00']",Corporate Auto,Two-Door Car,1067.333126 +PU85769,California,M,High School or Below,515607.27,0.0,73.0,"['1', '0', '00']",Personal Auto,Four-Door Car,807.947292 +UI73201,California,M,College,366737.5,62375.0,92.0,"['1', '0', '00']",Personal Auto,Two-Door Car,618.630955 +SL50592,California, F,High School or Below,783568.35,0.0,71.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,404.272806 +XP11075,Arizona,M,Bachelor,1456726.84,0.0,148.0,"['1', '0', '00']",Personal Auto,SUV,710.4 +SI31236,Oregon,M,Bachelor,1017133.9,70200.0,65.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,312.0 +JN26745,Nevada, F,Bachelor,413577.52,0.0,112.0,"['1', '0', '00']",Special Auto,Four-Door Car,707.977614 +VK48036,Oregon, F,College,551149.11,79027.0,70.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,336.0 +JX76668,Washington, F,High School or Below,1131424.39,62935.0,141.0,"['1', '0', '00']",Personal Auto,Luxury,232.242326 +DS45802,California, F,High School or Below,541461.73,26893.0,68.0,"['1', '0', '00']",Personal Auto,Four-Door Car,68.226001 +OA96690,Oregon, F,High School or Below,742159.35,47406.0,94.0,"['1', '1', '00']",Personal Auto,Four-Door Car,287.149807 +EM27919,California,M,Bachelor,445811.34,17622.0,65.0,"['1', '1', '00']",Personal Auto,Four-Door Car,312.0 +QO41043,Oregon, F,College,1447612.49,27572.0,124.0,"['1', '0', '00']",Corporate Auto,SUV,595.2 +OV50124,Oregon, F,College,493688.84,0.0,72.0,"['1', '2', '00']",Personal Auto,Two-Door Car,391.636628 +PR31642,Oregon, F,Bachelor,452527.65,32802.0,114.0,"['1', '0', '00']",Personal Auto,SUV,547.2 +BU41599,Washington, F,Master,558176.13,62739.0,70.0,"['1', '0', '00']",Personal Auto,Two-Door Car,239.328571 +TK30357,California, F,Bachelor,1413434.74,90844.0,118.0,"['1', '0', '00']",Personal Auto,SUV,232.674417 +NF31087,Nevada, F,High School or Below,2472318.31,44685.0,69.0,"['1', '0', '00']",Personal Auto,Four-Door Car,331.2 +NH16984,California, F,Bachelor,283806.78,0.0,80.0,"['1', '0', '00']",Personal Auto,Four-Door Car,336.50961 +OS75493,California, F,High School or Below,384848.36,42589.0,98.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,470.4 +VT63298,Oregon,M,Bachelor,1950447.39,0.0,72.0,"['1', '0', '00']",Personal Auto,Four-Door Car,345.6 +QS75550,Washington, F,Bachelor,248004.59,93383.0,62.0,"['1', '0', '00']",Corporate Auto,Two-Door Car,244.212286 +SZ16483,Arizona, F,High School or Below,436137.29,79583.0,109.0,"['1', '2', '00']",Personal Auto,Four-Door Car,523.2 +VM92311,Arizona, F,High School or Below,252907.75,89129.0,64.0,"['1', '0', '00']",Personal Auto,Four-Door Car,328.870868 +NJ46849,Arizona,M,College,250444.48,0.0,69.0,"['1', '0', '00']",Personal Auto,Four-Door Car,496.8 +WZ31900,Oregon, F,Bachelor,864970.06,94389.0,107.0,"['1', '0', '00']",Corporate Auto,SUV,85.063708 +RG30482,Oregon, F,College,1366835.53,0.0,197.0,"['1', '0', '00']",Personal Auto,SUV,1418.4 +ZM86949,Oregon, F,High School or Below,2063508.46,84106.0,64.0,"['1', '0', '00']",Personal Auto,Two-Door Car,334.408717 +QQ39596,Arizona, F,College,251753.36,0.0,69.0,"['1', '0', '00']",Personal Auto,Four-Door Car,42.096415 +FH51383,California, F,High School or Below,532667.77,76717.0,66.0,"['1', '0', '00']",Personal Auto,Two-Door Car,300.528579 +BJ53923,Arizona,M,High School or Below,260027.21,51978.0,66.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,144.782152 +CZ96653,Oregon, F,Bachelor,853479.28,47325.0,107.0,"['1', '0', '00']",Personal Auto,SUV,64.598216 +FB23788,Oregon,M,High School or Below,882883.5,86721.0,111.0,"['1', '0', '00']",Corporate Auto,SUV,532.8 +NT43594,Nevada, F,Bachelor,224844.96,24910.0,63.0,"['1', '1', '00']",Personal Auto,Four-Door Car,347.857619 +RJ85627,Washington, F,Bachelor,1230276.24,43817.0,62.0,"['1', '1', '00']",Personal Auto,Four-Door Car,245.447622 +KJ86296,Oregon,M,High School or Below,455659.3,0.0,73.0,"['1', '2', '00']",Personal Auto,Four-Door Car,525.6 +PI47776,Oregon, F,Bachelor,253070.51,89451.0,63.0,"['1', '0', '00']",Corporate Auto,Four-Door Car,61.769564 +MD73554,California,M,College,525198.4,59537.0,66.0,"['1', '0', '00']",Personal Auto,Two-Door Car,316.8 +UX92071,Oregon,M,High School or Below,674311.93,0.0,199.0,"['1', '0', '00']",Personal Auto,Luxury,955.2 +YG44474,Oregon,M,College,1401472.13,54193.0,117.0,"['1', '0', '00']",Corporate Auto,SUV,720.752945 +UH45301,Oregon,M,College,943891.56,86946.0,118.0,"['1', '0', '00']",Personal Auto,Four-Door Car,340.656963 +RY92647,California, F,Bachelor,1050677.17,0.0,92.0,"['1', '0', '00']",Personal Auto,Four-Door Car,546.524896 +IK12620,Arizona, F,High School or Below,421391.86,12160.0,109.0,"['1', '0', '00']",Personal Auto,Four-Door Car,489.411833 +GQ66762,California,M,College,477368.64,33701.0,63.0,"['1', '0', '00']",Personal Auto,Four-Door Car,171.325856 +YT69858,Washington, F,Bachelor,544142.01,85702.0,67.0,"['1', '0', '00']",Personal Auto,Two-Door Car,249.085887 +XD85577,California,M,Bachelor,284226.69,69417.0,73.0,"['1', '1', '00']",Personal Auto,Four-Door Car,30.874869 +TM65736,Oregon,M,Master,305955.03,38644.0,78.0,"['1', '1', '00']",Personal Auto,Four-Door Car,361.455219 +VJ51327,California, F,High School or Below,2031499.76,63209.0,102.0,"['1', '2', '00']",Personal Auto,SUV,207.320041 +GS98873,Arizona, F,Bachelor,323912.47,16061.0,88.0,"['1', '0', '00']",Personal Auto,Four-Door Car,633.6 +CW49887,California, F,Master,462680.11,79487.0,114.0,"['1', '0', '00']",Special Auto,SUV,547.2 +MY31220,California, F,College,899704.02,54230.0,112.0,"['1', '0', '00']",Personal Auto,Two-Door Car,537.6 diff --git a/lab-dw-data-structuring-and-combining.ipynb b/lab-dw-data-structuring-and-combining.ipynb index ec4e3f9..1c9c61c 100644 --- a/lab-dw-data-structuring-and-combining.ipynb +++ b/lab-dw-data-structuring-and-combining.ipynb @@ -36,14 +36,904 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 3, "id": "492d06e3-92c7-4105-ac72-536db98d3244", "metadata": { "id": "492d06e3-92c7-4105-ac72-536db98d3244" }, "outputs": [], "source": [ - "# Your code goes here" + "import pandas as pd" + ] + }, + { + "cell_type": "code", + "execution_count": 94, + "id": "bd440f60-ac04-4712-8117-c1708068e84a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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customerstgendereducationcustomer_lifetime_valueincomemonthly_premium_autonumber_of_open_complaintspolicy_typevehicle_classtotal_claim_amount
0QZ44356ArizonaFBachelor697953.590.094.0['1', '0', '00']Personal AutoFour-Door Car1131.464935
1AI49188NevadaFBachelor1288743.1748767.0108.0['1', '0', '00']Personal AutoTwo-Door Car566.472247
2WW63253CaliforniaMBachelor764586.180.0106.0['1', '0', '00']Corporate AutoSUV529.881344
3GA49547WashingtonMHigh School or Below536307.6536357.068.0['1', '0', '00']Personal AutoFour-Door Car17.269323
4OC83172OregonFBachelor825629.7862902.069.0['1', '0', '00']Personal AutoTwo-Door Car159.383042
\n", + "
" + ], + "text/plain": [ + " customer st gender education customer_lifetime_value \\\n", + "0 QZ44356 Arizona F Bachelor 697953.59 \n", + "1 AI49188 Nevada F Bachelor 1288743.17 \n", + "2 WW63253 California M Bachelor 764586.18 \n", + "3 GA49547 Washington M High School or Below 536307.65 \n", + "4 OC83172 Oregon F Bachelor 825629.78 \n", + "\n", + " income monthly_premium_auto number_of_open_complaints policy_type \\\n", + "0 0.0 94.0 ['1', '0', '00'] Personal Auto \n", + "1 48767.0 108.0 ['1', '0', '00'] Personal Auto \n", + "2 0.0 106.0 ['1', '0', '00'] Corporate Auto \n", + "3 36357.0 68.0 ['1', '0', '00'] Personal Auto \n", + "4 62902.0 69.0 ['1', '0', '00'] Personal Auto \n", + "\n", + " vehicle_class total_claim_amount \n", + "0 Four-Door Car 1131.464935 \n", + "1 Two-Door Car 566.472247 \n", + "2 SUV 529.881344 \n", + "3 Four-Door Car 17.269323 \n", + "4 Two-Door Car 159.383042 " + ] + }, + "execution_count": 94, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df1 = pd.read_csv(\"DFLAB.csv\")\n", + "df1.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 96, + "id": "ddf734d3-db26-4709-b9d4-1c6c2ef7615a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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customerstategendereducationcustomer_lifetime_valueincomemonthly_premium_autonumber_of_open_complaintspolicy_typevehicle_classtotal_claim_amount
0QZ44356ArizonaFBachelor697953.590.094.0['1', '0', '00']Personal AutoFour-Door Car1131.464935
1AI49188NevadaFBachelor1288743.1748767.0108.0['1', '0', '00']Personal AutoTwo-Door Car566.472247
2WW63253CaliforniaMBachelor764586.180.0106.0['1', '0', '00']Corporate AutoSUV529.881344
3GA49547WashingtonMHigh School or Below536307.6536357.068.0['1', '0', '00']Personal AutoFour-Door Car17.269323
4OC83172OregonFBachelor825629.7862902.069.0['1', '0', '00']Personal AutoTwo-Door Car159.383042
\n", + "
" + ], + "text/plain": [ + " customer state gender education customer_lifetime_value \\\n", + "0 QZ44356 Arizona F Bachelor 697953.59 \n", + "1 AI49188 Nevada F Bachelor 1288743.17 \n", + "2 WW63253 California M Bachelor 764586.18 \n", + "3 GA49547 Washington M High School or Below 536307.65 \n", + "4 OC83172 Oregon F Bachelor 825629.78 \n", + "\n", + " income monthly_premium_auto number_of_open_complaints policy_type \\\n", + "0 0.0 94.0 ['1', '0', '00'] Personal Auto \n", + "1 48767.0 108.0 ['1', '0', '00'] Personal Auto \n", + "2 0.0 106.0 ['1', '0', '00'] Corporate Auto \n", + "3 36357.0 68.0 ['1', '0', '00'] Personal Auto \n", + "4 62902.0 69.0 ['1', '0', '00'] Personal Auto \n", + "\n", + " vehicle_class total_claim_amount \n", + "0 Four-Door Car 1131.464935 \n", + "1 Two-Door Car 566.472247 \n", + "2 SUV 529.881344 \n", + "3 Four-Door Car 17.269323 \n", + "4 Two-Door Car 159.383042 " + ] + }, + "execution_count": 96, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df1 = df1.rename(columns={'st': 'state'})\n", + "df1.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 114, + "id": "b74deab6-9f59-4c71-9f51-e06b64b2eb41", + "metadata": {}, + "outputs": [], + "source": [ + "def create_df(source):\n", + " df = pd.read_csv(source)\n", + " df.columns = df.columns.str.replace(' ', '_', regex=False)\n", + " df.columns = df.columns.str.lower()\n", + " df['gender'] = df['gender'].str.strip().str.lower().replace({'female': 'F', 'femal': 'F', 'f' :' F', 'male': 'M', 'm': 'M'})\n", + "\n", + " state_map = {\n", + " 'AZ': 'Arizona',\n", + " 'Cali': 'California',\n", + " 'WA': 'Washington'\n", + " }\n", + " df = df.rename(columns={'st': 'state'})\n", + " df['state'] = df['state'].replace(state_map)\n", + " df['education'] = df['education'].str.replace('Bachelors', 'Bachelor', regex=False)\n", + " #df['customer_lifetime_value'] = df['customer_lifetime_value'].str.rstrip('%').astype(float)\n", + " df['vehicle_class'] = df['vehicle_class'].replace({'Sports Car': 'Luxury', 'Luxury SUV': 'Luxury', 'Luxury Car': 'Luxury'})\n", + " df['customer_lifetime_value'] = df['customer_lifetime_value'].astype(float)\n", + " df['number_of_open_complaints'] = df['number_of_open_complaints'].astype(str)\n", + " df['number_of_open_complaints'] = df['number_of_open_complaints'].apply(lambda x: str(x.split('/')))\n", + " dfnew = df.dropna()\n", + " formated_df = dfnew.drop_duplicates()\n", + " return formated_df\n", + " print(formated_df)" + ] + }, + { + "cell_type": "code", + "execution_count": 108, + "id": "612e0bfd-bca0-41e7-9264-62fee43f50d6", + "metadata": {}, + "outputs": [], + "source": [ + "source = \"https://raw.githubusercontent.com/data-bootcamp-v4/data/main/file2.csv\"\n", + "df2 = create_df(source)" + ] + }, + { + "cell_type": "code", + "execution_count": 110, + "id": "df6e5352-522d-4af7-b15c-c96b29da1d36", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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customerstategendereducationcustomer_lifetime_valueincomemonthly_premium_autonumber_of_open_complaintstotal_claim_amountpolicy_typevehicle_class
0GS98873ArizonaFBachelor323912.471606188['1', '0', '00']633.6Personal AutoFour-Door Car
1CW49887CaliforniaFMaster462680.1179487114['1', '0', '00']547.2Special AutoSUV
2MY31220CaliforniaFCollege899704.0254230112['1', '0', '00']537.6Personal AutoTwo-Door Car
3UH35128OregonFCollege2580706.3071210214['1', '1', '00']1027.2Personal AutoLuxury
4WH52799ArizonaFCollege380812.219490394['1', '0', '00']451.2Corporate AutoTwo-Door Car
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" + ], + "text/plain": [ + " customer state gender education customer_lifetime_value income \\\n", + "0 GS98873 Arizona F Bachelor 323912.47 16061 \n", + "1 CW49887 California F Master 462680.11 79487 \n", + "2 MY31220 California F College 899704.02 54230 \n", + "3 UH35128 Oregon F College 2580706.30 71210 \n", + "4 WH52799 Arizona F College 380812.21 94903 \n", + "\n", + " monthly_premium_auto number_of_open_complaints total_claim_amount \\\n", + "0 88 ['1', '0', '00'] 633.6 \n", + "1 114 ['1', '0', '00'] 547.2 \n", + "2 112 ['1', '0', '00'] 537.6 \n", + "3 214 ['1', '1', '00'] 1027.2 \n", + "4 94 ['1', '0', '00'] 451.2 \n", + "\n", + " policy_type vehicle_class \n", + "0 Personal Auto Four-Door Car \n", + "1 Special Auto SUV \n", + "2 Personal Auto Two-Door Car \n", + "3 Personal Auto Luxury \n", + "4 Corporate Auto Two-Door Car " + ] + }, + "execution_count": 110, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df2.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 116, + "id": "95043c92-e9ee-4f6a-9653-c4673b3e0ea8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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customerstatecustomer_lifetime_valueeducationgenderincomemonthly_premium_autonumber_of_open_complaintspolicy_typetotal_claim_amountvehicle_class
0SA25987Washington3479.137523High School or BelowM0104['0']Personal Auto499.200000Two-Door Car
1TB86706Arizona2502.637401MasterM066['0']Personal Auto3.468912Two-Door Car
2ZL73902Nevada3265.156348BachelorF2582082['0']Personal Auto393.600000Four-Door Car
3KX23516California4455.843406High School or BelowF0121['0']Personal Auto699.615192SUV
4FN77294California7704.958480High School or BelowM30366101['2']Personal Auto484.800000SUV
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" + ], + "text/plain": [ + " customer state customer_lifetime_value education gender \\\n", + "0 SA25987 Washington 3479.137523 High School or Below M \n", + "1 TB86706 Arizona 2502.637401 Master M \n", + "2 ZL73902 Nevada 3265.156348 Bachelor F \n", + "3 KX23516 California 4455.843406 High School or Below F \n", + "4 FN77294 California 7704.958480 High School or Below M \n", + "\n", + " income monthly_premium_auto number_of_open_complaints policy_type \\\n", + "0 0 104 ['0'] Personal Auto \n", + "1 0 66 ['0'] Personal Auto \n", + "2 25820 82 ['0'] Personal Auto \n", + "3 0 121 ['0'] Personal Auto \n", + "4 30366 101 ['2'] Personal Auto \n", + "\n", + " total_claim_amount vehicle_class \n", + "0 499.200000 Two-Door Car \n", + "1 3.468912 Two-Door Car \n", + "2 393.600000 Four-Door Car \n", + "3 699.615192 SUV \n", + "4 484.800000 SUV " + ] + }, + "execution_count": 116, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "source = \"https://raw.githubusercontent.com/data-bootcamp-v4/data/main/file3.csv\"\n", + "df3 = create_df(source)\n", + "df3.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 128, + "id": "8895afb0-d419-4998-89a4-ff852310f1f8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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customerstategendereducationcustomer_lifetime_valueincomemonthly_premium_autonumber_of_open_complaintspolicy_typevehicle_classtotal_claim_amount
0FalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
1FalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
2FalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
3FalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
4FalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
....................................
9005FalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
9006FalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
9007FalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
9008FalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
9009FalseFalseFalseFalseFalseFalseFalseFalseFalseFalseFalse
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9010 rows × 11 columns

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" + ], + "text/plain": [ + " customer state gender education customer_lifetime_value income \\\n", + "0 False False False False False False \n", + "1 False False False False False False \n", + "2 False False False False False False \n", + "3 False False False False False False \n", + "4 False False False False False False \n", + "... ... ... ... ... ... ... \n", + "9005 False False False False False False \n", + "9006 False False False False False False \n", + "9007 False False False False False False \n", + "9008 False False False False False False \n", + "9009 False False False False False False \n", + "\n", + " monthly_premium_auto number_of_open_complaints policy_type \\\n", + "0 False False False \n", + "1 False False False \n", + "2 False False False \n", + "3 False False False \n", + "4 False False False \n", + "... ... ... ... \n", + "9005 False False False \n", + "9006 False False False \n", + "9007 False False False \n", + "9008 False False False \n", + "9009 False False False \n", + "\n", + " vehicle_class total_claim_amount \n", + "0 False False \n", + "1 False False \n", + "2 False False \n", + "3 False False \n", + "4 False False \n", + "... ... ... \n", + "9005 False False \n", + "9006 False False \n", + "9007 False False \n", + "9008 False False \n", + "9009 False False \n", + "\n", + "[9010 rows x 11 columns]" + ] + }, + "execution_count": 128, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "merged_df = pd.concat([df1, df2, df3], ignore_index=True)\n", + "\n", + "merged_df.shape\n", + "merged_df.isnull()" ] }, { @@ -72,14 +962,238 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 24, "id": "aa10d9b0-1c27-4d3f-a8e4-db6ab73bfd26", "metadata": { "id": "aa10d9b0-1c27-4d3f-a8e4-db6ab73bfd26" }, "outputs": [], "source": [ - "# Your code goes here" + "df = pd.read_csv(\"https://raw.githubusercontent.com/data-bootcamp-v4/data/main/marketing_customer_analysis_clean.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "26e0b49e-da4d-4741-9cb9-9bb1448f40de", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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unnamed:_0customerstatecustomer_lifetime_valueresponsecoverageeducationeffective_to_dateemploymentstatusgender...number_of_policiespolicy_typepolicyrenew_offer_typesales_channeltotal_claim_amountvehicle_classvehicle_sizevehicle_typemonth
00DK49336Arizona4809.216960NoBasicCollege2011-02-18EmployedM...9Corporate AutoCorporate L3Offer3Agent292.800000Four-Door CarMedsizeA2
11KX64629California2228.525238NoBasicCollege2011-01-18UnemployedF...1Personal AutoPersonal L3Offer4Call Center744.924331Four-Door CarMedsizeA1
22LZ68649Washington14947.917300NoBasicBachelor2011-02-10EmployedM...2Personal AutoPersonal L3Offer3Call Center480.000000SUVMedsizeA2
33XL78013Oregon22332.439460YesExtendedCollege2011-01-11EmployedM...2Corporate AutoCorporate L3Offer2Branch484.013411Four-Door CarMedsizeA1
44QA50777Oregon9025.067525NoPremiumBachelor2011-01-17Medical LeaveF...7Personal AutoPersonal L2Offer1Branch707.925645Four-Door CarMedsizeA1
\n", + "

5 rows × 27 columns

\n", + "
" + ], + "text/plain": [ + " unnamed:_0 customer state customer_lifetime_value response \\\n", + "0 0 DK49336 Arizona 4809.216960 No \n", + "1 1 KX64629 California 2228.525238 No \n", + "2 2 LZ68649 Washington 14947.917300 No \n", + "3 3 XL78013 Oregon 22332.439460 Yes \n", + "4 4 QA50777 Oregon 9025.067525 No \n", + "\n", + " coverage education effective_to_date employmentstatus gender ... \\\n", + "0 Basic College 2011-02-18 Employed M ... \n", + "1 Basic College 2011-01-18 Unemployed F ... \n", + "2 Basic Bachelor 2011-02-10 Employed M ... \n", + "3 Extended College 2011-01-11 Employed M ... \n", + "4 Premium Bachelor 2011-01-17 Medical Leave F ... \n", + "\n", + " number_of_policies policy_type policy renew_offer_type \\\n", + "0 9 Corporate Auto Corporate L3 Offer3 \n", + "1 1 Personal Auto Personal L3 Offer4 \n", + "2 2 Personal Auto Personal L3 Offer3 \n", + "3 2 Corporate Auto Corporate L3 Offer2 \n", + "4 7 Personal Auto Personal L2 Offer1 \n", + "\n", + " sales_channel total_claim_amount vehicle_class vehicle_size \\\n", + "0 Agent 292.800000 Four-Door Car Medsize \n", + "1 Call Center 744.924331 Four-Door Car Medsize \n", + "2 Call Center 480.000000 SUV Medsize \n", + "3 Branch 484.013411 Four-Door Car Medsize \n", + "4 Branch 707.925645 Four-Door Car Medsize \n", + "\n", + " vehicle_type month \n", + "0 A 2 \n", + "1 A 1 \n", + "2 A 2 \n", + "3 A 1 \n", + "4 A 1 \n", + "\n", + "[5 rows x 27 columns]" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" ] }, { @@ -93,6 +1207,39 @@ "Round the total revenue to 2 decimal points. Analyze the resulting table to draw insights." ] }, + { + "cell_type": "code", + "execution_count": 34, + "id": "afc4c01c-c5f5-476e-8395-40620707dcdf", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " sales_channel total_claim_amount\n", + "0 Agent 1810226.82\n", + "1 Branch 1301204.00\n", + "2 Call Center 926600.82\n", + "3 Web 706600.04\n" + ] + } + ], + "source": [ + "#1\n", + "summary_table = pd.pivot_table(\n", + " df,\n", + " values='total_claim_amount', # The column to aggregate (total revenue)\n", + " index='sales_channel', # The column to group by (sales channel)\n", + " aggfunc='sum' # Aggregate function to calculate total revenue\n", + ")\n", + "summary_table = summary_table.reset_index()\n", + "summary_table['total_claim_amount'] = summary_table['total_claim_amount'].round(2)\n", + "\n", + "# Display the summary table\n", + "print(summary_table)" + ] + }, { "cell_type": "markdown", "id": "640993b2-a291-436c-a34d-a551144f8196", @@ -103,6 +1250,42 @@ "2. Create a pivot table that shows the average customer lifetime value per gender and education level. Analyze the resulting table to draw insights." ] }, + { + "cell_type": "code", + "execution_count": 38, + "id": "51f7bdff-6308-497c-9108-45f1bd11925f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " education gender customer_lifetime_value\n", + "0 Bachelor F 13386258.11\n", + "1 Bachelor M 12110061.83\n", + "2 College F 12460107.91\n", + "3 College M 12851725.02\n", + "4 Doctor F 1465701.78\n", + "5 Doctor M 1490482.06\n", + "6 High School or Below F 13793600.12\n", + "7 High School or Below M 12680914.19\n", + "8 Master F 3874600.25\n", + "9 Master M 3365559.06\n" + ] + } + ], + "source": [ + "summary_table2 = pd.pivot_table(\n", + " df,\n", + " values='customer_lifetime_value', # The column to aggregate (total revenue)\n", + " index=['education','gender'], # The column to group by (sales channel)\n", + " aggfunc='sum' # Aggregate function to calculate total revenue\n", + ")\n", + "summary_table2 = summary_table2.reset_index()\n", + "summary_table2['customer_lifetime_value'] = summary_table2['customer_lifetime_value'].round(2)\n", + "print(summary_table2)" + ] + }, { "cell_type": "markdown", "id": "32c7f2e5-3d90-43e5-be33-9781b6069198", @@ -130,15 +1313,63 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 46, + "id": "7f9d326b-514b-4312-8229-65f695d7ea87", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([2, 1], dtype=int64)" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df[\"month\"].unique()" + ] + }, + { + "cell_type": "code", + "execution_count": 48, "id": "3a069e0b-b400-470e-904d-d17582191be4", "metadata": { "id": "3a069e0b-b400-470e-904d-d17582191be4" }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + " policy_type month number_of_complaints\n", + "2 Personal Auto 1 4329\n", + "3 Personal Auto 2 3799\n", + "0 Corporate Auto 1 1252\n", + "1 Corporate Auto 2 1089\n", + "4 Special Auto 1 237\n", + "5 Special Auto 2 204\n" + ] + } + ], "source": [ - "# Your code goes here" + "\n", + "summary_table3 = df.groupby(['policy_type', 'month']).size().reset_index(name='number_of_complaints')\n", + "summary_table3 = summary_table3.sort_values(by='number_of_complaints', ascending=False)\n", + "\n", + "# Step 3: Display the summary table in long format\n", + "print(summary_table3)" ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ea31043d-5a75-4583-823f-f38ed8f1c3be", + "metadata": {}, + "outputs": [], + "source": [] } ], "metadata": { @@ -160,7 +1391,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.13" + "version": "3.12.7" } }, "nbformat": 4,