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..7e39dc2 --- /dev/null +++ b/.ipynb_checkpoints/lab-dw-data-structuring-and-combining-checkpoint.ipynb @@ -0,0 +1,2797 @@ +{ + "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": 7, + "id": "492d06e3-92c7-4105-ac72-536db98d3244", + "metadata": { + "id": "492d06e3-92c7-4105-ac72-536db98d3244" + }, + "outputs": [], + "source": [ + "import pandas as pd \n", + "df1 = pd.read_csv (\"cleaned_dataset.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "e807c7c2-f916-4dfa-b6f8-17e3bcf63772", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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customerstatesexeducationcustomer_lifetime_valueincomemonthly_premium_autoopen_complaintspolicy_typevehicle_classclaim_amount
0RB50392WashingtonunknownMaster7.936903e+050.01000.00.0Personal AutoFour-Door Car2.704934
1QZ44356ArizonaFemaleBachelors6.979536e+050.094.00.0Personal AutoFour-Door Car1131.464935
2AI49188NevadaFemaleBachelors1.288743e+0648767.0108.00.0Personal AutoTwo-Door Car566.472247
3WW63253CaliforniaMaleBachelors7.645862e+050.0106.00.0Corporate AutoSUV529.881344
4GA49547WashingtonMaleHigh School or Below5.363077e+0536357.068.00.0Personal AutoFour-Door Car17.269323
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" + ], + "text/plain": [ + " customer state sex education \\\n", + "0 RB50392 Washington unknown Master \n", + "1 QZ44356 Arizona Female Bachelors \n", + "2 AI49188 Nevada Female Bachelors \n", + "3 WW63253 California Male Bachelors \n", + "4 GA49547 Washington Male High School or Below \n", + "\n", + " customer_lifetime_value income monthly_premium_auto open_complaints \\\n", + "0 7.936903e+05 0.0 1000.0 0.0 \n", + "1 6.979536e+05 0.0 94.0 0.0 \n", + "2 1.288743e+06 48767.0 108.0 0.0 \n", + "3 7.645862e+05 0.0 106.0 0.0 \n", + "4 5.363077e+05 36357.0 68.0 0.0 \n", + "\n", + " policy_type vehicle_class claim_amount \n", + "0 Personal Auto Four-Door Car 2.704934 \n", + "1 Personal Auto Four-Door Car 1131.464935 \n", + "2 Personal Auto Two-Door Car 566.472247 \n", + "3 Corporate Auto SUV 529.881344 \n", + "4 Personal Auto Four-Door Car 17.269323 " + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df1.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "e32af0dd-1231-4bb7-a94f-9d7e3d1ca78c", + "metadata": {}, + "outputs": [], + "source": [ + "df2 = pd.read_csv (\"https://raw.githubusercontent.com/data-bootcamp-v4/data/main/file2.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "4a91f7f8-f8a4-4f82-b45b-0935a6ba6686", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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CustomerSTGENDEREducationCustomer Lifetime ValueIncomeMonthly Premium AutoNumber of Open ComplaintsTotal Claim AmountPolicy TypeVehicle Class
0GS98873ArizonaFBachelor323912.47%16061881/0/00633.6Personal AutoFour-Door Car
1CW49887CaliforniaFMaster462680.11%794871141/0/00547.2Special AutoSUV
2MY31220CaliforniaFCollege899704.02%542301121/0/00537.6Personal AutoTwo-Door Car
3UH35128OregonFCollege2580706.30%712102141/1/001027.2Personal AutoLuxury Car
4WH52799ArizonaFCollege380812.21%94903941/0/00451.2Corporate AutoTwo-Door Car
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" + ], + "text/plain": [ + " Customer ST 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 Car \n", + "4 Corporate Auto Two-Door Car " + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df2.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "id": "ddadc8ae-9766-40a4-ac9a-da6f4781a5f5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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customerstatecustomer_lifetime_valueeducationsexincomemonthly_premium_autoopen_complaintspolicy_typeclaim_amountvehicle_class
0SA25987Washington3479.137523High School or BelowFemale01040Personal Auto499.200000Two-Door Car
1TB86706Arizona2502.637401MasterFemale0660Personal Auto3.468912Two-Door Car
2ZL73902Nevada3265.156348BachelorFemale25820820Personal Auto393.600000Four-Door Car
3KX23516California4455.843406High School or BelowFemale01210Personal Auto699.615192SUV
4FN77294California7704.958480High School or BelowFemale303661012Personal Auto484.800000SUV
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" + ], + "text/plain": [ + " customer state customer_lifetime_value education sex \\\n", + "0 SA25987 Washington 3479.137523 High School or Below Female \n", + "1 TB86706 Arizona 2502.637401 Master Female \n", + "2 ZL73902 Nevada 3265.156348 Bachelor Female \n", + "3 KX23516 California 4455.843406 High School or Below Female \n", + "4 FN77294 California 7704.958480 High School or Below Female \n", + "\n", + " income monthly_premium_auto open_complaints policy_type claim_amount \\\n", + "0 0 104 0 Personal Auto 499.200000 \n", + "1 0 66 0 Personal Auto 3.468912 \n", + "2 25820 82 0 Personal Auto 393.600000 \n", + "3 0 121 0 Personal Auto 699.615192 \n", + "4 30366 101 2 Personal Auto 484.800000 \n", + "\n", + " vehicle_class \n", + "0 Two-Door Car \n", + "1 Two-Door Car \n", + "2 Four-Door Car \n", + "3 SUV \n", + "4 SUV " + ] + }, + "execution_count": 86, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df3.head()" + ] + }, + { + "cell_type": "markdown", + "id": "ae97aa26-19d8-400e-b064-dce1ced8678e", + "metadata": {}, + "source": [ + "### Clean df2" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "67c4a656-dcf4-401d-8a53-71e227dfa3de", + "metadata": {}, + "outputs": [], + "source": [ + "df2.columns = df2.columns.str.strip().str.lower()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "6b41732c-3525-4b86-9c89-80eff05d25ef", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['customer', 'st', 'gender', 'education', 'customer lifetime value',\n", + " 'income', 'monthly premium auto', 'number of open complaints',\n", + " 'total claim amount', 'policy type', 'vehicle class'],\n", + " dtype='object')" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df2.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "543ee1da-bf9b-4c6d-b1fb-a3ee82f3a34d", + "metadata": {}, + "outputs": [], + "source": [ + "df2.columns = ['customer', 'state', 'sex', 'education', 'customer_lifetime_value',\n", + " 'income', 'monthly_premium_auto', 'open_complaints',\n", + " 'claim_amount', 'policy_type', 'vehicle_class']" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "370b19ac-53da-4f81-a5d2-9ded4b5c6586", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "customer 996\n", + "state 6\n", + "sex 4\n", + "education 6\n", + "customer_lifetime_value 950\n", + "income 733\n", + "monthly_premium_auto 126\n", + "open_complaints 6\n", + "claim_amount 667\n", + "policy_type 3\n", + "vehicle_class 6\n", + "dtype: int64" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df2.nunique()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "b23861e4-2c96-4612-98c6-0443ea52f5c1", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "customer 0\n", + "state 0\n", + "sex 5\n", + "education 0\n", + "customer_lifetime_value 4\n", + "income 0\n", + "monthly_premium_auto 0\n", + "open_complaints 0\n", + "claim_amount 0\n", + "policy_type 0\n", + "vehicle_class 0\n", + "dtype: int64" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df2.isna().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "bcf9d80a-faa5-4c0f-95dd-bcb9396dea9f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(996, 11)" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df2.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "805c84ad-2002-4644-b8d0-bedfc47e8a4c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "sex\n", + "F 527\n", + "M 461\n", + "female 2\n", + "Male 1\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df2[\"sex\"].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "2bb7b6c9-42bc-4b82-95d9-5cd8cc2b314b", + "metadata": {}, + "outputs": [], + "source": [ + "df2[\"sex\"] = df2[\"sex\"].replace ([\"F\", \"female\"], \"Female\")" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "b4694292-54fb-4028-969e-38ff6384c90f", + "metadata": {}, + "outputs": [], + "source": [ + "df2[\"sex\"] = df2[\"sex\"].replace (\"M\", \"Male\")" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "d890de97-c142-4bac-a1e9-1e616bb6b967", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "sex\n", + "Female 529\n", + "Male 462\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df2[\"sex\"].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "90a98909-16f0-4326-be00-f749a0c42515", + "metadata": {}, + "outputs": [], + "source": [ + "df2 = df2.dropna()" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "90dcebb2-c6b7-43fe-b10c-5ab1800464f8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "state\n", + "Oregon 303\n", + "California 277\n", + "Arizona 191\n", + "Nevada 125\n", + "Washington 92\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df2[\"state\"].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "f141c692-d842-4bb5-a520-6b80663cf61b", + "metadata": {}, + "outputs": [], + "source": [ + "df2 [\"state\"] = df2 [\"state\"].replace (\"AZ\", \"Arizona\" )" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "38f4d03f-45fd-4b45-bc05-f04064433a82", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "education\n", + "College 310\n", + "High School or Below 288\n", + "Bachelor 240\n", + "Master 85\n", + "Doctor 49\n", + "Bachelors 16\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df2 [\"education\"].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "id": "69a64cad-d39d-42c9-bd41-85e59e09dc38", + "metadata": {}, + "outputs": [], + "source": [ + "df2 [\"education\"] = df2 [\"state\"].replace (\"Bachelor\", \"Bachelors\" )" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "4e1cffc9-a10d-49a0-b39b-5f2fafbcaad6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "customer_lifetime_value\n", + "552821.28% 4\n", + "1203662.05% 3\n", + "650339.70% 3\n", + "538949.95% 3\n", + "518162.09% 3\n", + " ..\n", + "1765196.34% 1\n", + "1702989.34% 1\n", + "403931.50% 1\n", + "261933.74% 1\n", + "399258.39% 1\n", + "Name: count, Length: 946, dtype: int64" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df2 [\"customer_lifetime_value\"].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "3a1e8c74-ed7c-435d-9581-bf71f60f8518", + "metadata": {}, + "outputs": [], + "source": [ + "df2 [\"customer_lifetime_value\"] = df2 [\"customer_lifetime_value\"].str.replace (\"%\", \"\" )" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "f79d9e8b-2ae1-44ec-b102-001a5ff7accc", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "vehicle_class\n", + "Four-Door Car 512\n", + "Two-Door Car 210\n", + "SUV 174\n", + "Luxury Car 92\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df2 [\"vehicle_class\"].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "0fb01481-5c15-47a8-a9f3-dc682c54ca61", + "metadata": {}, + "outputs": [], + "source": [ + "df2 [\"vehicle_class\"] = df2 [\"vehicle_class\"].replace ([\"Sports Car\", \"Luxury SUV\", \"Luxury Car\" ] , \"Luxury Car\")" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "242c208e-25d5-463e-9953-14bd3b6f1d30", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "dtype('O')" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df2[\"customer_lifetime_value\"].dtype" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "id": "8eea750f-69c4-48d0-875f-2bc93ef03a58", + "metadata": {}, + "outputs": [], + "source": [ + "# Need to convert the object type to numeric to fill nulls with mean \n", + "\n", + "df2[\"customer_lifetime_value\"] = pd.to_numeric (df2[\"customer_lifetime_value\"])" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "id": "ddd77129-11c3-46b5-876c-edd7401745d6", + "metadata": {}, + "outputs": [], + "source": [ + "# Format this column and also make it numeric for convenience\n", + "\n", + "df2 [\"open_complaints\"] = pd.to_numeric (df2 [\"open_complaints\"].str.split (\"/\").str[1])" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "5ea26d55-2615-49e5-b515-48ffda3d8d75", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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customerstatesexeducationcustomer_lifetime_valueincomemonthly_premium_autoopen_complaintsclaim_amountpolicy_typevehicle_class
0GS98873ArizonaFemaleBachelor323912.4716061880633.6Personal AutoFour-Door Car
1CW49887CaliforniaFemaleMaster462680.11794871140547.2Special AutoSUV
2MY31220CaliforniaFemaleCollege899704.02542301120537.6Personal AutoTwo-Door Car
3UH35128OregonFemaleCollege2580706.307121021411027.2Personal AutoLuxury Car
4WH52799ArizonaFemaleCollege380812.2194903940451.2Corporate AutoTwo-Door Car
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customerstatecustomer_lifetime_valueeducationgenderincomemonthly_premium_autoopen_complaintspolicy_typeclaim_amountvehicle_class
0SA25987Washington3479.137523High School or BelowM01040Personal Auto499.200000Two-Door Car
1TB86706Arizona2502.637401MasterM0660Personal Auto3.468912Two-Door Car
2ZL73902Nevada3265.156348BachelorF25820820Personal Auto393.600000Four-Door Car
3KX23516California4455.843406High School or BelowF01210Personal Auto699.615192SUV
4FN77294California7704.958480High School or BelowM303661012Personal Auto484.800000SUV
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customerstatecustomer_lifetime_valueeducationsexincomemonthly_premium_autoopen_complaintspolicy_typeclaim_amountvehicle_class
0SA25987Washington3479.137523High School or BelowFemale01040Personal Auto499.200000Two-Door Car
1TB86706Arizona2502.637401MasterFemale0660Personal Auto3.468912Two-Door Car
2ZL73902Nevada3265.156348BachelorFemale25820820Personal Auto393.600000Four-Door Car
3KX23516California4455.843406High School or BelowFemale01210Personal Auto699.615192SUV
4FN77294California7704.958480High School or BelowFemale303661012Personal Auto484.800000SUV
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customerstatesexeducationcustomer_lifetime_valueincomemonthly_premium_autoopen_complaintspolicy_typevehicle_classclaim_amount
0RB50392WashingtonunknownMaster7.936903e+050.01000.00.0Personal AutoFour-Door Car2.704934
1QZ44356ArizonaFemaleBachelors6.979536e+050.094.00.0Personal AutoFour-Door Car1131.464935
2AI49188NevadaFemaleBachelors1.288743e+0648767.0108.00.0Personal AutoTwo-Door Car566.472247
3WW63253CaliforniaMaleBachelors7.645862e+050.0106.00.0Corporate AutoSUV529.881344
4GA49547WashingtonMaleHigh School or Below5.363077e+0536357.068.00.0Personal AutoFour-Door Car17.269323
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" + ], + "text/plain": [ + " customer state sex education \\\n", + "0 RB50392 Washington unknown Master \n", + "1 QZ44356 Arizona Female Bachelors \n", + "2 AI49188 Nevada Female Bachelors \n", + "3 WW63253 California Male Bachelors \n", + "4 GA49547 Washington Male High School or Below \n", + "\n", + " customer_lifetime_value income monthly_premium_auto open_complaints \\\n", + "0 7.936903e+05 0.0 1000.0 0.0 \n", + "1 6.979536e+05 0.0 94.0 0.0 \n", + "2 1.288743e+06 48767.0 108.0 0.0 \n", + "3 7.645862e+05 0.0 106.0 0.0 \n", + "4 5.363077e+05 36357.0 68.0 0.0 \n", + "\n", + " policy_type vehicle_class claim_amount \n", + "0 Personal Auto Four-Door Car 2.704934 \n", + "1 Personal Auto Four-Door Car 1131.464935 \n", + "2 Personal Auto Two-Door Car 566.472247 \n", + "3 Corporate Auto SUV 529.881344 \n", + "4 Personal Auto Four-Door Car 17.269323 " + ] + }, + "execution_count": 93, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_together.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 94, + "id": "5c90a9d1-90cb-4959-a657-eddad19a2b0e", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(9129, 11)" + ] + }, + "execution_count": 94, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df_together.shape" + ] + }, + { + "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": 95, + "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\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 96, + "id": "40c843af-b5b6-488d-b71b-aa1778a4c2ec", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(10910, 27)" + ] + }, + "execution_count": 96, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 124, + "id": "2ae3f8c7-0acf-47f5-a364-c6a7ffcbffaf", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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customerstatecustomer_lifetime_valueresponsecoverageeducationeffective_to_dateemploymentstatusgenderincome...number_of_policiespolicy_typepolicyrenew_offer_typesales_channeltotal_claim_amountvehicle_classvehicle_sizevehicle_typemonth
0DK49336Arizona4809.216960NoBasicCollege2011-02-18EmployedM48029...9Corporate AutoCorporate L3Offer3Agent292.800000Four-Door CarMedsizeA2
1KX64629California2228.525238NoBasicCollege2011-01-18UnemployedF0...1Personal AutoPersonal L3Offer4Call Center744.924331Four-Door CarMedsizeA1
2LZ68649Washington14947.917300NoBasicBachelor2011-02-10EmployedM22139...2Personal AutoPersonal L3Offer3Call Center480.000000SUVMedsizeA2
3XL78013Oregon22332.439460YesExtendedCollege2011-01-11EmployedM49078...2Corporate AutoCorporate L3Offer2Branch484.013411Four-Door CarMedsizeA1
4QA50777Oregon9025.067525NoPremiumBachelor2011-01-17Medical LeaveF23675...7Personal AutoPersonal L2Offer1Branch707.925645Four-Door CarMedsizeA1
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5 rows × 26 columns

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" + ], + "text/plain": [ + " customer state customer_lifetime_value response coverage education \\\n", + "0 DK49336 Arizona 4809.216960 No Basic College \n", + "1 KX64629 California 2228.525238 No Basic College \n", + "2 LZ68649 Washington 14947.917300 No Basic Bachelor \n", + "3 XL78013 Oregon 22332.439460 Yes Extended College \n", + "4 QA50777 Oregon 9025.067525 No Premium Bachelor \n", + "\n", + " effective_to_date employmentstatus gender income ... number_of_policies \\\n", + "0 2011-02-18 Employed M 48029 ... 9 \n", + "1 2011-01-18 Unemployed F 0 ... 1 \n", + "2 2011-02-10 Employed M 22139 ... 2 \n", + "3 2011-01-11 Employed M 49078 ... 2 \n", + "4 2011-01-17 Medical Leave F 23675 ... 7 \n", + "\n", + " policy_type policy renew_offer_type sales_channel \\\n", + "0 Corporate Auto Corporate L3 Offer3 Agent \n", + "1 Personal Auto Personal L3 Offer4 Call Center \n", + "2 Personal Auto Personal L3 Offer3 Call Center \n", + "3 Corporate Auto Corporate L3 Offer2 Branch \n", + "4 Personal Auto Personal L2 Offer1 Branch \n", + "\n", + " total_claim_amount vehicle_class vehicle_size vehicle_type month \n", + "0 292.800000 Four-Door Car Medsize A 2 \n", + "1 744.924331 Four-Door Car Medsize A 1 \n", + "2 480.000000 SUV Medsize A 2 \n", + "3 484.013411 Four-Door Car Medsize A 1 \n", + "4 707.925645 Four-Door Car Medsize A 1 \n", + "\n", + "[5 rows x 26 columns]" + ] + }, + "execution_count": 124, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 98, + "id": "e10a707c-d983-4111-bee3-771c292e30ef", + "metadata": {}, + "outputs": [], + "source": [ + "df.columns = df.columns.str.strip().str.lower()" + ] + }, + { + "cell_type": "code", + "execution_count": 100, + "id": "468d94b5-2355-4f8e-b283-0093421824a9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['unnamed:_0', 'customer', 'state', 'customer_lifetime_value',\n", + " 'response', 'coverage', 'education', 'effective_to_date',\n", + " 'employmentstatus', 'gender', 'income', 'location_code',\n", + " 'marital_status', 'monthly_premium_auto', 'months_since_last_claim',\n", + " 'months_since_policy_inception', 'number_of_open_complaints',\n", + " 'number_of_policies', 'policy_type', 'policy', 'renew_offer_type',\n", + " 'sales_channel', 'total_claim_amount', 'vehicle_class', 'vehicle_size',\n", + " 'vehicle_type', 'month'],\n", + " dtype='object')" + ] + }, + "execution_count": 100, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 103, + "id": "6fa65675-619c-48a7-9ceb-53217d73dd9d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "unnamed:_0 10910\n", + "customer 9134\n", + "state 5\n", + "customer_lifetime_value 8041\n", + "response 2\n", + "coverage 3\n", + "education 5\n", + "effective_to_date 59\n", + "employmentstatus 5\n", + "gender 2\n", + "income 5694\n", + "location_code 3\n", + "marital_status 3\n", + "monthly_premium_auto 202\n", + "months_since_last_claim 37\n", + "months_since_policy_inception 100\n", + "number_of_open_complaints 7\n", + "number_of_policies 9\n", + "policy_type 3\n", + "policy 9\n", + "renew_offer_type 4\n", + "sales_channel 4\n", + "total_claim_amount 5106\n", + "vehicle_class 6\n", + "vehicle_size 3\n", + "vehicle_type 1\n", + "month 2\n", + "dtype: int64" + ] + }, + "execution_count": 103, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.nunique()" + ] + }, + { + "cell_type": "code", + "execution_count": 104, + "id": "04b681d5-f2da-47c0-9ad8-89e860bb869c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "unnamed:_0 0\n", + "customer 0\n", + "state 0\n", + "customer_lifetime_value 0\n", + "response 0\n", + "coverage 0\n", + "education 0\n", + "effective_to_date 0\n", + "employmentstatus 0\n", + "gender 0\n", + "income 0\n", + "location_code 0\n", + "marital_status 0\n", + "monthly_premium_auto 0\n", + "months_since_last_claim 0\n", + "months_since_policy_inception 0\n", + "number_of_open_complaints 0\n", + "number_of_policies 0\n", + "policy_type 0\n", + "policy 0\n", + "renew_offer_type 0\n", + "sales_channel 0\n", + "total_claim_amount 0\n", + "vehicle_class 0\n", + "vehicle_size 0\n", + "vehicle_type 0\n", + "month 0\n", + "dtype: int64" + ] + }, + "execution_count": 104, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.isna().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 105, + "id": "ef5c35a8-ce09-4dbd-9a98-9e84988d2bf7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "np.int64(0)" + ] + }, + "execution_count": 105, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.duplicated().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 108, + "id": "cebeb725-6db1-4f30-bf4b-8a498a02e70a", + "metadata": {}, + "outputs": [], + "source": [ + "# Dropping unnamed as it's the index \n", + "\n", + "df = df.drop (\"unnamed:_0\", axis = 1)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 123, + "id": "d9d505e8-2fd3-4edc-a366-622431fedd5a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "sales_channel\n", + "Agent 4121\n", + "Branch 3022\n", + "Call Center 2141\n", + "Web 1626\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 123, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df [\"sales_channel\"].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 127, + "id": "7d3ad41d-8011-430d-8ff2-55c8ff9fd5b8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "monthly_premium_auto\n", + "65 419\n", + "66 371\n", + "71 368\n", + "73 363\n", + "63 345\n", + " ... \n", + "163 1\n", + "178 1\n", + "287 1\n", + "228 1\n", + "203 1\n", + "Name: count, Length: 202, dtype: int64" + ] + }, + "execution_count": 127, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df [\"monthly_premium_auto\"].value_counts()" + ] + }, + { + "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": "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": null, + "id": "a6311b6c-f02e-4d59-84db-b35456cfe45a", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 133, + "id": "120271e8-3a94-4af8-89ae-d8ab092eba97", + "metadata": {}, + "outputs": [], + "source": [ + "pivot_df = df.pivot_table (index= \"sales_channel\", values = \"monthly_premium_auto\", aggfunc = \"sum\" ).round(2)" + ] + }, + { + "cell_type": "code", + "execution_count": 134, + "id": "d8428a87-2ec9-4e1e-a142-145f78df1639", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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monthly_premium_auto
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" + ], + "text/plain": [ + " monthly_premium_auto\n", + "sales_channel \n", + "Agent 386335\n", + "Branch 280953\n", + "Call Center 197970\n", + "Web 151511" + ] + }, + "execution_count": 134, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pivot_df" + ] + }, + { + "cell_type": "markdown", + "id": "11c7f0c6-2abb-4553-9290-e3a8e6dd6a96", + "metadata": {}, + "source": [ + "- Agent sales channel creates more total revenue. " + ] + }, + { + "cell_type": "code", + "execution_count": 136, + "id": "39fb8da5-312e-4acb-846e-0aa32f50bbec", + "metadata": {}, + "outputs": [], + "source": [ + "pv2_df = df.pivot_table (index = \"education\", columns = \"gender\", values = \"customer_lifetime_value\", aggfunc = \"mean\").round(2) " + ] + }, + { + "cell_type": "code", + "execution_count": 137, + "id": "57d2530d-606e-4776-8db2-b40bdd67268c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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genderFM
education
Bachelor7874.277703.60
College7748.828052.46
Doctor7328.517415.33
High School or Below8675.228149.69
Master8157.058168.83
\n", + "
" + ], + "text/plain": [ + "gender F M\n", + "education \n", + "Bachelor 7874.27 7703.60\n", + "College 7748.82 8052.46\n", + "Doctor 7328.51 7415.33\n", + "High School or Below 8675.22 8149.69\n", + "Master 8157.05 8168.83" + ] + }, + "execution_count": 137, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pv2_df" + ] + }, + { + "cell_type": "code", + "execution_count": 139, + "id": "197aa122-557d-406a-b882-bce466cffa49", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "gender\n", + "F 8675.22\n", + "M 8168.83\n", + "dtype: float64" + ] + }, + "execution_count": 139, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pv2_df.max()" + ] + }, + { + "cell_type": "code", + "execution_count": 140, + "id": "60ad0d2f-61c9-4ff0-a2af-ec20d63fdbb3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "('High School or Below', 'F')" + ] + }, + "execution_count": 140, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pv2_df.stack().idxmax()\n", + "\n", + "# High School or Below females creates the highest Customer Lifetime Value. \n", + "# While females with doctor education creates the lowest Customer Lifetime Value. " + ] + }, + { + "cell_type": "code", + "execution_count": 141, + "id": "8ea431df-f0c0-460d-81df-49037555cc21", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "('Doctor', 'F')" + ] + }, + "execution_count": 141, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pv2_df.stack().idxmin()" + ] + }, + { + "cell_type": "code", + "execution_count": 142, + "id": "881e0b1c-c542-4a77-bbea-9be29a9652c5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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genderFM
count5.0000005.000000
mean7956.7740007897.982000
std500.260572328.373387
min7328.5100007415.330000
25%7748.8200007703.600000
50%7874.2700008052.460000
75%8157.0500008149.690000
max8675.2200008168.830000
\n", + "
" + ], + "text/plain": [ + "gender F M\n", + "count 5.000000 5.000000\n", + "mean 7956.774000 7897.982000\n", + "std 500.260572 328.373387\n", + "min 7328.510000 7415.330000\n", + "25% 7748.820000 7703.600000\n", + "50% 7874.270000 8052.460000\n", + "75% 8157.050000 8149.690000\n", + "max 8675.220000 8168.830000" + ] + }, + "execution_count": 142, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pv2_df.describe()\n", + "\n", + "# The average CLV in females is slightly higher than males but very similar -> gender may not affecting the value of CLV so much. \n", + "# Males have a slightly higher median even having a lower mean than females -> ?? less spread out than females, better distribution...\n", + "\n", + "# Females show higher variability -> females customers are less consistent customers than males. \n" + ] + }, + { + "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": null, + "id": "3a069e0b-b400-470e-904d-d17582191be4", + "metadata": { + "id": "3a069e0b-b400-470e-904d-d17582191be4" + }, + "outputs": [], + "source": [ + "# Your code goes here" + ] + } + ], + "metadata": { + "colab": { + "provenance": [] + }, + "kernelspec": { + "display_name": "Python [conda env:base] *", + "language": "python", + "name": "conda-base-py" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.9" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +} diff --git a/cleaned_dataset.csv b/cleaned_dataset.csv new file mode 100644 index 0000000..4084fb1 --- /dev/null +++ b/cleaned_dataset.csv @@ -0,0 +1,1072 @@ +customer,state,sex,education,customer_lifetime_value,income,monthly_premium_auto,open_complaints,policy_type,vehicle_class,claim_amount +RB50392,Washington,unknown,Master,793690.2593445693,0.0,1000.0,0.0,Personal Auto,Four-Door Car,2.704934 +QZ44356,Arizona,Female,Bachelors,697953.59,0.0,94.0,0.0,Personal Auto,Four-Door Car,1131.464935 +AI49188,Nevada,Female,Bachelors,1288743.17,48767.0,108.0,0.0,Personal Auto,Two-Door Car,566.472247 +WW63253,California,Male,Bachelors,764586.18,0.0,106.0,0.0,Corporate Auto,SUV,529.881344 +GA49547,Washington,Male,High School or Below,536307.65,36357.0,68.0,0.0,Personal Auto,Four-Door Car,17.269323 +OC83172,Oregon,Female,Bachelors,825629.78,62902.0,69.0,0.0,Personal Auto,Two-Door Car,159.383042 +XZ87318,Oregon,Female,College,538089.86,55350.0,67.0,0.0,Corporate Auto,Four-Door Car,321.6 +CF85061,Arizona,Male,Master,721610.03,0.0,101.0,0.0,Corporate Auto,Four-Door Car,363.02968 +DY87989,Oregon,Male,Bachelors,2412750.4,14072.0,71.0,0.0,Corporate Auto,Four-Door Car,511.2 +BQ94931,Oregon,Female,College,738817.81,28812.0,93.0,0.0,Special Auto,Four-Door Car,425.527834 +SX51350,California,Male,College,473899.2,0.0,67.0,0.0,Personal Auto,Four-Door Car,482.4 +VQ65197,California,unknown,College,819719.71,0.0,110.0,0.0,Personal Auto,SUV,528.0 +DP39365,California,unknown,Master,879879.7,77026.0,110.0,2.0,Corporate Auto,Four-Door Car,472.029737 +SJ95423,Arizona,unknown,High School or Below,881901.89,99845.0,110.0,1.0,Corporate Auto,SUV,528.0 +IL66569,California,unknown,College,538443.17,83689.0,70.0,2.0,Corporate Auto,Four-Door Car,307.139132 +BW63560,Oregon,unknown,Bachelors,746313.94,24599.0,64.0,1.0,Corporate Auto,Four-Door Car,42.920271 +FV94802,Nevada,unknown,High School or Below,256686.78,25049.0,67.0,0.0,Personal Auto,Two-Door Car,454.245098 +OE15005,California,unknown,College,394524.16,28855.0,101.0,0.0,Personal Auto,SUV,647.442031 +WC83389,Oregon,unknown,College,571033.31,51148.0,72.0,0.0,Personal Auto,Four-Door Car,308.981664 +FL50705,California,unknown,High School or Below,816261.71,66140.0,101.0,0.0,Corporate Auto,Four-Door Car,484.8 +ZK25313,Oregon,unknown,High School or Below,287205.13,57749.0,74.0,0.0,Personal Auto,Two-Door Car,355.2 +QK46697,Washington,Male,Bachelors,617710.93,61040.0,79.0,1.0,Personal Auto,Two-Door Car,20.382876 +YH23384,Arizona,unknown,Bachelors,2412750.4,14072.0,71.0,0.0,Personal Auto,Four-Door Car,511.2 +TZ98966,Nevada,unknown,Bachelors,245019.1,0.0,73.0,3.0,Corporate Auto,Four-Door Car,554.376763 +HM55802,California,unknown,Bachelors,239210.79,17870.0,61.0,0.0,Corporate Auto,Four-Door Car,439.2 +FS42516,Oregon,unknown,College,580206.6,97541.0,72.0,0.0,Personal Auto,Four-Door Car,389.185006 +US89481,California,unknown,Bachelors,394637.21,0.0,111.0,0.0,Personal Auto,Four-Door Car,799.2 +HS14476,Washington,Male,College,916206.32,29723.0,80.0,0.0,Personal Auto,Four-Door Car,20.985105 +GE62437,Arizona,unknown,College,1290256.01,86584.0,111.0,2.0,Personal Auto,Four-Door Car,532.8 +EJ77678,Oregon,unknown,Master,323536.05,75690.0,80.0,1.0,Personal Auto,Four-Door Car,384.0 +SV85652,Arizona,unknown,College,245458.35,23158.0,63.0,1.0,Personal Auto,Four-Door Car,322.294043 +UL64533,Nevada,unknown,High School or Below,1897545.61,65999.0,237.0,0.0,Corporate Auto,Luxury,615.927769 +PF41800,California,unknown,Bachelors,471532.13,0.0,65.0,0.0,Personal Auto,Four-Door Car,308.15089 +HD95276,Washington,Female,College,473787.17,0.0,130.0,0.0,Personal Auto,SUV,23.820158 +SK67821,Oregon,unknown,Bachelors,493291.63,37260.0,62.0,0.0,Corporate Auto,Four-Door Car,15.437681 +YV55495,Arizona,unknown,High School or Below,574422.97,68987.0,71.0,0.0,Personal Auto,Four-Door Car,204.475147 +KY38074,California,unknown,Bachelors,1389173.57,42305.0,117.0,0.0,Personal Auto,Four-Door Car,561.6 +DM79012,Oregon,unknown,Master,738097.67,65706.0,91.0,0.0,Personal Auto,Four-Door Car,436.8 +CM61827,Oregon,unknown,Bachelors,309003.41,0.0,90.0,0.0,Personal Auto,Two-Door Car,648.0 +WC35801,Arizona,unknown,High School or Below,252163.31,53243.0,66.0,2.0,Personal Auto,Four-Door Car,157.397849 +QG25316,Nevada,unknown,High School or Below,265206.18,0.0,70.0,1.0,Corporate Auto,Two-Door Car,484.318536 +MB98372,Oregon,unknown,College,277104.5,50071.0,71.0,0.0,Corporate Auto,Two-Door Car,18.918935 +IL19217,California,unknown,Bachelors,393900.64,60021.0,99.0,0.0,Personal Auto,Four-Door Car,882.871945 +SR38658,Arizona,unknown,High School or Below,1223187.97,43244.0,103.0,0.0,Personal Auto,Luxury,494.4 +YD87931,Washington,Male,Doctor,495165.61,46896.0,35354.0,1.0,Personal Auto,Four-Door Car,31.707317 +HG65722,Oregon,unknown,Doctor,1281910.29,10105.0,172.0,3.0,Personal Auto,SUV,0.517753 +BU27331,Arizona,unknown,Bachelors,446851.05,0.0,73.0,3.0,Personal Auto,Four-Door Car,579.165954 +XM45289,Oregon,unknown,High School or Below,551434.4,23218.0,71.0,0.0,Personal Auto,Two-Door Car,447.79344 +KP34198,California,unknown,Bachelors,334387.53,0.0,92.0,0.0,Corporate Auto,Four-Door Car,529.624084 +SH90947,Arizona,unknown,High School or Below,229447.89,0.0,62.0,0.0,Personal Auto,Four-Door Car,313.023175 +WE95729,Oregon,unknown,College,3670742.64,24804.0,104.0,0.0,Personal Auto,SUV,593.830288 +PY51963,California,unknown,Bachelors,3347334.95,33190.0,106.0,0.0,Corporate Auto,SUV,508.8 +RB69909,Nevada,unknown,High School or Below,798343.17,36014.0,69.0,3.0,Special Auto,Four-Door Car,173.956072 +NW21079,Washington,Female,Master,487938.48,67163.0,61.0,2.0,Personal Auto,Two-Door Car,33.192803 +FR46645,California,unknown,Bachelors,429399.73,16701.0,113.0,0.0,Personal Auto,Four-Door Car,831.625979 +SY17488,Arizona,unknown,College,716439.55,46623.0,91.0,0.0,Corporate Auto,Four-Door Car,436.8 +AP67935,California,unknown,College,761951.58,64749.0,64.0,0.0,Special Auto,Four-Door Car,302.56519 +FS37417,Arizona,unknown,High School or Below,395800.28,0.0,101.0,0.0,Personal Auto,SUV,484.8 +ML29312,Oregon,unknown,High School or Below,449949.33,16969.0,124.0,2.0,Personal Auto,SUV,704.768111 +UB61619,Oregon,unknown,Master,405956.74,11621.0,108.0,0.0,Personal Auto,Four-Door Car,518.4 +CD86811,Arizona,unknown,Bachelors,445811.34,17622.0,65.0,1.0,Personal Auto,Four-Door Car,312.0 +RU83859,California,unknown,Bachelors,811033.31,11489.0,105.0,0.0,Personal Auto,Two-Door Car,504.0 +FG63582,Oregon,unknown,Bachelors,333976.49,0.0,94.0,0.0,Personal Auto,Two-Door Car,863.327324 +NN71951,California,unknown,High School or Below,2426101.78,66525.0,100.0,0.0,Personal Auto,SUV,104.331355 +WB37082,Arizona,unknown,Bachelors,661397.37,0.0,63.0,0.0,Personal Auto,Four-Door Car,676.391482 +SM52139,Washington,unknown,College,293069.35,33663.0,73.0,0.0,Personal Auto,Four-Door Car,350.4 +FL82372,Oregon,unknown,College,867219.43,22547.0,112.0,0.0,Corporate Auto,SUV,537.6 +DP45816,Arizona,unknown,High School or Below,1163866.93,61486.0,97.0,0.0,Personal Auto,Two-Door Car,465.258644 +GW33762,Oregon,unknown,Bachelors,684615.03,0.0,95.0,0.0,Personal Auto,Two-Door Car,456.0 +RZ33670,California,unknown,College,1172777.65,29879.0,102.0,0.0,Personal Auto,Four-Door Car,500.254235 +PY70169,Oregon,unknown,High School or Below,2264383.48,93011.0,113.0,0.0,Personal Auto,SUV,281.451042 +MO91628,Oregon,unknown,Master,261447.43,65186.0,65.0,0.0,Personal Auto,Two-Door Car,5.434505 +HW87852,Oregon,unknown,Master,245175.27,26840.0,64.0,2.0,Personal Auto,Four-Door Car,307.2 +HB20453,Oregon,unknown,Bachelors,678127.02,0.0,104.0,1.0,Personal Auto,Luxury,982.399613 +BN87372,Oregon,unknown,Bachelors,497480.15,75644.0,65.0,3.0,Personal Auto,Two-Door Car,467.803638 +YX23800,Oregon,unknown,Bachelors,859160.49,38984.0,73.0,0.0,Personal Auto,Four-Door Car,350.4 +DZ87709,Oregon,unknown,High School or Below,559216.14,71811.0,71.0,0.0,Personal Auto,Four-Door Car,29.03416 +XW13033,Nevada,unknown,College,800947.28,20961.0,67.0,0.0,Personal Auto,Four-Door Car,321.6 +SP81997,Washington,Female,Master,793690.2593445693,41275.0,96.0,0.0,Personal Auto,Four-Door Car,41.122303 +OM82309,California,unknown,Bachelors,5816655.35,61321.0,186.0,1.0,Personal Auto,Luxury,427.63121 +ZU35962,California,unknown,College,802522.94,0.0,77.0,0.0,Personal Auto,Two-Door Car,25.807685 +VH85817,California,unknown,High School or Below,578018.22,51066.0,74.0,0.0,Personal Auto,Four-Door Car,787.993313 +DT85712,California,unknown,Doctor,411853.91,34378.0,102.0,0.0,Personal Auto,SUV,489.6 +YJ88573,Nevada,unknown,Master,252307.02,43072.0,63.0,0.0,Personal Auto,Four-Door Car,302.4 +SQ19467,Oregon,unknown,College,655421.64,25222.0,90.0,0.0,Personal Auto,Four-Door Car,475.623251 +YB66933,Washington,Female,Bachelors,538275.2,77552.0,68.0,1.0,Corporate Auto,Four-Door Car,45.215059 +ET79815,California,unknown,College,592672.94,23091.0,96.0,5.0,Personal Auto,Four-Door Car,460.8 +QC35222,California,unknown,Bachelors,268347.07,48269.0,69.0,3.0,Corporate Auto,Four-Door Car,282.151207 +CJ15590,Oregon,unknown,Bachelors,269518.24,32720.0,67.0,0.0,Personal Auto,Four-Door Car,321.6 +OI48267,California,unknown,College,604702.52,20396.0,76.0,1.0,Personal Auto,Four-Door Car,364.8 +JY67916,Oregon,unknown,College,1317101.28,21513.0,119.0,1.0,Personal Auto,Two-Door Car,679.827592 +OW15518,Washington,Female,College,1595001.95,0.0,87.0,1.0,Personal Auto,Two-Door Car,46.041452 +CZ33664,Oregon,unknown,Bachelors,252765.38,80744.0,63.0,0.0,Corporate Auto,Four-Door Car,11.879037 +WK30175,Oregon,unknown,Bachelors,267209.58,52822.0,67.0,0.0,Corporate Auto,Two-Door Car,350.529033 +ON44465,California,unknown,High School or Below,531329.4,0.0,77.0,1.0,Personal Auto,Four-Door Car,863.3947 +TV87155,Oregon,unknown,Bachelors,2094619.25,69738.0,74.0,1.0,Personal Auto,Four-Door Car,492.127532 +KH48895,Arizona,unknown,Master,837535.39,17780.0,109.0,0.0,Personal Auto,SUV,132.588288 +NZ30757,California,unknown,Bachelors,480166.15,18107.0,62.0,0.0,Personal Auto,Four-Door Car,297.6 +RI22468,Arizona,unknown,Bachelors,574594.33,57740.0,74.0,3.0,Personal Auto,Four-Door Car,269.905129 +FZ30935,Oregon,unknown,College,606611.6,32627.0,76.0,0.0,Personal Auto,Two-Door Car,380.036697 +UG93476,California,unknown,College,800230.83,0.0,107.0,0.0,Personal Auto,SUV,513.6 +AB96670,California,unknown,College,239391.54,0.0,70.0,0.0,Personal Auto,Four-Door Car,425.266308 +XK64261,Oregon,unknown,Bachelors,476281.79,65795.0,62.0,1.0,Corporate Auto,Two-Door Car,49.011099 +EV68375,California,unknown,College,433038.6,60475.0,107.0,0.0,Personal Auto,Four-Door Car,513.6 +UN51653,California,unknown,High School or Below,940272.98,0.0,130.0,0.0,Personal Auto,SUV,936.0 +TO96662,Oregon,unknown,Bachelors,696669.45,41837.0,88.0,0.0,Personal Auto,Four-Door Car,142.062768 +MR52087,California,unknown,Bachelors,769406.43,32303.0,65.0,0.0,Personal Auto,Four-Door Car,45.152521 +DE75225,Oregon,unknown,High School or Below,871756.11,0.0,117.0,1.0,Personal Auto,SUV,561.6 +EP80820,California,unknown,Bachelors,592874.85,40531.0,74.0,0.0,Personal Auto,Two-Door Car,30.567357 +GU99037,Oregon,unknown,College,245297.73,79898.0,62.0,1.0,Corporate Auto,Four-Door Car,271.606799 +WI57118,California,unknown,College,670157.17,56398.0,85.0,0.0,Personal Auto,Four-Door Car,408.0 +GP39118,Washington,Male,High School or Below,499655.27,71600.0,63.0,0.0,Personal Auto,Two-Door Car,46.158117 +MQ14219,Arizona,unknown,College,849269.88,27804.0,109.0,0.0,Personal Auto,SUV,784.8 +KN20603,Oregon,unknown,Bachelors,771349.4,45506.0,66.0,2.0,Personal Auto,Four-Door Car,316.8 +SG20925,Washington,Female,Master,518579.76,99428.0,6464.0,1.0,Personal Auto,Four-Door Car,48.046869 +JI70886,California,unknown,High School or Below,729006.98,0.0,102.0,1.0,Corporate Auto,SUV,489.6 +VF72557,Oregon,unknown,High School or Below,477294.38,20993.0,133.0,0.0,Personal Auto,SUV,638.4 +OX28638,Arizona,unknown,High School or Below,680649.14,37839.0,86.0,0.0,Personal Auto,Two-Door Car,465.633954 +SK55033,California,unknown,Bachelors,246978.13,92711.0,62.0,0.0,Personal Auto,Two-Door Car,368.400146 +OO88645,California,unknown,College,310392.3,74665.0,78.0,2.0,Corporate Auto,Four-Door Car,236.902001 +FM14335,Washington,Female,College,1048491.54,61108.0,89.0,0.0,Personal Auto,Four-Door Car,49.451117 +CW82151,California,unknown,Bachelors,890273.76,46833.0,112.0,0.0,Personal Auto,Luxury,64.109663 +DY22043,Oregon,unknown,High School or Below,549944.72,88768.0,68.0,0.0,Personal Auto,Two-Door Car,326.4 +SH36774,California,unknown,High School or Below,1502359.86,28262.0,192.0,0.0,Personal Auto,Luxury,921.6 +EM43724,Nevada,unknown,Bachelors,250910.79,33555.0,63.0,0.0,Personal Auto,Four-Door Car,101.89645 +FH85960,Oregon,unknown,College,3122174.81,42780.0,113.0,1.0,Personal Auto,Four-Door Car,542.4 +XA55993,Oregon,unknown,Master,313350.34,58850.0,78.0,0.0,Personal Auto,Four-Door Car,143.747794 +GO36627,Arizona,unknown,College,383745.19,21880.0,97.0,0.0,Special Auto,Four-Door Car,424.077159 +QH48047,Oregon,unknown,College,1179049.62,25251.0,66.0,0.0,Personal Auto,Four-Door Car,316.8 +HS28694,Washington,Female,High School or Below,282986.39,25317.0,71.0,0.0,Personal Auto,Two-Door Car,50.422181 +UH65059,Arizona,unknown,High School or Below,430580.83,24188.0,109.0,0.0,Personal Auto,Luxury,523.2 +FV21968,Nevada,unknown,Bachelors,597397.69,41611.0,74.0,0.0,Special Auto,Four-Door Car,113.801497 +QA87025,Oregon,unknown,Bachelors,567044.24,28406.0,72.0,1.0,Personal Auto,Four-Door Car,192.87572 +TQ13499,Arizona,unknown,College,473174.93,69833.0,118.0,0.0,Personal Auto,Four-Door Car,828.662719 +BU44523,Arizona,unknown,High School or Below,802637.96,0.0,74.0,0.0,Corporate Auto,Four-Door Car,532.8 +MS41162,Arizona,unknown,High School or Below,402296.35,0.0,117.0,0.0,Personal Auto,SUV,975.107098 +PU25891,Oregon,unknown,High School or Below,961831.09,80536.0,119.0,0.0,Special Auto,Luxury,53.798708 +LH92841,Washington,Female,Bachelors,725595.38,88891.0,89.0,0.0,Personal Auto,Four-Door Car,50.528355 +SX26335,Oregon,unknown,College,955292.69,97732.0,79.0,0.0,Personal Auto,Four-Door Car,289.9122 +AZ95587,Arizona,Female,Bachelors,1038855.32,61222.0,89.0,0.0,Special Auto,Four-Door Car,392.604371 +DS81757,Oregon,Male,College,247012.12,0.0,74.0,0.0,Personal Auto,Two-Door Car,721.242206 +OJ94107,Arizona,Male,Master,561906.85,50335.0,140.0,0.0,Personal Auto,SUV,456.52385 +LP84436,California,Female,High School or Below,904711.92,0.0,127.0,0.0,Personal Auto,Luxury,1087.995426 +FF22360,Washington,Female,Doctor,268731.41,82210.0,68.0,4.0,Personal Auto,Four-Door Car,51.961915 +LM19287,Oregon,Female,High School or Below,373150.46,0.0,96.0,0.0,Personal Auto,Four-Door Car,460.8 +ZU18643,Nevada,Male,Bachelors,366077.03,64495.0,92.0,0.0,Corporate Auto,Four-Door Car,251.992083 +AZ82578,California,Female,College,792882.93,0.0,72.0,0.0,Corporate Auto,Four-Door Car,345.6 +XC67861,Arizona,Female,Bachelors,501175.16,28859.0,67.0,3.0,Corporate Auto,Two-Door Car,321.6 +YC43143,Arizona,Female,High School or Below,798825.83,77330.0,99.0,0.0,Personal Auto,Four-Door Car,99.257608 +EK59571,Oregon,Male,College,388545.64,0.0,105.0,0.0,Corporate Auto,Four-Door Car,504.0 +PA38372,Washington,Female,High School or Below,935773.78,33060.0,117.0,0.0,Personal Auto,Four-Door Car,56.731578 +RO18530,Washington,Male,Master,254068.98,42557.0,65.0,0.0,Personal Auto,Four-Door Car,57.562324 +PD27940,Arizona,Male,High School or Below,488516.25,26372.0,126.0,0.0,Personal Auto,SUV,604.8 +BS77946,Arizona,Female,Bachelors,975330.71,17514.0,127.0,0.0,Personal Auto,SUV,8.312729 +YM50253,California,Female,Bachelors,294615.37,89270.0,74.0,0.0,Personal Auto,Four-Door Car,316.599228 +NR15332,California,Male,High School or Below,258111.09,29757.0,65.0,0.0,Personal Auto,Four-Door Car,312.0 +RC62865,Oregon,Male,College,351738.58,51814.0,92.0,0.0,Personal Auto,Four-Door Car,56.300724 +CC15295,Oregon,Female,Bachelors,974335.01,24028.0,82.0,0.0,Personal Auto,Four-Door Car,393.6 +KA61892,Arizona,Male,College,387364.7,28142.0,105.0,0.0,Personal Auto,Luxury,701.708239 +OS94884,Arizona,Female,Bachelors,764928.2,52705.0,64.0,1.0,Personal Auto,Two-Door Car,128.705563 +ND87334,California,Male,High School or Below,228759.69,0.0,63.0,0.0,Corporate Auto,Two-Door Car,679.368378 +OY51402,Washington,Female,High School or Below,825576.39,54040.0,103.0,0.0,Personal Auto,SUV,59.987126 +YL74911,California,Female,College,871492.21,0.0,118.0,0.0,Personal Auto,SUV,566.4 +GK92563,Washington,Female,Doctor,681923.12,22492.0,85.0,0.0,Personal Auto,Two-Door Car,61.654262 +HL53154,California,Male,Bachelors,741619.73,0.0,77.0,2.0,Personal Auto,Four-Door Car,554.4 +RI78966,Oregon,Male,Master,777115.9,21876.0,68.0,0.0,Personal Auto,Four-Door Car,465.41477 +IC13702,California,Female,Bachelors,696834.19,0.0,69.0,1.0,Personal Auto,Four-Door Car,496.8 +BE10809,California,Female,High School or Below,425028.26,0.0,61.0,1.0,Personal Auto,Four-Door Car,292.8 +HT87217,Oregon,Female,High School or Below,1977656.65,70699.0,82.0,0.0,Personal Auto,Four-Door Car,256.813837 +TH95618,California,Female,High School or Below,2134346.6,0.0,74.0,1.0,Personal Auto,Four-Door Car,355.2 +TS19868,California,Male,College,241313.97,27501.0,63.0,0.0,Personal Auto,Four-Door Car,542.319401 +LP45550,Oregon,Female,Doctor,1536384.72,15897.0,101.0,0.0,Personal Auto,Four-Door Car,303.148399 +QR87004,Nevada,Female,College,845696.19,25141.0,73.0,1.0,Personal Auto,Four-Door Car,25.438063 +OE75747,Nevada,Female,College,218964.25,0.0,61.0,3.0,Personal Auto,Four-Door Car,292.8 +DX91392,California,Male,High School or Below,578018.22,51066.0,74.0,0.0,Personal Auto,Four-Door Car,787.993313 +AB72731,California,Female,Bachelors,463998.16,28358.0,117.0,0.0,Personal Auto,Luxury,84.024413 +GX84338,Washington,Female,Doctor,382443.13,62530.0,95.0,0.0,Personal Auto,Four-Door Car,61.693771 +IS12901,Arizona,Female,Bachelors,596811.89,90972.0,74.0,0.0,Personal Auto,Two-Door Car,232.926145 +BN90616,Washington,Female,Bachelors,859033.5,63110.0,72.0,0.0,Personal Auto,Four-Door Car,68.179721 +HH90090,California,Female,Bachelors,407663.47,29549.0,104.0,0.0,Personal Auto,Luxury,710.433775 +IU25463,California,Female,Bachelors,1225260.18,0.0,115.0,1.0,Personal Auto,Four-Door Car,552.0 +KC11055,Nevada,Female,Bachelors,1693627.15,39411.0,217.0,2.0,Personal Auto,Luxury,1122.658899 +PD33979,Oregon,Male,High School or Below,489243.55,21709.0,62.0,0.0,Personal Auto,Four-Door Car,408.374746 +NK71023,Nevada,Male,Bachelors,994230.48,67890.0,85.0,0.0,Personal Auto,Four-Door Car,408.0 +AB13432,California,Male,Bachelors,373583.81,0.0,110.0,0.0,Personal Auto,SUV,792.0 +OZ97704,California,Female,High School or Below,1311752.22,84311.0,111.0,4.0,Personal Auto,SUV,532.8 +UF46533,California,Female,College,457452.41,99316.0,114.0,0.0,Corporate Auto,SUV,754.358929 +XP47431,Arizona,Female,Bachelors,547006.06,54507.0,138.0,0.0,Personal Auto,SUV,702.990032 +GK73582,California,Female,Bachelors,297884.6,64586.0,76.0,0.0,Personal Auto,Four-Door Car,206.837111 +RV98763,Oregon,Male,College,641096.75,61709.0,82.0,2.0,Personal Auto,Four-Door Car,275.395894 +II62831,California,Male,Master,447902.31,94656.0,111.0,1.0,Special Auto,SUV,459.738128 +XK33449,California,Female,High School or Below,238373.19,0.0,69.0,0.0,Special Auto,Two-Door Car,496.8 +TR85083,California,Male,Bachelors,276449.37,61085.0,70.0,1.0,Personal Auto,Two-Door Car,336.0 +EO95328,Oregon,Female,Bachelors,792010.54,89284.0,67.0,3.0,Personal Auto,Two-Door Car,321.6 +EN21086,Arizona,Female,High School or Below,688909.8,0.0,63.0,0.0,Personal Auto,Four-Door Car,302.4 +YL83902,Washington,Female,Bachelors,327419.46,31686.0,81.0,0.0,Personal Auto,Four-Door Car,430.994107 +AZ62651,Oregon,Male,High School or Below,995170.77,56855.0,255.0,0.0,Corporate Auto,Luxury,1836.0 +ZW25874,Oregon,Male,Bachelors,252155.57,53703.0,67.0,2.0,Special Auto,Four-Door Car,67.632476 +EH41854,Washington,Female,High School or Below,2370611.34,0.0,96.0,1.0,Personal Auto,Two-Door Car,844.481918 +MW70227,California,Male,College,604702.52,20396.0,76.0,1.0,Personal Auto,Four-Door Car,364.8 +SL22297,California,Female,Master,1114030.25,27679.0,150.0,0.0,Personal Auto,SUV,722.486994 +RV14138,Nevada,Female,Bachelors,433406.41,23904.0,123.0,3.0,Personal Auto,SUV,590.4 +UO62808,Arizona,Female,High School or Below,279974.79,65351.0,69.0,0.0,Corporate Auto,Four-Door Car,481.027516 +ZX64745,California,Male,College,792313.66,0.0,113.0,0.0,Personal Auto,SUV,1124.427734 +FL34139,California,Male,High School or Below,368811.09,0.0,63.0,3.0,Personal Auto,Four-Door Car,669.682001 +TS11219,California,Male,College,1206745.6,0.0,116.0,0.0,Personal Auto,SUV,1284.093173 +XX12304,California,Female,College,292497.67,64459.0,72.0,0.0,Personal Auto,Four-Door Car,240.259479 +SD64087,California,Male,College,1501409.27,32961.0,190.0,0.0,Corporate Auto,SUV,912.0 +OY38576,Oregon,Female,High School or Below,927723.38,71416.0,116.0,0.0,Corporate Auto,SUV,556.8 +BG76355,Washington,Female,Bachelors,627412.39,68964.0,78.0,0.0,Personal Auto,Four-Door Car,115.086827 +IP66913,California,Male,High School or Below,388664.74,78108.0,98.0,0.0,Personal Auto,Two-Door Car,470.4 +LE95702,California,Male,College,438627.76,10621.0,67.0,0.0,Special Auto,Four-Door Car,321.6 +KX54357,Washington,Male,College,1136526.77,84910.0,95.0,0.0,Corporate Auto,Two-Door Car,383.167471 +EZ78112,California,Female,High School or Below,561096.43,77493.0,70.0,0.0,Special Auto,Four-Door Car,307.963291 +XN16891,Arizona,Male,College,291289.2,81097.0,74.0,0.0,Personal Auto,Four-Door Car,355.2 +XK31350,Oregon,Female,College,691572.99,96610.0,85.0,0.0,Corporate Auto,Four-Door Car,520.364752 +CC30924,Oregon,Male,College,626266.33,30110.0,159.0,0.0,Corporate Auto,Luxury,466.436375 +IT78748,Oregon,Female,High School or Below,650339.7,22081.0,84.0,0.0,Special Auto,Two-Door Car,451.670309 +KY33386,Washington,Female,High School or Below,800739.94,0.0,112.0,0.0,Personal Auto,Luxury,537.6 +CO44221,California,Male,College,292991.65,98473.0,72.0,0.0,Personal Auto,Four-Door Car,345.6 +LK60013,Oregon,Female,Bachelors,596955.3,97431.0,74.0,0.0,Personal Auto,Four-Door Car,355.2 +DE21533,California,Male,Bachelors,547315.99,93870.0,69.0,0.0,Personal Auto,Four-Door Car,331.2 +YS94121,Nevada,Male,High School or Below,564539.67,50366.0,72.0,0.0,Personal Auto,Four-Door Car,428.734656 +UK68427,Washington,Male,High School or Below,636926.24,34498.0,83.0,0.0,Personal Auto,Two-Door Car,398.4 +TE49565,Oregon,Female,College,1183376.73,16552.0,103.0,0.0,Personal Auto,SUV,494.4 +RA88421,Oregon,Female,College,612110.79,26787.0,77.0,0.0,Personal Auto,Four-Door Car,369.6 +KQ51983,Nevada,Male,College,515936.97,0.0,74.0,0.0,Personal Auto,Two-Door Car,831.752839 +CD88896,Nevada,Female,High School or Below,251459.2,43860.0,65.0,0.0,Corporate Auto,Four-Door Car,156.124914 +YV22553,Arizona,Male,High School or Below,866861.13,21474.0,114.0,2.0,Corporate Auto,SUV,373.428187 +WU14435,California,Male,Bachelors,496096.54,18174.0,66.0,0.0,Corporate Auto,Four-Door Car,395.934815 +XV84099,Arizona,Female,Bachelors,550413.9,0.0,73.0,0.0,Corporate Auto,Four-Door Car,350.4 +RI24911,Arizona,Male,College,750745.54,60920.0,64.0,0.0,Personal Auto,Two-Door Car,231.201886 +KO26461,Arizona,Male,High School or Below,3226985.14,41520.0,90.0,0.0,Personal Auto,Four-Door Car,289.904105 +HI14283,Oregon,Female,Bachelors,565703.16,0.0,152.0,0.0,Personal Auto,SUV,729.6 +PT50227,Arizona,Male,High School or Below,506175.79,0.0,68.0,0.0,Personal Auto,Two-Door Car,326.4 +BH36570,California,Male,Bachelors,591278.38,72208.0,73.0,0.0,Personal Auto,Two-Door Car,350.4 +TX17484,California,Female,Bachelors,1518227.98,53863.0,63.0,0.0,Personal Auto,Four-Door Car,105.765111 +CT41158,Washington,Male,College,1074703.09,66446.0,136.0,0.0,Corporate Auto,SUV,639.464548 +AO87348,Washington,Male,College,205062.35,0.0,61.0,0.0,Personal Auto,Four-Door Car,292.8 +DE55857,Washington,Female,Bachelors,246544.49,64997.0,63.0,1.0,Personal Auto,Four-Door Car,383.442328 +LF66923,Nevada,Female,High School or Below,534312.13,64460.0,66.0,0.0,Corporate Auto,Two-Door Car,316.8 +CN24514,Arizona,Female,College,811982.91,46618.0,67.0,0.0,Personal Auto,Four-Door Car,99.085943 +UW32074,Oregon,Female,College,460526.52,0.0,64.0,0.0,Corporate Auto,Four-Door Car,307.2 +HP36979,California,Male,College,640878.56,49988.0,84.0,5.0,Personal Auto,Two-Door Car,566.935022 +PP40919,California,Female,College,237653.35,0.0,91.0,5.0,Personal Auto,Two-Door Car,436.8 +RO73268,California,Male,Bachelors,321107.0,16269.0,86.0,0.0,Corporate Auto,Two-Door Car,412.8 +HO61691,Arizona,Female,Bachelors,509452.23,72006.0,64.0,0.0,Personal Auto,Four-Door Car,307.2 +BS13062,Arizona,Female,High School or Below,2575527.82,0.0,81.0,2.0,Personal Auto,Four-Door Car,388.8 +FO35655,Oregon,Male,Bachelors,867222.97,0.0,245.0,0.0,Corporate Auto,Luxury,2345.413441 +HR10526,California,Male,Master,804473.07,44320.0,67.0,0.0,Personal Auto,Four-Door Car,321.6 +IA63417,Arizona,Female,High School or Below,400151.91,19782.0,108.0,0.0,Personal Auto,Two-Door Car,773.470977 +BH35016,Nevada,Female,Bachelors,1670611.7,63933.0,70.0,0.0,Personal Auto,Two-Door Car,424.883448 +PK52952,Arizona,Male,Doctor,854441.11,28224.0,109.0,0.0,Personal Auto,SUV,523.2 +OD76309,Washington,Female,College,780531.29,21073.0,106.0,1.0,Personal Auto,SUV,508.8 +IL28481,Oregon,Male,Bachelors,611275.69,63243.0,77.0,0.0,Personal Auto,Four-Door Car,364.240307 +GY55092,Nevada,Male,High School or Below,477294.38,20993.0,133.0,0.0,Personal Auto,SUV,638.4 +UF33451,Oregon,Female,Bachelors,1097909.56,94827.0,135.0,0.0,Personal Auto,SUV,354.729129 +CF15558,California,Female,Master,500426.38,39161.0,63.0,1.0,Personal Auto,Two-Door Car,283.995953 +JM62924,Washington,Male,Bachelors,1322304.38,37534.0,84.0,2.0,Personal Auto,Four-Door Car,403.2 +EM66435,Oregon,Female,Bachelors,262331.54,80210.0,65.0,0.0,Corporate Auto,Four-Door Car,20.543176 +QX45933,California,Male,Bachelors,1784019.56,0.0,62.0,0.0,Personal Auto,Four-Door Car,385.115437 +JI71369,California,Female,College,510611.18,30110.0,64.0,0.0,Personal Auto,Four-Door Car,140.165035 +JU93290,Arizona,Female,College,1793060.45,21708.0,68.0,0.0,Personal Auto,Four-Door Car,326.4 +GU66096,Arizona,Male,High School or Below,545734.26,94731.0,67.0,0.0,Personal Auto,Four-Door Car,321.6 +UC33108,California,Male,Bachelors,656364.41,32375.0,83.0,0.0,Personal Auto,Four-Door Car,398.4 +LW93867,Oregon,Male,College,481252.52,16531.0,63.0,0.0,Corporate Auto,Four-Door Car,102.879769 +OU78470,Arizona,Female,Master,2932804.19,32006.0,94.0,0.0,Corporate Auto,Four-Door Car,56.868289 +XW90265,Arizona,Female,Bachelors,577352.07,81676.0,72.0,0.0,Personal Auto,Two-Door Car,463.158502 +HS67749,California,Male,College,684711.89,71038.0,86.0,0.0,Corporate Auto,Four-Door Car,205.444066 +VZ51506,Arizona,Female,High School or Below,359531.29,0.0,103.0,0.0,Corporate Auto,Luxury,741.6 +UI64281,Nevada,Female,Master,2285561.21,20832.0,65.0,0.0,Personal Auto,Two-Door Car,56.371967 +AE98193,Washington,Male,High School or Below,785941.46,0.0,113.0,0.0,Personal Auto,SUV,813.6 +AZ74055,Oregon,Male,High School or Below,411557.74,52405.0,103.0,0.0,Personal Auto,Four-Door Car,494.4 +XS76911,Arizona,Female,High School or Below,502963.88,0.0,133.0,0.0,Personal Auto,Luxury,795.864079 +AY40674,Washington,Female,Bachelors,482141.85,26583.0,1005.0,4.0,Personal Auto,SUV,614.4 +NA12740,Oregon,Male,Master,500431.05,25486.0,65.0,0.0,Special Auto,Two-Door Car,72.438681 +UA84837,Arizona,Male,College,863005.39,24065.0,111.0,0.0,Corporate Auto,Four-Door Car,532.8 +DJ51510,Arizona,Female,High School or Below,932208.51,70435.0,116.0,0.0,Personal Auto,Four-Door Car,67.881546 +VM58985,California,Male,College,1672756.06,0.0,76.0,2.0,Personal Auto,Two-Door Car,402.636829 +OH60605,Oregon,Female,High School or Below,365253.24,39679.0,92.0,0.0,Personal Auto,Two-Door Car,641.388616 +UO98052,Nevada,Male,College,615860.12,0.0,89.0,0.0,Personal Auto,Four-Door Car,342.481173 +NC53424,California,Male,Bachelors,437608.4,0.0,69.0,4.0,Personal Auto,Two-Door Car,331.2 +LQ13873,Nevada,Male,High School or Below,556945.62,53565.0,71.0,1.0,Personal Auto,Four-Door Car,340.8 +LA97014,Washington,Male,Bachelors,257651.3,37574.0,66.0,1.0,Personal Auto,Two-Door Car,412.101933 +NB79936,Washington,Male,Bachelors,834698.32,48259.0,108.0,0.0,Personal Auto,Two-Door Car,73.700573 +NT89061,Arizona,Female,High School or Below,632392.39,78532.0,78.0,0.0,Personal Auto,Four-Door Car,374.4 +AF10970,Arizona,Female,Bachelors,597314.34,96163.0,73.0,0.0,Corporate Auto,Four-Door Car,350.4 +ZG48513,California,Male,Bachelors,470667.7,0.0,72.0,0.0,Personal Auto,Four-Door Car,345.6 +JQ59145,California,Male,High School or Below,809341.03,0.0,114.0,1.0,Personal Auto,Luxury,722.024742 +FE84989,Washington,Male,College,503574.46,72672.0,63.0,0.0,Personal Auto,Four-Door Car,259.361117 +JT52858,Oregon,Female,Bachelors,902786.72,99002.0,112.0,1.0,Personal Auto,Four-Door Car,537.6 +MC62068,California,Male,High School or Below,728888.48,79494.0,91.0,0.0,Personal Auto,Four-Door Car,396.295614 +EU27538,Oregon,Male,Master,1804247.94,35704.0,225.0,0.0,Personal Auto,Luxury,358.281562 +RH42306,Arizona,Female,Bachelors,499206.3,0.0,71.0,0.0,Corporate Auto,Four-Door Car,653.388564 +US23612,Oregon,Female,High School or Below,910226.78,26049.0,118.0,0.0,Personal Auto,Two-Door Car,121.032372 +WV76014,Arizona,Male,Doctor,254040.77,70125.0,64.0,0.0,Special Auto,Four-Door Car,92.813396 +RK96223,California,Male,College,1294189.19,52369.0,110.0,1.0,Personal Auto,SUV,528.0 +MF82000,Washington,Female,Bachelors,236534.86,0.0,66.0,2.0,Special Auto,Four-Door Car,159.636956 +FM46980,Arizona,Male,College,572076.51,41770.0,72.0,0.0,Personal Auto,Four-Door Car,476.156957 +SY56792,Oregon,Male,High School or Below,703553.41,0.0,101.0,0.0,Corporate Auto,Four-Door Car,727.2 +RF61565,California,Male,College,263697.77,31911.0,67.0,0.0,Personal Auto,Four-Door Car,321.6 +IM94808,Nevada,Male,Bachelors,539583.2,70051.0,68.0,0.0,Corporate Auto,Four-Door Car,42.078345 +VI14730,Oregon,Male,High School or Below,838263.01,19683.0,117.0,1.0,Personal Auto,Luxury,561.6 +YR34119,Washington,Female,College,3116174.52,30916.0,112.0,0.0,Personal Auto,SUV,200.11606 +RR77985,Oregon,Female,Bachelors,288774.23,0.0,80.0,0.0,Personal Auto,Four-Door Car,676.944023 +QD28391,Washington,Male,College,742584.53,84302.0,62.0,0.0,Personal Auto,Four-Door Car,76.609295 +WV17090,California,Male,Bachelors,2558572.78,0.0,116.0,0.0,Corporate Auto,SUV,830.623064 +TM23514,Oregon,Male,College,1027260.82,60145.0,132.0,0.0,Personal Auto,SUV,580.473259 +MQ68407,Oregon,Female,Bachelors,437636.36,63774.0,111.0,0.0,Personal Auto,Four-Door Car,60.036683 +GJ59592,California,Female,Bachelors,531889.66,25134.0,67.0,0.0,Corporate Auto,Four-Door Car,321.6 +FY56083,Oregon,Male,Bachelors,471976.22,37057.0,61.0,1.0,Personal Auto,Four-Door Car,47.53101 +UA94723,Oregon,Female,High School or Below,442803.16,58577.0,110.0,0.0,Personal Auto,SUV,303.872752 +FW91032,California,Male,High School or Below,587917.61,85857.0,73.0,0.0,Corporate Auto,Four-Door Car,100.620067 +DE34457,Oregon,Female,Doctor,941690.85,70602.0,116.0,0.0,Personal Auto,SUV,481.339891 +HD32044,Oregon,Female,Master,828815.56,33816.0,106.0,2.0,Corporate Auto,Four-Door Car,508.8 +HH30454,Oregon,Male,Bachelors,3265483.83,0.0,153.0,0.0,Personal Auto,SUV,1101.6 +AH84063,Oregon,Female,College,471945.01,89642.0,121.0,4.0,Corporate Auto,SUV,86.320022 +QA17596,California,Female,Bachelors,390347.48,60068.0,98.0,0.0,Personal Auto,Two-Door Car,470.4 +XI41052,California,Female,Bachelors,545725.97,50044.0,139.0,0.0,Personal Auto,SUV,667.2 +DI30528,California,Female,Master,272535.64,36650.0,69.0,1.0,Personal Auto,Four-Door Car,56.60333 +SC66359,Arizona,Female,College,443397.37,50653.0,110.0,0.0,Corporate Auto,SUV,262.865172 +EN61670,Arizona,Female,Doctor,533246.27,68931.0,66.0,0.0,Personal Auto,Four-Door Car,309.577946 +DQ10761,Oregon,Male,Bachelors,231509.5,0.0,73.0,1.0,Corporate Auto,Four-Door Car,350.4 +BQ51587,California,Female,College,541195.37,0.0,73.0,0.0,Personal Auto,Four-Door Car,365.364581 +JE21522,California,Male,Bachelors,958733.23,39266.0,80.0,0.0,Personal Auto,Four-Door Car,384.0 +WS47147,California,Male,College,2210350.72,0.0,102.0,0.0,Personal Auto,SUV,489.6 +ZA64638,Nevada,Female,High School or Below,976494.53,0.0,98.0,1.0,Personal Auto,Four-Door Car,705.6 +EW38459,Nevada,Female,Bachelors,256715.15,40864.0,65.0,0.0,Corporate Auto,Four-Door Car,9.51528 +QW87316,Oregon,Female,College,265062.28,39035.0,68.0,0.0,Personal Auto,Four-Door Car,244.564334 +IC43478,California,Male,Bachelors,1126436.33,34923.0,98.0,0.0,Personal Auto,Two-Door Car,639.105556 +TE34064,California,Male,High School or Below,216852.35,0.0,63.0,0.0,Personal Auto,Four-Door Car,453.6 +WU60905,California,Female,High School or Below,861066.75,0.0,111.0,0.0,Corporate Auto,SUV,532.8 +YM18992,California,Female,College,283464.62,24506.0,71.0,0.0,Personal Auto,Two-Door Car,511.2 +PD55753,Oregon,Male,High School or Below,893013.97,0.0,82.0,0.0,Personal Auto,Four-Door Car,554.522969 +KU56006,Arizona,Female,College,553638.7,52220.0,70.0,1.0,Personal Auto,Four-Door Car,336.0 +MJ69973,Arizona,Male,High School or Below,284085.43,0.0,74.0,0.0,Personal Auto,Two-Door Car,402.449823 +TW43626,California,Male,College,808288.1,53554.0,67.0,0.0,Personal Auto,Four-Door Car,327.020539 +XX84133,California,Male,Bachelors,525473.43,34476.0,67.0,1.0,Corporate Auto,Four-Door Car,5.3953 +ZW84453,Arizona,Female,Bachelors,511623.76,0.0,70.0,0.0,Personal Auto,Four-Door Car,131.401291 +HO29524,California,Male,College,303464.7,68205.0,76.0,0.0,Personal Auto,Two-Door Car,99.382943 +VE89726,California,Female,High School or Below,802489.99,0.0,119.0,1.0,Personal Auto,SUV,856.8 +GE87503,California,Male,High School or Below,1821114.32,53690.0,154.0,0.0,Personal Auto,SUV,739.2 +PX90263,Oregon,Male,High School or Below,512156.33,0.0,72.0,0.0,Personal Auto,Four-Door Car,518.4 +NI17718,California,Female,High School or Below,215017.86,0.0,61.0,0.0,Personal Auto,Four-Door Car,292.8 +FY32213,California,Female,High School or Below,559538.99,74454.0,71.0,0.0,Personal Auto,Four-Door Car,340.8 +RZ13254,Nevada,Female,Bachelors,756282.4,0.0,73.0,0.0,Personal Auto,Four-Door Car,350.4 +GN45013,Oregon,Male,High School or Below,538585.32,29664.0,71.0,0.0,Personal Auto,Four-Door Car,340.8 +NM39588,Washington,Female,Doctor,267805.83,72450.0,66.0,0.0,Corporate Auto,Four-Door Car,84.218363 +KU84464,Nevada,Female,Bachelors,942256.79,47272.0,79.0,3.0,Personal Auto,Four-Door Car,64.546877 +YH43527,Oregon,Female,College,360586.03,21585.0,92.0,0.0,Corporate Auto,Four-Door Car,441.6 +RO30676,California,Female,College,776259.06,23827.0,106.0,2.0,Personal Auto,Four-Door Car,37.910623 +QL59704,Arizona,Female,College,2344490.05,69906.0,74.0,2.0,Corporate Auto,Four-Door Car,202.860399 +QH19450,California,Female,High School or Below,255817.82,0.0,72.0,0.0,Corporate Auto,Four-Door Car,345.6 +SA54664,Washington,Male,Master,265438.1,73196.0,66.0,1.0,Personal Auto,Four-Door Car,85.809817 +CI38330,Washington,Male,Bachelors,254978.61,72217.0,6464.0,0.0,Personal Auto,Four-Door Car,91.146661 +WB38524,California,Male,High School or Below,296959.33,46131.0,74.0,0.0,Personal Auto,Two-Door Car,355.2 +CE56187,Oregon,Female,Master,436312.46,54514.0,109.0,3.0,Personal Auto,SUV,286.234931 +JL19416,California,Female,High School or Below,588430.86,0.0,161.0,0.0,Personal Auto,SUV,1159.2 +JZ61422,Nevada,Female,College,527219.16,96668.0,66.0,0.0,Personal Auto,Four-Door Car,316.8 +LA13377,California,Male,Doctor,550989.57,78879.0,69.0,1.0,Personal Auto,Four-Door Car,466.570791 +NC99948,Nevada,Male,College,1631368.35,0.0,69.0,0.0,Personal Auto,Four-Door Car,331.2 +QD34785,Arizona,Female,Bachelors,567805.02,0.0,76.0,0.0,Personal Auto,Four-Door Car,364.8 +RO26085,California,Female,Bachelors,1210120.88,0.0,112.0,0.0,Personal Auto,Luxury,1252.406235 +ES57969,Oregon,Male,Bachelors,245357.08,29735.0,69.0,0.0,Personal Auto,Four-Door Car,331.2 +JK55587,California,Male,High School or Below,507566.27,23082.0,65.0,0.0,Special Auto,Four-Door Car,312.0 +RN97635,Arizona,Male,Bachelors,321497.94,53984.0,80.0,0.0,Corporate Auto,Four-Door Car,421.484456 +BI76326,California,Female,College,1227534.31,52135.0,156.0,0.0,Personal Auto,SUV,430.505942 +JA34909,California,Female,College,272221.07,17576.0,71.0,0.0,Corporate Auto,Four-Door Car,398.502948 +OJ90342,Oregon,Female,Bachelors,245744.09,29486.0,62.0,0.0,Personal Auto,Four-Door Car,7.646763 +CM88932,Oregon,Female,Master,355484.53,58557.0,88.0,0.0,Corporate Auto,Four-Door Car,55.510526 +JJ97525,California,Male,Bachelors,492954.97,25632.0,63.0,0.0,Personal Auto,Two-Door Car,351.270869 +XV21647,California,Female,High School or Below,803645.03,0.0,112.0,0.0,Personal Auto,Luxury,806.4 +MC83487,Arizona,Male,Bachelors,427691.53,18768.0,68.0,3.0,Corporate Auto,Four-Door Car,647.454583 +BL90769,California,Female,Bachelors,3347334.95,33190.0,106.0,0.0,Personal Auto,SUV,508.8 +CR57148,Oregon,Female,Master,596058.14,47945.0,74.0,0.0,Personal Auto,Two-Door Car,128.43823 +CP85232,Arizona,Male,College,4479546.94,58778.0,126.0,0.0,Special Auto,SUV,302.033971 +YL74732,California,Female,High School or Below,383211.81,15192.0,100.0,0.0,Personal Auto,SUV,480.0 +FG16766,California,Female,Bachelors,683793.26,51859.0,171.0,0.0,Personal Auto,SUV,1003.160633 +NV55438,Nevada,Female,High School or Below,528526.82,23422.0,72.0,0.0,Personal Auto,Two-Door Car,518.4 +RM10880,California,Female,College,309651.12,21604.0,79.0,0.0,Corporate Auto,Four-Door Car,379.2 +GL56175,Arizona,Male,College,358971.07,79298.0,90.0,0.0,Personal Auto,Four-Door Car,244.362072 +UK52289,Arizona,Female,Bachelors,258240.85,76731.0,64.0,0.0,Special Auto,Four-Door Car,201.455005 +OT85112,Washington,Male,College,340391.94,38460.0,88.0,1.0,Personal Auto,Four-Door Car,91.55098 +BC62782,Arizona,Female,College,1357567.6,48534.0,115.0,1.0,Personal Auto,SUV,552.0 +TI19722,Washington,Male,Doctor,343613.43,30817.0,88.0,0.0,Corporate Auto,Four-Door Car,91.834668 +JP30654,Oregon,Female,College,2868582.79,48412.0,104.0,0.0,Personal Auto,SUV,707.430832 +UM45563,Washington,Male,Bachelors,450267.97,68798.0,114.0,0.0,Personal Auto,SUV,92.915251 +EN60878,Oregon,Male,Bachelors,618311.15,23712.0,85.0,0.0,Personal Auto,Four-Door Car,376.126419 +JF36291,California,Male,College,387364.7,28142.0,105.0,0.0,Personal Auto,Luxury,701.708239 +BK59444,California,Female,Master,1892933.06,72196.0,68.0,0.0,Personal Auto,Four-Door Car,152.184244 +MK70700,California,Male,Master,555329.58,68197.0,69.0,0.0,Personal Auto,Four-Door Car,176.819414 +IW71076,California,Male,Bachelors,501125.92,75248.0,63.0,0.0,Corporate Auto,Four-Door Car,104.454624 +AP98768,California,Female,College,1044244.63,0.0,98.0,0.0,Personal Auto,Four-Door Car,941.718054 +OM24164,Nevada,Male,Bachelors,219961.78,0.0,65.0,1.0,Personal Auto,Two-Door Car,468.0 +HR85211,Washington,Female,Master,512317.09,89879.0,63.0,0.0,Personal Auto,Two-Door Car,94.030308 +VC87846,Oregon,Male,High School or Below,748431.05,46998.0,96.0,0.0,Corporate Auto,Four-Door Car,460.8 +ZM92052,Oregon,Male,Bachelors,261302.31,57099.0,67.0,0.0,Personal Auto,Two-Door Car,67.859881 +ON73702,Arizona,Female,Bachelors,908063.97,33897.0,114.0,0.0,Corporate Auto,SUV,539.843003 +QQ90441,Nevada,Female,High School or Below,1377097.62,59207.0,116.0,0.0,Personal Auto,Four-Door Car,556.8 +HU35721,Oregon,Male,High School or Below,287682.29,40171.0,73.0,0.0,Personal Auto,Four-Door Car,350.4 +YP47665,Washington,Male,Doctor,540891.15,80192.0,67.0,0.0,Personal Auto,Four-Door Car,95.193157 +FU99476,Washington,Male,High School or Below,677030.68,74422.0,85.0,1.0,Personal Auto,Four-Door Car,95.338505 +AG85615,Oregon,Male,College,2414387.56,0.0,87.0,0.0,Special Auto,Four-Door Car,626.4 +OY74069,Arizona,Female,College,353805.95,0.0,67.0,5.0,Personal Auto,Four-Door Car,321.6 +DJ91267,Nevada,Female,Bachelors,2909123.94,34226.0,244.0,0.0,Personal Auto,Luxury,494.395024 +KB72438,California,Female,High School or Below,1983420.12,65989.0,123.0,1.0,Personal Auto,SUV,115.545086 +TR67616,Oregon,Male,High School or Below,473136.7,30686.0,61.0,0.0,Corporate Auto,Four-Door Car,19.938981 +GF65731,California,Female,Master,3553784.6,0.0,113.0,0.0,Personal Auto,Luxury,799.926741 +HB67642,Arizona,Female,High School or Below,3461137.9,20090.0,109.0,0.0,Personal Auto,Luxury,523.2 +DP84567,California,Male,High School or Below,2021630.88,0.0,183.0,0.0,Personal Auto,Luxury,878.4 +VV77534,Oregon,Male,College,1397651.93,77094.0,176.0,0.0,Personal Auto,SUV,444.470676 +GL67540,California,Female,College,590408.82,97413.0,73.0,0.0,Personal Auto,Four-Door Car,268.819985 +SV50502,Oregon,Female,Master,559583.5,79189.0,69.0,0.0,Corporate Auto,Four-Door Car,331.2 +UK59698,California,Female,High School or Below,229430.36,0.0,62.0,0.0,Personal Auto,Two-Door Car,297.6 +OA57352,Arizona,Female,College,627391.19,18577.0,86.0,0.0,Personal Auto,Four-Door Car,412.8 +ZF84449,Oregon,Female,College,372672.8,0.0,112.0,1.0,Special Auto,Luxury,806.4 +AX86150,Washington,Male,High School or Below,265671.31,62777.0,67.0,0.0,Personal Auto,Two-Door Car,101.288069 +HG39060,Oregon,Male,Bachelors,511068.08,0.0,74.0,0.0,Corporate Auto,Four-Door Car,532.8 +EM29359,Nevada,Male,College,712659.65,17483.0,183.0,0.0,Personal Auto,Luxury,1317.6 +SF57173,Oregon,Male,Master,460163.41,84394.0,114.0,0.0,Personal Auto,SUV,691.412378 +OT47603,Oregon,Male,College,915523.97,0.0,127.0,0.0,Personal Auto,Luxury,804.811859 +SW31412,Oregon,Female,College,1480805.62,41440.0,62.0,1.0,Personal Auto,Four-Door Car,297.6 +JS36322,Arizona,Male,High School or Below,890167.84,0.0,136.0,1.0,Personal Auto,Luxury,1090.86434 +RE81445,Oregon,Female,College,573459.82,98132.0,71.0,0.0,Personal Auto,Two-Door Car,50.587035 +RM24280,Oregon,Female,High School or Below,417769.7,0.0,112.0,0.0,Personal Auto,Four-Door Car,537.6 +LC25393,California,Male,Bachelors,2777628.91,88220.0,230.0,0.0,Personal Auto,Luxury,151.528482 +UX38930,Arizona,Female,Master,1036434.75,58327.0,129.0,0.0,Personal Auto,SUV,347.075948 +HD95496,Oregon,Male,Master,785190.14,25950.0,66.0,0.0,Personal Auto,Two-Door Car,271.697529 +RX24650,Oregon,Male,High School or Below,477294.38,20993.0,133.0,0.0,Corporate Auto,SUV,638.4 +DW19309,Oregon,Male,High School or Below,1422650.49,65726.0,177.0,0.0,Corporate Auto,SUV,849.6 +MT41386,Washington,Male,Bachelors,287543.24,84768.0,72.0,0.0,Personal Auto,Two-Door Car,110.484661 +WZ40465,Washington,Female,Bachelors,504129.96,36234.0,63.0,0.0,Personal Auto,Four-Door Car,113.534474 +DB42794,California,Male,College,436293.12,58842.0,110.0,0.0,Personal Auto,Four-Door Car,528.0 +JB50798,Oregon,Female,Master,962452.44,25629.0,124.0,2.0,Corporate Auto,Luxury,595.2 +IP69763,Washington,Female,College,2191440.55,77311.0,181.0,0.0,Personal Auto,SUV,113.609508 +TE35785,California,Male,Doctor,694842.22,0.0,196.0,2.0,Personal Auto,Luxury,1337.063487 +HX74855,Washington,Male,High School or Below,247152.84,95697.0,61.0,0.0,Personal Auto,Two-Door Car,114.273025 +QN65180,Oregon,Female,Bachelors,2190391.36,22254.0,79.0,0.0,Personal Auto,Four-Door Car,125.194389 +GE47180,Nevada,Male,High School or Below,902882.14,65974.0,113.0,0.0,Personal Auto,Luxury,235.220971 +VQ38776,Oregon,Female,College,530375.95,0.0,76.0,0.0,Personal Auto,Four-Door Car,395.34111 +BH86846,Washington,Male,High School or Below,2070825.88,92079.0,65.0,1.0,Corporate Auto,Four-Door Car,114.798771 +IN17648,Nevada,Male,High School or Below,512376.81,0.0,74.0,0.0,Personal Auto,Two-Door Car,772.798511 +DF95759,Oregon,Male,College,949234.3,0.0,132.0,0.0,Personal Auto,SUV,633.6 +QG45324,Oregon,Female,High School or Below,820486.32,0.0,73.0,0.0,Personal Auto,Four-Door Car,350.4 +MN61620,Arizona,Female,College,987729.57,67752.0,131.0,4.0,Personal Auto,Luxury,168.517149 +YH86390,California,Female,Bachelors,481500.97,25398.0,64.0,0.0,Corporate Auto,Four-Door Car,307.2 +FY13480,California,Male,High School or Below,627701.17,0.0,88.0,0.0,Personal Auto,Four-Door Car,633.6 +YH61661,California,Male,High School or Below,826063.98,33321.0,105.0,0.0,Special Auto,SUV,504.0 +NL93182,Nevada,Male,Bachelors,254945.0,0.0,78.0,0.0,Corporate Auto,Four-Door Car,845.654042 +LN31673,Washington,unknown,College,1131808.98,38923.0,99.0,2.0,Personal Auto,Four-Door Car,115.728852 +WE68644,Oregon,Female,Bachelors,380392.18,20325.0,100.0,0.0,Personal Auto,Luxury,668.29397 +EZ30498,Oregon,Male,Bachelors,863540.35,13129.0,117.0,0.0,Personal Auto,SUV,700.901632 +QY74517,Oregon,Female,High School or Below,551055.9,0.0,73.0,0.0,Personal Auto,Four-Door Car,525.6 +NM88660,Nevada,Male,Master,358588.41,49080.0,91.0,0.0,Corporate Auto,Four-Door Car,25.299 +MZ82036,Nevada,Male,College,488925.28,42536.0,63.0,0.0,Personal Auto,Four-Door Car,375.330097 +ID20929,Oregon,Male,Bachelors,275694.17,29926.0,74.0,0.0,Corporate Auto,Four-Door Car,418.233667 +EY50028,Nevada,Male,Doctor,328954.74,0.0,86.0,0.0,Corporate Auto,Two-Door Car,398.240791 +TT82373,California,Female,Bachelors,1093717.85,21450.0,138.0,0.0,Personal Auto,Luxury,938.513425 +OH64088,California,Male,High School or Below,737556.79,33345.0,65.0,0.0,Corporate Auto,Four-Door Car,338.619869 +SK97780,California,Female,Bachelors,1011077.82,15752.0,90.0,0.0,Corporate Auto,Two-Door Car,339.344531 +IO33050,Oregon,Female,High School or Below,511941.43,40169.0,65.0,1.0,Personal Auto,Four-Door Car,302.818833 +XA55917,California,Female,College,853383.2,26049.0,113.0,1.0,Personal Auto,SUV,619.165344 +JK32620,Nevada,Male,College,222476.8,0.0,68.0,0.0,Personal Auto,Four-Door Car,326.4 +RQ19236,Arizona,Male,Doctor,804280.38,55411.0,100.0,0.0,Personal Auto,Luxury,259.561195 +QC47433,Oregon,Male,College,255443.71,12459.0,70.0,0.0,Personal Auto,Four-Door Car,336.0 +RA93608,Oregon,Male,Bachelors,1807394.0,64620.0,76.0,1.0,Personal Auto,Two-Door Car,364.8 +XH97711,California,Male,Bachelors,243050.66,83140.0,61.0,0.0,Corporate Auto,Four-Door Car,179.161843 +AU96286,Oregon,Female,Bachelors,316765.84,0.0,92.0,0.0,Corporate Auto,Four-Door Car,662.4 +KC17170,Arizona,Female,Bachelors,546560.4,54422.0,68.0,0.0,Corporate Auto,Four-Door Car,75.501852 +ZN47335,California,Male,College,1035751.42,68309.0,131.0,0.0,Corporate Auto,SUV,306.983596 +EI46264,California,Male,High School or Below,253781.39,56621.0,65.0,2.0,Personal Auto,Four-Door Car,84.026848 +EK87864,Arizona,Female,College,282194.72,38977.0,70.0,0.0,Special Auto,Four-Door Car,139.489926 +GV45403,Arizona,Male,Bachelors,775712.81,0.0,111.0,0.0,Corporate Auto,Two-Door Car,607.4459 +QK31192,Arizona,Male,High School or Below,407913.27,0.0,114.0,0.0,Corporate Auto,Two-Door Car,631.124372 +LU89008,Arizona,Female,College,595554.46,0.0,83.0,0.0,Personal Auto,Four-Door Car,628.023494 +NS10490,Oregon,Female,Bachelors,1415861.36,83235.0,70.0,0.0,Personal Auto,Two-Door Car,336.0 +KL98495,Nevada,Male,College,848723.8,0.0,74.0,0.0,Personal Auto,Two-Door Car,426.655599 +IU96845,Arizona,Male,College,628547.69,32390.0,80.0,0.0,Personal Auto,Four-Door Car,91.417923 +QL93655,Oregon,Female,High School or Below,1147348.15,66538.0,95.0,0.0,Personal Auto,Two-Door Car,317.844812 +PF40592,Washington,Female,College,494263.06,23285.0,65.0,0.0,Personal Auto,Two-Door Car,118.446235 +LZ34046,Oregon,Male,Bachelors,2359468.02,76358.0,66.0,0.0,Personal Auto,Four-Door Car,86.461582 +JC80093,Washington,Male,Master,257250.66,21104.0,66.0,0.0,Personal Auto,Four-Door Car,118.454974 +YE88490,Arizona,Female,College,538089.86,55350.0,67.0,0.0,Personal Auto,Four-Door Car,321.6 +YC80498,California,Female,College,477055.09,12964.0,65.0,0.0,Personal Auto,Two-Door Car,362.774545 +AI85843,Arizona,Female,Master,675665.14,33288.0,86.0,2.0,Personal Auto,Four-Door Car,221.856184 +XD66024,Arizona,Female,College,593601.18,0.0,84.0,0.0,Personal Auto,Four-Door Car,980.169081 +FY51713,Arizona,Female,Bachelors,357076.05,56168.0,88.0,0.0,Personal Auto,Four-Door Car,614.675906 +PH26378,California,Male,College,601996.05,0.0,92.0,0.0,Personal Auto,Four-Door Car,662.4 +WQ18638,Oregon,Male,High School or Below,542686.4,23105.0,69.0,0.0,Personal Auto,Two-Door Car,331.2 +KY14688,Oregon,Female,Master,273031.38,36218.0,68.0,0.0,Personal Auto,Four-Door Car,145.252168 +TC97762,California,Female,High School or Below,498268.14,52275.0,62.0,0.0,Corporate Auto,Four-Door Car,374.240783 +QC87108,Oregon,Female,College,876926.68,49665.0,74.0,0.0,Personal Auto,Four-Door Car,355.2 +CX12134,Nevada,Male,High School or Below,422061.35,32471.0,110.0,0.0,Personal Auto,Two-Door Car,528.0 +SM73248,Arizona,Male,High School or Below,1153750.51,0.0,86.0,1.0,Corporate Auto,Two-Door Car,619.2 +CK19789,California,Female,Master,588718.2,62773.0,73.0,0.0,Personal Auto,Four-Door Car,80.669257 +UV12583,California,Female,College,470058.38,76694.0,117.0,0.0,Personal Auto,SUV,561.6 +JC11405,Oregon,Male,High School or Below,1096395.72,55687.0,276.0,0.0,Personal Auto,Luxury,1324.8 +KA89683,Arizona,Female,High School or Below,252317.12,0.0,70.0,0.0,Personal Auto,Four-Door Car,504.0 +BG85305,Nevada,Male,Doctor,375780.47,36633.0,96.0,1.0,Personal Auto,Four-Door Car,460.8 +UQ87917,Oregon,Male,High School or Below,1294173.35,77060.0,106.0,0.0,Personal Auto,SUV,468.566133 +XN11823,Nevada,Female,Bachelors,376446.51,92600.0,94.0,0.0,Corporate Auto,Two-Door Car,842.43785 +OS46571,California,Male,High School or Below,688955.7,0.0,66.0,0.0,Personal Auto,Four-Door Car,475.2 +PX17116,Nevada,Male,College,362345.42,0.0,111.0,2.0,Corporate Auto,SUV,1171.93117 +RP19541,Arizona,Male,College,758211.38,64801.0,64.0,0.0,Personal Auto,Four-Door Car,268.471802 +ZR25747,Oregon,Female,College,827774.56,45257.0,103.0,0.0,Corporate Auto,Two-Door Car,494.4 +NQ86532,California,Male,High School or Below,257645.56,26854.0,66.0,0.0,Personal Auto,Four-Door Car,475.2 +JY27336,Oregon,Female,College,820538.79,85840.0,102.0,2.0,Corporate Auto,SUV,138.722385 +PB54378,Oregon,Female,Doctor,1958246.89,26463.0,72.0,0.0,Corporate Auto,Four-Door Car,345.6 +SV38190,Nevada,Female,Bachelors,648152.66,30689.0,81.0,0.0,Personal Auto,Four-Door Car,467.24802 +CV24005,Oregon,Male,High School or Below,259931.09,29590.0,66.0,0.0,Corporate Auto,Two-Door Car,467.503236 +EX28656,Oregon,Female,College,983033.76,25965.0,253.0,0.0,Personal Auto,Luxury,1214.4 +CF57022,Oregon,Male,Bachelors,1044265.14,17269.0,139.0,0.0,Personal Auto,SUV,667.2 +GM16780,Oregon,Male,College,3605753.7,90330.0,137.0,3.0,Corporate Auto,Luxury,192.085299 +BX94438,California,Female,High School or Below,847003.68,0.0,113.0,0.0,Corporate Auto,SUV,619.973889 +RM41745,California,Female,High School or Below,827878.65,0.0,110.0,0.0,Personal Auto,Four-Door Car,1002.782553 +XR70252,California,Female,High School or Below,478893.26,0.0,67.0,1.0,Personal Auto,Two-Door Car,321.6 +YH92099,Arizona,Female,Bachelors,308799.99,18558.0,80.0,0.0,Special Auto,Four-Door Car,384.0 +SG81493,Arizona,Male,Bachelors,444373.62,46384.0,113.0,0.0,Corporate Auto,Four-Door Car,251.774574 +ZX23819,Oregon,Female,High School or Below,798408.65,0.0,72.0,0.0,Personal Auto,Two-Door Car,866.208321 +FJ54907,Oregon,Female,College,718097.1,42303.0,180.0,0.0,Personal Auto,Luxury,1210.920949 +CU26127,California,Female,Bachelors,1565603.43,71731.0,130.0,0.0,Corporate Auto,SUV,599.648466 +YH60476,Oregon,Male,High School or Below,578018.22,51066.0,74.0,0.0,Corporate Auto,Four-Door Car,787.993313 +ZZ97035,California,Male,College,2071494.04,0.0,203.0,0.0,Corporate Auto,Luxury,2027.724442 +GE82737,Nevada,Female,Bachelors,533735.24,0.0,86.0,3.0,Personal Auto,Four-Door Car,619.2 +KY21873,Arizona,Male,College,505082.62,0.0,69.0,0.0,Personal Auto,Two-Door Car,72.852047 +UA51318,Arizona,Female,High School or Below,511662.4,26173.0,68.0,1.0,Corporate Auto,Four-Door Car,449.819671 +BV55014,Oregon,Male,Bachelors,726873.7,24445.0,63.0,0.0,Personal Auto,Two-Door Car,302.4 +HX21307,Oregon,Male,College,261661.39,72302.0,66.0,0.0,Personal Auto,Two-Door Car,316.8 +LQ68252,Oregon,Male,High School or Below,373843.62,27208.0,102.0,0.0,Personal Auto,SUV,489.6 +CR92802,California,Female,Master,272535.64,36650.0,69.0,1.0,Special Auto,Four-Door Car,56.60333 +SL35268,Arizona,Male,College,545386.12,30855.0,68.0,0.0,Corporate Auto,Four-Door Car,259.060862 +RD62882,Arizona,Female,Bachelors,684615.03,0.0,95.0,0.0,Personal Auto,Two-Door Car,456.0 +JS42382,Oregon,Male,Master,617291.42,99960.0,76.0,0.0,Corporate Auto,Four-Door Car,364.8 +BT30554,Arizona,Female,Bachelors,1034632.45,0.0,98.0,0.0,Personal Auto,Four-Door Car,470.4 +VP57424,Nevada,Female,Bachelors,699700.86,55873.0,88.0,0.0,Personal Auto,Four-Door Car,299.356083 +VU19243,Arizona,Female,High School or Below,419625.77,18052.0,111.0,0.0,Personal Auto,Four-Door Car,699.1679 +TA82973,Oregon,Female,High School or Below,785810.98,28937.0,104.0,2.0,Personal Auto,SUV,117.959654 +GK71720,Oregon,Female,High School or Below,606434.4,0.0,86.0,0.0,Personal Auto,Four-Door Car,545.240341 +OQ61223,California,Male,College,1749752.2,0.0,73.0,0.0,Personal Auto,Two-Door Car,350.4 +LL62746,Oregon,Male,Doctor,897064.73,12829.0,118.0,0.0,Personal Auto,SUV,328.231432 +JQ56711,Oregon,Female,Master,592311.72,92163.0,73.0,0.0,Personal Auto,Two-Door Car,66.568642 +AW77988,Oregon,Male,High School or Below,3585059.94,17588.0,192.0,0.0,Personal Auto,Luxury,1382.4 +QP84605,Washington,Female,Bachelors,870984.53,41546.0,111.0,0.0,Corporate Auto,Four-Door Car,121.306839 +MY97912,Arizona,Male,College,1330933.52,0.0,127.0,0.0,Personal Auto,SUV,609.6 +IB87349,California,Male,High School or Below,452850.49,70340.0,113.0,0.0,Special Auto,Four-Door Car,542.4 +AW73065,Oregon,Female,High School or Below,279190.65,0.0,74.0,0.0,Personal Auto,Four-Door Car,532.8 +BW80872,Washington,Male,High School or Below,443441.12,34549.0,111.0,0.0,Personal Auto,Four-Door Car,125.933005 +PX70175,Arizona,Male,College,799600.75,93459.0,99.0,0.0,Personal Auto,Four-Door Car,655.41333 +KF75098,Arizona,Male,Bachelors,512973.9,86148.0,65.0,2.0,Personal Auto,Four-Door Car,312.0 +IS50283,California,Female,Bachelors,569717.52,27048.0,72.0,0.0,Corporate Auto,Four-Door Car,345.6 +MY64920,Oregon,Female,College,921713.06,73259.0,115.0,0.0,Personal Auto,SUV,673.34265 +KN34250,Oregon,Female,College,1020892.76,35482.0,129.0,0.0,Corporate Auto,SUV,619.2 +GN46207,Oregon,Female,Master,417068.73,29462.0,107.0,1.0,Personal Auto,SUV,513.6 +KL57176,Oregon,Female,College,450540.58,67801.0,115.0,1.0,Personal Auto,SUV,23.810491 +MN94234,California,Male,High School or Below,310756.86,0.0,94.0,4.0,Personal Auto,Two-Door Car,451.2 +JY90595,Arizona,Male,High School or Below,552866.5,16042.0,73.0,0.0,Personal Auto,Two-Door Car,350.4 +HK26543,California,Male,High School or Below,504586.67,28056.0,64.0,1.0,Personal Auto,Four-Door Car,307.2 +PN86062,California,Male,High School or Below,296272.25,16495.0,85.0,3.0,Corporate Auto,Four-Door Car,408.0 +VW27730,California,Female,Master,866595.64,41163.0,108.0,0.0,Corporate Auto,SUV,231.922173 +SH55671,Arizona,Female,College,1141344.12,0.0,161.0,1.0,Personal Auto,Luxury,772.8 +MO56878,California,Male,Bachelors,1548843.2,33799.0,109.0,3.0,Corporate Auto,SUV,664.980242 +VO38365,Washington,Female,College,886114.95,90125.0,110.0,0.0,Corporate Auto,SUV,128.645946 +SV35618,Oregon,Female,Bachelors,593474.15,87747.0,147.0,1.0,Personal Auto,SUV,46.492039 +RX12347,Nevada,Male,College,354323.21,35695.0,90.0,0.0,Personal Auto,Four-Door Car,432.0 +FR55658,California,Male,Master,349002.83,90985.0,87.0,0.0,Personal Auto,Four-Door Car,78.085149 +XS12556,California,Female,College,368309.99,0.0,101.0,0.0,Corporate Auto,Luxury,564.466556 +ZU73588,California,Male,College,598977.39,66839.0,154.0,0.0,Personal Auto,Luxury,739.2 +WT43034,California,Female,High School or Below,1250084.3,0.0,165.0,0.0,Personal Auto,SUV,792.0 +VM13430,Oregon,Female,Bachelors,860915.82,79090.0,107.0,0.0,Corporate Auto,SUV,289.040734 +TC78849,Oregon,Male,Bachelors,249745.51,24825.0,64.0,0.0,Personal Auto,Two-Door Car,155.938593 +VC34764,California,Male,College,701917.72,26806.0,63.0,0.0,Personal Auto,Four-Door Car,302.4 +WO90953,Oregon,Female,College,538792.63,56835.0,67.0,0.0,Personal Auto,Two-Door Car,326.549425 +IU47468,Oregon,Female,Bachelors,616555.75,0.0,88.0,0.0,Special Auto,Two-Door Car,653.65668 +KO46064,California,Male,Bachelors,273020.29,46135.0,69.0,0.0,Personal Auto,Four-Door Car,103.935601 +RB34917,Arizona,Female,Bachelors,516211.69,0.0,73.0,0.0,Personal Auto,Four-Door Car,809.532341 +BI38192,Oregon,Female,High School or Below,793706.48,22862.0,67.0,0.0,Personal Auto,Two-Door Car,321.6 +PU18983,Oregon,Female,High School or Below,860815.72,21450.0,110.0,2.0,Personal Auto,Luxury,528.0 +SW79912,Oregon,Male,Bachelors,263254.58,95854.0,65.0,0.0,Personal Auto,Two-Door Car,312.0 +ES39217,Oregon,Female,Bachelors,778500.42,44897.0,99.0,1.0,Personal Auto,Four-Door Car,580.72531 +KP72427,Washington,Male,High School or Below,2163983.86,64455.0,108.0,0.0,Personal Auto,SUV,133.735395 +UA19178,Oregon,Female,Master,498082.5,53265.0,62.0,0.0,Personal Auto,Four-Door Car,238.005074 +PR53785,Arizona,Female,High School or Below,745723.78,0.0,198.0,1.0,Personal Auto,Luxury,1577.674417 +XF57481,Washington,Male,Master,1064093.93,50450.0,90.0,0.0,Personal Auto,Two-Door Car,135.892444 +CN90378,California,Female,High School or Below,686250.83,54780.0,88.0,3.0,Personal Auto,Four-Door Car,135.26125 +KI56154,Nevada,Male,High School or Below,904898.34,0.0,119.0,0.0,Personal Auto,Luxury,571.2 +UI55951,California,Male,Bachelors,554803.19,67798.0,69.0,0.0,Personal Auto,Four-Door Car,331.2 +FF28650,Oregon,Male,Bachelors,831268.16,21442.0,118.0,0.0,Personal Auto,SUV,566.4 +FS55302,California,Male,Bachelors,238998.1,27615.0,62.0,1.0,Personal Auto,Four-Door Car,297.6 +TN79487,California,Male,Bachelors,445811.34,17622.0,65.0,1.0,Personal Auto,Four-Door Car,312.0 +HG32616,Nevada,Male,High School or Below,529574.17,50200.0,135.0,0.0,Personal Auto,Luxury,637.063458 +UK41984,Arizona,Female,Doctor,383960.61,0.0,112.0,2.0,Personal Auto,SUV,537.6 +LZ52266,California,Female,High School or Below,373150.46,0.0,96.0,0.0,Personal Auto,Four-Door Car,460.8 +PM27367,California,Female,Master,277890.37,73570.0,70.0,1.0,Special Auto,Two-Door Car,75.936096 +ZK21724,Oregon,Female,High School or Below,401654.2,0.0,111.0,0.0,Personal Auto,SUV,799.2 +BH35482,Washington,Male,Doctor,493094.93,70412.0,61.0,0.0,Corporate Auto,Two-Door Car,136.291083 +QE22757,Nevada,Male,Doctor,249131.7,36631.0,62.0,0.0,Personal Auto,Four-Door Car,67.530904 +ON77649,Oregon,Female,College,290887.59,35895.0,73.0,0.0,Personal Auto,Four-Door Car,312.921256 +RN82884,Arizona,Female,College,428294.8,40864.0,109.0,1.0,Personal Auto,SUV,166.937747 +CQ75652,Oregon,Male,College,834162.37,0.0,118.0,0.0,Personal Auto,Four-Door Car,566.4 +FF58467,Arizona,Female,Master,509078.13,93018.0,63.0,0.0,Personal Auto,Four-Door Car,135.382194 +BS83666,Oregon,Male,Bachelors,736618.83,70014.0,62.0,0.0,Corporate Auto,Four-Door Car,17.742954 +WO29605,Oregon,Female,College,243687.51,48875.0,61.0,0.0,Personal Auto,Two-Door Car,1.838367 +TL77607,California,Male,Bachelors,885268.87,67969.0,74.0,0.0,Personal Auto,Four-Door Car,197.776009 +EZ50606,Oregon,Female,High School or Below,2387547.68,0.0,108.0,0.0,Corporate Auto,SUV,612.102262 +OS39723,Oregon,Female,Doctor,560049.65,68665.0,69.0,0.0,Personal Auto,Two-Door Car,331.2 +FN69743,California,Male,College,463654.65,26802.0,66.0,1.0,Corporate Auto,Two-Door Car,316.8 +XW96958,Nevada,Male,High School or Below,757334.51,0.0,110.0,0.0,Corporate Auto,Four-Door Car,1193.036154 +TU92578,California,Male,College,1469663.55,45345.0,125.0,0.0,Personal Auto,SUV,600.0 +TL43709,Washington,Male,Bachelors,897214.03,89689.0,74.0,0.0,Personal Auto,Four-Door Car,136.829537 +YE68736,California,Female,Bachelors,772484.01,32051.0,193.0,1.0,Personal Auto,SUV,926.4 +OB96537,Oregon,Male,Master,594667.07,81139.0,74.0,0.0,Special Auto,Four-Door Car,392.6364 +EU68825,Oregon,Female,Master,800054.51,63834.0,100.0,1.0,Personal Auto,Luxury,215.226476 +CC31456,Arizona,Male,Bachelors,645756.1,37548.0,81.0,0.0,Special Auto,Four-Door Car,160.598662 +DJ77787,Arizona,Female,High School or Below,728144.01,0.0,69.0,3.0,Personal Auto,Four-Door Car,371.803029 +LN26837,California,Male,High School or Below,259243.78,72421.0,65.0,0.0,Personal Auto,Four-Door Car,312.0 +YI92916,Nevada,Male,Master,467842.34,83102.0,116.0,0.0,Corporate Auto,Four-Door Car,443.670399 +NW54906,Oregon,Male,College,1386992.71,28432.0,118.0,0.0,Personal Auto,SUV,612.300581 +ME77513,Nevada,Female,Master,871777.78,83707.0,108.0,0.0,Corporate Auto,Four-Door Car,290.391526 +UK76891,California,Female,College,523398.68,63259.0,65.0,0.0,Corporate Auto,Four-Door Car,316.795337 +SI26888,Nevada,Female,High School or Below,476418.97,0.0,67.0,0.0,Personal Auto,Four-Door Car,405.527937 +YD74948,Oregon,Female,College,247246.92,63860.0,62.0,0.0,Personal Auto,Four-Door Car,208.598246 +HB64268,Washington,Male,Bachelors,281369.26,43836.0,73.0,0.0,Personal Auto,Four-Door Car,138.130879 +BW52697,California,Female,College,550505.7,86132.0,68.0,0.0,Personal Auto,Two-Door Car,301.437365 +NL41409,Oregon,Female,Bachelors,260620.85,28519.0,66.0,0.0,Personal Auto,Two-Door Car,456.473115 +OD69005,Arizona,Female,High School or Below,1048194.38,39102.0,88.0,0.0,Personal Auto,Four-Door Car,152.338562 +ZZ91716,California,Female,Bachelors,325676.64,0.0,89.0,0.0,Personal Auto,Four-Door Car,491.755368 +UK70255,California,Female,College,3047578.05,97298.0,128.0,0.0,Personal Auto,Luxury,48.517439 +QT25383,Nevada,Male,High School or Below,636490.22,41986.0,84.0,2.0,Personal Auto,Two-Door Car,430.375049 +AW18068,Arizona,Male,High School or Below,946850.93,0.0,88.0,0.0,Personal Auto,Two-Door Car,633.6 +NS45347,Oregon,Female,College,563145.19,17291.0,73.0,0.0,Personal Auto,Four-Door Car,350.4 +FV19421,California,Male,Bachelors,778099.93,0.0,74.0,0.0,Personal Auto,Four-Door Car,246.489123 +XW89091,California,Male,College,981652.83,37256.0,62.0,0.0,Personal Auto,Four-Door Car,128.969729 +YC11951,Oregon,Male,High School or Below,751913.36,96306.0,95.0,1.0,Corporate Auto,Four-Door Car,185.355353 +UY18770,California,Female,Bachelors,1017971.7,14290.0,271.0,0.0,Personal Auto,Luxury,1300.8 +RA49085,California,Female,College,277283.92,37038.0,71.0,1.0,Corporate Auto,Four-Door Car,9.071305 +BG84194,Oregon,Male,College,403750.18,90760.0,103.0,2.0,Special Auto,SUV,133.475315 +PT64580,Washington,Male,Master,419196.61,77048.0,103.0,0.0,Personal Auto,SUV,141.199465 +MR67738,Oregon,Female,High School or Below,267686.79,54480.0,67.0,0.0,Personal Auto,Four-Door Car,321.6 +DM95829,California,Male,College,252395.96,16244.0,68.0,0.0,Personal Auto,Two-Door Car,623.223617 +DB75522,California,Female,College,698840.16,22436.0,89.0,0.0,Special Auto,Four-Door Car,427.2 +LM34525,Washington,Female,College,874205.78,71592.0,72.0,0.0,Personal Auto,Four-Door Car,141.725051 +WW30771,Arizona,Male,Master,267331.96,28728.0,67.0,0.0,Personal Auto,Four-Door Car,321.6 +QP65569,Arizona,Male,High School or Below,1215732.99,57449.0,103.0,0.0,Personal Auto,Four-Door Car,494.4 +TN50051,California,Female,Doctor,295776.4,83318.0,73.0,0.0,Personal Auto,Two-Door Car,211.336937 +UO86707,Washington,Male,Bachelors,717390.94,75217.0,61.0,1.0,Personal Auto,Four-Door Car,147.080303 +JA41698,Nevada,Male,Bachelors,309953.8,0.0,102.0,5.0,Corporate Auto,SUV,862.762957 +NX18774,Oregon,Male,Bachelors,841568.46,55308.0,107.0,0.0,Corporate Auto,SUV,513.6 +DA69469,Oregon,Female,College,2684312.45,36068.0,97.0,0.0,Personal Auto,Two-Door Car,113.367765 +CN23147,Oregon,Male,Bachelors,1305717.07,48804.0,112.0,1.0,Corporate Auto,Four-Door Car,537.6 +RA68844,Oregon,Male,College,959995.02,0.0,131.0,0.0,Personal Auto,SUV,943.2 +GH42026,Oregon,Male,Bachelors,853510.89,55790.0,111.0,0.0,Personal Auto,SUV,117.672722 +BD16530,Arizona,Female,Bachelors,829348.19,70258.0,69.0,0.0,Personal Auto,Four-Door Car,225.145949 +JH91579,Oregon,Female,Bachelors,684615.03,0.0,95.0,0.0,Personal Auto,Two-Door Car,456.0 +WK23685,Oregon,Female,Bachelors,663685.98,47274.0,83.0,1.0,Corporate Auto,Four-Door Car,182.432565 +GR62267,Washington,Female,College,560908.25,44705.0,71.0,0.0,Personal Auto,Two-Door Car,148.173152 +PI78084,Arizona,Male,High School or Below,507732.09,0.0,73.0,0.0,Personal Auto,Two-Door Car,525.6 +GF97874,Washington,Female,Master,527562.7,70446.0,65.0,0.0,Personal Auto,Four-Door Car,155.570802 +ZH19885,Washington,Female,High School or Below,251459.2,43860.0,65.0,0.0,Personal Auto,Four-Door Car,156.124914 +UK25655,Oregon,Female,Bachelors,343525.01,64348.0,86.0,0.0,Personal Auto,Two-Door Car,212.391975 +QR45101,Oregon,Male,Bachelors,662461.18,0.0,62.0,0.0,Corporate Auto,Two-Door Car,297.6 +EL93539,California,Male,Master,575744.23,88997.0,72.0,0.0,Special Auto,Four-Door Car,174.041566 +EE99484,Washington,Female,High School or Below,251459.2,43860.0,65.0,0.0,Corporate Auto,Four-Door Car,156.124914 +DP46882,California,Female,High School or Below,288645.16,10312.0,78.0,0.0,Corporate Auto,Four-Door Car,486.278557 +WP41146,California,Female,High School or Below,534143.88,0.0,72.0,1.0,Personal Auto,Four-Door Car,345.6 +TK60799,Arizona,Female,High School or Below,416001.81,96263.0,103.0,0.0,Personal Auto,SUV,1.924709 +DN29808,California,Female,College,284624.54,28919.0,72.0,0.0,Corporate Auto,Four-Door Car,518.4 +SS59521,Oregon,Female,College,477025.66,0.0,68.0,1.0,Personal Auto,Two-Door Car,326.4 +NG66579,Oregon,Male,Bachelors,505961.62,41869.0,64.0,0.0,Personal Auto,Two-Door Car,262.12205 +TC14209,Arizona,Female,High School or Below,909574.46,0.0,128.0,0.0,Personal Auto,SUV,921.6 +ED50963,California,Female,High School or Below,268886.4,32808.0,68.0,1.0,Personal Auto,Four-Door Car,541.695658 +GP40701,California,Female,Bachelors,827763.76,79780.0,68.0,0.0,Personal Auto,Four-Door Car,326.4 +CP98451,Oregon,Female,College,905793.53,91025.0,112.0,0.0,Personal Auto,SUV,327.682669 +NX52648,California,Female,High School or Below,380175.04,33043.0,95.0,0.0,Personal Auto,Two-Door Car,456.0 +ZC32510,Arizona,Male,High School or Below,933934.16,69442.0,118.0,3.0,Personal Auto,Four-Door Car,1265.570302 +NG27780,Oregon,Male,College,252012.32,0.0,70.0,0.0,Corporate Auto,Four-Door Car,63.043197 +HN95240,Arizona,Female,College,498409.53,0.0,70.0,0.0,Corporate Auto,Four-Door Car,336.0 +EB59129,Oregon,Female,Bachelors,259574.8,47234.0,65.0,0.0,Personal Auto,Four-Door Car,15.631363 +RA70851,Oregon,Male,High School or Below,743769.33,86863.0,92.0,0.0,Personal Auto,Four-Door Car,441.6 +PM19162,Oregon,Male,Bachelors,1453678.76,25805.0,66.0,2.0,Personal Auto,Four-Door Car,375.866091 +MS59005,Nevada,Male,Bachelors,591330.59,43676.0,76.0,0.0,Personal Auto,Four-Door Car,364.8 +SU71163,Arizona,Male,College,277166.3,59855.0,74.0,4.0,Personal Auto,Two-Door Car,355.2 +BD35676,Arizona,Male,Master,2919436.64,35296.0,126.0,0.0,Personal Auto,SUV,452.616872 +NI44621,Oregon,Female,Master,988038.58,36576.0,125.0,1.0,Personal Auto,SUV,113.450122 +EW33419,California,Female,High School or Below,1511440.24,28513.0,100.0,1.0,Corporate Auto,SUV,480.0 +HX44948,Oregon,Male,Bachelors,575991.08,85448.0,72.0,0.0,Special Auto,Four-Door Car,16.03451 +DL36983,Oregon,Female,High School or Below,849516.42,23791.0,110.0,3.0,Personal Auto,Two-Door Car,615.27228 +XR87264,California,Female,Bachelors,438118.42,20597.0,112.0,0.0,Personal Auto,Four-Door Car,615.256301 +NN99001,Arizona,Female,College,699782.74,56940.0,87.0,0.0,Personal Auto,Four-Door Car,512.66245 +XV95530,Oregon,Male,Bachelors,1143058.85,93210.0,71.0,0.0,Personal Auto,Two-Door Car,74.523935 +OL97871,Oregon,Female,Bachelors,748248.61,48992.0,94.0,1.0,Personal Auto,Four-Door Car,426.072946 +HQ23708,Arizona,Female,Master,859691.66,53736.0,71.0,0.0,Personal Auto,Two-Door Car,169.287785 +WR63188,Arizona,Male,College,785496.08,25378.0,66.0,1.0,Personal Auto,Four-Door Car,419.464143 +NG82219,Oregon,Female,Bachelors,258240.85,76731.0,64.0,0.0,Personal Auto,Four-Door Car,201.455005 +KU29408,Washington,Male,Master,907576.82,37722.0,116.0,0.0,Corporate Auto,Luxury,158.077504 +RE46783,California,Female,Bachelors,411858.86,69379.0,103.0,0.0,Personal Auto,Two-Door Car,494.4 +RU94434,Oregon,Male,High School or Below,1215732.99,57449.0,103.0,0.0,Personal Auto,Four-Door Car,494.4 +GI82355,Arizona,Male,Bachelors,515281.96,0.0,68.0,0.0,Corporate Auto,Four-Door Car,326.4 +VO26340,Nevada,Male,College,651297.65,0.0,93.0,0.0,Personal Auto,Two-Door Car,669.6 +NV61299,Arizona,Female,Bachelors,2778969.24,33806.0,89.0,0.0,Corporate Auto,Four-Door Car,395.729716 +DX31066,Washington,Female,College,266727.0,94041.0,66.0,0.0,Personal Auto,Four-Door Car,159.756733 +CY50337,Oregon,Female,College,1092840.71,74965.0,90.0,0.0,Personal Auto,Four-Door Car,58.557552 +TJ20375,Arizona,Female,High School or Below,761538.13,34095.0,63.0,0.0,Personal Auto,Two-Door Car,302.4 +EP72155,California,Female,College,200435.07,0.0,66.0,4.0,Personal Auto,Four-Door Car,316.8 +JJ76159,California,Male,College,243468.12,96045.0,61.0,0.0,Corporate Auto,Four-Door Car,8.582971 +BG15419,Nevada,Female,Bachelors,1419536.03,86355.0,118.0,0.0,Personal Auto,Luxury,285.418473 +AO74776,California,Female,High School or Below,942768.49,27824.0,118.0,0.0,Personal Auto,SUV,566.4 +HQ82233,California,Male,High School or Below,1198242.09,42995.0,101.0,0.0,Personal Auto,SUV,410.508316 +OL72737,Oregon,Female,High School or Below,310278.95,21235.0,79.0,0.0,Personal Auto,Two-Door Car,244.23135 +ZQ59828,California,Male,High School or Below,422263.12,74585.0,106.0,0.0,Personal Auto,SUV,218.598065 +NZ15548,Oregon,Male,Bachelors,402381.44,41833.0,103.0,0.0,Personal Auto,Four-Door Car,643.826716 +XK61304,California,Female,College,529715.18,23908.0,70.0,0.0,Personal Auto,Four-Door Car,336.0 +EJ44139,Oregon,Male,Bachelors,2142363.72,0.0,65.0,0.0,Personal Auto,Two-Door Car,312.0 +CM94425,Arizona,Male,Bachelors,441620.62,61953.0,113.0,0.0,Personal Auto,SUV,497.047297 +OV54878,California,Male,Bachelors,463903.52,0.0,142.0,0.0,Corporate Auto,SUV,1022.4 +JF57282,Nevada,Male,Bachelors,486354.46,0.0,137.0,0.0,Personal Auto,SUV,657.6 +MY37953,Arizona,Female,Bachelors,2583090.98,73760.0,107.0,1.0,Personal Auto,Luxury,230.245772 +XP64922,Oregon,Female,College,297431.49,23333.0,74.0,0.0,Corporate Auto,Four-Door Car,5.622751 +WL65572,California,Male,College,206445.88,0.0,61.0,0.0,Personal Auto,Four-Door Car,292.8 +LN50325,Arizona,Female,High School or Below,1006460.83,20440.0,128.0,2.0,Corporate Auto,Luxury,614.4 +HJ15383,Washington,Male,Master,803240.19,27658.0,68.0,0.0,Personal Auto,Four-Door Car,160.07526 +KH59823,California,Male,College,548921.41,50943.0,139.0,0.0,Special Auto,SUV,667.2 +YM79169,California,Male,Bachelors,261275.67,19003.0,71.0,0.0,Personal Auto,Two-Door Car,34.651305 +DR38127,California,Male,College,857346.39,46703.0,108.0,0.0,Personal Auto,Four-Door Car,678.100487 +PU42145,California,Male,Bachelors,2412750.4,14072.0,71.0,0.0,Personal Auto,Four-Door Car,511.2 +KM33477,Oregon,Male,College,855038.66,21733.0,73.0,0.0,Corporate Auto,Four-Door Car,525.6 +RI53167,Arizona,Male,Bachelors,230864.8,20811.0,61.0,0.0,Personal Auto,Four-Door Car,292.8 +OF77789,Arizona,Female,High School or Below,425462.07,11904.0,61.0,2.0,Personal Auto,Two-Door Car,292.8 +YB33445,Oregon,Female,College,898285.04,43490.0,114.0,4.0,Corporate Auto,SUV,174.588413 +BA17836,California,Male,High School or Below,786816.6,57340.0,67.0,0.0,Corporate Auto,Four-Door Car,159.391681 +JS43228,California,Male,College,770424.87,49088.0,97.0,0.0,Corporate Auto,Four-Door Car,698.4 +BB11622,Nevada,Male,Master,1055217.0,47761.0,131.0,0.0,Personal Auto,SUV,232.711071 +HQ70429,Washington,Female,College,1604510.95,0.0,65.0,0.0,Personal Auto,Two-Door Car,163.046956 +WK88044,Arizona,Male,Bachelors,873783.75,61281.0,110.0,0.0,Personal Auto,SUV,79.865605 +LA80525,Nevada,Male,Bachelors,545489.07,0.0,82.0,1.0,Corporate Auto,Two-Door Car,393.6 +EH16250,Arizona,Male,Bachelors,770528.33,25290.0,66.0,0.0,Personal Auto,Four-Door Car,382.085897 +PU41872,Arizona,Female,High School or Below,703926.24,24239.0,88.0,0.0,Personal Auto,Four-Door Car,48.348319 +HB85743,California,Male,Bachelors,883808.56,82664.0,114.0,3.0,Personal Auto,SUV,133.425609 +MM71959,Arizona,Male,Bachelors,873352.73,83210.0,110.0,0.0,Personal Auto,Luxury,528.0 +MB83663,Oregon,Female,Bachelors,959747.48,38736.0,81.0,0.0,Personal Auto,Two-Door Car,561.414794 +KR43119,California,Male,College,450666.02,0.0,66.0,0.0,Personal Auto,Four-Door Car,316.8 +KH24214,Oregon,Male,College,1785797.23,55437.0,64.0,1.0,Personal Auto,Four-Door Car,445.287788 +AC40767,Washington,Male,Bachelors,249780.82,68041.0,6464.0,0.0,Personal Auto,Two-Door Car,165.570243 +HP55391,Oregon,Male,Master,542613.62,0.0,71.0,0.0,Corporate Auto,Four-Door Car,407.99684 +EG62398,California,Female,High School or Below,799814.38,29066.0,100.0,0.0,Personal Auto,SUV,844.229478 +VS19949,Nevada,Male,Bachelors,289762.07,54337.0,72.0,0.0,Personal Auto,Four-Door Car,345.6 +AM92343,Oregon,Female,High School or Below,1159950.22,67616.0,96.0,0.0,Personal Auto,Four-Door Car,340.306584 +GI68556,California,Female,Bachelors,1514793.06,41082.0,63.0,0.0,Personal Auto,Two-Door Car,106.647493 +JT11876,Washington,Female,High School or Below,543576.78,0.0,10202.0,0.0,Personal Auto,Four-Door Car,626.116259 +XR64251,Nevada,Female,Master,272535.64,36650.0,69.0,1.0,Personal Auto,Four-Door Car,56.60333 +MK34957,Oregon,Female,College,1329771.23,50631.0,112.0,4.0,Special Auto,SUV,784.65781 +GP18756,California,Male,College,992704.97,19592.0,92.0,0.0,Personal Auto,Four-Door Car,441.6 +AP23850,Washington,Female,High School or Below,1777154.9,0.0,114.0,0.0,Personal Auto,Two-Door Car,547.2 +KQ65521,Arizona,Female,College,1826927.02,55761.0,115.0,0.0,Personal Auto,Luxury,86.27772 +EJ19449,California,Female,College,272221.07,17576.0,71.0,0.0,Special Auto,Four-Door Car,398.502948 +QB70027,California,Female,Bachelors,708321.24,41449.0,89.0,0.0,Personal Auto,Four-Door Car,63.516572 +QW47320,California,Female,Bachelors,1017971.7,14290.0,271.0,0.0,Personal Auto,Luxury,1300.8 +KH64733,Nevada,Female,College,588950.91,62007.0,73.0,0.0,Personal Auto,Four-Door Car,120.015609 +ON59472,Arizona,Male,High School or Below,1577139.34,21921.0,206.0,0.0,Corporate Auto,Luxury,1254.137899 +HP94242,Arizona,Female,Bachelors,528817.33,42621.0,66.0,0.0,Personal Auto,Four-Door Car,316.8 +RV15398,Oregon,Male,College,2758055.4,0.0,87.0,1.0,Personal Auto,Four-Door Car,417.6 +EA25683,Washington,Male,High School or Below,777853.23,63786.0,196.0,0.0,Corporate Auto,Luxury,798.002689 +PW73754,California,Female,High School or Below,734186.13,0.0,104.0,3.0,Personal Auto,Luxury,82.041684 +MC71942,California,Female,High School or Below,791919.7,82877.0,99.0,1.0,Personal Auto,Two-Door Car,22.819088 +OX72195,Arizona,Male,College,216387.02,0.0,63.0,0.0,Corporate Auto,Two-Door Car,302.4 +YQ99152,Nevada,Male,High School or Below,978780.88,10475.0,88.0,1.0,Personal Auto,Two-Door Car,422.4 +KI19439,Oregon,Female,High School or Below,520764.08,21952.0,66.0,0.0,Personal Auto,Four-Door Car,316.8 +PM76175,Oregon,Female,Bachelors,2114727.72,49721.0,132.0,0.0,Corporate Auto,Luxury,639.971388 +US45383,California,Male,College,1228076.66,88340.0,102.0,0.0,Personal Auto,Two-Door Car,489.6 +GT38956,California,Female,College,244139.42,0.0,65.0,0.0,Personal Auto,Four-Door Car,312.0 +SN41301,Oregon,Male,Bachelors,653556.06,0.0,65.0,0.0,Corporate Auto,Four-Door Car,468.0 +BE62503,Washington,Female,College,920659.83,24589.0,82.0,0.0,Personal Auto,Two-Door Car,511.497882 +PA16884,California,Female,Bachelors,411858.86,69379.0,103.0,0.0,Personal Auto,Two-Door Car,494.4 +NC58480,Nevada,Female,Bachelors,483820.9,73769.0,61.0,2.0,Personal Auto,Four-Door Car,239.540223 +NS39326,California,Female,College,462554.81,66670.0,114.0,0.0,Personal Auto,SUV,518.180364 +PN18507,Arizona,Male,Bachelors,1404210.3,88854.0,118.0,0.0,Personal Auto,Two-Door Car,715.252366 +EK91340,Oregon,Male,Bachelors,754661.35,31266.0,193.0,0.0,Corporate Auto,Luxury,926.4 +JY16280,California,Female,High School or Below,251459.2,43860.0,65.0,0.0,Personal Auto,Four-Door Car,156.124914 +ZW71731,California,Male,Bachelors,517035.84,89284.0,133.0,2.0,Corporate Auto,SUV,402.070719 +ZC24631,Oregon,Male,College,1391737.72,67267.0,89.0,0.0,Corporate Auto,Four-Door Car,94.814032 +YR34689,California,Female,High School or Below,1131813.08,79270.0,95.0,3.0,Personal Auto,Four-Door Car,456.0 +RT65829,Oregon,Male,Bachelors,427636.36,36692.0,109.0,1.0,Personal Auto,Four-Door Car,523.2 +BZ12077,Oregon,Female,High School or Below,432224.03,0.0,119.0,0.0,Personal Auto,SUV,571.2 +WM65373,California,Female,College,800230.83,0.0,107.0,0.0,Corporate Auto,SUV,513.6 +NH35059,Nevada,Male,College,388545.64,0.0,105.0,0.0,Corporate Auto,Four-Door Car,504.0 +QD38160,Oregon,Male,College,447177.82,0.0,135.0,0.0,Personal Auto,SUV,972.0 +BM15160,California,Female,High School or Below,849635.28,44624.0,71.0,1.0,Special Auto,Four-Door Car,73.883044 +VY79030,Arizona,Female,College,2250088.35,0.0,71.0,0.0,Corporate Auto,Four-Door Car,340.8 +EV19512,Nevada,Female,Master,1630196.76,19614.0,85.0,0.0,Personal Auto,Two-Door Car,574.024018 +TE13577,Oregon,Female,College,231973.59,0.0,64.0,0.0,Personal Auto,Four-Door Car,632.715382 +WY97929,Arizona,Male,College,871704.98,83846.0,74.0,3.0,Special Auto,Four-Door Car,355.2 +YG20683,Washington,Male,College,286011.17,51159.0,72.0,0.0,Personal Auto,Four-Door Car,4.238626 +FK75497,California,Male,College,245340.83,83772.0,62.0,0.0,Personal Auto,Two-Door Car,42.248087 +NE60110,Arizona,Male,College,598977.39,66839.0,154.0,0.0,Personal Auto,Luxury,739.2 +TN36521,Arizona,Female,College,2498022.55,88440.0,70.0,0.0,Personal Auto,Two-Door Car,27.145151 +HG33568,Arizona,Female,Master,748263.95,25666.0,63.0,2.0,Personal Auto,Four-Door Car,270.002766 +TW17878,Oregon,Female,High School or Below,245757.6,52926.0,61.0,0.0,Personal Auto,Four-Door Car,292.8 +ZO83562,Nevada,Female,Bachelors,237974.12,0.0,67.0,0.0,Personal Auto,Four-Door Car,494.946438 +CH97539,Washington,Female,Bachelors,828696.44,40001.0,70.0,0.0,Personal Auto,Four-Door Car,142.567008 +CV29889,California,Male,College,239391.54,0.0,70.0,0.0,Personal Auto,Four-Door Car,425.266308 +MO33320,Oregon,Male,College,465715.95,18024.0,65.0,0.0,Personal Auto,Two-Door Car,312.0 +QZ81258,Oregon,Female,College,1319792.89,0.0,68.0,3.0,Personal Auto,Four-Door Car,326.4 +NY56352,Oregon,Female,Bachelors,280391.67,23220.0,74.0,0.0,Personal Auto,Four-Door Car,251.334247 +EA27048,California,Female,High School or Below,864650.41,64125.0,108.0,0.0,Personal Auto,SUV,369.818708 +UT38865,Oregon,Female,College,742587.06,58042.0,62.0,0.0,Corporate Auto,Four-Door Car,161.419528 +QC89139,Oregon,Female,High School or Below,452873.74,90034.0,112.0,0.0,Corporate Auto,SUV,537.6 +LA14484,Nevada,Male,High School or Below,222707.28,27972.0,61.0,0.0,Special Auto,Four-Door Car,292.8 +HN57556,California,Female,High School or Below,729294.88,0.0,65.0,0.0,Personal Auto,Four-Door Car,312.0 +CV31235,Arizona,Male,Bachelors,318435.52,50989.0,80.0,0.0,Corporate Auto,Four-Door Car,255.999709 +WR45726,Arizona,Female,Bachelors,1131520.37,11885.0,101.0,0.0,Special Auto,Four-Door Car,484.8 +LB25094,California,Female,Bachelors,253070.51,89451.0,63.0,0.0,Special Auto,Four-Door Car,61.769564 +KW56110,Oregon,Male,Bachelors,1836155.53,0.0,182.0,0.0,Personal Auto,Luxury,1310.4 +XO36233,Washington,Male,Bachelors,864153.0,78904.0,109.0,0.0,Personal Auto,SUV,250.001424 +ZX86243,Arizona,Male,Doctor,327853.19,70247.0,83.0,1.0,Personal Auto,Four-Door Car,141.799422 +DW29763,Arizona,Male,High School or Below,527198.21,32653.0,67.0,0.0,Personal Auto,Two-Door Car,321.6 +CT83377,Washington,Male,High School or Below,376363.77,93595.0,97.0,4.0,Special Auto,Four-Door Car,49.797016 +OQ90898,California,Male,Master,1395556.96,90279.0,115.0,0.0,Personal Auto,SUV,372.175592 +GO77248,Oregon,Female,College,500152.75,0.0,72.0,0.0,Personal Auto,Four-Door Car,542.14385 +QW33258,California,Male,Bachelors,708283.04,53310.0,189.0,3.0,Personal Auto,Luxury,1360.8 +OU79745,California,Male,College,761948.28,0.0,105.0,0.0,Personal Auto,Four-Door Car,504.0 +VZ79886,Oregon,Female,Bachelors,1255088.2,22234.0,160.0,0.0,Personal Auto,SUV,768.0 +FI92440,Washington,Female,High School or Below,3219660.04,91375.0,99.0,0.0,Personal Auto,Two-Door Car,72.632934 +YG85980,Nevada,Female,High School or Below,679377.41,22250.0,86.0,0.0,Personal Auto,Two-Door Car,720.601429 +QM74621,Oregon,Male,Bachelors,527231.97,0.0,80.0,0.0,Personal Auto,Four-Door Car,576.0 +EI71732,Oregon,Female,Doctor,626534.33,0.0,84.0,1.0,Personal Auto,Four-Door Car,481.025786 +VN79010,California,Female,High School or Below,854758.61,51179.0,71.0,0.0,Corporate Auto,Four-Door Car,466.176731 +FI61723,California,Male,Bachelors,278742.37,38667.0,72.0,0.0,Personal Auto,Four-Door Car,159.266473 +OH55411,California,Female,Master,462680.11,79487.0,114.0,0.0,Corporate Auto,SUV,547.2 +TF10720,Nevada,Female,Doctor,866336.4,67763.0,107.0,2.0,Personal Auto,Four-Door Car,41.283167 +NW30838,Nevada,Male,High School or Below,387222.22,0.0,62.0,2.0,Corporate Auto,Four-Door Car,503.808329 +CB58476,Oregon,Female,College,517081.15,0.0,71.0,0.0,Corporate Auto,Four-Door Car,859.599411 +WI69346,California,Female,Master,896028.02,71943.0,112.0,0.0,Corporate Auto,SUV,305.653785 +FS76657,Oregon,Female,College,547183.43,53526.0,68.0,0.0,Personal Auto,Four-Door Car,278.902846 +YX89016,Oregon,Male,College,3493100.17,35005.0,295.0,0.0,Personal Auto,Luxury,1416.0 +PK28821,California,Male,College,262039.23,24721.0,67.0,0.0,Personal Auto,Four-Door Car,139.963594 +MB51200,Washington,Male,College,1906949.95,0.0,102.0,2.0,Personal Auto,Four-Door Car,734.4 +XG44587,Arizona,Male,Master,575744.23,88997.0,72.0,0.0,Personal Auto,Four-Door Car,174.041566 +FG91922,Arizona,Male,Master,4022401.36,48587.0,111.0,0.0,Personal Auto,SUV,532.8 +OM99303,Arizona,Female,High School or Below,270148.83,76310.0,67.0,0.0,Personal Auto,Two-Door Car,321.6 +RV67546,California,Male,Bachelors,371243.05,73205.0,92.0,0.0,Personal Auto,Four-Door Car,37.299865 +UJ79253,Oregon,Female,College,2185084.0,51056.0,78.0,0.0,Personal Auto,Four-Door Car,95.816516 +PN98247,California,Male,College,784016.58,58414.0,210.0,2.0,Personal Auto,Luxury,1008.0 +IB67546,California,Female,Bachelors,823703.79,23940.0,107.0,0.0,Personal Auto,SUV,513.6 +OE19087,California,Female,High School or Below,224347.39,0.0,62.0,0.0,Personal Auto,Four-Door Car,446.4 +CM95716,California,Male,Bachelors,843446.41,44216.0,71.0,0.0,Personal Auto,Four-Door Car,72.205362 +MW62634,California,Male,High School or Below,222707.28,27972.0,61.0,0.0,Corporate Auto,Four-Door Car,292.8 +QW67581,Arizona,Female,High School or Below,517002.6,0.0,69.0,0.0,Personal Auto,Four-Door Car,331.2 +SN16059,California,Female,Master,264144.61,29305.0,66.0,0.0,Personal Auto,Four-Door Car,475.2 +OE51254,California,Female,College,279068.3,53882.0,69.0,0.0,Personal Auto,Four-Door Car,331.2 +RM42344,Oregon,Male,College,274512.98,91757.0,69.0,1.0,Personal Auto,Four-Door Car,331.2 +GB35238,California,Female,Bachelors,757953.27,33906.0,64.0,0.0,Personal Auto,Two-Door Car,401.592109 +ML82674,Oregon,Male,Bachelors,1097878.03,68158.0,139.0,1.0,Personal Auto,SUV,253.183568 +EI85244,California,Male,College,825506.01,0.0,134.0,3.0,Personal Auto,SUV,643.2 +DE28132,Oregon,Male,College,474773.46,42165.0,123.0,0.0,Corporate Auto,SUV,799.673766 +TV25678,Washington,Male,College,354090.43,0.0,101.0,0.0,Personal Auto,SUV,727.2 +TY26512,California,Male,Doctor,343613.43,30817.0,88.0,0.0,Personal Auto,Four-Door Car,91.834668 +OB69153,California,Male,Bachelors,258218.53,68074.0,65.0,0.0,Personal Auto,Four-Door Car,27.987867 +QZ77637,Washington,Female,College,1166509.78,84978.0,35353.0,1.0,Corporate Auto,Four-Door Car,166.77296 +XN41715,California,Female,Master,739628.37,71135.0,92.0,1.0,Personal Auto,Four-Door Car,270.563995 +QR15857,California,Female,College,433079.98,0.0,61.0,0.0,Personal Auto,Two-Door Car,292.8 +FL69363,Oregon,Male,Master,907576.82,37722.0,116.0,0.0,Personal Auto,Luxury,158.077504 +IS30295,Arizona,Female,Bachelors,1463545.16,0.0,139.0,0.0,Personal Auto,SUV,667.2 +WA25797,Washington,Male,High School or Below,856476.82,95697.0,107.0,0.0,Personal Auto,Luxury,178.006524 +NL59519,California,Female,College,1156568.75,64642.0,96.0,0.0,Personal Auto,Four-Door Car,404.265696 +ZU93025,Oregon,Female,College,277104.5,50071.0,71.0,0.0,Personal Auto,Two-Door Car,18.918935 +DK94262,Oregon,Male,High School or Below,850712.88,46754.0,106.0,1.0,Personal Auto,SUV,513.818403 +UQ30615,California,Male,College,758211.38,64801.0,64.0,0.0,Corporate Auto,Four-Door Car,268.471802 +OR40060,Arizona,Male,Bachelors,332309.25,70410.0,83.0,0.0,Personal Auto,Four-Door Car,131.828507 +DK32872,Nevada,Female,High School or Below,523433.17,66957.0,131.0,1.0,Personal Auto,SUV,628.8 +FA46418,Nevada,Female,High School or Below,2470959.96,24213.0,78.0,1.0,Personal Auto,Four-Door Car,374.4 +ER19995,Washington,Female,College,1778627.78,99790.0,6464.0,0.0,Personal Auto,Four-Door Car,178.986788 +KI75855,Oregon,Male,Master,255122.67,79751.0,63.0,0.0,Personal Auto,Two-Door Car,392.235698 +ND41876,Arizona,Male,High School or Below,724771.37,86122.0,182.0,1.0,Personal Auto,Luxury,873.6 +PN21042,Arizona,Male,Bachelors,453884.78,82297.0,116.0,0.0,Personal Auto,Luxury,0.382107 +GJ43254,Washington,Male,College,3164210.46,89057.0,98.0,0.0,Corporate Auto,Two-Door Car,187.363583 +AL46984,California,Male,High School or Below,873042.2,43259.0,73.0,0.0,Personal Auto,Four-Door Car,350.4 +JP58047,Oregon,Male,College,833273.06,0.0,79.0,0.0,Personal Auto,Four-Door Car,379.2 +ZE85014,California,Male,College,235774.7,25064.0,62.0,0.0,Personal Auto,Four-Door Car,297.6 +KU88219,Arizona,Male,Master,463716.4,25816.0,119.0,0.0,Personal Auto,Luxury,571.2 +UU98729,California,Male,Bachelors,535719.27,0.0,73.0,0.0,Personal Auto,Four-Door Car,350.853987 +WS82822,Oregon,Female,College,539197.1,41662.0,69.0,0.0,Corporate Auto,Four-Door Car,217.973168 +YB49933,Arizona,Male,Bachelors,369414.05,96170.0,92.0,0.0,Personal Auto,Four-Door Car,441.6 +XC16387,Arizona,Female,High School or Below,504041.24,46072.0,64.0,0.0,Personal Auto,Four-Door Car,25.934064 +XJ96748,Arizona,Female,High School or Below,2749542.19,37931.0,99.0,0.0,Personal Auto,Four-Door Car,475.2 +TM98684,Oregon,Male,High School or Below,484228.5,35127.0,62.0,0.0,Personal Auto,Four-Door Car,297.6 +AY18433,Washington,Female,High School or Below,2738281.89,45473.0,76.0,0.0,Special Auto,Two-Door Car,188.938397 +DM74502,Nevada,Female,College,522710.19,93087.0,131.0,3.0,Corporate Auto,Luxury,628.8 +FT56968,Arizona,Male,High School or Below,259009.6,22398.0,67.0,2.0,Personal Auto,Four-Door Car,321.6 +OX36896,California,Male,High School or Below,1053607.8,92983.0,87.0,1.0,Corporate Auto,Four-Door Car,153.205591 +BZ65376,Arizona,Male,Bachelors,858127.87,27689.0,239.0,2.0,Personal Auto,Luxury,2893.239678 +LN34660,California,Female,College,946311.33,69654.0,118.0,0.0,Corporate Auto,SUV,629.532731 +JC29295,California,Female,Bachelors,1344100.64,80744.0,111.0,0.0,Personal Auto,SUV,361.284757 +KJ87930,California,Female,Bachelors,388650.48,0.0,112.0,0.0,Corporate Auto,SUV,1185.988301 +XT36360,Arizona,Female,High School or Below,678489.37,0.0,64.0,1.0,Personal Auto,Four-Door Car,460.8 +IX35050,Arizona,Male,Bachelors,2359468.02,76358.0,66.0,0.0,Special Auto,Four-Door Car,86.461582 +UN97379,Oregon,Male,Bachelors,253862.63,18608.0,71.0,0.0,Corporate Auto,Four-Door Car,340.8 +MR57294,California,Male,High School or Below,563994.2,73168.0,70.0,0.0,Personal Auto,Four-Door Car,425.800112 +UG79499,Washington,Male,Bachelors,1168137.43,70930.0,99.0,0.0,Personal Auto,Four-Door Car,190.43446 +UA50747,Washington,Female,High School or Below,2599775.0,62262.0,72.0,0.0,Corporate Auto,Four-Door Car,193.505325 +GL20444,Nevada,Female,Master,1377836.93,91474.0,113.0,0.0,Corporate Auto,Two-Door Car,24.087774 +SP58110,California,Female,Bachelors,492318.17,61469.0,63.0,5.0,Personal Auto,Four-Door Car,302.4 +XM91635,Arizona,Female,High School or Below,227233.54,16618.0,62.0,0.0,Special Auto,Four-Door Car,219.288706 +TV82603,California,Female,Bachelors,1489539.8,48081.0,188.0,0.0,Personal Auto,Luxury,881.360959 +BB82067,Oregon,Male,Doctor,975604.5,67632.0,121.0,0.0,Personal Auto,Luxury,26.951627 +JP94676,Oregon,Female,Bachelors,942297.41,34115.0,119.0,0.0,Personal Auto,SUV,466.122541 +VU53417,Arizona,Male,High School or Below,383735.76,23051.0,99.0,0.0,Personal Auto,Two-Door Car,475.2 +IW54795,California,Male,College,1095213.19,23748.0,99.0,0.0,Personal Auto,Four-Door Car,607.095655 +RN78170,Arizona,Female,College,815913.66,40589.0,69.0,0.0,Corporate Auto,Four-Door Car,331.2 +IX55883,California,Female,College,1948049.98,50809.0,83.0,0.0,Personal Auto,Four-Door Car,290.381707 +XM72420,Arizona,Female,High School or Below,391936.67,66676.0,97.0,0.0,Personal Auto,Four-Door Car,558.099357 +GC15104,Nevada,Female,Bachelors,798514.21,52339.0,70.0,3.0,Corporate Auto,Four-Door Car,336.0 +RX13282,Oregon,Male,Bachelors,1216874.49,14973.0,115.0,0.0,Personal Auto,SUV,828.0 +QA85890,Arizona,Female,High School or Below,584932.15,0.0,83.0,0.0,Corporate Auto,Four-Door Car,540.514115 +IR62668,Arizona,Female,Bachelors,508583.66,31546.0,65.0,0.0,Personal Auto,Four-Door Car,100.049832 +AL96740,California,Female,College,290393.98,67763.0,73.0,1.0,Personal Auto,Four-Door Car,59.861963 +SS48498,Washington,Female,College,627317.34,20836.0,79.0,0.0,Corporate Auto,Four-Door Car,193.57032 +PE39479,Washington,Male,College,1832141.9,88592.0,76.0,0.0,Corporate Auto,Four-Door Car,199.79727 +JH62891,Oregon,Female,College,517870.42,66943.0,65.0,1.0,Special Auto,Four-Door Car,53.084753 +FI20423,Arizona,Female,High School or Below,1402435.84,81872.0,115.0,0.0,Special Auto,Four-Door Car,256.43803 +PM13394,Washington,Female,College,530943.59,22404.0,70.0,1.0,Personal Auto,Four-Door Car,211.136067 +YV67971,California,Female,High School or Below,494980.38,21342.0,62.0,0.0,Personal Auto,Four-Door Car,74.350893 +QD31377,California,Male,Bachelors,859566.53,34621.0,108.0,1.0,Corporate Auto,SUV,621.464468 +YG10247,Oregon,Male,College,2295189.2,62396.0,64.0,0.0,Personal Auto,Four-Door Car,307.2 +FE73696,Oregon,Male,High School or Below,379213.03,97212.0,93.0,0.0,Personal Auto,Two-Door Car,360.05589 +SW19699,Arizona,Female,Bachelors,275574.8,49648.0,70.0,0.0,Personal Auto,Four-Door Car,65.954813 +QJ40732,Arizona,Male,College,488033.96,97984.0,61.0,1.0,Personal Auto,Four-Door Car,407.450118 +HM76207,California,Female,College,905190.53,26308.0,114.0,0.0,Corporate Auto,SUV,547.2 +NT59303,Oregon,Female,College,1011544.62,63528.0,256.0,0.0,Personal Auto,Luxury,1228.8 +PU41393,Nevada,Male,College,826907.54,20225.0,114.0,1.0,Special Auto,SUV,547.2 +QO86948,Nevada,Male,High School or Below,807165.3,0.0,112.0,0.0,Personal Auto,SUV,806.4 +QN10888,Oregon,Female,High School or Below,772699.36,87620.0,64.0,0.0,Personal Auto,Four-Door Car,24.063693 +VY19543,California,Female,Bachelors,831113.59,0.0,72.0,0.0,Corporate Auto,Four-Door Car,311.329282 +XC15133,Nevada,Female,Master,257402.04,34990.0,65.0,0.0,Personal Auto,Four-Door Car,42.689135 +ST43550,Oregon,Male,Bachelors,572732.71,99934.0,71.0,0.0,Special Auto,Four-Door Car,460.323855 +FX36546,Washington,Male,Master,367914.21,60804.0,92.0,0.0,Personal Auto,Four-Door Car,213.225001 +JX68983,Oregon,Male,Bachelors,274451.96,94648.0,69.0,0.0,Personal Auto,Four-Door Car,331.2 +HX78576,California,Female,High School or Below,563674.03,24516.0,71.0,0.0,Personal Auto,Four-Door Car,300.607591 +ZQ11381,Arizona,Male,Bachelors,1687038.82,61063.0,85.0,0.0,Personal Auto,Four-Door Car,262.504882 +ON39271,California,Male,Master,273800.2,0.0,74.0,0.0,Personal Auto,Two-Door Car,263.365432 +SB18278,Oregon,Male,Bachelors,464470.05,0.0,64.0,0.0,Corporate Auto,Four-Door Car,307.2 +ZT30559,California,Female,High School or Below,474668.65,15169.0,63.0,0.0,Personal Auto,Four-Door Car,302.4 +XI41106,Arizona,Male,College,1687432.82,55390.0,71.0,0.0,Corporate Auto,Two-Door Car,256.268091 +ZS88847,Oregon,Female,Bachelors,238760.61,27592.0,62.0,0.0,Personal Auto,Four-Door Car,297.6 +RU49126,Washington,Female,College,446533.57,61846.0,112.0,0.0,Personal Auto,SUV,215.8182 +KR62797,Arizona,Female,High School or Below,459162.59,83297.0,113.0,0.0,Personal Auto,SUV,542.4 +ZJ73220,Arizona,Female,College,1309258.58,0.0,188.0,0.0,Special Auto,Luxury,1353.6 +FY62633,Oregon,Male,Bachelors,911226.66,0.0,90.0,0.0,Personal Auto,Four-Door Car,432.0 +CU36986,California,Female,High School or Below,416516.66,55897.0,104.0,0.0,Personal Auto,Four-Door Car,499.2 +WZ53904,Arizona,Male,Bachelors,265998.06,21297.0,71.0,0.0,Personal Auto,Four-Door Car,45.507952 +AA71604,Arizona,Female,Master,1198659.21,87560.0,98.0,1.0,Personal Auto,Two-Door Car,470.4 +TD10493,Oregon,Female,High School or Below,289873.27,0.0,96.0,4.0,Personal Auto,Four-Door Car,691.2 +LY97989,Oregon,Female,Bachelors,289424.39,0.0,85.0,0.0,Personal Auto,Four-Door Car,408.0 +VX39856,Arizona,Female,Doctor,350045.44,89398.0,86.0,0.0,Personal Auto,Four-Door Car,82.409922 +TP51897,California,Female,College,262180.86,36843.0,68.0,3.0,Corporate Auto,Four-Door Car,357.642982 +QQ89253,Oregon,Female,College,1022180.5,0.0,134.0,0.0,Personal Auto,SUV,643.2 +EI91403,California,Male,High School or Below,257827.1,34946.0,65.0,0.0,Personal Auto,Two-Door Car,420.35698 +QG15435,Arizona,Female,College,624259.57,75680.0,78.0,0.0,Personal Auto,Four-Door Car,136.787725 +FZ55002,Nevada,Female,Doctor,522028.1,0.0,69.0,0.0,Personal Auto,Four-Door Car,331.2 +HX77930,Washington,Female,College,313643.21,49532.0,79.0,1.0,Personal Auto,Four-Door Car,220.186677 +UN37063,Arizona,Male,Bachelors,452536.58,10269.0,65.0,0.0,Personal Auto,Two-Door Car,170.798204 +VB87946,California,Male,College,497035.73,49714.0,63.0,3.0,Personal Auto,Four-Door Car,266.165535 +AB60627,California,Male,High School or Below,1546778.9,77517.0,129.0,0.0,Corporate Auto,SUV,98.921782 +TA34903,Oregon,Male,High School or Below,583889.92,81082.0,73.0,0.0,Personal Auto,Four-Door Car,281.295903 +AQ51368,Oregon,Female,Bachelors,1065688.2,72540.0,88.0,0.0,Corporate Auto,Two-Door Car,631.743039 +NZ26102,Oregon,Female,High School or Below,228961.87,0.0,65.0,0.0,Personal Auto,Four-Door Car,468.0 +GB45753,California,Male,High School or Below,543980.42,61546.0,68.0,0.0,Corporate Auto,Two-Door Car,29.209521 +BV79904,California,Female,Master,795615.01,44818.0,67.0,1.0,Personal Auto,Two-Door Car,136.883999 +OB49075,Arizona,Male,Bachelors,445811.34,17622.0,65.0,1.0,Personal Auto,Four-Door Car,312.0 +DS97676,Oregon,Female,College,255505.15,0.0,72.0,0.0,Personal Auto,Four-Door Car,518.4 +JO63462,California,Male,Bachelors,330799.9,79797.0,84.0,0.0,Corporate Auto,Two-Door Car,31.755601 +NJ10602,Washington,Female,College,845905.32,92717.0,70.0,0.0,Personal Auto,Two-Door Car,224.27582 +RS24501,Oregon,Female,College,1335012.09,28919.0,173.0,0.0,Personal Auto,SUV,830.4 +VT78274,Arizona,Male,College,493122.13,0.0,68.0,0.0,Personal Auto,Four-Door Car,480.159011 +SU56153,Nevada,Male,Bachelors,777683.52,63568.0,65.0,0.0,Corporate Auto,Two-Door Car,390.792553 +MN20737,Nevada,Female,College,255367.22,73935.0,64.0,1.0,Corporate Auto,Four-Door Car,72.071195 +KL43114,Arizona,Female,High School or Below,487646.97,0.0,66.0,0.0,Corporate Auto,Two-Door Car,316.8 +YQ15567,Oregon,Female,Bachelors,903430.58,18846.0,115.0,0.0,Personal Auto,SUV,552.0 +TR88637,Arizona,Female,High School or Below,810591.08,38893.0,103.0,0.0,Personal Auto,SUV,41.965252 +TC88986,Oregon,Male,High School or Below,561968.91,0.0,153.0,0.0,Special Auto,SUV,1027.000029 +XX88577,California,Male,Bachelors,1572713.06,84824.0,196.0,0.0,Corporate Auto,SUV,319.820747 +NE49052,California,Female,High School or Below,661801.64,20068.0,86.0,0.0,Corporate Auto,Four-Door Car,411.011162 +KX17826,Oregon,Male,Doctor,467004.8,0.0,125.0,0.0,Corporate Auto,SUV,600.0 +CC91503,Arizona,Female,High School or Below,1016936.98,0.0,135.0,0.0,Personal Auto,Luxury,648.0 +WH32183,California,Male,Bachelors,832307.4,97245.0,70.0,0.0,Personal Auto,Four-Door Car,4.110585 +ES90681,California,Female,College,241776.0,51808.0,61.0,1.0,Personal Auto,Four-Door Car,351.149904 +DW96592,California,Male,Bachelors,804487.24,71391.0,67.0,0.0,Personal Auto,Four-Door Car,284.000172 +MT23134,Oregon,Male,High School or Below,532572.45,0.0,73.0,0.0,Personal Auto,Two-Door Car,496.474767 +BM69081,Arizona,Male,Bachelors,694752.4,0.0,100.0,0.0,Personal Auto,SUV,925.137143 +MB90871,Oregon,Female,College,584741.52,23496.0,77.0,0.0,Special Auto,Four-Door Car,13.164097 +GT62080,Washington,Male,High School or Below,793690.2593445693,55561.0,63.0,0.0,Personal Auto,Four-Door Car,227.872071 +QL77686,Nevada,Female,College,472478.61,23986.0,119.0,0.0,Corporate Auto,SUV,463.335061 +ON77827,Arizona,Female,Master,279022.8,22974.0,71.0,0.0,Personal Auto,Four-Door Car,180.667969 +KP18988,Oregon,Female,High School or Below,2153133.28,0.0,101.0,0.0,Personal Auto,Four-Door Car,484.8 +TI92884,Arizona,Male,Bachelors,1262283.27,61844.0,106.0,0.0,Personal Auto,Luxury,508.8 +JH73503,Arizona,Male,Doctor,2017196.15,24804.0,73.0,0.0,Personal Auto,Two-Door Car,350.4 +YE97964,California,Female,Bachelors,1646436.59,27760.0,104.0,0.0,Personal Auto,SUV,302.764283 +VA30351,Oregon,Female,High School or Below,559538.99,74454.0,71.0,0.0,Personal Auto,Four-Door Car,340.8 +PV55726,Oregon,Female,Master,417068.73,29462.0,107.0,1.0,Personal Auto,SUV,513.6 +UC88305,Arizona,Female,College,266544.71,52266.0,68.0,0.0,Corporate Auto,Two-Door Car,141.922839 +TS53809,Oregon,Male,Bachelors,709891.41,0.0,70.0,0.0,Personal Auto,Two-Door Car,349.783046 +ZV32120,California,Male,Doctor,397134.51,23599.0,103.0,0.0,Corporate Auto,SUV,494.4 +FB80807,Oregon,Male,Bachelors,552821.28,36088.0,72.0,0.0,Personal Auto,Four-Door Car,345.6 +AS55677,California,Female,High School or Below,833899.58,70534.0,104.0,0.0,Personal Auto,Four-Door Car,54.065538 +WA15684,Oregon,Male,College,3844585.59,27398.0,125.0,1.0,Personal Auto,SUV,600.0 +SA50567,Nevada,Male,Bachelors,544855.52,85296.0,68.0,0.0,Personal Auto,Four-Door Car,342.515136 +KJ31611,Arizona,Male,High School or Below,1080806.6,31063.0,92.0,0.0,Personal Auto,Four-Door Car,441.6 +VL37375,California,Male,Bachelors,618509.65,0.0,92.0,0.0,Personal Auto,Two-Door Car,1027.177255 +KN21017,Nevada,Male,High School or Below,320822.59,52367.0,81.0,0.0,Personal Auto,Four-Door Car,275.989978 +PX44289,Arizona,Male,College,548010.41,58651.0,71.0,0.0,Personal Auto,Four-Door Car,472.599683 +AM97901,Nevada,Female,College,2298615.39,84831.0,192.0,0.0,Special Auto,Luxury,1336.931716 +RE42925,Oregon,Male,Bachelors,1310792.59,49088.0,114.0,1.0,Corporate Auto,SUV,547.2 +TR81766,California,Female,College,746292.63,70263.0,93.0,0.0,Corporate Auto,Two-Door Car,7.345946 +CH85057,Oregon,Female,Doctor,1146399.1,45354.0,285.0,0.0,Personal Auto,Luxury,540.141566 +UP71482,Arizona,Male,High School or Below,723613.25,0.0,63.0,0.0,Personal Auto,Four-Door Car,383.363758 +EG40670,California,Female,Bachelors,623268.79,28334.0,83.0,0.0,Special Auto,Four-Door Car,537.765151 +HV83672,Oregon,Female,Bachelors,2839332.99,38772.0,90.0,0.0,Personal Auto,Four-Door Car,321.873474 +MG10140,Oregon,Female,College,374675.16,41479.0,94.0,1.0,Personal Auto,Two-Door Car,19.575683 +TC44716,California,Male,Bachelors,2156933.73,23909.0,119.0,0.0,Personal Auto,SUV,571.2 +QO65264,California,Male,College,501208.37,48328.0,63.0,0.0,Personal Auto,Two-Door Car,108.138715 +EB66698,California,Male,High School or Below,337185.84,86689.0,85.0,0.0,Corporate Auto,Two-Door Car,408.0 +OT52034,California,Male,Bachelors,386477.68,24204.0,99.0,1.0,Personal Auto,Four-Door Car,707.303416 +CH85444,Oregon,Male,College,414571.19,25943.0,110.0,0.0,Corporate Auto,Two-Door Car,1067.333126 +PU85769,California,Male,High School or Below,515607.27,0.0,73.0,0.0,Personal Auto,Four-Door Car,807.947292 +UI73201,California,Male,College,366737.5,62375.0,92.0,0.0,Personal Auto,Two-Door Car,618.630955 +SL50592,California,Female,High School or Below,783568.35,0.0,71.0,0.0,Corporate Auto,Four-Door Car,404.272806 +XP11075,Arizona,Male,Bachelors,1456726.84,0.0,148.0,0.0,Personal Auto,SUV,710.4 +SI31236,Oregon,Male,Bachelors,1017133.9,70200.0,65.0,0.0,Corporate Auto,Four-Door Car,312.0 +JN26745,Nevada,Female,Bachelors,413577.52,0.0,112.0,0.0,Special Auto,Four-Door Car,707.977614 +VK48036,Oregon,Female,College,551149.11,79027.0,70.0,0.0,Corporate Auto,Four-Door Car,336.0 +JX76668,Washington,Female,High School or Below,1131424.39,62935.0,141.0,0.0,Personal Auto,Luxury,232.242326 +DS45802,California,Female,High School or Below,541461.73,26893.0,68.0,0.0,Personal Auto,Four-Door Car,68.226001 +OA96690,Oregon,Female,High School or Below,742159.35,47406.0,94.0,1.0,Personal Auto,Four-Door Car,287.149807 +EM27919,California,Male,Bachelors,445811.34,17622.0,65.0,1.0,Personal Auto,Four-Door Car,312.0 +QO41043,Oregon,Female,College,1447612.49,27572.0,124.0,0.0,Corporate Auto,SUV,595.2 +OV50124,Oregon,Female,College,493688.84,0.0,72.0,2.0,Personal Auto,Two-Door Car,391.636628 +PR31642,Oregon,Female,Bachelors,452527.65,32802.0,114.0,0.0,Personal Auto,SUV,547.2 +BU41599,Washington,Female,Master,558176.13,62739.0,70.0,0.0,Personal Auto,Two-Door Car,239.328571 +TK30357,California,Female,Bachelors,1413434.74,90844.0,118.0,0.0,Personal Auto,SUV,232.674417 +NF31087,Nevada,Female,High School or Below,2472318.31,44685.0,69.0,0.0,Personal Auto,Four-Door Car,331.2 +NH16984,California,Female,Bachelors,283806.78,0.0,80.0,0.0,Personal Auto,Four-Door Car,336.50961 +OS75493,California,Female,High School or Below,384848.36,42589.0,98.0,0.0,Corporate Auto,Four-Door Car,470.4 +VT63298,Oregon,Male,Bachelors,1950447.39,0.0,72.0,0.0,Personal Auto,Four-Door Car,345.6 +QS75550,Washington,Female,Bachelors,248004.59,93383.0,62.0,0.0,Corporate Auto,Two-Door Car,244.212286 +SZ16483,Arizona,Female,High School or Below,436137.29,79583.0,109.0,2.0,Personal Auto,Four-Door Car,523.2 +VM92311,Arizona,Female,High School or Below,252907.75,89129.0,64.0,0.0,Personal Auto,Four-Door Car,328.870868 +NJ46849,Arizona,Male,College,250444.48,0.0,69.0,0.0,Personal Auto,Four-Door Car,496.8 +WZ31900,Oregon,Female,Bachelors,864970.06,94389.0,107.0,0.0,Corporate Auto,SUV,85.063708 +RG30482,Oregon,Female,College,1366835.53,0.0,197.0,0.0,Personal Auto,SUV,1418.4 +ZM86949,Oregon,Female,High School or Below,2063508.46,84106.0,64.0,0.0,Personal Auto,Two-Door Car,334.408717 +QQ39596,Arizona,Female,College,251753.36,0.0,69.0,0.0,Personal Auto,Four-Door Car,42.096415 +FH51383,California,Female,High School or Below,532667.77,76717.0,66.0,0.0,Personal Auto,Two-Door Car,300.528579 +BJ53923,Arizona,Male,High School or Below,260027.21,51978.0,66.0,0.0,Corporate Auto,Four-Door Car,144.782152 +CZ96653,Oregon,Female,Bachelors,853479.28,47325.0,107.0,0.0,Personal Auto,SUV,64.598216 +FB23788,Oregon,Male,High School or Below,882883.5,86721.0,111.0,0.0,Corporate Auto,SUV,532.8 +NT43594,Nevada,Female,Bachelors,224844.96,24910.0,63.0,1.0,Personal Auto,Four-Door Car,347.857619 +RJ85627,Washington,Female,Bachelors,1230276.24,43817.0,62.0,1.0,Personal Auto,Four-Door Car,245.447622 +KJ86296,Oregon,Male,High School or Below,455659.3,0.0,73.0,2.0,Personal Auto,Four-Door Car,525.6 +PI47776,Oregon,Female,Bachelors,253070.51,89451.0,63.0,0.0,Corporate Auto,Four-Door Car,61.769564 +MD73554,California,Male,College,525198.4,59537.0,66.0,0.0,Personal Auto,Two-Door Car,316.8 +UX92071,Oregon,Male,High School or Below,674311.93,0.0,199.0,0.0,Personal Auto,Luxury,955.2 +YG44474,Oregon,Male,College,1401472.13,54193.0,117.0,0.0,Corporate Auto,SUV,720.752945 +UH45301,Oregon,Male,College,943891.56,86946.0,118.0,0.0,Personal Auto,Four-Door Car,340.656963 +RY92647,California,Female,Bachelors,1050677.17,0.0,92.0,0.0,Personal Auto,Four-Door Car,546.524896 +IK12620,Arizona,Female,High School or Below,421391.86,12160.0,109.0,0.0,Personal Auto,Four-Door Car,489.411833 +GQ66762,California,Male,College,477368.64,33701.0,63.0,0.0,Personal Auto,Four-Door Car,171.325856 +YT69858,Washington,Female,Bachelors,544142.01,85702.0,67.0,0.0,Personal Auto,Two-Door Car,249.085887 +XD85577,California,Male,Bachelors,284226.69,69417.0,73.0,1.0,Personal Auto,Four-Door Car,30.874869 +TM65736,Oregon,Male,Master,305955.03,38644.0,78.0,1.0,Personal Auto,Four-Door Car,361.455219 +VJ51327,California,Female,High School or Below,2031499.76,63209.0,102.0,2.0,Personal Auto,SUV,207.320041 +GS98873,Arizona,Female,Bachelors,323912.47,16061.0,88.0,0.0,Personal Auto,Four-Door Car,633.6 +CW49887,California,Female,Master,462680.11,79487.0,114.0,0.0,Special Auto,SUV,547.2 +MY31220,California,Female,College,899704.02,54230.0,112.0,0.0,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..7e39dc2 100644 --- a/lab-dw-data-structuring-and-combining.ipynb +++ b/lab-dw-data-structuring-and-combining.ipynb @@ -36,14 +36,1813 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "id": "492d06e3-92c7-4105-ac72-536db98d3244", "metadata": { "id": "492d06e3-92c7-4105-ac72-536db98d3244" }, "outputs": [], "source": [ - "# Your code goes here" + "import pandas as pd \n", + "df1 = pd.read_csv (\"cleaned_dataset.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "id": "e807c7c2-f916-4dfa-b6f8-17e3bcf63772", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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customerstatesexeducationcustomer_lifetime_valueincomemonthly_premium_autoopen_complaintspolicy_typevehicle_classclaim_amount
0RB50392WashingtonunknownMaster7.936903e+050.01000.00.0Personal AutoFour-Door Car2.704934
1QZ44356ArizonaFemaleBachelors6.979536e+050.094.00.0Personal AutoFour-Door Car1131.464935
2AI49188NevadaFemaleBachelors1.288743e+0648767.0108.00.0Personal AutoTwo-Door Car566.472247
3WW63253CaliforniaMaleBachelors7.645862e+050.0106.00.0Corporate AutoSUV529.881344
4GA49547WashingtonMaleHigh School or Below5.363077e+0536357.068.00.0Personal AutoFour-Door Car17.269323
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" + ], + "text/plain": [ + " customer state sex education \\\n", + "0 RB50392 Washington unknown Master \n", + "1 QZ44356 Arizona Female Bachelors \n", + "2 AI49188 Nevada Female Bachelors \n", + "3 WW63253 California Male Bachelors \n", + "4 GA49547 Washington Male High School or Below \n", + "\n", + " customer_lifetime_value income monthly_premium_auto open_complaints \\\n", + "0 7.936903e+05 0.0 1000.0 0.0 \n", + "1 6.979536e+05 0.0 94.0 0.0 \n", + "2 1.288743e+06 48767.0 108.0 0.0 \n", + "3 7.645862e+05 0.0 106.0 0.0 \n", + "4 5.363077e+05 36357.0 68.0 0.0 \n", + "\n", + " policy_type vehicle_class claim_amount \n", + "0 Personal Auto Four-Door Car 2.704934 \n", + "1 Personal Auto Four-Door Car 1131.464935 \n", + "2 Personal Auto Two-Door Car 566.472247 \n", + "3 Corporate Auto SUV 529.881344 \n", + "4 Personal Auto Four-Door Car 17.269323 " + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df1.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "id": "e32af0dd-1231-4bb7-a94f-9d7e3d1ca78c", + "metadata": {}, + "outputs": [], + "source": [ + "df2 = pd.read_csv (\"https://raw.githubusercontent.com/data-bootcamp-v4/data/main/file2.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "id": "4a91f7f8-f8a4-4f82-b45b-0935a6ba6686", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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CustomerSTGENDEREducationCustomer Lifetime ValueIncomeMonthly Premium AutoNumber of Open ComplaintsTotal Claim AmountPolicy TypeVehicle Class
0GS98873ArizonaFBachelor323912.47%16061881/0/00633.6Personal AutoFour-Door Car
1CW49887CaliforniaFMaster462680.11%794871141/0/00547.2Special AutoSUV
2MY31220CaliforniaFCollege899704.02%542301121/0/00537.6Personal AutoTwo-Door Car
3UH35128OregonFCollege2580706.30%712102141/1/001027.2Personal AutoLuxury Car
4WH52799ArizonaFCollege380812.21%94903941/0/00451.2Corporate AutoTwo-Door Car
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" + ], + "text/plain": [ + " Customer ST 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 Car \n", + "4 Corporate Auto Two-Door Car " + ] + }, + "execution_count": 9, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df2.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 86, + "id": "ddadc8ae-9766-40a4-ac9a-da6f4781a5f5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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customerstatecustomer_lifetime_valueeducationsexincomemonthly_premium_autoopen_complaintspolicy_typeclaim_amountvehicle_class
0SA25987Washington3479.137523High School or BelowFemale01040Personal Auto499.200000Two-Door Car
1TB86706Arizona2502.637401MasterFemale0660Personal Auto3.468912Two-Door Car
2ZL73902Nevada3265.156348BachelorFemale25820820Personal Auto393.600000Four-Door Car
3KX23516California4455.843406High School or BelowFemale01210Personal Auto699.615192SUV
4FN77294California7704.958480High School or BelowFemale303661012Personal Auto484.800000SUV
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" + ], + "text/plain": [ + " customer state customer_lifetime_value education sex \\\n", + "0 SA25987 Washington 3479.137523 High School or Below Female \n", + "1 TB86706 Arizona 2502.637401 Master Female \n", + "2 ZL73902 Nevada 3265.156348 Bachelor Female \n", + "3 KX23516 California 4455.843406 High School or Below Female \n", + "4 FN77294 California 7704.958480 High School or Below Female \n", + "\n", + " income monthly_premium_auto open_complaints policy_type claim_amount \\\n", + "0 0 104 0 Personal Auto 499.200000 \n", + "1 0 66 0 Personal Auto 3.468912 \n", + "2 25820 82 0 Personal Auto 393.600000 \n", + "3 0 121 0 Personal Auto 699.615192 \n", + "4 30366 101 2 Personal Auto 484.800000 \n", + "\n", + " vehicle_class \n", + "0 Two-Door Car \n", + "1 Two-Door Car \n", + "2 Four-Door Car \n", + "3 SUV \n", + "4 SUV " + ] + }, + "execution_count": 86, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df3.head()" + ] + }, + { + "cell_type": "markdown", + "id": "ae97aa26-19d8-400e-b064-dce1ced8678e", + "metadata": {}, + "source": [ + "### Clean df2" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "67c4a656-dcf4-401d-8a53-71e227dfa3de", + "metadata": {}, + "outputs": [], + "source": [ + "df2.columns = df2.columns.str.strip().str.lower()" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "6b41732c-3525-4b86-9c89-80eff05d25ef", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['customer', 'st', 'gender', 'education', 'customer lifetime value',\n", + " 'income', 'monthly premium auto', 'number of open complaints',\n", + " 'total claim amount', 'policy type', 'vehicle class'],\n", + " dtype='object')" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df2.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "543ee1da-bf9b-4c6d-b1fb-a3ee82f3a34d", + "metadata": {}, + "outputs": [], + "source": [ + "df2.columns = ['customer', 'state', 'sex', 'education', 'customer_lifetime_value',\n", + " 'income', 'monthly_premium_auto', 'open_complaints',\n", + " 'claim_amount', 'policy_type', 'vehicle_class']" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "370b19ac-53da-4f81-a5d2-9ded4b5c6586", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "customer 996\n", + "state 6\n", + "sex 4\n", + "education 6\n", + "customer_lifetime_value 950\n", + "income 733\n", + "monthly_premium_auto 126\n", + "open_complaints 6\n", + "claim_amount 667\n", + "policy_type 3\n", + "vehicle_class 6\n", + "dtype: int64" + ] + }, + "execution_count": 18, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df2.nunique()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "b23861e4-2c96-4612-98c6-0443ea52f5c1", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "customer 0\n", + "state 0\n", + "sex 5\n", + "education 0\n", + "customer_lifetime_value 4\n", + "income 0\n", + "monthly_premium_auto 0\n", + "open_complaints 0\n", + "claim_amount 0\n", + "policy_type 0\n", + "vehicle_class 0\n", + "dtype: int64" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df2.isna().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "bcf9d80a-faa5-4c0f-95dd-bcb9396dea9f", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(996, 11)" + ] + }, + "execution_count": 25, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df2.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "805c84ad-2002-4644-b8d0-bedfc47e8a4c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "sex\n", + "F 527\n", + "M 461\n", + "female 2\n", + "Male 1\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 20, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df2[\"sex\"].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "2bb7b6c9-42bc-4b82-95d9-5cd8cc2b314b", + "metadata": {}, + "outputs": [], + "source": [ + "df2[\"sex\"] = df2[\"sex\"].replace ([\"F\", \"female\"], \"Female\")" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "b4694292-54fb-4028-969e-38ff6384c90f", + "metadata": {}, + "outputs": [], + "source": [ + "df2[\"sex\"] = df2[\"sex\"].replace (\"M\", \"Male\")" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "id": "d890de97-c142-4bac-a1e9-1e616bb6b967", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "sex\n", + "Female 529\n", + "Male 462\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df2[\"sex\"].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "90a98909-16f0-4326-be00-f749a0c42515", + "metadata": {}, + "outputs": [], + "source": [ + "df2 = df2.dropna()" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "id": "90dcebb2-c6b7-43fe-b10c-5ab1800464f8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "state\n", + "Oregon 303\n", + "California 277\n", + "Arizona 191\n", + "Nevada 125\n", + "Washington 92\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 32, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df2[\"state\"].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "f141c692-d842-4bb5-a520-6b80663cf61b", + "metadata": {}, + "outputs": [], + "source": [ + "df2 [\"state\"] = df2 [\"state\"].replace (\"AZ\", \"Arizona\" )" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "id": "38f4d03f-45fd-4b45-bc05-f04064433a82", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "education\n", + "College 310\n", + "High School or Below 288\n", + "Bachelor 240\n", + "Master 85\n", + "Doctor 49\n", + "Bachelors 16\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 34, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df2 [\"education\"].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 80, + "id": "69a64cad-d39d-42c9-bd41-85e59e09dc38", + "metadata": {}, + "outputs": [], + "source": [ + "df2 [\"education\"] = df2 [\"state\"].replace (\"Bachelor\", \"Bachelors\" )" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "4e1cffc9-a10d-49a0-b39b-5f2fafbcaad6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "customer_lifetime_value\n", + "552821.28% 4\n", + "1203662.05% 3\n", + "650339.70% 3\n", + "538949.95% 3\n", + "518162.09% 3\n", + " ..\n", + "1765196.34% 1\n", + "1702989.34% 1\n", + "403931.50% 1\n", + "261933.74% 1\n", + "399258.39% 1\n", + "Name: count, Length: 946, dtype: int64" + ] + }, + "execution_count": 36, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df2 [\"customer_lifetime_value\"].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "3a1e8c74-ed7c-435d-9581-bf71f60f8518", + "metadata": {}, + "outputs": [], + "source": [ + "df2 [\"customer_lifetime_value\"] = df2 [\"customer_lifetime_value\"].str.replace (\"%\", \"\" )" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "f79d9e8b-2ae1-44ec-b102-001a5ff7accc", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "vehicle_class\n", + "Four-Door Car 512\n", + "Two-Door Car 210\n", + "SUV 174\n", + "Luxury Car 92\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 43, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df2 [\"vehicle_class\"].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "0fb01481-5c15-47a8-a9f3-dc682c54ca61", + "metadata": {}, + "outputs": [], + "source": [ + "df2 [\"vehicle_class\"] = df2 [\"vehicle_class\"].replace ([\"Sports Car\", \"Luxury SUV\", \"Luxury Car\" ] , \"Luxury Car\")" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "242c208e-25d5-463e-9953-14bd3b6f1d30", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "dtype('O')" + ] + }, + "execution_count": 45, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df2[\"customer_lifetime_value\"].dtype" + ] + }, + { + "cell_type": "code", + "execution_count": 48, + "id": "8eea750f-69c4-48d0-875f-2bc93ef03a58", + "metadata": {}, + "outputs": [], + "source": [ + "# Need to convert the object type to numeric to fill nulls with mean \n", + "\n", + "df2[\"customer_lifetime_value\"] = pd.to_numeric (df2[\"customer_lifetime_value\"])" + ] + }, + { + "cell_type": "code", + "execution_count": 49, + "id": "ddd77129-11c3-46b5-876c-edd7401745d6", + "metadata": {}, + "outputs": [], + "source": [ + "# Format this column and also make it numeric for convenience\n", + "\n", + "df2 [\"open_complaints\"] = pd.to_numeric (df2 [\"open_complaints\"].str.split (\"/\").str[1])" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "id": "5ea26d55-2615-49e5-b515-48ffda3d8d75", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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customerstatesexeducationcustomer_lifetime_valueincomemonthly_premium_autoopen_complaintsclaim_amountpolicy_typevehicle_class
0GS98873ArizonaFemaleBachelor323912.4716061880633.6Personal AutoFour-Door Car
1CW49887CaliforniaFemaleMaster462680.11794871140547.2Special AutoSUV
2MY31220CaliforniaFemaleCollege899704.02542301120537.6Personal AutoTwo-Door Car
3UH35128OregonFemaleCollege2580706.307121021411027.2Personal AutoLuxury Car
4WH52799ArizonaFemaleCollege380812.2194903940451.2Corporate AutoTwo-Door Car
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" + ], + "text/plain": [ + " customer state sex education customer_lifetime_value income \\\n", + "0 GS98873 Arizona Female Bachelor 323912.47 16061 \n", + "1 CW49887 California Female Master 462680.11 79487 \n", + "2 MY31220 California Female College 899704.02 54230 \n", + "3 UH35128 Oregon Female College 2580706.30 71210 \n", + "4 WH52799 Arizona Female College 380812.21 94903 \n", + "\n", + " monthly_premium_auto open_complaints claim_amount policy_type \\\n", + "0 88 0 633.6 Personal Auto \n", + "1 114 0 547.2 Special Auto \n", + "2 112 0 537.6 Personal Auto \n", + "3 214 1 1027.2 Personal Auto \n", + "4 94 0 451.2 Corporate Auto \n", + "\n", + " vehicle_class \n", + "0 Four-Door Car \n", + "1 SUV \n", + "2 Two-Door Car \n", + "3 Luxury Car \n", + "4 Two-Door Car " + ] + }, + "execution_count": 50, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df2.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "id": "e25c61e7-d969-4541-b56a-12ae95102aea", + "metadata": {}, + "outputs": [], + "source": [ + "df3 = pd.read_csv (\"https://raw.githubusercontent.com/data-bootcamp-v4/data/main/file3.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "id": "d3e6c969-c717-4f1c-af3a-a412ebf614e6", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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customerstatecustomer_lifetime_valueeducationgenderincomemonthly_premium_autoopen_complaintspolicy_typeclaim_amountvehicle_class
0SA25987Washington3479.137523High School or BelowM01040Personal Auto499.200000Two-Door Car
1TB86706Arizona2502.637401MasterM0660Personal Auto3.468912Two-Door Car
2ZL73902Nevada3265.156348BachelorF25820820Personal Auto393.600000Four-Door Car
3KX23516California4455.843406High School or BelowF01210Personal Auto699.615192SUV
4FN77294California7704.958480High School or BelowM303661012Personal 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 open_complaints policy_type claim_amount \\\n", + "0 0 104 0 Personal Auto 499.200000 \n", + "1 0 66 0 Personal Auto 3.468912 \n", + "2 25820 82 0 Personal Auto 393.600000 \n", + "3 0 121 0 Personal Auto 699.615192 \n", + "4 30366 101 2 Personal Auto 484.800000 \n", + "\n", + " vehicle_class \n", + "0 Two-Door Car \n", + "1 Two-Door Car \n", + "2 Four-Door Car \n", + "3 SUV \n", + "4 SUV " + ] + }, + "execution_count": 62, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df3.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "id": "73343d88-95fb-4086-9df6-5b5aabd29ac5", + "metadata": {}, + "outputs": [], + "source": [ + "df3.columns = df3.columns.str.strip().str.lower()" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "id": "b98a685d-d6b6-4077-9141-8357f3f74dd2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['customer', 'state', 'customer lifetime value', 'education', 'gender',\n", + " 'income', 'monthly premium auto', 'number of open complaints',\n", + " 'policy type', 'total claim amount', 'vehicle class'],\n", + " dtype='object')" + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df3.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "id": "d6a00d11-02a8-45d1-a91b-d6bcf5d39353", + "metadata": {}, + "outputs": [], + "source": [ + "df3.columns = ['customer', 'state', 'customer_lifetime_value', 'education', 'sex',\n", + " 'income', 'monthly_premium_auto', 'open_complaints',\n", + " 'policy_type', 'claim_amount', 'vehicle_class']" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "id": "44b3fead-09b6-4901-b1cd-84d85c1eb181", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "customer 0\n", + "state 0\n", + "customer_lifetime_value 0\n", + "education 0\n", + "sex 0\n", + "income 0\n", + "monthly_premium_auto 0\n", + "open_complaints 0\n", + "policy_type 0\n", + "claim_amount 0\n", + "vehicle_class 0\n", + "dtype: int64" + ] + }, + "execution_count": 69, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df3.isna().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "id": "7a9da55b-bfb4-4a44-a7d7-4e1e980e0ef2", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "customer 7070\n", + "state 5\n", + "customer_lifetime_value 6288\n", + "education 5\n", + "sex 2\n", + "income 4463\n", + "monthly_premium_auto 194\n", + "open_complaints 6\n", + "policy_type 3\n", + 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customerstatecustomer_lifetime_valueeducationsexincomemonthly_premium_autoopen_complaintspolicy_typeclaim_amountvehicle_class
0SA25987Washington3479.137523High School or BelowFemale01040Personal Auto499.200000Two-Door Car
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4FN77294California7704.958480High School or BelowFemale303661012Personal Auto484.800000SUV
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customerstatesexeducationcustomer_lifetime_valueincomemonthly_premium_autoopen_complaintspolicy_typevehicle_classclaim_amount
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1QZ44356ArizonaFemaleBachelors6.979536e+050.094.00.0Personal AutoFour-Door Car1131.464935
2AI49188NevadaFemaleBachelors1.288743e+0648767.0108.00.0Personal AutoTwo-Door Car566.472247
3WW63253CaliforniaMaleBachelors7.645862e+050.0106.00.0Corporate AutoSUV529.881344
4GA49547WashingtonMaleHigh School or Below5.363077e+0536357.068.00.0Personal AutoFour-Door Car17.269323
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customerstatecustomer_lifetime_valueresponsecoverageeducationeffective_to_dateemploymentstatusgenderincome...number_of_policiespolicy_typepolicyrenew_offer_typesales_channeltotal_claim_amountvehicle_classvehicle_sizevehicle_typemonth
0DK49336Arizona4809.216960NoBasicCollege2011-02-18EmployedM48029...9Corporate AutoCorporate L3Offer3Agent292.800000Four-Door CarMedsizeA2
1KX64629California2228.525238NoBasicCollege2011-01-18UnemployedF0...1Personal AutoPersonal L3Offer4Call Center744.924331Four-Door CarMedsizeA1
2LZ68649Washington14947.917300NoBasicBachelor2011-02-10EmployedM22139...2Personal AutoPersonal L3Offer3Call Center480.000000SUVMedsizeA2
3XL78013Oregon22332.439460YesExtendedCollege2011-01-11EmployedM49078...2Corporate AutoCorporate L3Offer2Branch484.013411Four-Door CarMedsizeA1
4QA50777Oregon9025.067525NoPremiumBachelor2011-01-17Medical LeaveF23675...7Personal AutoPersonal L2Offer1Branch707.925645Four-Door CarMedsizeA1
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Personal Auto Personal L2 Offer1 Branch \n", + "\n", + " total_claim_amount vehicle_class vehicle_size vehicle_type month \n", + "0 292.800000 Four-Door Car Medsize A 2 \n", + "1 744.924331 Four-Door Car Medsize A 1 \n", + "2 480.000000 SUV Medsize A 2 \n", + "3 484.013411 Four-Door Car Medsize A 1 \n", + "4 707.925645 Four-Door Car Medsize A 1 \n", + "\n", + "[5 rows x 26 columns]" + ] + }, + "execution_count": 124, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 98, + "id": "e10a707c-d983-4111-bee3-771c292e30ef", + "metadata": {}, + "outputs": [], + "source": [ + "df.columns = df.columns.str.strip().str.lower()" + ] + }, + { + "cell_type": "code", + "execution_count": 100, + "id": "468d94b5-2355-4f8e-b283-0093421824a9", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Index(['unnamed:_0', 'customer', 'state', 'customer_lifetime_value',\n", + " 'response', 'coverage', 'education', 'effective_to_date',\n", + " 'employmentstatus', 'gender', 'income', 'location_code',\n", + " 'marital_status', 'monthly_premium_auto', 'months_since_last_claim',\n", + " 'months_since_policy_inception', 'number_of_open_complaints',\n", + " 'number_of_policies', 'policy_type', 'policy', 'renew_offer_type',\n", + " 'sales_channel', 'total_claim_amount', 'vehicle_class', 'vehicle_size',\n", + " 'vehicle_type', 'month'],\n", + " dtype='object')" + ] + }, + "execution_count": 100, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.columns" + ] + }, + { + "cell_type": "code", + "execution_count": 103, + "id": "6fa65675-619c-48a7-9ceb-53217d73dd9d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "unnamed:_0 10910\n", + "customer 9134\n", + "state 5\n", + "customer_lifetime_value 8041\n", + "response 2\n", + "coverage 3\n", + "education 5\n", + "effective_to_date 59\n", + "employmentstatus 5\n", + "gender 2\n", + "income 5694\n", + "location_code 3\n", + "marital_status 3\n", + "monthly_premium_auto 202\n", + "months_since_last_claim 37\n", + "months_since_policy_inception 100\n", + "number_of_open_complaints 7\n", + "number_of_policies 9\n", + "policy_type 3\n", + "policy 9\n", + "renew_offer_type 4\n", + "sales_channel 4\n", + "total_claim_amount 5106\n", + "vehicle_class 6\n", + "vehicle_size 3\n", + "vehicle_type 1\n", + "month 2\n", + "dtype: int64" + ] + }, + "execution_count": 103, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.nunique()" + ] + }, + { + "cell_type": "code", + "execution_count": 104, + "id": "04b681d5-f2da-47c0-9ad8-89e860bb869c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "unnamed:_0 0\n", + "customer 0\n", + "state 0\n", + "customer_lifetime_value 0\n", + "response 0\n", + "coverage 0\n", + "education 0\n", + "effective_to_date 0\n", + "employmentstatus 0\n", + "gender 0\n", + "income 0\n", + "location_code 0\n", + "marital_status 0\n", + "monthly_premium_auto 0\n", + "months_since_last_claim 0\n", + "months_since_policy_inception 0\n", + "number_of_open_complaints 0\n", + "number_of_policies 0\n", + "policy_type 0\n", + "policy 0\n", + "renew_offer_type 0\n", + "sales_channel 0\n", + "total_claim_amount 0\n", + "vehicle_class 0\n", + "vehicle_size 0\n", + "vehicle_type 0\n", + "month 0\n", + "dtype: int64" + ] + }, + "execution_count": 104, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.isna().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 105, + "id": "ef5c35a8-ce09-4dbd-9a98-9e84988d2bf7", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "np.int64(0)" + ] + }, + "execution_count": 105, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df.duplicated().sum()" + ] + }, + { + "cell_type": "code", + "execution_count": 108, + "id": "cebeb725-6db1-4f30-bf4b-8a498a02e70a", + "metadata": {}, + "outputs": [], + "source": [ + "# Dropping unnamed as it's the index \n", + "\n", + "df = df.drop (\"unnamed:_0\", axis = 1)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 123, + "id": "d9d505e8-2fd3-4edc-a366-622431fedd5a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "sales_channel\n", + "Agent 4121\n", + "Branch 3022\n", + "Call Center 2141\n", + "Web 1626\n", + "Name: count, dtype: int64" + ] + }, + "execution_count": 123, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df [\"sales_channel\"].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 127, + "id": "7d3ad41d-8011-430d-8ff2-55c8ff9fd5b8", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "monthly_premium_auto\n", + "65 419\n", + "66 371\n", + "71 368\n", + "73 363\n", + "63 345\n", + " ... \n", + "163 1\n", + "178 1\n", + "287 1\n", + "228 1\n", + "203 1\n", + "Name: count, Length: 202, dtype: int64" + ] + }, + "execution_count": 127, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "df [\"monthly_premium_auto\"].value_counts()" ] }, { @@ -103,6 +2367,371 @@ "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": null, + "id": "a6311b6c-f02e-4d59-84db-b35456cfe45a", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "code", + "execution_count": 133, + "id": "120271e8-3a94-4af8-89ae-d8ab092eba97", + "metadata": {}, + "outputs": [], + "source": [ + "pivot_df = df.pivot_table (index= \"sales_channel\", values = \"monthly_premium_auto\", aggfunc = \"sum\" ).round(2)" + ] + }, + { + "cell_type": "code", + "execution_count": 134, + "id": "d8428a87-2ec9-4e1e-a142-145f78df1639", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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monthly_premium_auto
sales_channel
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" + ], + "text/plain": [ + " monthly_premium_auto\n", + "sales_channel \n", + "Agent 386335\n", + "Branch 280953\n", + "Call Center 197970\n", + "Web 151511" + ] + }, + "execution_count": 134, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pivot_df" + ] + }, + { + "cell_type": "markdown", + "id": "11c7f0c6-2abb-4553-9290-e3a8e6dd6a96", + "metadata": {}, + "source": [ + "- Agent sales channel creates more total revenue. " + ] + }, + { + "cell_type": "code", + "execution_count": 136, + "id": "39fb8da5-312e-4acb-846e-0aa32f50bbec", + "metadata": {}, + "outputs": [], + "source": [ + "pv2_df = df.pivot_table (index = \"education\", columns = \"gender\", values = \"customer_lifetime_value\", aggfunc = \"mean\").round(2) " + ] + }, + { + "cell_type": "code", + "execution_count": 137, + "id": "57d2530d-606e-4776-8db2-b40bdd67268c", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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genderFM
education
Bachelor7874.277703.60
College7748.828052.46
Doctor7328.517415.33
High School or Below8675.228149.69
Master8157.058168.83
\n", + "
" + ], + "text/plain": [ + "gender F M\n", + "education \n", + "Bachelor 7874.27 7703.60\n", + "College 7748.82 8052.46\n", + "Doctor 7328.51 7415.33\n", + "High School or Below 8675.22 8149.69\n", + "Master 8157.05 8168.83" + ] + }, + "execution_count": 137, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pv2_df" + ] + }, + { + "cell_type": "code", + "execution_count": 139, + "id": "197aa122-557d-406a-b882-bce466cffa49", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "gender\n", + "F 8675.22\n", + "M 8168.83\n", + "dtype: float64" + ] + }, + "execution_count": 139, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pv2_df.max()" + ] + }, + { + "cell_type": "code", + "execution_count": 140, + "id": "60ad0d2f-61c9-4ff0-a2af-ec20d63fdbb3", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "('High School or Below', 'F')" + ] + }, + "execution_count": 140, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pv2_df.stack().idxmax()\n", + "\n", + "# High School or Below females creates the highest Customer Lifetime Value. \n", + "# While females with doctor education creates the lowest Customer Lifetime Value. " + ] + }, + { + "cell_type": "code", + "execution_count": 141, + "id": "8ea431df-f0c0-460d-81df-49037555cc21", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "('Doctor', 'F')" + ] + }, + "execution_count": 141, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pv2_df.stack().idxmin()" + ] + }, + { + "cell_type": "code", + "execution_count": 142, + "id": "881e0b1c-c542-4a77-bbea-9be29a9652c5", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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genderFM
count5.0000005.000000
mean7956.7740007897.982000
std500.260572328.373387
min7328.5100007415.330000
25%7748.8200007703.600000
50%7874.2700008052.460000
75%8157.0500008149.690000
max8675.2200008168.830000
\n", + "
" + ], + "text/plain": [ + "gender F M\n", + "count 5.000000 5.000000\n", + "mean 7956.774000 7897.982000\n", + "std 500.260572 328.373387\n", + "min 7328.510000 7415.330000\n", + "25% 7748.820000 7703.600000\n", + "50% 7874.270000 8052.460000\n", + "75% 8157.050000 8149.690000\n", + "max 8675.220000 8168.830000" + ] + }, + "execution_count": 142, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "pv2_df.describe()\n", + "\n", + "# The average CLV in females is slightly higher than males but very similar -> gender may not affecting the value of CLV so much. \n", + "# Males have a slightly higher median even having a lower mean than females -> ?? less spread out than females, better distribution...\n", + "\n", + "# Females show higher variability -> females customers are less consistent customers than males. \n" + ] + }, { "cell_type": "markdown", "id": "32c7f2e5-3d90-43e5-be33-9781b6069198", @@ -146,9 +2775,9 @@ "provenance": [] }, "kernelspec": { - "display_name": "Python 3 (ipykernel)", + "display_name": "Python [conda env:base] *", "language": "python", - "name": "python3" + "name": "conda-base-py" }, "language_info": { "codemirror_mode": { @@ -160,7 +2789,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.13" + "version": "3.13.9" } }, "nbformat": 4,